Free Statistics

of Irreproducible Research!

Author's title

Author*The author of this computation has been verified*
R Software Modulerwasp_multipleregression.wasp
Title produced by softwareMultiple Regression
Date of computationMon, 05 Nov 2012 10:06:35 -0500
Cite this page as followsStatistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2012/Nov/05/t1352128060xofb1kivupd8c9d.htm/, Retrieved Mon, 06 Feb 2023 00:02:07 +0000
Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=186096, Retrieved Mon, 06 Feb 2023 00:02:07 +0000
QR Codes:

Original text written by user:
IsPrivate?No (this computation is public)
User-defined keywords
Estimated Impact87
Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)
-     [Multiple Regression] [Competence to learn] [2010-11-17 07:43:53] [b98453cac15ba1066b407e146608df68]
- R  D  [Multiple Regression] [Tutorial 2-1] [2011-11-21 19:39:55] [9e469a83342941fcd5c6dffbf184cd3a]
-   PD    [Multiple Regression] [Tutorial2-1] [2011-11-21 20:30:04] [9e469a83342941fcd5c6dffbf184cd3a]
- R  D        [Multiple Regression] [] [2012-11-05 15:06:35] [28bcae639b1bed24764a0886ef20f539] [Current]
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Dataseries X:
56	30	112285	210907
56	28	84786	120982
54	38	83123	176508
89	30	101193	179321
40	22	38361	123185
25	26	68504	52746
92	25	119182	385534
18	18	22807	33170
63	11	17140	101645
44	26	116174	149061
33	25	57635	165446
84	38	66198	237213
88	44	71701	173326
55	30	57793	133131
60	40	80444	258873
66	34	53855	180083
154	47	97668	324799
53	30	133824	230964
119	31	101481	236785
41	23	99645	135473
61	36	114789	202925
58	36	99052	215147
75	30	67654	344297
33	25	65553	153935
40	39	97500	132943
92	34	69112	174724
100	31	82753	174415
112	31	85323	225548
73	33	72654	223632
40	25	30727	124817
45	33	77873	221698
60	35	117478	210767
62	42	74007	170266
75	43	90183	260561
31	30	61542	84853
77	33	101494	294424
34	13	27570	101011
46	32	55813	215641
99	36	79215	325107
17	0	1423	7176
66	28	55461	167542
30	14	31081	106408
76	17	22996	96560
146	32	83122	265769
67	30	70106	269651
56	35	60578	149112
107	20	39992	175824
58	28	79892	152871
34	28	49810	111665
61	39	71570	116408
119	34	100708	362301
42	26	33032	78800
66	39	82875	183167
89	39	139077	277965
44	33	71595	150629
66	28	72260	168809
24	4	5950	24188
259	39	115762	329267
17	18	32551	65029
64	14	31701	101097
41	29	80670	218946
68	44	143558	244052
168	21	117105	341570
43	16	23789	103597
132	28	120733	233328
105	35	105195	256462
71	28	73107	206161
112	38	132068	311473
94	23	149193	235800
82	36	46821	177939
70	32	87011	207176
57	29	95260	196553
53	25	55183	174184
103	27	106671	143246
121	36	73511	187559
62	28	92945	187681
52	23	78664	119016
52	40	70054	182192
32	23	22618	73566
62	40	74011	194979
45	28	83737	167488
46	34	69094	143756
63	33	93133	275541
75	28	95536	243199
88	34	225920	182999
46	30	62133	135649
53	33	61370	152299
37	22	43836	120221
90	38	106117	346485
63	26	38692	145790
78	35	84651	193339
25	8	56622	80953
45	24	15986	122774
46	29	95364	130585
41	20	26706	112611
144	29	89691	286468
82	45	67267	241066
91	37	126846	148446
71	33	41140	204713
63	33	102860	182079
53	25	51715	140344
62	32	55801	220516
63	29	111813	243060
32	28	120293	162765
39	28	138599	182613
62	31	161647	232138
117	52	115929	265318
34	21	24266	85574
92	24	162901	310839
