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R Software Module

rwasp_decomposeloess.wasp

Title produced by software

Decomposition by Loess

Date of computation

Mon, 15 Dec 2014 02:12:41 +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/2014/Dec/15/t1418609586t22g1gp24ymibfo.htm/, Retrieved Thu, 16 May 2024 13:50:46 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=267941, Retrieved Thu, 16 May 2024 13:50:46 +0000

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IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

104

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

-     [Factor Analysis] [Sleep in Mammals ...] [2010-03-21 11:39:53] [b98453cac15ba1066b407e146608df68]
- RMPD  [Testing Mean with unknown Variance - Critical Value] [Hypothesis Test a...] [2010-10-19 11:45:26] [b98453cac15ba1066b407e146608df68]
- RM D    [Testing Mean with unknown Variance - Critical Value] [] [2014-10-14 18:43:28] [32b17a345b130fdf5cc88718ed94a974]
- RMPD      [Multiple Regression] [] [2014-12-11 21:39:03] [6b382800c0d3804662889dbce999b8c7]
- R PD        [Multiple Regression] [] [2014-12-14 23:33:56] [6b382800c0d3804662889dbce999b8c7]
- RM D            [Decomposition by Loess] [] [2014-12-15 02:12:41] [6993448de96b8662e47595bfdf466bf3] [Current]

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Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	3 seconds
R Server	'George Udny Yule' @ yule.wessa.net

\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 & 3 seconds \tabularnewline
R Server & 'George Udny Yule' @ yule.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=267941&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]3 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'George Udny Yule' @ yule.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=267941&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=267941&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	3 seconds
R Server	'George Udny Yule' @ yule.wessa.net

Seasonal Decomposition by Loess - Parameters
Component	Window	Degree	Jump
Seasonal	1661	0	167
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 & 1661 & 0 & 167 \tabularnewline
Trend & 19 & 1 & 2 \tabularnewline
Low-pass & 13 & 1 & 2 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=267941&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]1661[/C][C]0[/C][C]167[/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=267941&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=267941&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	1661	0	167
Trend	19	1	2
Low-pass	13	1	2

Seasonal Decomposition by Loess - Time Series Components
t	Observed	Fitted	Seasonal	Trend	Remainder
1	4.35	-4.10273242790735	-0.671309340977745	13.4740417688851	-8.45273242790735
2	12.7	12.9932427920534	-1.36298957689295	13.7697467848395	0.293242792053423
3	18.1	21.9285057967128	0.206042402493201	14.065451800794	3.82850579671284
4	17.85	21.869331114097	-0.490364452811022	14.321033338714	4.01933111409703
5	16.6	17.7423021149707	0.88108300839525	14.576614876634	1.14230211497073
6	12.6	10.3891769809204	0.000129585491038993	14.8106934335885	-2.21082301907956
7	17.1	19.2824799119586	-0.127251902501611	15.044771990543	2.18247991195859
8	19.1	23.0448103329629	-0.0697010858493161	15.2248907528864	3.94481033296288
9	16.1	16.1499958013818	0.644994683388353	15.4050095152299	0.0499958013817956
10	13.35	11.2874808503668	0.0949384163309904	15.3175807333023	-2.06251914963324
11	18.4	21.5856614363994	-0.0158133877740563	15.2301519513747	3.1856614363994
12	14.7	13.3318596082338	0.910241704909035	15.1578986868572	-1.36814039176623
13	10.6	6.785663918638	-0.671309340977745	15.0856454223397	-3.814336081362
14	12.6	11.5725373113535	-1.36298957689295	14.9904522655395	-1.0274626886465
15	16.2	17.2986984887676	0.206042402493201	14.8952591087392	1.09869848876763
16	13.6	12.8737593242074	-0.490364452811022	14.8166051286036	-0.726240675792576
17	18.9	22.1809658431367	0.88108300839525	14.737951148468	3.28096584313672
18	14.1	13.5079584660841	0.000129585491038993	14.6919119484249	-0.592041533915925
19	14.5	14.4813791541199	-0.127251902501611	14.6458727483817	-0.0186208458801378
20	16.15	17.737277583511	-0.0697010858493161	14.6324235023383	1.58727758351104
21	14.75	14.2360310603169	0.644994683388353	14.6189742562948	-0.513968939683149
22	14.8	14.9367098438607	0.0949384163309904	14.5683517398083	0.136709843860707
23	12.45	10.3980841644522	-0.0158133877740563	14.5177292233218	-2.05191583554775
24	12.65	9.85884664360475	0.910241704909035	14.5309116514862	-2.79115335639525
25	17.35	20.8272152613271	-0.671309340977745	14.5440940796506	3.47721526132712
26	8.6	3.87367845458384	-1.36298957689295	14.6893111223091	-4.72632154541616
27	18.4	21.7594294325392	0.206042402493201	14.8345281649676	3.35942943253921
28	16.1	17.6674285571075	-0.490364452811022	15.0229358957035	1.56742855710754
29	11.6	7.10757336516537	0.88108300839525	15.2113436264394	-4.49242663483463
30	17.75	20.1598417612486	0.000129585491038993	15.3400286532604	2.40984176124857
31	15.25	15.1585382224202	-0.127251902501611	15.4687136800814	-0.0914617775798021
32	17.65	19.8701326002275	-0.0697010858493161	15.4995684856219	2.22013260022745
33	16.35	16.5245820254493	0.644994683388353	15.5304232911623	0.174582025449338
34	17.65	19.6596858461275	0.0949384163309904	15.5453757375415	2.00968584612749
35	13.6	11.6554852038533	-0.0158133877740563	15.5603281839207	-1.94451479614666
36	14.35	12.2315127839884	0.910241704909035	15.5582455111025	-2.11848721601158
37	14.75	14.6151465026934	-0.671309340977745	15.5561628382844	-0.134853497306615
38	18.25	22.335562183337	-1.36298957689295	15.5274273935559	4.08556218333703
39	9.9	4.09526564867931	0.206042402493201	15.4986919488275	-5.80473435132069
40	16	16.9990025283285	-0.490364452811022	15.4913619244825	0.999002528328511
41	18.25	20.1348850914672	0.88108300839525	15.4840319001375	1.88488509146721
42	16.85	18.1893243725663	0.000129585491038993	15.5105460419427	1.33932437256628
43	14.6	13.7901917187538	-0.127251902501611	15.5370601837478	-0.809808281246207
44	13.85	12.1561977881464	-0.0697010858493161	15.6135032977029	-1.69380221185357
45	18.95	21.5650589049537	0.644994683388353	15.6899464116579	2.6150589049537
46	15.6	15.3062199223481	0.0949384163309904	15.7988416613209	-0.293780077651926
47	14.85	13.8080764767901	-0.0158133877740563	15.9077369109839	-1.04192352320987
48	11.75	6.65851017873358	0.910241704909035	15.9312481163574	-5.09148982126642
49	18.45	21.6165500192469	-0.671309340977745	15.9547593217308	3.16655001924691
50	15.9	17.2294623852363	-1.36298957689295	15.9335271916567	1.3294623852363
51	17.1	18.0816625359243	0.206042402493201	15.9122950615825	0.981662535924331
52	16.1	16.8520022292035	-0.490364452811022	15.8383622236075	0.752002229203475
53	19.9	23.1544876059721	0.88108300839525	15.7644293856326	3.25448760597212
54	10.95	6.18483089526816	0.000129585491038993	15.7150395192408	-4.76516910473184
55	18.45	21.3616022496526	-0.127251902501611	15.665649652849	2.91160224965263
56	15.1	14.6845225971408	-0.0697010858493161	15.5851784887086	-0.415477402859237
57	15	13.8502979920435	0.644994683388353	15.5047073245681	-1.14970200795648
58	11.35	7.13552817024041	0.0949384163309904	15.4695334134286	-4.21447182975959
59	15.95	16.481453885485	-0.0158133877740563	15.4343595022891	0.531453885484984
60	18.1	19.8549531848252	0.910241704909035	15.4348051102658	1.7549531848252
61	14.6	14.4360586227353	-0.671309340977745	15.4352507182425	-0.163941377264717
62	15.4	16.8350697006009	-1.36298957689295	15.3279198762921	1.43506970060088
63	15.4	15.3733685631651	0.206042402493201	15.2205890343417	-0.0266314368349008
64	17.6	20.5590698522491	-0.490364452811022	15.1312946005619	2.95906985224913
65	13.35	10.7769168248227	0.88108300839525	15.0420001667821	-2.57308317517733
66	19.1	23.2460779869661	0.000129585491038993	14.9537924275428	4.14607798696612
67	15.35	15.961667214198	-0.127251902501611	14.8655846883036	0.611667214198