93	41	109825	225060
54	33	129838	232317
144	32	37510	144966
14	19	43750	43287
61	20	40652	155754
109	31	87771	164709
38	31	85872	201940
73	32	89275	235454
75	18	44418	220801
50	23	192565	99466
61	17	35232	92661
55	20	40909	133328
77	12	13294	61361
75	17	32387	125930
72	30	140867	100750
50	31	120662	224549
32	10	21233	82316
53	13	44332	102010
42	22	61056	101523
71	42	101338	243511
10	1	1168	22938
35	9	13497	41566
65	32	65567	152474
25	11	25162	61857
66	25	32334	99923
41	36	40735	132487
86	31	91413	317394
16	0	855	21054
42	24	97068	209641
19	13	44339	22648
19	8	14116	31414
45	13	10288	46698
65	19	65622	131698
35	18	16563	91735
95	33	76643	244749
49	40	110681	184510
37	22	29011	79863
64	38	92696	128423
38	24	94785	97839
34	8	8773	38214
32	35	83209	151101
65	43	93815	272458
52	43	86687	172494
62	14	34553	108043
65	41	105547	328107
83	38	103487	250579
95	45	213688	351067
29	31	71220	158015
18	13	23517	98866
33	28	56926	85439
247	31	91721	229242
139	40	115168	351619
29	30	111194	84207
118	16	51009	120445
110	37	135777	324598
67	30	51513	131069
42	35	74163	204271
65	32	51633	165543
94	27	75345	141722
64	20	33416	116048
81	18	83305	250047
95	31	98952	299775
67	31	102372	195838
63	21	37238	173260
83	39	103772	254488
45	41	123969	104389
30	13	27142	136084
70	32	135400	199476
32	18	21399	92499
83	39	130115	224330
31	14	24874	135781
67	7	34988	74408
66	17	45549	81240
10	0	6023	14688
70	30	64466	181633
103	37	54990	271856
5	0	1644	7199
20	5	6179	46660
5	1	3926	17547
36	16	32755	133368
34	32	34777	95227
48	24	73224	152601
40	17	27114	98146
43	11	20760	79619
31	24	37636	59194
42	22	65461	139942
46	12	30080	118612
33	19	24094	72880
18	13	69008	65475
55	17	54968	99643
35	15	46090	71965
59	16	27507	77272
19	24	10672	49289
66	15	34029	135131
60	17	46300	108446
36	18	24760	89746
25	20	18779	44296
47	16	21280	77648
54	16	40662	181528
53	18	28987	134019
40	22	22827	124064
40	8	18513	92630
39	17	30594	121848
14	18	24006	52915
45	16	27913	81872
36	23	42744	58981
28	22	12934	53515
44	13	22574	60812
30	13	41385	56375
22	16	18653	65490
17	16	18472	80949
31	20	30976	76302
55	22	63339	104011
54	17	25568	98104
21	18	33747	67989
14	17	4154	30989
81	12	19474	135458
35	7	35130	73504
43	17	39067	63123
46	14	13310	61254
30	23	65892	74914
23	17	4143	31774
38	14	28579	81437
54	15	51776	87186
20	17	21152	50090
53	21	38084	65745
45	18	27717	56653
39	18	32928	158399
20	17	11342	46455
24	17	19499	73624
31	16	16380	38395
35	15	36874	91899
151	21	48259	139526
52	16	16734	52164
30	14	28207	51567
31	15	30143	70551
29	17	41369	84856
57	15	45833	102538
40	15	29156	86678
44	10	35944	85709
25	6	36278	34662
77	22	45588	150580
35	21	45097	99611
11	1	3895	19349
63	18	28394	99373
44	17	18632	86230
19	4	2325	30837
13	10	25139	31706
42	16	27975	89806
38	16	14483	62088
29	9	13127	40151
20	16	5839	27634
27	17	24069	76990
20	7	3738	37460
19	15	18625	54157
37	14	36341	49862
26	14	24548	84337
42	18	21792	64175
49	12	26263	59382
30	16	23686	119308
49	21	49303	76702
67	19	25659	103425
28	16	28904	70344
19	1	2781	43410
49	16	29236	104838
27	10	19546	62215
30	19	22818	69304
22	12	32689	53117
12	2	5752	19764
31	14	22197	86680
20	17	20055	84105
20	19	25272	77945
39	14	82206	89113
29	11	32073	91005
16	4	5444	40248
27	16	20154	64187
21	20	36944	50857
19	12	8019	56613
35	15	30884	62792
14	16	19540	72535




Summary of computational transaction
Raw Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time16 seconds
R Server'Herman Ole Andreas Wold' @ wold.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 & 16 seconds \tabularnewline
R Server & 'Herman Ole Andreas Wold' @ wold.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&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]16 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Herman Ole Andreas Wold' @ wold.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&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 Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time16 seconds
R Server'Herman Ole Andreas Wold' @ wold.wessa.net







Multiple Linear Regression - Estimated Regression Equation
AantalurenRFC[t] = -7081.37227599415 + 902.658854908956`#logins`[t] + 2572.50240248841`totaal#peer_reviews`[t] + 0.618965929905458`totaal#karakterscompendium`[t] + e[t]

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Estimated Regression Equation \tabularnewline
AantalurenRFC[t] =  -7081.37227599415 +  902.658854908956`#logins`[t] +  2572.50240248841`totaal#peer_reviews`[t] +  0.618965929905458`totaal#karakterscompendium`[t]  + e[t] \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&T=1

[TABLE]
[ROW][C]Multiple Linear Regression - Estimated Regression Equation[/C][/ROW]
[ROW][C]AantalurenRFC[t] =  -7081.37227599415 +  902.658854908956`#logins`[t] +  2572.50240248841`totaal#peer_reviews`[t] +  0.618965929905458`totaal#karakterscompendium`[t]  + e[t][/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&T=1

As an alternative you can also use a QR Code:  