68	7.6	0.446568126052539	-0.0697010858493161	14.8231329597968	-7.15343187394746
69	13.4	11.3743240853217	0.644994683388353	14.7806812312899	-2.0256759146783
70	13.9	13.0200905347278	0.0949384163309904	14.6849710489412	-0.879909465272176
71	19.1	23.6265525211816	-0.0158133877740563	14.5892608665924	4.52655252118163
72	15.25	15.1257457642143	0.910241704909035	14.4640125308767	-0.124254235785733
73	12.9	12.1325451458168	-0.671309340977745	14.338764195161	-0.767454854183223
74	16.1	19.3133519530125	-1.36298957689295	14.2496376238804	3.21335195301252
75	17.35	20.3334465449069	0.206042402493201	14.1605110525999	2.98344654490691
76	13.15	12.7320334520518	-0.490364452811022	14.0583310007592	-0.417966547948158
77	12.15	9.46276604268628	0.88108300839525	13.9561509489185	-2.68723395731372
78	12.6	11.3578937292748	0.000129585491038993	13.8419766852341	-1.24210627072515
79	10.35	7.09944948095185	-0.127251902501611	13.7278024215498	-3.25055051904815
80	15.4	17.1297266711132	-0.0697010858493161	13.7399744147361	1.72972667111325
81	9.6	4.80285890868927	0.644994683388353	13.7521464079224	-4.79714109131073
82	18.2	22.3374948840873	0.0949384163309904	13.9675666995817	4.13749488408734
83	13.6	13.0328263965331	-0.0158133877740563	14.182986991241	-0.567173603466902
84	14.85	14.317626551303	0.910241704909035	14.4721317437879	-0.532373448696966
85	14.75	15.4100328446428	-0.671309340977745	14.7612764963349	0.660032844642844
86	14.1	14.6754938904623	-1.36298957689295	14.8874956864307	0.575493890462299
87	14.9	14.5802427209804	0.206042402493201	15.0137148765264	-0.31975727901961
88	16.25	18.0723821741412	-0.490364452811022	14.9179822786698	1.8223821741412
89	19.25	22.7966673107915	0.88108300839525	14.8222496808132	3.54666731079152
90	13.6	12.4863310575506	0.000129585491038993	14.7135393569583	-1.11366894244939
91	13.6	12.7224228693981	-0.127251902501611	14.6048290331035	-0.877577130601862
92	15.65	16.8322393647615	-0.0697010858493161	14.5374617210878	1.18223936476152
93	12.75	10.3849109075395	0.644994683388353	14.4700944090721	-2.36508909246048
94	14.6	14.7659420135276	0.0949384163309904	14.3391195701414	0.165942013527589
95	9.85	5.50766865656334	-0.0158133877740563	14.2081447312107	-4.34233134343666
96	12.65	10.2801760366036	0.910241704909035	14.1095822584874	-2.36982396339643
97	19.2	25.0602895552137	-0.671309340977745	14.0110197857641	5.86028955521367
98	16.6	20.4887675407688	-1.36298957689295	14.0742220361242	3.8887675407688
99	11.2	8.05653331102257	0.206042402493201	14.1374242864842	-3.14346668897743
100	15.25	16.7377137769093	-0.490364452811022	14.2526506759017	1.4877137769093
101	11.9	8.55103992628553	0.88108300839525	14.3678770653192	-3.34896007371447
102	13.2	12.0139294231094	0.000129585491038993	14.3859409913996	-1.18607057689062
103	16.35	18.4232469850217	-0.127251902501611	14.4040049174799	2.07324698502167
104	12.4	10.5696381360902	-0.0697010858493161	14.3000629497591	-1.83036186390975
105	15.85	16.8588843345735	0.644994683388353	14.1961209820382	1.00888433457346
106	18.15	21.928739760498	0.0949384163309904	14.276321823171	3.77873976049803
107	11.15	7.95929072347028	-0.0158133877740563	14.3565226643038	-3.19070927652972
108	15.65	15.8581556259061	0.910241704909035	14.5316026691848	0.208155625906137
109	17.75	21.4646266669119	-0.671309340977745	14.7066826740659	3.71462666691186
110	7.65	1.75656332603934	-1.36298957689295	14.9064262508536	-5.89343667396066
111	12.35	9.38778776986546	0.206042402493201	15.1061698276413	-2.96221223013454
112	15.6	16.3039243258053	-0.490364452811022	15.3864401270058	0.703924325805259
113	19.3	22.0522065652346	0.88108300839525	15.6667104263702	2.75220656523457
114	15.2	14.4483455586763	0.000129585491038993	15.9515248558326	-0.751654441323666
115	17.1	18.0909126172065	-0.127251902501611	16.2363392852951	0.990912617206543
116	15.6	15.0537002750493	-0.0697010858493161	16.2160008108	-0.546299724950682
117	18.4	19.9593429803067	0.644994683388353	16.1956623363049	1.55934298030672
118	19.05	22.2432921879277	0.0949384163309904	15.7617693957414	3.19329218792766
119	18.55	21.7879369325963	-0.0158133877740563	15.3278764551778	3.23793693259628
120	19.1	22.5263390978576	0.910241704909035	14.7634191972333	3.42633909785762
121	13.1	12.6723474016888	-0.671309340977745	14.1989619392889	-0.427652598311164
122	12.85	13.3791426823312	-1.36298957689295	13.6838468945618	0.529142682331194
123	9.5	5.62522574767219	0.206042402493201	13.1687318498346	-3.87477425232781
124	4.5	-3.27256292488152	-0.490364452811022	12.7629273776925	-7.77256292488152
125	11.85	10.4617940860543	0.88108300839525	12.3571229055505	-1.38820591394572
126	13.6	14.9021790540565	0.000129585491038993	12.2976913604524	1.30217905405654
127	11.7	11.2889920871472	-0.127251902501611	12.2382598153544	-0.411007912852767
128	12.4	12.2721501621258	-0.0697010858493161	12.5975509237235	-0.127849837874209
129	13.35	13.098163284519	0.644994683388353	12.9568420320927	-0.251836715481025
130	11.4	9.27276905491368	0.0949384163309904	13.4322925287553	-2.12723094508632
131	14.9	15.9080703623561	-0.0158133877740563	13.907743025418	1.00807036235606
132	19.9	24.7510284630832	0.910241704909035	14.1387298320077	4.85102846308325
133	11.2	8.70159270238031	-0.671309340977745	14.3697166385974	-2.49840729761969
134	14.6	16.1467581947299	-1.36298957689295	14.4162313821631	1.54675819472986
135	17.6	20.5312114717781	0.206042402493201	14.4627461257288	2.93121147177805
136	14.05	14.1632252744491	-0.490364452811022	14.427139178362	0.113225274449064
137	16.1	16.9273847606096	0.88108300839525	14.3915322309952	0.827384760609588
138	13.35	12.5231892217623	0.000129585491038993	14.1766811927467	-0.826810778237709
139	11.85	9.86542174800343	-0.127251902501611	13.9618301544982	-1.98457825199656
140	11.95	10.3824579005578	-0.0697010858493161	13.5872431852915	-1.56754209944223
141	14.75	15.6423491005267	0.644994683388353	13.2126562160849	0.892349100526742
142	15.15	17.3978001718663	0.0949384163309904	12.8072614118027	2.24780017186634
143	13.2	14.0139467802536	-0.0158133877740563	12.4018666075204	0.813946780253611
144	16.85	20.6352267293587	0.910241704909035	12.1545315657323	3.78522672935866
145	7.85	4.46411281703358	-0.671309340977745	11.9071965239442	-3.38588718296642
146	7.7	4.92037029486073	-1.36298957689295	11.8426192820322	-2.77962970513927
147	12.6	13.2159155573865	0.206042402493201	11.7780420401203	0.615915557386502
148	7.85	4.35496871637753	-0.490364452811022	11.8353957364335	-3.49503128362247
149	10.95	9.12616755885807	0.88108300839525	11.8927494327467	-1.82383244114193
150	12.35	12.5397311350394	0.000129585491038993	12.1601392794695	0.189731135039434
151	9.95	7.59972277630924	-0.127251902501611	12.4275291261924	-2.35027722369076
152	14.9	17.0416516008608	-0.0697010858493161	12.8280494849885	2.1416516008608
153	16.65	19.426435472827	0.644994683388353	13.2285698437846	2.77643547282699
154	13.4	13.1201124644094	0.0949384163309904	13.5849491192596	-0.279887535590634
155	13.95	13.9744849930394	-0.0158133877740563	13.9413283947346	0.0244849930394153
156	15.7	16.27026621849	0.910241704909035	14.219492076601	0.570266218489989
157	16.85	19.8736535825104	-0.671309340977745	14.4976557584673	3.02365358251044
158	10.95	8.75549912798406	-1.36298957689295	14.5074904489089	-2.19450087201594
159	15.35	15.9766324581563	0.206042402493201	14.5173251393505	0.626632458156319
160	12.2	10.4895607036849	-0.490364452811022	14.4008037491261	-1.71043929631507
161	15.1	15.034634632703	0.88108300839525	14.2842823589017	-0.0653653672969554
162	17.75	21.3474853727882	0.000129585491038993	14.1523850417208	3.59748537278818
163	15.2	16.5067641779617	-0.127251902501611	14.0204877245399	1.30676417796174
164	14.6	15.3877625846855	-0.0697010858493161	13.8819385011639	0.78776258468546
165	16.65	18.9116160388238	0.644994683388353	13.7433892777878	2.2616160388238
166	8.1	2.51646581206011	0.0949384163309904	13.5885957716089	-5.58353418793989