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

Multiple Linear Regression - Estimated Regression Equation
AantalurenRFC[t] = -7081.37227599415 + 902.658854908956`#logins`[t] + 2572.50240248841`totaal#peer_reviews`[t] + 0.618965929905458`totaal#karakterscompendium`[t] + e[t]







Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STATH0: parameter = 02-tail p-value1-tail p-value
(Intercept)-7081.372275994156171.385201-1.14750.2521570.126078
`#logins`902.65885490895689.75543210.056900
`totaal#peer_reviews`2572.50240248841356.8257597.209400
`totaal#karakterscompendium`0.6189659299054580.0926416.681300

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Ordinary Least Squares \tabularnewline
Variable & Parameter & S.D. & T-STATH0: parameter = 0 & 2-tail p-value & 1-tail p-value \tabularnewline
(Intercept) & -7081.37227599415 & 6171.385201 & -1.1475 & 0.252157 & 0.126078 \tabularnewline
`#logins` & 902.658854908956 & 89.755432 & 10.0569 & 0 & 0 \tabularnewline
`totaal#peer_reviews` & 2572.50240248841 & 356.825759 & 7.2094 & 0 & 0 \tabularnewline
`totaal#karakterscompendium` & 0.618965929905458 & 0.092641 & 6.6813 & 0 & 0 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&T=2

[TABLE]
[ROW][C]Multiple Linear Regression - Ordinary Least Squares[/C][/ROW]
[ROW][C]Variable[/C][C]Parameter[/C][C]S.D.[/C][C]T-STATH0: parameter = 0[/C][C]2-tail p-value[/C][C]1-tail p-value[/C][/ROW]
[ROW][C](Intercept)[/C][C]-7081.37227599415[/C][C]6171.385201[/C][C]-1.1475[/C][C]0.252157[/C][C]0.126078[/C][/ROW]
[ROW][C]`#logins`[/C][C]902.658854908956[/C][C]89.755432[/C][C]10.0569[/C][C]0[/C][C]0[/C][/ROW]
[ROW][C]`totaal#peer_reviews`[/C][C]2572.50240248841[/C][C]356.825759[/C][C]7.2094[/C][C]0[/C][C]0[/C][/ROW]
[ROW][C]`totaal#karakterscompendium`[/C][C]0.618965929905458[/C][C]0.092641[/C][C]6.6813[/C][C]0[/C][C]0[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&T=2

As an alternative you can also use a QR Code:  

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

Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STATH0: parameter = 02-tail p-value1-tail p-value
(Intercept)-7081.372275994156171.385201-1.14750.2521570.126078
`#logins`902.65885490895689.75543210.056900
`totaal#peer_reviews`2572.50240248841356.8257597.209400
`totaal#karakterscompendium`0.6189659299054580.0926416.681300







Multiple Linear Regression - Regression Statistics
Multiple R0.862266052270733
R-squared0.743502744898554
Adjusted R-squared0.740802773792223
F-TEST (value)275.374333879039
F-TEST (DF numerator)3
F-TEST (DF denominator)285
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation41920.1572240093
Sum Squared Residuals500830380780.413

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Regression Statistics \tabularnewline
Multiple R & 0.862266052270733 \tabularnewline
R-squared & 0.743502744898554 \tabularnewline
Adjusted R-squared & 0.740802773792223 \tabularnewline
F-TEST (value) & 275.374333879039 \tabularnewline
F-TEST (DF numerator) & 3 \tabularnewline
F-TEST (DF denominator) & 285 \tabularnewline
p-value & 0 \tabularnewline
Multiple Linear Regression - Residual Statistics \tabularnewline
Residual Standard Deviation & 41920.1572240093 \tabularnewline
Sum Squared Residuals & 500830380780.413 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&T=3

[TABLE]
[ROW][C]Multiple Linear Regression - Regression Statistics[/C][/ROW]
[ROW][C]Multiple R[/C][C]0.862266052270733[/C][/ROW]
[ROW][C]R-squared[/C][C]0.743502744898554[/C][/ROW]
[ROW][C]Adjusted R-squared[/C][C]0.740802773792223[/C][/ROW]
[ROW][C]F-TEST (value)[/C][C]275.374333879039[/C][/ROW]
[ROW][C]F-TEST (DF numerator)[/C][C]3[/C][/ROW]
[ROW][C]F-TEST (DF denominator)[/C][C]285[/C][/ROW]
[ROW][C]p-value[/C][C]0[/C][/ROW]
[ROW][C]Multiple Linear Regression - Residual Statistics[/C][/ROW]
[ROW][C]Residual Standard Deviation[/C][C]41920.1572240093[/C][/ROW]
[ROW][C]Sum Squared Residuals[/C][C]500830380780.413[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=3

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&T=3

As an alternative you can also use a QR Code:  

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

Multiple Linear Regression - Regression Statistics
Multiple R0.862266052270733
R-squared0.743502744898554
Adjusted R-squared0.740802773792223
F-TEST (value)275.374333879039
F-TEST (DF numerator)3
F-TEST (DF denominator)285
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation41920.1572240093
Sum Squared Residuals500830380780.413







Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolationForecastResidualsPrediction Error
1210907190143.18511299420763.814887006
2120982167977.236201547-46995.2362015471
3176508190867.602175181-14359.6021751806
4179321213065.357230478-33744.3572304782
5123185109364.18681221213820.8131877876
652746124771.803623672-72025.803623672
7385534214045.399895832171488.600104168
83317069588.2863205123-36418.2863205123
910164588692.738049222112952.2619507779
10149061171428.427745535-22367.4277455353
11165446122693.03136831342752.9686316872
12237213207471.36945879929741.6305412007
13173326229923.188805635-56597.1888056354
14133131155511.834805677-22380.8348056769
15258873199770.35038339459102.6496166056
16180083173293.6039876616789.39601233859
17324799313288.86873894711510.1312610533
18230964200767.11571250130196.8842874991
19236785242895.887468048-6110.88746804814
20135473150772.056117936-15299.0561179359
21202925211641.384490953-8716.38449095264
22215147199192.74108730415954.2589126964
23344297179668.634938654164628.365061346
24153935127594.00360130426340.9963986958
25132943189701.753783194-56758.7537831944
26174724206206.297407862-31482.2974078618
27174415214153.375289509-39738.3752895086
28225548226576.023988273-1028.02398827307
29223632188675.65408582834956.3459141716
30124817112356.50811077912460.4918892206
31221698166631.58933655455066.4106634458
32210767209830.622619071936.377380928963
33170266202736.389207388-32470.3892073877
34260561227055.84960584333505.1503941568
3584853136168.525559078-51315.5255590776
36294424210137.26692393884286.7330760624
3710101174116.450710753226894.5492892468
38215641151307.3573752664333.6426247396
39325107223923.326987036101183.673012964
4071769144.61677571355-1968.61677571355
41167542158852.6488561598689.3511438409
4210640875251.507073503831156.4929264962
4396560119486.982063495-22926.9820634954
44265769258476.5834459447292.41655405595
45269651173965.0685595195685.9314404897
46149112171000.825787815-21888.8257878147
47175824165706.85871781110117.1412821886
48152871166753.334650408-13882.3346504077
49111665126469.789029177-14804.7890291768
50116408192607.803173834-76199.8031738339
51362301250134.934011696112166.065988304
5278800118161.044691518-39361.0446915178
53183167204118.50728596-20951.5072859599
54277965259666.78414141218298.2158585876
55150629161843.062373699-11214.0623736988
56168809169250.657512641-441.657512640882
572418828555.2971347119-4367.29713471189
58329267398687.598820189-69420.5988201891
596502974716.8314866021-9687.83148660209
60101097106325.66701695-5228.66701694971
61218946154462.1920129164483.8079870897
62244052256347.046532673-12295.0465326728
63341570271071.87102254670498.1289774543
6410359787617.577431426515979.4225685735
65233328258829.277456939-25501.2774569392
66256462242847.51257294513614.4874270547
67206161174288.21592981631872.7840701844
68311473273517.10319912337955.8968008774
69235800229281.4993230666518.50067693384
70177939188527.344120227-10588.3441202265
71207176192281.66897426614894.3310257342
72196553177935.44660877418617.5533912258
73174184139228.50400636434955.4959936363
74143246221375.769355761-78129.7693557605
75187559240251.240130852-52692.2401308525
76187681178443.3323530999237.66764690054
77119016147714.779346588-28698.779346588
78182192186118.023532405-3926.02353240504
797356694971.0377409276-21405.0377409276
80194979197593.86026613-2614.86026613049
81167488157398.69353707810089.3064629222
82143756164672.848695312-20916.8486953116
83275541192324.86881527383216.1311847273
84243199191781.63819130151417.3618086991
85182999299654.471524841-116655.471524841
86135649150074.217247286-14425.217247286
87152299163638.065434596-11339.0654345961
88120221110045.04871371810175.9512862821
89346485237595.823544149108889.176455851
90145790140620.2278078715169.77219212923
91193339205759.687426426-12420.6874264258
928095371112.20719974399840.79280025613
93122774105173.12321009917600.8767899006
94130585168070.571661486-37485.5716614859
9511261197907.792949096414703.2070509036
96286468253019.7457222133448.2542777901
97241066224335.24314546916730.7568545307
98148446248756.52475758-100310.52475758
99204713167364.2440609737348.7559390301
100182079198345.550415463-16266.5504154631
101140344137081.9301614523262.06983854841
102220516165742.47146264554773.5285373552
103243060193597.14277595349462.857224047
104162765168291.046956885-5526.04695688525
105182613185940.449254097-3327.44925409727
106232138228685.0368769293452.96312307053
107265318304055.939965761-38737.939965761
1088557492651.4064982529-7077.40649825286
109310839238533.46898288172305.5310171193
110225060250316.432984431-25256.4329844306
111232317206920.08357827225396.9164217281
112144966228438.991741278-83472.9917412784
1134328781513.1567733749-38226.1567733749
114155754124593.06890573731160.9310942629
115164709225383.276019955-60674.2760199548
116201940160119.08102052841820.9189794715
117235454196390.98440429939063.0155957014
118220801134416.3137615186384.6862384904
11999466216410.300018932-116944.300018932
12092661113520.766358184-20859.7663581843
121133328119336.19002026913991.809979731
12261361101521.92145402-40160.9214540195
123125930124397.0322563291532.9677436714
124100750222277.011000095-121527.011000095
125224549192484.81198084732064.1880191532
1268231660671.238695659121644.7613043409
127102010101642.075871099367.924128901379
128101523125216.936301235-23693.9363012347
129243511227777.27673181415733.7232681856
130229385240.6708817133717697.3291182866
1314156656018.392424149-14452.392424149
132152474174495.269298828-22021.2692988283
1336185759357.04625238342499.9537476166
13499923136820.31658777-36897.3165877703
135132487147751.304419555-15264.3044195547
136317394206876.396273764110517.603726236
137210547890.3852726182713163.6147273817
138209641152652.14217396756988.8578260331
1392264870956.0075657034-48308.0075657035
1403141439386.4882537287-7972.48825372873
1414669873348.7289141256-26650.7289141256
142131698141086.781192624-9388.78119262377
1439173581068.663587634810666.3364123652
144244749211003.20398821833745.7960117817
145184510208556.775801947-24046.7758019472
14679863100868.87880287-21005.8788028695
147128423205819.551571255-77396.5515712551
14897839147628.407536357-49789.4075363569
1493821449619.2361138782-11405.2361138782
150151101163344.83122969-12243.8312296902
151272458220277.3453141752180.6546858297
152172494204130.791051988-31636.7910519878
153108043106285.6401392221757.35986077784
154328107222394.048798844105712.951201156
155250579229649.33116413520929.668835865
156351067326699.41868197324367.5813180273
157158015142926.06252137315088.9374786269
1589886657165.240118303141700.7598816969
15985439129971.691731475-44532.6917314751
160229242352395.113420517-123153.113420517
161351619292573.37287123959045.627128761
16284207165096.104200925-80889.1042009254
163120445172165.244161625-51720.2441616247
164324598271435.02772083653162.9722791644
165131069162456.635024778-31387.6350247781
166204271166772.25397685537498.7460231451
167165543165870.598031526-327.5980315257
168141722193862.112941362-52140.1129413616
169116048122822.208001668-6774.20800166805
170250047163901.99500719786145.0049928032
171299775219666.71011350280108.2898864977
172195838196509.125656328-671.125656328224
173173260126857.73933334646402.2606666538
174254488232398.23885664622089.7611433535
175104389215743.462061384-111354.462061384
17613608470240.897873117865843.1021268822
177199476222232.811356461-22756.811356461
1789249981354.006259930811144.9937400692
179224330248703.658348146-24373.658348146
18013578172312.244401489663468.7555985104
1817440893060.6677758569-18652.6677758569
18281240124419.932131564-43179.9321315636
183146885673.248068915969014.75193108404
184181633173182.077279578450.9227204296
185271856215112.01515720156743.9848427993
1867199-1550.49801268488749.4980126848
1874666027658.907315512819001.0926844872
188175472434.4846418478515112.5153581521
18913336886848.613974596146519.3860254039
19095227127454.883814862-32227.8838148617
191152601143309.4716707559291.52832924511
1929814689540.16498612378605.83501387631
1937961972880.21761730086738.78238269922
19459194105936.511623827-46742.5116238272
195139942127943.48122246811998.5187775317
19611861283929.459051234934682.5409487651
1977288086497.2806984233-13617.2806984233
1986547585322.6192356322-19847.6192356322
19999643120320.724821345-20677.7248213446
2007196591627.363392488-19662.363392488
20177272104361.434437358-27089.4344373583
2024928978414.808030949-29125.808030949
203135131112144.43981407622986.5601859241
204108446119468.822415469-11022.8224154689
2058974687044.98616997882701.01383002117
2064429678558.7083441926-34262.7083441926
2077764889675.2273329295-12027.2273329295
208181528107990.6369707273537.3630292802
209134019105006.55568914129012.4443108586
21012406499749.17005706124314.829942939
2119263061063.917400611131566.0825993889
21212184890791.507567285731056.4924327143
2135291566719.7910508331-13804.7910508331
2148187291975.5106361745-10103.5106361745
21558981111038.981465841-52057.9814658406
2165351582793.8338535989-29278.8338535989
2176081280050.6854740351-19238.6854740351
2185637579056.8296127613-22681.8296127613
2196549065482.7324623447.26753765601664
2208094960857.405354486320091.5946455137
2217630291524.1889207032-15222.1889207032
222104011138364.600633025-34353.6006330253
22398104101220.467627215-3116.46762721522
2246798979067.7501584048-11078.7501584048
2253098951859.5770078615-20870.5770078615
226135458108957.76632047126500.2336795289
2277350464263.47758081699240.52241918309
2286312399646.6413110105-36523.6413110105
2296125478694.4052116972-17440.4052116972
23074914119950.851681838-45036.8516818385
2313177459976.6980768132-28202.6980768132
2328143780924.125156152512.874843847979
23387186112297.321913201-25111.3219132006
2345009067796.7130138482-17706.7130138482
23565745118354.795960957-52609.7959609566
2365665396999.1981188898-40346.1981188899
23715839994808.676450173563590.3235498265
2384645561724.6572414757-15269.6572414757
2397362470384.19775135033239.80224864968
2403839572199.7525978495-33804.7525978495
2419189985922.97338247945976.02661752066
242139526213113.342078822-73587.3420788223
2435216491374.7024901241-39210.7024901241
2445156773472.5989909556-21905.5989909556
2457055178146.0782886499-7595.07828864988
2468485688434.2769129275-3578.27691292747
247102538111326.783956499-8788.78395649936
2488667885659.08861001381018.9113899862
2498570980608.75274940585100.2472505942
2503466253374.9595167704-18712.9595167704
251150580147235.8312192713344.16878072947
25299611106447.744639022-6836.74463902241
253193497831.2498274745111517.7501725255
25499373113666.097441797-14293.0974417971
2558623087900.7313883014-1670.73138830141
2563083721798.25136425989038.74863574018
2573170645938.4013745997-14232.4013745997
2588980689305.9099591018500.090040898219
2596208877344.1862131815-15256.1862131815
2604015150373.4219006302-10222.4219006302
2612763455745.9853267175-28111.9853267175
2627699075920.84861574511069.15138425486
2633746031293.01628559046166.98371440956
2645415760184.9224490913-6027.92244909135
2654986284825.8798491692-34963.8798491692
2668433767597.167233795716739.8327662043
2676417590623.8484194732-26448.8484194732
2685938284274.8426615127-24892.8426615127
26911930875819.258826829843488.7411731702
27076702121688.33930893-44986.3393089301
271103425118156.36344563-14731.3634456299
2727034477243.7053392586-6899.70533925856
2734341014362.992620831529047.0073791685
27410483896405.03798107528432.96201892475
2756221555113.74889736387101.25110263615
2766930482999.5036071371-13695.5036071371
2775311763880.5286445433-10763.5286445433
2781976412455.83081670637308.16918329368
2798668070655.272607132716024.7273928673
2808410567117.70738874216987.2926112581
2817794575491.85745003552453.14254996445
28289113115020.069934101-25907.069934101
2839100567245.355213595823759.6447864042
2844024821020.829534908119227.1704650919
2856418770925.0945976769-6738.09459767685
2865085786191.5890412894-35334.5890412894
2875661345902.662589048810710.3374109512
2886279282215.3674623456-19423.3674623456
2897253558810.484402898513724.5155971015