\begin{tabular}{lllllllll}
\hline
Seasonal Decomposition by Loess - Time Series Components \tabularnewline
t & Observed & Fitted & Seasonal & Trend & Remainder \tabularnewline
1 & 4.35 & -4.10273242790735 & -0.671309340977745 & 13.4740417688851 & -8.45273242790735 \tabularnewline
2 & 12.7 & 12.9932427920534 & -1.36298957689295 & 13.7697467848395 & 0.293242792053423 \tabularnewline
3 & 18.1 & 21.9285057967128 & 0.206042402493201 & 14.065451800794 & 3.82850579671284 \tabularnewline
4 & 17.85 & 21.869331114097 & -0.490364452811022 & 14.321033338714 & 4.01933111409703 \tabularnewline
5 & 16.6 & 17.7423021149707 & 0.88108300839525 & 14.576614876634 & 1.14230211497073 \tabularnewline
6 & 12.6 & 10.3891769809204 & 0.000129585491038993 & 14.8106934335885 & -2.21082301907956 \tabularnewline
7 & 17.1 & 19.2824799119586 & -0.127251902501611 & 15.044771990543 & 2.18247991195859 \tabularnewline
8 & 19.1 & 23.0448103329629 & -0.0697010858493161 & 15.2248907528864 & 3.94481033296288 \tabularnewline
9 & 16.1 & 16.1499958013818 & 0.644994683388353 & 15.4050095152299 & 0.0499958013817956 \tabularnewline
10 & 13.35 & 11.2874808503668 & 0.0949384163309904 & 15.3175807333023 & -2.06251914963324 \tabularnewline
11 & 18.4 & 21.5856614363994 & -0.0158133877740563 & 15.2301519513747 & 3.1856614363994 \tabularnewline
12 & 14.7 & 13.3318596082338 & 0.910241704909035 & 15.1578986868572 & -1.36814039176623 \tabularnewline
13 & 10.6 & 6.785663918638 & -0.671309340977745 & 15.0856454223397 & -3.814336081362 \tabularnewline
14 & 12.6 & 11.5725373113535 & -1.36298957689295 & 14.9904522655395 & -1.0274626886465 \tabularnewline
15 & 16.2 & 17.2986984887676 & 0.206042402493201 & 14.8952591087392 & 1.09869848876763 \tabularnewline
16 & 13.6 & 12.8737593242074 & -0.490364452811022 & 14.8166051286036 & -0.726240675792576 \tabularnewline
17 & 18.9 & 22.1809658431367 & 0.88108300839525 & 14.737951148468 & 3.28096584313672 \tabularnewline
18 & 14.1 & 13.5079584660841 & 0.000129585491038993 & 14.6919119484249 & -0.592041533915925 \tabularnewline
19 & 14.5 & 14.4813791541199 & -0.127251902501611 & 14.6458727483817 & -0.0186208458801378 \tabularnewline
20 & 16.15 & 17.737277583511 & -0.0697010858493161 & 14.6324235023383 & 1.58727758351104 \tabularnewline
21 & 14.75 & 14.2360310603169 & 0.644994683388353 & 14.6189742562948 & -0.513968939683149 \tabularnewline
22 & 14.8 & 14.9367098438607 & 0.0949384163309904 & 14.5683517398083 & 0.136709843860707 \tabularnewline
23 & 12.45 & 10.3980841644522 & -0.0158133877740563 & 14.5177292233218 & -2.05191583554775 \tabularnewline
24 & 12.65 & 9.85884664360475 & 0.910241704909035 & 14.5309116514862 & -2.79115335639525 \tabularnewline
25 & 17.35 & 20.8272152613271 & -0.671309340977745 & 14.5440940796506 & 3.47721526132712 \tabularnewline
26 & 8.6 & 3.87367845458384 & -1.36298957689295 & 14.6893111223091 & -4.72632154541616 \tabularnewline
27 & 18.4 & 21.7594294325392 & 0.206042402493201 & 14.8345281649676 & 3.35942943253921 \tabularnewline
28 & 16.1 & 17.6674285571075 & -0.490364452811022 & 15.0229358957035 & 1.56742855710754 \tabularnewline
29 & 11.6 & 7.10757336516537 & 0.88108300839525 & 15.2113436264394 & -4.49242663483463 \tabularnewline
30 & 17.75 & 20.1598417612486 & 0.000129585491038993 & 15.3400286532604 & 2.40984176124857 \tabularnewline
31 & 15.25 & 15.1585382224202 & -0.127251902501611 & 15.4687136800814 & -0.0914617775798021 \tabularnewline
32 & 17.65 & 19.8701326002275 & -0.0697010858493161 & 15.4995684856219 & 2.22013260022745 \tabularnewline
33 & 16.35 & 16.5245820254493 & 0.644994683388353 & 15.5304232911623 & 0.174582025449338 \tabularnewline
34 & 17.65 & 19.6596858461275 & 0.0949384163309904 & 15.5453757375415 & 2.00968584612749 \tabularnewline
35 & 13.6 & 11.6554852038533 & -0.0158133877740563 & 15.5603281839207 & -1.94451479614666 \tabularnewline
36 & 14.35 & 12.2315127839884 & 0.910241704909035 & 15.5582455111025 & -2.11848721601158 \tabularnewline
37 & 14.75 & 14.6151465026934 & -0.671309340977745 & 15.5561628382844 & -0.134853497306615 \tabularnewline
38 & 18.25 & 22.335562183337 & -1.36298957689295 & 15.5274273935559 & 4.08556218333703 \tabularnewline
39 & 9.9 & 4.09526564867931 & 0.206042402493201 & 15.4986919488275 & -5.80473435132069 \tabularnewline
40 & 16 & 16.9990025283285 & -0.490364452811022 & 15.4913619244825 & 0.999002528328511 \tabularnewline
41 & 18.25 & 20.1348850914672 & 0.88108300839525 & 15.4840319001375 & 1.88488509146721 \tabularnewline
42 & 16.85 & 18.1893243725663 & 0.000129585491038993 & 15.5105460419427 & 1.33932437256628 \tabularnewline
43 & 14.6 & 13.7901917187538 & -0.127251902501611 & 15.5370601837478 & -0.809808281246207 \tabularnewline
44 & 13.85 & 12.1561977881464 & -0.0697010858493161 & 15.6135032977029 & -1.69380221185357 \tabularnewline
45 & 18.95 & 21.5650589049537 & 0.644994683388353 & 15.6899464116579 & 2.6150589049537 \tabularnewline
46 & 15.6 & 15.3062199223481 & 0.0949384163309904 & 15.7988416613209 & -0.293780077651926 \tabularnewline
47 & 14.85 & 13.8080764767901 & -0.0158133877740563 & 15.9077369109839 & -1.04192352320987 \tabularnewline
48 & 11.75 & 6.65851017873358 & 0.910241704909035 & 15.9312481163574 & -5.09148982126642 \tabularnewline
49 & 18.45 & 21.6165500192469 & -0.671309340977745 & 15.9547593217308 & 3.16655001924691 \tabularnewline
50 & 15.9 & 17.2294623852363 & -1.36298957689295 & 15.9335271916567 & 1.3294623852363 \tabularnewline
51 & 17.1 & 18.0816625359243 & 0.206042402493201 & 15.9122950615825 & 0.981662535924331 \tabularnewline
52 & 16.1 & 16.8520022292035 & -0.490364452811022 & 15.8383622236075 & 0.752002229203475 \tabularnewline
53 & 19.9 & 23.1544876059721 & 0.88108300839525 & 15.7644293856326 & 3.25448760597212 \tabularnewline
54 & 10.95 & 6.18483089526816 & 0.000129585491038993 & 15.7150395192408 & -4.76516910473184 \tabularnewline
55 & 18.45 & 21.3616022496526 & -0.127251902501611 & 15.665649652849 & 2.91160224965263 \tabularnewline
56 & 15.1 & 14.6845225971408 & -0.0697010858493161 & 15.5851784887086 & -0.415477402859237 \tabularnewline
57 & 15 & 13.8502979920435 & 0.644994683388353 & 15.5047073245681 & -1.14970200795648 \tabularnewline
58 & 11.35 & 7.13552817024041 & 0.0949384163309904 & 15.4695334134286 & -4.21447182975959 \tabularnewline
59 & 15.95 & 16.481453885485 & -0.0158133877740563 & 15.4343595022891 & 0.531453885484984 \tabularnewline
60 & 18.1 & 19.8549531848252 & 0.910241704909035 & 15.4348051102658 & 1.7549531848252 \tabularnewline
61 & 14.6 & 14.4360586227353 & -0.671309340977745 & 15.4352507182425 & -0.163941377264717 \tabularnewline
62 & 15.4 & 16.8350697006009 & -1.36298957689295 & 15.3279198762921 & 1.43506970060088 \tabularnewline
63 & 15.4 & 15.3733685631651 & 0.206042402493201 & 15.2205890343417 & -0.0266314368349008 \tabularnewline
64 & 17.6 & 20.5590698522491 & -0.490364452811022 & 15.1312946005619 & 2.95906985224913 \tabularnewline
65 & 13.35 & 10.7769168248227 & 0.88108300839525 & 15.0420001667821 & -2.57308317517733 \tabularnewline
66 & 19.1 & 23.2460779869661 & 0.000129585491038993 & 14.9537924275428 & 4.14607798696612 \tabularnewline
67 & 15.35 & 15.961667214198 & -0.127251902501611 & 14.8655846883036 & 0.611667214198 \tabularnewline
68 & 7.6 & 0.446568126052539 & -0.0697010858493161 & 14.8231329597968 & -7.15343187394746 \tabularnewline
69 & 13.4 & 11.3743240853217 & 0.644994683388353 & 14.7806812312899 & -2.0256759146783 \tabularnewline
70 & 13.9 & 13.0200905347278 & 0.0949384163309904 & 14.6849710489412 & -0.879909465272176 \tabularnewline
71 & 19.1 & 23.6265525211816 & -0.0158133877740563 & 14.5892608665924 & 4.52655252118163 \tabularnewline
72 & 15.25 & 15.1257457642143 & 0.910241704909035 & 14.4640125308767 & -0.124254235785733 \tabularnewline
73 & 12.9 & 12.1325451458168 & -0.671309340977745 & 14.338764195161 & -0.767454854183223 \tabularnewline
74 & 16.1 & 19.3133519530125 & -1.36298957689295 & 14.2496376238804 & 3.21335195301252 \tabularnewline
75 & 17.35 & 20.3334465449069 & 0.206042402493201 & 14.1605110525999 & 2.98344654490691 \tabularnewline
76 & 13.15 & 12.7320334520518 & -0.490364452811022 & 14.0583310007592 & -0.417966547948158 \tabularnewline
77 & 12.15 & 9.46276604268628 & 0.88108300839525 & 13.9561509489185 & -2.68723395731372 \tabularnewline
78 & 12.6 & 11.3578937292748 & 0.000129585491038993 & 13.8419766852341 & -1.24210627072515 \tabularnewline
79 & 10.35 & 7.09944948095185 & -0.127251902501611 & 13.7278024215498 & -3.25055051904815 \tabularnewline
80 & 15.4 & 17.1297266711132 & -0.0697010858493161 & 13.7399744147361 & 1.72972667111325 \tabularnewline
81 & 9.6 & 4.80285890868927 & 0.644994683388353 & 13.7521464079224 & -4.79714109131073 \tabularnewline
82 & 18.2 & 22.3374948840873 & 0.0949384163309904 & 13.9675666995817 & 4.13749488408734 \tabularnewline