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Actuals, Interpolation, and Residuals \tabularnewline
Time or Index & Actuals & InterpolationForecast & ResidualsPrediction Error \tabularnewline
1 & 210907 & 190143.185112994 & 20763.814887006 \tabularnewline
2 & 120982 & 167977.236201547 & -46995.2362015471 \tabularnewline
3 & 176508 & 190867.602175181 & -14359.6021751806 \tabularnewline
4 & 179321 & 213065.357230478 & -33744.3572304782 \tabularnewline
5 & 123185 & 109364.186812212 & 13820.8131877876 \tabularnewline
6 & 52746 & 124771.803623672 & -72025.803623672 \tabularnewline
7 & 385534 & 214045.399895832 & 171488.600104168 \tabularnewline
8 & 33170 & 69588.2863205123 & -36418.2863205123 \tabularnewline
9 & 101645 & 88692.7380492221 & 12952.2619507779 \tabularnewline
10 & 149061 & 171428.427745535 & -22367.4277455353 \tabularnewline
11 & 165446 & 122693.031368313 & 42752.9686316872 \tabularnewline
12 & 237213 & 207471.369458799 & 29741.6305412007 \tabularnewline
13 & 173326 & 229923.188805635 & -56597.1888056354 \tabularnewline
14 & 133131 & 155511.834805677 & -22380.8348056769 \tabularnewline
15 & 258873 & 199770.350383394 & 59102.6496166056 \tabularnewline
16 & 180083 & 173293.603987661 & 6789.39601233859 \tabularnewline
17 & 324799 & 313288.868738947 & 11510.1312610533 \tabularnewline
18 & 230964 & 200767.115712501 & 30196.8842874991 \tabularnewline
19 & 236785 & 242895.887468048 & -6110.88746804814 \tabularnewline
20 & 135473 & 150772.056117936 & -15299.0561179359 \tabularnewline
21 & 202925 & 211641.384490953 & -8716.38449095264 \tabularnewline
22 & 215147 & 199192.741087304 & 15954.2589126964 \tabularnewline
23 & 344297 & 179668.634938654 & 164628.365061346 \tabularnewline
24 & 153935 & 127594.003601304 & 26340.9963986958 \tabularnewline
25 & 132943 & 189701.753783194 & -56758.7537831944 \tabularnewline
26 & 174724 & 206206.297407862 & -31482.2974078618 \tabularnewline
27 & 174415 & 214153.375289509 & -39738.3752895086 \tabularnewline
28 & 225548 & 226576.023988273 & -1028.02398827307 \tabularnewline
29 & 223632 & 188675.654085828 & 34956.3459141716 \tabularnewline
30 & 124817 & 112356.508110779 & 12460.4918892206 \tabularnewline
31 & 221698 & 166631.589336554 & 55066.4106634458 \tabularnewline
32 & 210767 & 209830.622619071 & 936.377380928963 \tabularnewline
33 & 170266 & 202736.389207388 & -32470.3892073877 \tabularnewline
34 & 260561 & 227055.849605843 & 33505.1503941568 \tabularnewline
35 & 84853 & 136168.525559078 & -51315.5255590776 \tabularnewline
36 & 294424 & 210137.266923938 & 84286.7330760624 \tabularnewline
37 & 101011 & 74116.4507107532 & 26894.5492892468 \tabularnewline
38 & 215641 & 151307.35737526 & 64333.6426247396 \tabularnewline
39 & 325107 & 223923.326987036 & 101183.673012964 \tabularnewline
40 & 7176 & 9144.61677571355 & -1968.61677571355 \tabularnewline
41 & 167542 & 158852.648856159 & 8689.3511438409 \tabularnewline
42 & 106408 & 75251.5070735038 & 31156.4929264962 \tabularnewline
43 & 96560 & 119486.982063495 & -22926.9820634954 \tabularnewline
44 & 265769 & 258476.583445944 & 7292.41655405595 \tabularnewline
45 & 269651 & 173965.06855951 & 95685.9314404897 \tabularnewline
46 & 149112 & 171000.825787815 & -21888.8257878147 \tabularnewline
47 & 175824 & 165706.858717811 & 10117.1412821886 \tabularnewline
48 & 152871 & 166753.334650408 & -13882.3346504077 \tabularnewline
49 & 111665 & 126469.789029177 & -14804.7890291768 \tabularnewline
50 & 116408 & 192607.803173834 & -76199.8031738339 \tabularnewline
51 & 362301 & 250134.934011696 & 112166.065988304 \tabularnewline
52 & 78800 & 118161.044691518 & -39361.0446915178 \tabularnewline
53 & 183167 & 204118.50728596 & -20951.5072859599 \tabularnewline
54 & 277965 & 259666.784141412 & 18298.2158585876 \tabularnewline
55 & 150629 & 161843.062373699 & -11214.0623736988 \tabularnewline
56 & 168809 & 169250.657512641 & -441.657512640882 \tabularnewline
57 & 24188 & 28555.2971347119 & -4367.29713471189 \tabularnewline
58 & 329267 & 398687.598820189 & -69420.5988201891 \tabularnewline
59 & 65029 & 74716.8314866021 & -9687.83148660209 \tabularnewline
60 & 101097 & 106325.66701695 & -5228.66701694971 \tabularnewline
61 & 218946 & 154462.19201291 & 64483.8079870897 \tabularnewline
62 & 244052 & 256347.046532673 & -12295.0465326728 \tabularnewline
63 & 341570 & 271071.871022546 & 70498.1289774543 \tabularnewline
64 & 103597 & 87617.5774314265 & 15979.4225685735 \tabularnewline
65 & 233328 & 258829.277456939 & -25501.2774569392 \tabularnewline
66 & 256462 & 242847.512572945 & 13614.4874270547 \tabularnewline
67 & 206161 & 174288.215929816 & 31872.7840701844 \tabularnewline
68 & 311473 & 273517.103199123 & 37955.8968008774 \tabularnewline