83 & 13.6 & 13.0328263965331 & -0.0158133877740563 & 14.182986991241 & -0.567173603466902 \tabularnewline
84 & 14.85 & 14.317626551303 & 0.910241704909035 & 14.4721317437879 & -0.532373448696966 \tabularnewline
85 & 14.75 & 15.4100328446428 & -0.671309340977745 & 14.7612764963349 & 0.660032844642844 \tabularnewline
86 & 14.1 & 14.6754938904623 & -1.36298957689295 & 14.8874956864307 & 0.575493890462299 \tabularnewline
87 & 14.9 & 14.5802427209804 & 0.206042402493201 & 15.0137148765264 & -0.31975727901961 \tabularnewline
88 & 16.25 & 18.0723821741412 & -0.490364452811022 & 14.9179822786698 & 1.8223821741412 \tabularnewline
89 & 19.25 & 22.7966673107915 & 0.88108300839525 & 14.8222496808132 & 3.54666731079152 \tabularnewline
90 & 13.6 & 12.4863310575506 & 0.000129585491038993 & 14.7135393569583 & -1.11366894244939 \tabularnewline
91 & 13.6 & 12.7224228693981 & -0.127251902501611 & 14.6048290331035 & -0.877577130601862 \tabularnewline
92 & 15.65 & 16.8322393647615 & -0.0697010858493161 & 14.5374617210878 & 1.18223936476152 \tabularnewline
93 & 12.75 & 10.3849109075395 & 0.644994683388353 & 14.4700944090721 & -2.36508909246048 \tabularnewline
94 & 14.6 & 14.7659420135276 & 0.0949384163309904 & 14.3391195701414 & 0.165942013527589 \tabularnewline
95 & 9.85 & 5.50766865656334 & -0.0158133877740563 & 14.2081447312107 & -4.34233134343666 \tabularnewline
96 & 12.65 & 10.2801760366036 & 0.910241704909035 & 14.1095822584874 & -2.36982396339643 \tabularnewline
97 & 19.2 & 25.0602895552137 & -0.671309340977745 & 14.0110197857641 & 5.86028955521367 \tabularnewline
98 & 16.6 & 20.4887675407688 & -1.36298957689295 & 14.0742220361242 & 3.8887675407688 \tabularnewline
99 & 11.2 & 8.05653331102257 & 0.206042402493201 & 14.1374242864842 & -3.14346668897743 \tabularnewline
100 & 15.25 & 16.7377137769093 & -0.490364452811022 & 14.2526506759017 & 1.4877137769093 \tabularnewline
101 & 11.9 & 8.55103992628553 & 0.88108300839525 & 14.3678770653192 & -3.34896007371447 \tabularnewline
102 & 13.2 & 12.0139294231094 & 0.000129585491038993 & 14.3859409913996 & -1.18607057689062 \tabularnewline
103 & 16.35 & 18.4232469850217 & -0.127251902501611 & 14.4040049174799 & 2.07324698502167 \tabularnewline
104 & 12.4 & 10.5696381360902 & -0.0697010858493161 & 14.3000629497591 & -1.83036186390975 \tabularnewline
105 & 15.85 & 16.8588843345735 & 0.644994683388353 & 14.1961209820382 & 1.00888433457346 \tabularnewline
106 & 18.15 & 21.928739760498 & 0.0949384163309904 & 14.276321823171 & 3.77873976049803 \tabularnewline
107 & 11.15 & 7.95929072347028 & -0.0158133877740563 & 14.3565226643038 & -3.19070927652972 \tabularnewline
108 & 15.65 & 15.8581556259061 & 0.910241704909035 & 14.5316026691848 & 0.208155625906137 \tabularnewline
109 & 17.75 & 21.4646266669119 & -0.671309340977745 & 14.7066826740659 & 3.71462666691186 \tabularnewline
110 & 7.65 & 1.75656332603934 & -1.36298957689295 & 14.9064262508536 & -5.89343667396066 \tabularnewline
111 & 12.35 & 9.38778776986546 & 0.206042402493201 & 15.1061698276413 & -2.96221223013454 \tabularnewline
112 & 15.6 & 16.3039243258053 & -0.490364452811022 & 15.3864401270058 & 0.703924325805259 \tabularnewline
113 & 19.3 & 22.0522065652346 & 0.88108300839525 & 15.6667104263702 & 2.75220656523457 \tabularnewline
114 & 15.2 & 14.4483455586763 & 0.000129585491038993 & 15.9515248558326 & -0.751654441323666 \tabularnewline
115 & 17.1 & 18.0909126172065 & -0.127251902501611 & 16.2363392852951 & 0.990912617206543 \tabularnewline
116 & 15.6 & 15.0537002750493 & -0.0697010858493161 & 16.2160008108 & -0.546299724950682 \tabularnewline
117 & 18.4 & 19.9593429803067 & 0.644994683388353 & 16.1956623363049 & 1.55934298030672 \tabularnewline
118 & 19.05 & 22.2432921879277 & 0.0949384163309904 & 15.7617693957414 & 3.19329218792766 \tabularnewline
119 & 18.55 & 21.7879369325963 & -0.0158133877740563 & 15.3278764551778 & 3.23793693259628 \tabularnewline
120 & 19.1 & 22.5263390978576 & 0.910241704909035 & 14.7634191972333 & 3.42633909785762 \tabularnewline
121 & 13.1 & 12.6723474016888 & -0.671309340977745 & 14.1989619392889 & -0.427652598311164 \tabularnewline
122 & 12.85 & 13.3791426823312 & -1.36298957689295 & 13.6838468945618 & 0.529142682331194 \tabularnewline
123 & 9.5 & 5.62522574767219 & 0.206042402493201 & 13.1687318498346 & -3.87477425232781 \tabularnewline
124 & 4.5 & -3.27256292488152 & -0.490364452811022 & 12.7629273776925 & -7.77256292488152 \tabularnewline
125 & 11.85 & 10.4617940860543 & 0.88108300839525 & 12.3571229055505 & -1.38820591394572 \tabularnewline
126 & 13.6 & 14.9021790540565 & 0.000129585491038993 & 12.2976913604524 & 1.30217905405654 \tabularnewline
127 & 11.7 & 11.2889920871472 & -0.127251902501611 & 12.2382598153544 & -0.411007912852767 \tabularnewline
128 & 12.4 & 12.2721501621258 & -0.0697010858493161 & 12.5975509237235 & -0.127849837874209 \tabularnewline
129 & 13.35 & 13.098163284519 & 0.644994683388353 & 12.9568420320927 & -0.251836715481025 \tabularnewline
130 & 11.4 & 9.27276905491368 & 0.0949384163309904 & 13.4322925287553 & -2.12723094508632 \tabularnewline
131 & 14.9 & 15.9080703623561 & -0.0158133877740563 & 13.907743025418 & 1.00807036235606 \tabularnewline
132 & 19.9 & 24.7510284630832 & 0.910241704909035 & 14.1387298320077 & 4.85102846308325 \tabularnewline
133 & 11.2 & 8.70159270238031 & -0.671309340977745 & 14.3697166385974 & -2.49840729761969 \tabularnewline
134 & 14.6 & 16.1467581947299 & -1.36298957689295 & 14.4162313821631 & 1.54675819472986 \tabularnewline
135 & 17.6 & 20.5312114717781 & 0.206042402493201 & 14.4627461257288 & 2.93121147177805 \tabularnewline
136 & 14.05 & 14.1632252744491 & -0.490364452811022 & 14.427139178362 & 0.113225274449064 \tabularnewline
137 & 16.1 & 16.9273847606096 & 0.88108300839525 & 14.3915322309952 & 0.827384760609588 \tabularnewline
138 & 13.35 & 12.5231892217623 & 0.000129585491038993 & 14.1766811927467 & -0.826810778237709 \tabularnewline
139 & 11.85 & 9.86542174800343 & -0.127251902501611 & 13.9618301544982 & -1.98457825199656 \tabularnewline
140 & 11.95 & 10.3824579005578 & -0.0697010858493161 & 13.5872431852915 & -1.56754209944223 \tabularnewline
141 & 14.75 & 15.6423491005267 & 0.644994683388353 & 13.2126562160849 & 0.892349100526742 \tabularnewline
142 & 15.15 & 17.3978001718663 & 0.0949384163309904 & 12.8072614118027 & 2.24780017186634 \tabularnewline
143 & 13.2 & 14.0139467802536 & -0.0158133877740563 & 12.4018666075204 & 0.813946780253611 \tabularnewline
144 & 16.85 & 20.6352267293587 & 0.910241704909035 & 12.1545315657323 & 3.78522672935866 \tabularnewline
145 & 7.85 & 4.46411281703358 & -0.671309340977745 & 11.9071965239442 & -3.38588718296642 \tabularnewline
146 & 7.7 & 4.92037029486073 & -1.36298957689295 & 11.8426192820322 & -2.77962970513927 \tabularnewline
147 & 12.6 & 13.2159155573865 & 0.206042402493201 & 11.7780420401203 & 0.615915557386502 \tabularnewline
148 & 7.85 & 4.35496871637753 & -0.490364452811022 & 11.8353957364335 & -3.49503128362247 \tabularnewline
149 & 10.95 & 9.12616755885807 & 0.88108300839525 & 11.8927494327467 & -1.82383244114193 \tabularnewline
150 & 12.35 & 12.5397311350394 & 0.000129585491038993 & 12.1601392794695 & 0.189731135039434 \tabularnewline
151 & 9.95 & 7.59972277630924 & -0.127251902501611 & 12.4275291261924 & -2.35027722369076 \tabularnewline
152 & 14.9 & 17.0416516008608 & -0.0697010858493161 & 12.8280494849885 & 2.1416516008608 \tabularnewline
153 & 16.65 & 19.426435472827 & 0.644994683388353 & 13.2285698437846 & 2.77643547282699 \tabularnewline
154 & 13.4 & 13.1201124644094 & 0.0949384163309904 & 13.5849491192596 & -0.279887535590634 \tabularnewline
155 & 13.95 & 13.9744849930394 & -0.0158133877740563 & 13.9413283947346 & 0.0244849930394153 \tabularnewline
156 & 15.7 & 16.27026621849 & 0.910241704909035 & 14.219492076601 & 0.570266218489989 \tabularnewline
157 & 16.85 & 19.8736535825104 & -0.671309340977745 & 14.4976557584673 & 3.02365358251044 \tabularnewline
158 & 10.95 & 8.75549912798406 & -1.36298957689295 & 14.5074904489089 & -2.19450087201594 \tabularnewline
159 & 15.35 & 15.9766324581563 & 0.206042402493201 & 14.5173251393505 & 0.626632458156319 \tabularnewline
160 & 12.2 & 10.4895607036849 & -0.490364452811022 & 14.4008037491261 & -1.71043929631507 \tabularnewline
161 & 15.1 & 15.034634632703 & 0.88108300839525 & 14.2842823589017 & -0.0653653672969554 \tabularnewline
162 & 17.75 & 21.3474853727882 & 0.000129585491038993 & 14.1523850417208 & 3.59748537278818 \tabularnewline
163 & 15.2 & 16.5067641779617 & -0.127251902501611 & 14.0204877245399 & 1.30676417796174 \tabularnewline
164 & 14.6 & 15.3877625846855 & -0.0697010858493161 & 13.8819385011639 & 0.78776258468546 \tabularnewline
165 & 16.65 & 18.9116160388238 & 0.644994683388353 & 13.7433892777878 & 2.2616160388238 \tabularnewline
166 & 8.1 & 2.51646581206011 & 0.0949384163309904 & 13.5885957716089 & -5.58353418793989 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=267941&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]4.35[/C][C]-4.10273242790735[/C][C]-0.671309340977745[/C][C]13.4740417688851[/C][C]-8.45273242790735[/C][/ROW]
[ROW][C]2[/C][C]12.7[/C][C]12.9932427920534[/C][C]-1.36298957689295[/C][C]13.7697467848395[/C][C]0.293242792053423[/C][/ROW]
[ROW][C]3[/C][C]18.1[/C][C]21.9285057967128[/C][C]0.206042402493201[/C][C]14.065451800794[/C][C]3.82850579671284[/C][/ROW]
[ROW][C]4[/C][C]17.85[/C][C]21.869331114097[/C][C]-0.490364452811022[/C][C]14.321033338714[/C][C]4.01933111409703[/C][/ROW]
[ROW][C]5[/C][C]16.6[/C][C]17.7423021149707[/C][C]0.88108300839525[/C][C]14.576614876634[/C][C]1.14230211497073[/C][/ROW]
[ROW][C]6[/C][C]12.6[/C][C]10.3891769809204[/C][C]0.000129585491038993[/C][C]14.8106934335885[/C][C]-2.21082301907956[/C][/ROW]
[ROW][C]7[/C][C]17.1[/C][C]19.2824799119586[/C][C]-0.127251902501611[/C][C]15.044771990543[/C][C]2.18247991195859[/C][/ROW]
[ROW][C]8[/C][C]19.1[/C][C]23.0448103329629[/C][C]-0.0697010858493161[/C][C]15.2248907528864[/C][C]3.94481033296288[/C][/ROW]
[ROW][C]9[/C][C]16.1[/C][C]16.1499958013818[/C][C]0.644994683388353[/C][C]15.4050095152299[/C][C]0.0499958013817956[/C][/ROW]
[ROW][C]10[/C][C]13.35[/C][C]11.2874808503668[/C][C]0.0949384163309904[/C][C]15.3175807333023[/C][C]-2.06251914963324[/C][/ROW]
[ROW][C]11[/C][C]18.4[/C][C]21.5856614363994[/C][C]-0.0158133877740563[/C][C]15.2301519513747[/C][C]3.1856614363994[/C][/ROW]
[ROW][C]12[/C][C]14.7[/C][C]13.3318596082338[/C][C]0.910241704909035[/C][C]15.1578986868572[/C][C]-1.36814039176623[/C][/ROW]
[ROW][C]13[/C][C]10.6[/C][C]6.785663918638[/C][C]-0.671309340977745[/C][C]15.0856454223397[/C][C]-3.814336081362[/C][/ROW]
[ROW][C]14[/C][C]12.6[/C][C]11.5725373113535[/C][C]-1.36298957689295[/C][C]14.9904522655395[/C][C]-1.0274626886465[/C][/ROW]
[ROW][C]15[/C][C]16.2[/C][C]17.2986984887676[/C][C]0.206042402493201[/C][C]14.8952591087392[/C][C]1.09869848876763[/C][/ROW]
[ROW][C]16[/C][C]13.6[/C][C]12.8737593242074[/C][C]-0.490364452811022[/C][C]14.8166051286036[/C][C]-0.726240675792576[/C][/ROW]
[ROW][C]17[/C][C]18.9[/C][C]22.1809658431367[/C][C]0.88108300839525[/C][C]14.737951148468[/C][C]3.28096584313672[/C][/ROW]
[ROW][C]18[/C][C]14.1[/C][C]13.5079584660841[/C][C]0.000129585491038993[/C][C]14.6919119484249[/C][C]-0.592041533915925[/C][/ROW]
[ROW][C]19[/C][C]14.5[/C][C]14.4813791541199[/C][C]-0.127251902501611[/C][C]14.6458727483817[/C][C]-0.0186208458801378[/C][/ROW]
[ROW][C]20[/C][C]16.15[/C][C]17.737277583511[/C][C]-0.0697010858493161[/C][C]14.6324235023383[/C][C]1.58727758351104[/C][/ROW]
[ROW][C]21[/C][C]14.75[/C][C]14.2360310603169[/C][C]0.644994683388353[/C][C]14.6189742562948[/C][C]-0.513968939683149[/C][/ROW]
[ROW][C]22[/C][C]14.8[/C][C]14.9367098438607[/C][C]0.0949384163309904[/C][C]14.5683517398083[/C][C]0.136709843860707[/C][/ROW]
[ROW][C]23[/C][C]12.45[/C][C]10.3980841644522[/C][C]-0.0158133877740563[/C][C]14.5177292233218[/C][C]-2.05191583554775[/C][/ROW]
[ROW][C]24[/C][C]12.65[/C][C]9.85884664360475[/C][C]0.910241704909035[/C][C]14.5309116514862[/C][C]-2.79115335639525[/C][/ROW]
[ROW][C]25[/C][C]17.35[/C][C]20.8272152613271[/C][C]-0.671309340977745[/C][C]14.5440940796506[/C][C]3.47721526132712[/C][/ROW]
[ROW][C]26[/C][C]8.6[/C][C]3.87367845458384[/C][C]-1.36298957689295[/C][C]14.6893111223091[/C][C]-4.72632154541616[/C][/ROW]
[ROW][C]27[/C][C]18.4[/C][C]21.7594294325392[/C][C]0.206042402493201[/C][C]14.8345281649676[/C][C]3.35942943253921[/C][/ROW]
[ROW][C]28[/C][C]16.1[/C][C]17.6674285571075[/C][C]-0.490364452811022[/C][C]15.0229358957035[/C][C]1.56742855710754[/C][/ROW]
[ROW][C]29[/C][C]11.6[/C][C]7.10757336516537[/C][C]0.88108300839525[/C][C]15.2113436264394[/C][C]-4.49242663483463[/C][/ROW]
[ROW][C]30[/C][C]17.75[/C][C]20.1598417612486[/C][C]0.000129585491038993[/C][C]15.3400286532604[/C][C]2.40984176124857[/C][/ROW]
[ROW][C]31[/C][C]15.25[/C][C]15.1585382224202[/C][C]-0.127251902501611[/C][C]15.4687136800814[/C][C]-0.0914617775798021[/C][/ROW]
[ROW][C]32[/C][C]17.65[/C][C]19.8701326002275[/C][C]-0.0697010858493161[/C][C]15.4995684856219[/C][C]2.22013260022745[/C][/ROW]
[ROW][C]33[/C][C]16.35[/C][C]16.5245820254493[/C][C]0.644994683388353[/C][C]15.5304232911623[/C][C]0.174582025449338[/C][/ROW]
[ROW][C]34[/C][C]17.65[/C][C]19.6596858461275[/C][C]0.0949384163309904[/C][C]15.5453757375415[/C][C]2.00968584612749[/C][/ROW]
[ROW][C]35[/C][C]13.6[/C][C]11.6554852038533[/C][C]-0.0158133877740563[/C][C]15.5603281839207[/C][C]-1.94451479614666[/C][/ROW]
[ROW][C]36[/C][C]14.35[/C][C]12.2315127839884[/C][C]0.910241704909035[/C][C]15.5582455111025[/C][C]-2.11848721601158[/C][/ROW]
[ROW][C]37[/C][C]14.75[/C][C]14.6151465026934[/C][C]-0.671309340977745[/C][C]15.5561628382844[/C][C]-0.134853497306615[/C][/ROW]
[ROW][C]38[/C][C]18.25[/C][C]22.335562183337[/C][C]-1.36298957689295[/C][C]15.5274273935559[/C][C]4.08556218333703[/C][/ROW]
[ROW][C]39[/C][C]9.9[/C][C]4.09526564867931[/C][C]0.206042402493201[/C][C]15.4986919488275[/C][C]-5.80473435132069[/C][/ROW]
[ROW][C]40[/C][C]16[/C][C]16.9990025283285[/C][C]-0.490364452811022[/C][C]15.4913619244825[/C][C]0.999002528328511[/C][/ROW]
[ROW][C]41[/C][C]18.25[/C][C]20.1348850914672[/C][C]0.88108300839525[/C][C]15.4840319001375[/C][C]1.88488509146721[/C][/ROW]
[ROW][C]42[/C][C]16.85[/C][C]18.1893243725663[/C][C]0.000129585491038993[/C][C]15.5105460419427[/C][C]1.33932437256628[/C][/ROW]
[ROW][C]43[/C][C]14.6[/C][C]13.7901917187538[/C][C]-0.127251902501611[/C][C]15.5370601837478[/C][C]-0.809808281246207[/C][/ROW]
[ROW][C]44[/C][C]13.85[/C][C]12.1561977881464[/C][C]-0.0697010858493161[/C][C]15.6135032977029[/C][C]-1.69380221185357[/C][/ROW]
[ROW][C]45[/C][C]18.95[/C][C]21.5650589049537[/C][C]0.644994683388353[/C][C]15.6899464116579[/C][C]2.6150589049537[/C][/ROW]
[ROW][C]46[/C][C]15.6[/C][C]15.3062199223481[/C][C]0.0949384163309904[/C][C]15.7988416613209[/C][C]-0.293780077651926[/C][/ROW]
[ROW][C]47[/C][C]14.85[/C][C]13.8080764767901[/C][C]-0.0158133877740563[/C][C]15.9077369109839[/C][C]-1.04192352320987[/C][/ROW]
[ROW][C]48[/C][C]11.75[/C][C]6.65851017873358[/C][C]0.910241704909035[/C][C]15.9312481163574[/C][C]-5.09148982126642[/C][/ROW]
[ROW][C]49[/C][C]18.45[/C][C]21.6165500192469[/C][C]-0.671309340977745[/C][C]15.9547593217308[/C][C]3.16655001924691[/C][/ROW]
[ROW][C]50[/C][C]15.9[/C][C]17.2294623852363[/C][C]-1.36298957689295[/C][C]15.9335271916567[/C][C]1.3294623852363[/C][/ROW]
[ROW][C]51[/C][C]17.1[/C][C]18.0816625359243[/C][C]0.206042402493201[/C][C]15.9122950615825[/C][C]0.981662535924331[/C][/ROW]
[ROW][C]52[/C][C]16.1[/C][C]16.8520022292035[/C][C]-0.490364452811022[/C][C]15.8383622236075[/C][C]0.752002229203475[/C][/ROW]
[ROW][C]53[/C][C]19.9[/C][C]23.1544876059721[/C][C]0.88108300839525[/C][C]15.7644293856326[/C][C]3.25448760597212[/C][/ROW]
[ROW][C]54[/C][C]10.95[/C][C]6.18483089526816[/C][C]0.000129585491038993[/C][C]15.7150395192408[/C][C]-4.76516910473184[/C][/ROW]
[ROW][C]55[/C][C]18.45[/C][C]21.3616022496526[/C][C]-0.127251902501611[/C][C]15.665649652849[/C][C]2.91160224965263[/C][/ROW]
[ROW][C]56[/C][C]15.1[/C][C]14.6845225971408[/C][C]-0.0697010858493161[/C][C]15.5851784887086[/C][C]-0.415477402859237[/C][/ROW]
[ROW][C]57[/C][C]15[/C][C]13.8502979920435[/C][C]0.644994683388353[/C][C]15.5047073245681[/C][C]-1.14970200795648[/C][/ROW]
[ROW][C]58[/C][C]11.35[/C][C]7.13552817024041[/C][C]0.0949384163309904[/C][C]15.4695334134286[/C][C]-4.21447182975959[/C][/ROW]
[ROW][C]59[/C][C]15.95[/C][C]16.481453885485[/C][C]-0.0158133877740563[/C][C]15.4343595022891[/C][C]0.531453885484984[/C][/ROW]
[ROW][C]60[/C][C]18.1[/C][C]19.8549531848252[/C][C]0.910241704909035[/C][C]15.4348051102658[/C][C]1.7549531848252[/C][/ROW]
[ROW][C]61[/C][C]14.6[/C][C]14.4360586227353[/C][C]-0.671309340977745[/C][C]15.4352507182425[/C][C]-0.163941377264717[/C][/ROW]
[ROW][C]62[/C][C]15.4[/C][C]16.8350697006009[/C][C]-1.36298957689295[/C][C]15.3279198762921[/C][C]1.43506970060088[/C][/ROW]
[ROW][C]63[/C][C]15.4[/C][C]15.3733685631651[/C][C]0.206042402493201[/C][C]15.2205890343417[/C][C]-0.0266314368349008[/C][/ROW]
[ROW][C]64[/C][C]17.6[/C][C]20.5590698522491[/C][C]-0.490364452811022[/C][C]15.1312946005619[/C][C]2.95906985224913[/C][/ROW]
[ROW][C]65[/C][C]13.35[/C][C]10.7769168248227[/C][C]0.88108300839525[/C][C]15.0420001667821[/C][C]-2.57308317517733[/C][/ROW]
[ROW][C]66[/C][C]19.1[/C][C]23.2460779869661[/C][C]0.000129585491038993[/C][C]14.9537924275428[/C][C]4.14607798696612[/C][/ROW]
[ROW][C]67[/C][C]15.35[/C][C]15.961667214198[/C][C]-0.127251902501611[/C][C]14.8655846883036[/C][C]0.611667214198[/C][/ROW]
[ROW][C]68[/C][C]7.6[/C][C]0.446568126052539[/C][C]-0.0697010858493161[/C][C]14.8231329597968[/C][C]-7.15343187394746[/C][/ROW]
[ROW][C]69[/C][C]13.4[/C][C]11.3743240853217[/C][C]0.644994683388353[/C][C]14.7806812312899[/C][C]-2.0256759146783[/C][/ROW]
[ROW][C]70[/C][C]13.9[/C][C]13.0200905347278[/C][C]0.0949384163309904[/C][C]14.6849710489412[/C][C]-0.879909465272176[/C][/ROW]
[ROW][C]71[/C][C]19.1[/C][C]23.6265525211816[/C][C]-0.0158133877740563[/C][C]14.5892608665924[/C][C]4.52655252118163[/C][/ROW]
[ROW][C]72[/C][C]15.25[/C][C]15.1257457642143[/C][C]0.910241704909035[/C][C]14.4640125308767[/C][C]-0.124254235785733[/C][/ROW]
[ROW][C]73[/C][C]12.9[/C][C]12.1325451458168[/C][C]-0.671309340977745[/C][C]14.338764195161[/C][C]-0.767454854183223[/C][/ROW]
[ROW][C]74[/C][C]16.1[/C][C]19.3133519530125[/C][C]-1.36298957689295[/C][C]14.2496376238804[/C][C]3.21335195301252[/C][/ROW]
[ROW][C]75[/C][C]17.35[/C][C]20.3334465449069[/C][C]0.206042402493201[/C][C]14.1605110525999[/C][C]2.98344654490691[/C][/ROW]
[ROW][C]76[/C][C]13.15[/C][C]12.7320334520518[/C][C]-0.490364452811022[/C][C]14.0583310007592[/C][C]-0.417966547948158[/C][/ROW]
[ROW][C]77[/C][C]12.15[/C][C]9.46276604268628[/C][C]0.88108300839525[/C][C]13.9561509489185[/C][C]-2.68723395731372[/C][/ROW]
[ROW][C]78[/C][C]12.6[/C][C]11.3578937292748[/C][C]0.000129585491038993[/C][C]13.8419766852341[/C][C]-1.24210627072515[/C][/ROW]
[ROW][C]79[/C][C]10.35[/C][C]7.09944948095185[/C][C]-0.127251902501611[/C][C]13.7278024215498[/C][C]-3.25055051904815[/C][/ROW]
[ROW][C]80[/C][C]15.4[/C][C]17.1297266711132[/C][C]-0.0697010858493161[/C][C]13.7399744147361[/C][C]1.72972667111325[/C][/ROW]
[ROW][C]81[/C][C]9.6[/C][C]4.80285890868927[/C][C]0.644994683388353[/C][C]13.7521464079224[/C][C]-4.79714109131073[/C][/ROW]
[ROW][C]82[/C][C]18.2[/C][C]22.3374948840873[/C][C]0.0949384163309904[/C][C]13.9675666995817[/C][C]4.13749488408734[/C][/ROW]
[ROW][C]83[/C][C]13.6[/C][C]13.0328263965331[/C][C]-0.0158133877740563[/C][C]14.182986991241[/C][C]-0.567173603466902[/C][/ROW]
[ROW][C]84[/C][C]14.85[/C][C]14.317626551303[/C][C]0.910241704909035[/C][C]14.4721317437879[/C][C]-0.532373448696966[/C][/ROW]
[ROW][C]85[/C][C]14.75[/C][C]15.4100328446428[/C][C]-0.671309340977745[/C][C]14.7612764963349[/C][C]0.660032844642844[/C][/ROW]
[ROW][C]86[/C][C]14.1[/C][C]14.6754938904623[/C][C]-1.36298957689295[/C][C]14.8874956864307[/C][C]0.575493890462299[/C][/ROW]
[ROW][C]87[/C][C]14.9[/C][C]14.5802427209804[/C][C]0.206042402493201[/C][C]15.0137148765264[/C][C]-0.31975727901961[/C][/ROW]
[ROW][C]88[/C][C]16.25[/C][C]18.0723821741412[/C][C]-0.490364452811022[/C][C]14.9179822786698[/C][C]1.8223821741412[/C][/ROW]
[ROW][C]89[/C][C]19.25[/C][C]22.7966673107915[/C][C]0.88108300839525[/C][C]14.8222496808132[/C][C]3.54666731079152[/C][/ROW]
[ROW][C]90[/C][C]13.6[/C][C]12.4863310575506[/C][C]0.000129585491038993[/C][C]14.7135393569583[/C][C]-1.11366894244939[/C][/ROW]
[ROW][C]91[/C][C]13.6[/C][C]12.7224228693981[/C][C]-0.127251902501611[/C][C]14.6048290331035[/C][C]-0.877577130601862[/C][/ROW]
[ROW][C]92[/C][C]15.65[/C][C]16.8322393647615[/C][C]-0.0697010858493161[/C][C]14.5374617210878[/C][C]1.18223936476152[/C][/ROW]
[ROW][C]93[/C][C]12.75[/C][C]10.3849109075395[/C][C]0.644994683388353[/C][C]14.4700944090721[/C][C]-2.36508909246048[/C][/ROW]
[ROW][C]94[/C][C]14.6[/C][C]14.7659420135276[/C][C]0.0949384163309904[/C][C]14.3391195701414[/C][C]0.165942013527589[/C][/ROW]
[ROW][C]95[/C][C]9.85[/C][C]5.50766865656334[/C][C]-0.0158133877740563[/C][C]14.2081447312107[/C][C]-4.34233134343666[/C][/ROW]
[ROW][C]96[/C][C]12.65[/C][C]10.2801760366036[/C][C]0.910241704909035[/C][C]14.1095822584874[/C][C]-2.36982396339643[/C][/ROW]
[ROW][C]97[/C][C]19.2[/C][C]25.0602895552137[/C][C]-0.671309340977745[/C][C]14.0110197857641[/C][C]5.86028955521367[/C][/ROW]
[ROW][C]98[/C][C]16.6[/C][C]20.4887675407688[/C][C]-1.36298957689295[/C][C]14.0742220361242[/C][C]3.8887675407688[/C][/ROW]
[ROW][C]99[/C][C]11.2[/C][C]8.05653331102257[/C][C]0.206042402493201[/C][C]14.1374242864842[/C][C]-3.14346668897743[/C][/ROW]
[ROW][C]100[/C][C]15.25[/C][C]16.7377137769093[/C][C]-0.490364452811022[/C][C]14.2526506759017[/C][C]1.4877137769093[/C][/ROW]
[ROW][C]101[/C][C]11.9[/C][C]8.55103992628553[/C][C]0.88108300839525[/C][C]14.3678770653192[/C][C]-3.34896007371447[/C][/ROW]
[ROW][C]102[/C][C]13.2[/C][C]12.0139294231094[/C][C]0.000129585491038993[/C][C]14.3859409913996[/C][C]-1.18607057689062[/C][/ROW]
[ROW][C]103[/C][C]16.35[/C][C]18.4232469850217[/C][C]-0.127251902501611[/C][C]14.4040049174799[/C][C]2.07324698502167[/C][/ROW]
[ROW][C]104[/C][C]12.4[/C][C]10.5696381360902[/C][C]-0.0697010858493161[/C][C]14.3000629497591[/C][C]-1.83036186390975[/C][/ROW]
[ROW][C]105[/C][C]15.85[/C][C]16.8588843345735[/C][C]0.644994683388353[/C][C]14.1961209820382[/C][C]1.00888433457346[/C][/ROW]
[ROW][C]106[/C][C]18.15[/C][C]21.928739760498[/C][C]0.0949384163309904[/C][C]14.276321823171[/C][C]3.77873976049803[/C][/ROW]
[ROW][C]107[/C][C]11.15[/C][C]7.95929072347028[/C][C]-0.0158133877740563[/C][C]14.3565226643038[/C][C]-3.19070927652972[/C][/ROW]
[ROW][C]108[/C][C]15.65[/C][C]15.8581556259061[/C][C]0.910241704909035[/C][C]14.5316026691848[/C][C]0.208155625906137[/C][/ROW]
[ROW][C]109[/C][C]17.75[/C][C]21.4646266669119[/C][C]-0.671309340977745[/C][C]14.7066826740659[/C][C]3.71462666691186[/C][/ROW]
[ROW][C]110[/C][C]7.65[/C][C]1.75656332603934[/C][C]-1.36298957689295[/C][C]14.9064262508536[/C][C]-5.89343667396066[/C][/ROW]
[ROW][C]111[/C][C]12.35[/C][C]9.38778776986546[/C][C]0.206042402493201[/C][C]15.1061698276413[/C][C]-2.96221223013454[/C][/ROW]
[ROW][C]112[/C][C]15.6[/C][C]16.3039243258053[/C][C]-0.490364452811022[/C][C]15.3864401270058[/C][C]0.703924325805259[/C][/ROW]
[ROW][C]113[/C][C]19.3[/C][C]22.0522065652346[/C][C]0.88108300839525[/C][C]15.6667104263702[/C][C]2.75220656523457[/C][/ROW]
[ROW][C]114[/C][C]15.2[/C][C]14.4483455586763[/C][C]0.000129585491038993[/C][C]15.9515248558326[/C][C]-0.751654441323666[/C][/ROW]
[ROW][C]115[/C][C]17.1[/C][C]18.0909126172065[/C][C]-0.127251902501611[/C][C]16.2363392852951[/C][C]0.990912617206543[/C][/ROW]
[ROW][C]116[/C][C]15.6[/C][C]15.0537002750493[/C][C]-0.0697010858493161[/C][C]16.2160008108[/C][C]-0.546299724950682[/C][/ROW]
[ROW][C]117[/C][C]18.4[/C][C]19.9593429803067[/C][C]0.644994683388353[/C][C]16.1956623363049[/C][C]1.55934298030672[/C][/ROW]
[ROW][C]118[/C][C]19.05[/C][C]22.2432921879277[/C][C]0.0949384163309904[/C][C]15.7617693957414[/C][C]3.19329218792766[/C][/ROW]
[ROW][C]119[/C][C]18.55[/C][C]21.7879369325963[/C][C]-0.0158133877740563[/C][C]15.3278764551778[/C][C]3.23793693259628[/C][/ROW]
[ROW][C]120[/C][C]19.1[/C][C]22.5263390978576[/C][C]0.910241704909035[/C][C]14.7634191972333[/C][C]3.42633909785762[/C][/ROW]
[ROW][C]121[/C][C]13.1[/C][C]12.6723474016888[/C][C]-0.671309340977745[/C][C]14.1989619392889[/C][C]-0.427652598311164[/C][/ROW]
[ROW][C]122[/C][C]12.85[/C][C]13.3791426823312[/C][C]-1.36298957689295[/C][C]13.6838468945618[/C][C]0.529142682331194[/C][/ROW]
[ROW][C]123[/C][C]9.5[/C][C]5.62522574767219[/C][C]0.206042402493201[/C][C]13.1687318498346[/C][C]-3.87477425232781[/C][/ROW]
[ROW][C]124[/C][C]4.5[/C][C]-3.27256292488152[/C][C]-0.490364452811022[/C][C]12.7629273776925[/C][C]-7.77256292488152[/C][/ROW]
[ROW][C]125[/C][C]11.85[/C][C]10.4617940860543[/C][C]0.88108300839525[/C][C]12.3571229055505[/C][C]-1.38820591394572[/C][/ROW]
[ROW][C]126[/C][C]13.6[/C][C]14.9021790540565[/C][C]0.000129585491038993[/C][C]12.2976913604524[/C][C]1.30217905405654[/C][/ROW]
[ROW][C]127[/C][C]11.7[/C][C]11.2889920871472[/C][C]-0.127251902501611[/C][C]12.2382598153544[/C][C]-0.411007912852767[/C][/ROW]
[ROW][C]128[/C][C]12.4[/C][C]12.2721501621258[/C][C]-0.0697010858493161[/C][C]12.5975509237235[/C][C]-0.127849837874209[/C][/ROW]
[ROW][C]129[/C][C]13.35[/C][C]13.098163284519[/C][C]0.644994683388353[/C][C]12.9568420320927[/C][C]-0.251836715481025[/C][/ROW]
[ROW][C]130[/C][C]11.4[/C][C]9.27276905491368[/C][C]0.0949384163309904[/C][C]13.4322925287553[/C][C]-2.12723094508632[/C][/ROW]
[ROW][C]131[/C][C]14.9[/C][C]15.9080703623561[/C][C]-0.0158133877740563[/C][C]13.907743025418[/C][C]1.00807036235606[/C][/ROW]
[ROW][C]132[/C][C]19.9[/C][C]24.7510284630832[/C][C]0.910241704909035[/C][C]14.1387298320077[/C][C]4.85102846308325[/C][/ROW]
[ROW][C]133[/C][C]11.2[/C][C]8.70159270238031[/C][C]-0.671309340977745[/C][C]14.3697166385974[/C][C]-2.49840729761969[/C][/ROW]
[ROW][C]134[/C][C]14.6[/C][C]16.1467581947299[/C][C]-1.36298957689295[/C][C]14.4162313821631[/C][C]1.54675819472986[/C][/ROW]
[ROW][C]135[/C][C]17.6[/C][C]20.5312114717781[/C][C]0.206042402493201[/C][C]14.4627461257288[/C][C]2.93121147177805[/C][/ROW]
[ROW][C]136[/C][C]14.05[/C][C]14.1632252744491[/C][C]-0.490364452811022[/C][C]14.427139178362[/C][C]0.113225274449064[/C][/ROW]
[ROW][C]137[/C][C]16.1[/C][C]16.9273847606096[/C][C]0.88108300839525[/C][C]14.3915322309952[/C][C]0.827384760609588[/C][/ROW]
[ROW][C]138[/C][C]13.35[/C][C]12.5231892217623[/C][C]0.000129585491038993[/C][C]14.1766811927467[/C][C]-0.826810778237709[/C][/ROW]
[ROW][C]139[/C][C]11.85[/C][C]9.86542174800343[/C][C]-0.127251902501611[/C][C]13.9618301544982[/C][C]-1.98457825199656[/C][/ROW]
[ROW][C]140[/C][C]11.95[/C][C]10.3824579005578[/C][C]-0.0697010858493161[/C][C]13.5872431852915[/C][C]-1.56754209944223[/C][/ROW]
[ROW][C]141[/C][C]14.75[/C][C]15.6423491005267[/C][C]0.644994683388353[/C][C]13.2126562160849[/C][C]0.892349100526742[/C][/ROW]
[ROW][C]142[/C][C]15.15[/C][C]17.3978001718663[/C][C]0.0949384163309904[/C][C]12.8072614118027[/C][C]2.24780017186634[/C][/ROW]
[ROW][C]143[/C][C]13.2[/C][C]14.0139467802536[/C][C]-0.0158133877740563[/C][C]12.4018666075204[/C][C]0.813946780253611[/C][/ROW]
[ROW][C]144[/C][C]16.85[/C][C]20.6352267293587[/C][C]0.910241704909035[/C][C]12.1545315657323[/C][C]3.78522672935866[/C][/ROW]
[ROW][C]145[/C][C]7.85[/C][C]4.46411281703358[/C][C]-0.671309340977745[/C][C]11.9071965239442[/C][C]-3.38588718296642[/C][/ROW]
[ROW][C]146[/C][C]7.7[/C][C]4.92037029486073[/C][C]-1.36298957689295[/C][C]11.8426192820322[/C][C]-2.77962970513927[/C][/ROW]
[ROW][C]147[/C][C]12.6[/C][C]13.2159155573865[/C][C]0.206042402493201[/C][C]11.7780420401203[/C][C]0.615915557386502[/C][/ROW]
[ROW][C]148[/C][C]7.85[/C][C]4.35496871637753[/C][C]-0.490364452811022[/C][C]11.8353957364335[/C][C]-3.49503128362247[/C][/ROW]
[ROW][C]149[/C][C]10.95[/C][C]9.12616755885807[/C][C]0.88108300839525[/C][C]11.8927494327467[/C][C]-1.82383244114193[/C][/ROW]
[ROW][C]150[/C][C]12.35[/C][C]12.5397311350394[/C][C]0.000129585491038993[/C][C]12.1601392794695[/C][C]0.189731135039434[/C][/ROW]
[ROW][C]151[/C][C]9.95[/C][C]7.59972277630924[/C][C]-0.127251902501611[/C][C]12.4275291261924[/C][C]-2.35027722369076[/C][/ROW]
[ROW][C]152[/C][C]14.9[/C][C]17.0416516008608[/C][C]-0.0697010858493161[/C][C]12.8280494849885[/C][C]2.1416516008608[/C][/ROW]
[ROW][C]153[/C][C]16.65[/C][C]19.426435472827[/C][C]0.644994683388353[/C][C]13.2285698437846[/C][C]2.77643547282699[/C][/ROW]
[ROW][C]154[/C][C]13.4[/C][C]13.1201124644094[/C][C]0.0949384163309904[/C][C]13.5849491192596[/C][C]-0.279887535590634[/C][/ROW]
[ROW][C]155[/C][C]13.95[/C][C]13.9744849930394[/C][C]-0.0158133877740563[/C][C]13.9413283947346[/C][C]0.0244849930394153[/C][/ROW]
[ROW][C]156[/C][C]15.7[/C][C]16.27026621849[/C][C]0.910241704909035[/C][C]14.219492076601[/C][C]0.570266218489989[/C][/ROW]
[ROW][C]157[/C][C]16.85[/C][C]19.8736535825104[/C][C]-0.671309340977745[/C][C]14.4976557584673[/C][C]3.02365358251044[/C][/ROW]
[ROW][C]158[/C][C]10.95[/C][C]8.75549912798406[/C][C]-1.36298957689295[/C][C]14.5074904489089[/C][C]-2.19450087201594[/C][/ROW]
[ROW][C]159[/C][C]15.35[/C][C]15.9766324581563[/C][C]0.206042402493201[/C][C]14.5173251393505[/C][C]0.626632458156319[/C][/ROW]
[ROW][C]160[/C][C]12.2[/C][C]10.4895607036849[/C][C]-0.490364452811022[/C][C]14.4008037491261[/C][C]-1.71043929631507[/C][/ROW]
[ROW][C]161[/C][C]15.1[/C][C]15.034634632703[/C][C]0.88108300839525[/C][C]14.2842823589017[/C][C]-0.0653653672969554[/C][/ROW]
[ROW][C]162[/C][C]17.75[/C][C]21.3474853727882[/C][C]0.000129585491038993[/C][C]14.1523850417208[/C][C]3.59748537278818[/C][/ROW]
[ROW][C]163[/C][C]15.2[/C][C]16.5067641779617[/C][C]-0.127251902501611[/C][C]14.0204877245399[/C][C]1.30676417796174[/C][/ROW]
[ROW][C]164[/C][C]14.6[/C][C]15.3877625846855[/C][C]-0.0697010858493161[/C][C]13.8819385011639[/C][C]0.78776258468546[/C][/ROW]
[ROW][C]165[/C][C]16.65[/C][C]18.9116160388238[/C][C]0.644994683388353[/C][C]13.7433892777878[/C][C]2.2616160388238[/C][/ROW]
[ROW][C]166[/C][C]8.1[/C][C]2.51646581206011[/C][C]0.0949384163309904[/C][C]13.5885957716089[/C][C]-5.58353418793989[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=267941&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=267941&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	4.35	-4.10273242790735	-0.671309340977745	13.4740417688851	-8.45273242790735
2	12.7	12.9932427920534	-1.36298957689295	13.7697467848395	0.293242792053423
3	18.1	21.9285057967128	0.206042402493201	14.065451800794	3.82850579671284
4	17.85	21.869331114097	-0.490364452811022	14.321033338714	4.01933111409703
5	16.6	17.7423021149707	0.88108300839525	14.576614876634	1.14230211497073
6	12.6	10.3891769809204	0.000129585491038993	14.8106934335885	-2.21082301907956
7	17.1	19.2824799119586	-0.127251902501611	15.044771990543	2.18247991195859
8	19.1	23.0448103329629	-0.0697010858493161	15.2248907528864	3.94481033296288
9	16.1	16.1499958013818	0.644994683388353	15.4050095152299	0.0499958013817956
10	13.35	11.2874808503668	0.0949384163309904	15.3175807333023	-2.06251914963324
11	18.4	21.5856614363994	-0.0158133877740563	15.2301519513747	3.1856614363994
12	14.7	13.3318596082338	0.910241704909035	15.1578986868572	-1.36814039176623
13	10.6	6.785663918638	-0.671309340977745	15.0856454223397	-3.814336081362
14	12.6	11.5725373113535	-1.36298957689295	14.9904522655395	-1.0274626886465
15	16.2	17.2986984887676	0.206042402493201	14.8952591087392	1.09869848876763
16	13.6	12.8737593242074	-0.490364452811022	14.8166051286036	-0.726240675792576
17	18.9	22.1809658431367	0.88108300839525	14.737951148468	3.28096584313672
18	14.1	13.5079584660841	0.000129585491038993	14.6919119484249	-0.592041533915925
19	14.5	14.4813791541199	-0.127251902501611	14.6458727483817	-0.0186208458801378
20	16.15	17.737277583511	-0.0697010858493161	14.6324235023383	1.58727758351104
21	14.75	14.2360310603169	0.644994683388353	14.6189742562948	-0.513968939683149
22	14.8	14.9367098438607	0.0949384163309904	14.5683517398083	0.136709843860707
23	12.45	10.3980841644522	-0.0158133877740563	14.5177292233218	-2.05191583554775
24	12.65	9.85884664360475	0.910241704909035	14.5309116514862	-2.79115335639525
25	17.35	20.8272152613271	-0.671309340977745	14.5440940796506	3.47721526132712
26	8.6	3.87367845458384	-1.36298957689295	14.6893111223091	-4.72632154541616
27	18.4	21.7594294325392	0.206042402493201	14.8345281649676	3.35942943253921
28	16.1	17.6674285571075	-0.490364452811022	15.0229358957035	1.56742855710754
29	11.6	7.10757336516537	0.88108300839525	15.2113436264394	-4.49242663483463
30	17.75	20.1598417612486	0.000129585491038993	15.3400286532604	2.40984176124857
31	15.25	15.1585382224202	-0.127251902501611	15.4687136800814	-0.0914617775798021
32	17.65	19.8701326002275	-0.0697010858493161	15.4995684856219	2.22013260022745
33	16.35	16.5245820254493	0.644994683388353	15.5304232911623	0.174582025449338
34	17.65	19.6596858461275	0.0949384163309904	15.5453757375415	2.00968584612749
35	13.6	11.6554852038533	-0.0158133877740563	15.5603281839207	-1.94451479614666
36	14.35	12.2315127839884	0.910241704909035	15.5582455111025	-2.11848721601158
37	14.75	14.6151465026934	-0.671309340977745	15.5561628382844	-0.134853497306615
38	18.25	22.335562183337	-1.36298957689295	15.5274273935559	4.08556218333703
39	9.9	4.09526564867931	0.206042402493201	15.4986919488275	-5.80473435132069
40	16	16.9990025283285	-0.490364452811022	15.4913619244825	0.999002528328511
41	18.25	20.1348850914672	0.88108300839525	15.4840319001375	1.88488509146721
42	16.85	18.1893243725663	0.000129585491038993	15.5105460419427	1.33932437256628
43	14.6	13.7901917187538	-0.127251902501611	15.5370601837478	-0.809808281246207
44	13.85	12.1561977881464	-0.0697010858493161	15.6135032977029	-1.69380221185357
45	18.95	21.5650589049537	0.644994683388353	15.6899464116579	2.6150589049537
46	15.6	15.3062199223481	0.0949384163309904	15.7988416613209	-0.293780077651926
47	14.85	13.8080764767901	-0.0158133877740563	15.9077369109839	-1.04192352320987
48	11.75	6.65851017873358	0.910241704909035	15.9312481163574	-5.09148982126642
49	18.45	21.6165500192469	-0.671309340977745	15.9547593217308	3.16655001924691
50	15.9	17.2294623852363	-1.36298957689295	15.9335271916567	1.3294623852363
51	17.1	18.0816625359243	0.206042402493201	15.9122950615825	0.981662535924331
52	16.1	16.8520022292035	-0.490364452811022	15.8383622236075	0.752002229203475
53	19.9	23.1544876059721	0.88108300839525	15.7644293856326	3.25448760597212
54	10.95	6.18483089526816	0.000129585491038993	15.7150395192408	-4.76516910473184
55	18.45	21.3616022496526	-0.127251902501611	15.665649652849	2.91160224965263
56	15.1	14.6845225971408	-0.0697010858493161	15.5851784887086	-0.415477402859237
57	15	13.8502979920435	0.644994683388353	15.5047073245681	-1.14970200795648
58	11.35	7.13552817024041	0.0949384163309904	15.4695334134286	-4.21447182975959
59	15.95	16.481453885485	-0.0158133877740563	15.4343595022891	0.531453885484984
60	18.1	19.8549531848252	0.910241704909035	15.4348051102658	1.7549531848252
61	14.6	14.4360586227353	-0.671309340977745	15.4352507182425	-0.163941377264717
62	15.4	16.8350697006009	-1.36298957689295	15.3279198762921	1.43506970060088
63	15.4	15.3733685631651	0.206042402493201	15.2205890343417	-0.0266314368349008
64	17.6	20.5590698522491	-0.490364452811022	15.1312946005619	2.95906985224913
65	13.35	10.7769168248227	0.88108300839525	15.0420001667821	-2.57308317517733
66	19.1	23.2460779869661	0.000129585491038993	14.9537924275428	4.14607798696612
67	15.35	15.961667214198	-0.127251902501611	14.8655846883036	0.611667214198
68	7.6	0.446568126052539	-0.0697010858493161	14.8231329597968	-7.15343187394746
69	13.4	11.3743240853217	0.644994683388353	14.7806812312899	-2.0256759146783
70	13.9	13.0200905347278	0.0949384163309904	14.6849710489412	-0.879909465272176
71	19.1	23.6265525211816	-0.0158133877740563	14.5892608665924	4.52655252118163
72	15.25	15.1257457642143	0.910241704909035	14.4640125308767	-0.124254235785733
73	12.9	12.1325451458168	-0.671309340977745	14.338764195161	-0.767454854183223
74	16.1	19.3133519530125	-1.36298957689295	14.2496376238804	3.21335195301252
75	17.35	20.3334465449069	0.206042402493201	14.1605110525999	2.98344654490691
76	13.15	12.7320334520518	-0.490364452811022	14.0583310007592	-0.417966547948158
77	12.15	9.46276604268628	0.88108300839525	13.9561509489185	-2.68723395731372
78	12.6	11.3578937292748	0.000129585491038993	13.8419766852341	-1.24210627072515
79	10.35	7.09944948095185	-0.127251902501611	13.7278024215498	-3.25055051904815
80	15.4	17.1297266711132	-0.0697010858493161	13.7399744147361	1.72972667111325
81	9.6	4.80285890868927	0.644994683388353	13.7521464079224	-4.79714109131073
82	18.2	22.3374948840873	0.0949384163309904	13.9675666995817	4.13749488408734
83	13.6	13.0328263965331	-0.0158133877740563	14.182986991241	-0.567173603466902
84	14.85	14.317626551303	0.910241704909035	14.4721317437879	-0.532373448696966
85	14.75	15.4100328446428	-0.671309340977745	14.7612764963349	0.660032844642844
86	14.1	14.6754938904623	-1.36298957689295	14.8874956864307	0.575493890462299
87	14.9	14.5802427209804	0.206042402493201	15.0137148765264	-0.31975727901961
88	16.25	18.0723821741412	-0.490364452811022	14.9179822786698	1.8223821741412
89	19.25	22.7966673107915	0.88108300839525	14.8222496808132	3.54666731079152
90	13.6	12.4863310575506	0.000129585491038993	14.7135393569583	-1.11366894244939
91	13.6	12.7224228693981	-0.127251902501611	14.6048290331035	-0.877577130601862
92	15.65	16.8322393647615	-0.0697010858493161	14.5374617210878	1.18223936476152
93	12.75	10.3849109075395	0.644994683388353	14.4700944090721	-2.36508909246048
94	14.6	14.7659420135276	0.0949384163309904	14.3391195701414	0.165942013527589
95	9.85	5.50766865656334	-0.0158133877740563	14.2081447312107	-4.34233134343666
96	12.65	10.2801760366036	0.910241704909035	14.1095822584874	-2.36982396339643
97	19.2	25.0602895552137	-0.671309340977745	14.0110197857641	5.86028955521367
98	16.6	20.4887675407688	-1.36298957689295	14.0742220361242	3.8887675407688
99	11.2	8.05653331102257	0.206042402493201	14.1374242864842	-3.14346668897743
100	15.25	16.7377137769093	-0.490364452811022	14.2526506759017	1.4877137769093
101	11.9	8.55103992628553	0.88108300839525	14.3678770653192	-3.34896007371447
102	13.2	12.0139294231094	0.000129585491038993	14.3859409913996	-1.18607057689062
103	16.35	18.4232469850217	-0.127251902501611	14.4040049174799	2.07324698502167
104	12.4	10.5696381360902	-0.0697010858493161	14.3000629497591	-1.83036186390975
105	15.85	16.8588843345735	0.644994683388353	14.1961209820382	1.00888433457346
106	18.15	21.928739760498	0.0949384163309904	14.276321823171	3.77873976049803
107	11.15	7.95929072347028	-0.0158133877740563	14.3565226643038	-3.19070927652972
108	15.65	15.8581556259061	0.910241704909035	14.5316026691848	0.208155625906137
109	17.75	21.4646266669119	-0.671309340977745	14.7066826740659	3.71462666691186
110	7.65	1.75656332603934	-1.36298957689295	14.9064262508536	-5.89343667396066
111	12.35	9.38778776986546	0.206042402493201	15.1061698276413	-2.96221223013454
112	15.6	16.3039243258053	-0.490364452811022	15.3864401270058	0.703924325805259
113	19.3	22.0522065652346	0.88108300839525	15.6667104263702	2.75220656523457
114	15.2	14.4483455586763	0.000129585491038993	15.9515248558326	-0.751654441323666
115	17.1	18.0909126172065	-0.127251902501611	16.2363392852951	0.990912617206543
116	15.6	15.0537002750493	-0.0697010858493161	16.2160008108	-0.546299724950682
117	18.4	19.9593429803067	0.644994683388353	16.1956623363049	1.55934298030672
118	19.05	22.2432921879277	0.0949384163309904	15.7617693957414	3.19329218792766
119	18.55	21.7879369325963	-0.0158133877740563	15.3278764551778	3.23793693259628
120	19.1	22.5263390978576	0.910241704909035	14.7634191972333	3.42633909785762
121	13.1	12.6723474016888	-0.671309340977745	14.1989619392889	-0.427652598311164
122	12.85	13.3791426823312	-1.36298957689295	13.6838468945618	0.529142682331194
123	9.5	5.62522574767219	0.206042402493201	13.1687318498346	-3.87477425232781
124	4.5	-3.27256292488152	-0.490364452811022	12.7629273776925	-7.77256292488152
125	11.85	10.4617940860543	0.88108300839525	12.3571229055505	-1.38820591394572
126	13.6	14.9021790540565	0.000129585491038993	12.2976913604524	1.30217905405654
127	11.7	11.2889920871472	-0.127251902501611	12.2382598153544	-0.411007912852767
128	12.4	12.2721501621258	-0.0697010858493161	12.5975509237235	-0.127849837874209
129	13.35	13.098163284519	0.644994683388353	12.9568420320927	-0.251836715481025
130	11.4	9.27276905491368	0.0949384163309904	13.4322925287553	-2.12723094508632
131	14.9	15.9080703623561	-0.0158133877740563	13.907743025418	1.00807036235606
132	19.9	24.7510284630832	0.910241704909035	14.1387298320077	4.85102846308325
133	11.2	8.70159270238031	-0.671309340977745	14.3697166385974	-2.49840729761969
134	14.6	16.1467581947299	-1.36298957689295	14.4162313821631	1.54675819472986
135	17.6	20.5312114717781	0.206042402493201	14.4627461257288	2.93121147177805
136	14.05	14.1632252744491	-0.490364452811022	14.427139178362	0.113225274449064
137	16.1	16.9273847606096	0.88108300839525	14.3915322309952	0.827384760609588
138	13.35	12.5231892217623	0.000129585491038993	14.1766811927467	-0.826810778237709
139	11.85	9.86542174800343	-0.127251902501611	13.9618301544982	-1.98457825199656
140	11.95	10.3824579005578	-0.0697010858493161	13.5872431852915	-1.56754209944223
141	14.75	15.6423491005267	0.644994683388353	13.2126562160849	0.892349100526742
142	15.15	17.3978001718663	0.0949384163309904	12.8072614118027	2.24780017186634
143	13.2	14.0139467802536	-0.0158133877740563	12.4018666075204	0.813946780253611
144	16.85	20.6352267293587	0.910241704909035	12.1545315657323	3.78522672935866
145	7.85	4.46411281703358	-0.671309340977745	11.9071965239442	-3.38588718296642
146	7.7	4.92037029486073	-1.36298957689295	11.8426192820322	-2.77962970513927
147	12.6	13.2159155573865	0.206042402493201	11.7780420401203	0.615915557386502
148	7.85	4.35496871637753	-0.490364452811022	11.8353957364335	-3.49503128362247
149	10.95	9.12616755885807	0.88108300839525	11.8927494327467	-1.82383244114193
150	12.35	12.5397311350394	0.000129585491038993	12.1601392794695	0.189731135039434
151	9.95	7.59972277630924	-0.127251902501611	12.4275291261924	-2.35027722369076
152	14.9	17.0416516008608	-0.0697010858493161	12.8280494849885	2.1416516008608
153	16.65	19.426435472827	0.644994683388353	13.2285698437846	2.77643547282699
154	13.4	13.1201124644094	0.0949384163309904	13.5849491192596	-0.279887535590634
155	13.95	13.9744849930394	-0.0158133877740563	13.9413283947346	0.0244849930394153
156	15.7	16.27026621849	0.910241704909035	14.219492076601	0.570266218489989
157	16.85	19.8736535825104	-0.671309340977745	14.4976557584673	3.02365358251044
158	10.95	8.75549912798406	-1.36298957689295	14.5074904489089	-2.19450087201594
159	15.35	15.9766324581563	0.206042402493201	14.5173251393505	0.626632458156319
160	12.2	10.4895607036849	-0.490364452811022	14.4008037491261	-1.71043929631507
161	15.1	15.034634632703	0.88108300839525	14.2842823589017	-0.0653653672969554
162	17.75	21.3474853727882	0.000129585491038993	14.1523850417208	3.59748537278818
163	15.2	16.5067641779617	-0.127251902501611	14.0204877245399	1.30676417796174
164	14.6	15.3877625846855	-0.0697010858493161	13.8819385011639	0.78776258468546
165	16.65	18.9116160388238	0.644994683388353	13.7433892777878	2.2616160388238
166	8.1	2.51646581206011	0.0949384163309904	13.5885957716089	-5.58353418793989

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 = 5 ; par2 = grey ; par3 = FALSE ; par4 = Unknown ;

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