69 & 235800 & 229281.499323066 & 6518.50067693384 \tabularnewline
70 & 177939 & 188527.344120227 & -10588.3441202265 \tabularnewline
71 & 207176 & 192281.668974266 & 14894.3310257342 \tabularnewline
72 & 196553 & 177935.446608774 & 18617.5533912258 \tabularnewline
73 & 174184 & 139228.504006364 & 34955.4959936363 \tabularnewline
74 & 143246 & 221375.769355761 & -78129.7693557605 \tabularnewline
75 & 187559 & 240251.240130852 & -52692.2401308525 \tabularnewline
76 & 187681 & 178443.332353099 & 9237.66764690054 \tabularnewline
77 & 119016 & 147714.779346588 & -28698.779346588 \tabularnewline
78 & 182192 & 186118.023532405 & -3926.02353240504 \tabularnewline
79 & 73566 & 94971.0377409276 & -21405.0377409276 \tabularnewline
80 & 194979 & 197593.86026613 & -2614.86026613049 \tabularnewline
81 & 167488 & 157398.693537078 & 10089.3064629222 \tabularnewline
82 & 143756 & 164672.848695312 & -20916.8486953116 \tabularnewline
83 & 275541 & 192324.868815273 & 83216.1311847273 \tabularnewline
84 & 243199 & 191781.638191301 & 51417.3618086991 \tabularnewline
85 & 182999 & 299654.471524841 & -116655.471524841 \tabularnewline
86 & 135649 & 150074.217247286 & -14425.217247286 \tabularnewline
87 & 152299 & 163638.065434596 & -11339.0654345961 \tabularnewline
88 & 120221 & 110045.048713718 & 10175.9512862821 \tabularnewline
89 & 346485 & 237595.823544149 & 108889.176455851 \tabularnewline
90 & 145790 & 140620.227807871 & 5169.77219212923 \tabularnewline
91 & 193339 & 205759.687426426 & -12420.6874264258 \tabularnewline
92 & 80953 & 71112.2071997439 & 9840.79280025613 \tabularnewline
93 & 122774 & 105173.123210099 & 17600.8767899006 \tabularnewline
94 & 130585 & 168070.571661486 & -37485.5716614859 \tabularnewline
95 & 112611 & 97907.7929490964 & 14703.2070509036 \tabularnewline
96 & 286468 & 253019.74572221 & 33448.2542777901 \tabularnewline
97 & 241066 & 224335.243145469 & 16730.7568545307 \tabularnewline
98 & 148446 & 248756.52475758 & -100310.52475758 \tabularnewline
99 & 204713 & 167364.24406097 & 37348.7559390301 \tabularnewline
100 & 182079 & 198345.550415463 & -16266.5504154631 \tabularnewline
101 & 140344 & 137081.930161452 & 3262.06983854841 \tabularnewline
102 & 220516 & 165742.471462645 & 54773.5285373552 \tabularnewline
103 & 243060 & 193597.142775953 & 49462.857224047 \tabularnewline
104 & 162765 & 168291.046956885 & -5526.04695688525 \tabularnewline
105 & 182613 & 185940.449254097 & -3327.44925409727 \tabularnewline
106 & 232138 & 228685.036876929 & 3452.96312307053 \tabularnewline
107 & 265318 & 304055.939965761 & -38737.939965761 \tabularnewline
108 & 85574 & 92651.4064982529 & -7077.40649825286 \tabularnewline
109 & 310839 & 238533.468982881 & 72305.5310171193 \tabularnewline
110 & 225060 & 250316.432984431 & -25256.4329844306 \tabularnewline
111 & 232317 & 206920.083578272 & 25396.9164217281 \tabularnewline
112 & 144966 & 228438.991741278 & -83472.9917412784 \tabularnewline
113 & 43287 & 81513.1567733749 & -38226.1567733749 \tabularnewline
114 & 155754 & 124593.068905737 & 31160.9310942629 \tabularnewline
115 & 164709 & 225383.276019955 & -60674.2760199548 \tabularnewline
116 & 201940 & 160119.081020528 & 41820.9189794715 \tabularnewline
117 & 235454 & 196390.984404299 & 39063.0155957014 \tabularnewline
118 & 220801 & 134416.31376151 & 86384.6862384904 \tabularnewline
119 & 99466 & 216410.300018932 & -116944.300018932 \tabularnewline
120 & 92661 & 113520.766358184 & -20859.7663581843 \tabularnewline
121 & 133328 & 119336.190020269 & 13991.809979731 \tabularnewline
122 & 61361 & 101521.92145402 & -40160.9214540195 \tabularnewline
123 & 125930 & 124397.032256329 & 1532.9677436714 \tabularnewline
124 & 100750 & 222277.011000095 & -121527.011000095 \tabularnewline
125 & 224549 & 192484.811980847 & 32064.1880191532 \tabularnewline
126 & 82316 & 60671.2386956591 & 21644.7613043409 \tabularnewline
127 & 102010 & 101642.075871099 & 367.924128901379 \tabularnewline
128 & 101523 & 125216.936301235 & -23693.9363012347 \tabularnewline
129 & 243511 & 227777.276731814 & 15733.7232681856 \tabularnewline
130 & 22938 & 5240.67088171337 & 17697.3291182866 \tabularnewline
131 & 41566 & 56018.392424149 & -14452.392424149 \tabularnewline
132 & 152474 & 174495.269298828 & -22021.2692988283 \tabularnewline
133 & 61857 & 59357.0462523834 & 2499.9537476166 \tabularnewline
134 & 99923 & 136820.31658777 & -36897.3165877703 \tabularnewline
135 & 132487 & 147751.304419555 & -15264.3044195547 \tabularnewline
136 & 317394 & 206876.396273764 & 110517.603726236 \tabularnewline
137 & 21054 & 7890.38527261827 & 13163.6147273817 \tabularnewline
138 & 209641 & 152652.142173967 & 56988.8578260331 \tabularnewline
139 & 22648 & 70956.0075657034 & -48308.0075657035 \tabularnewline
140 & 31414 & 39386.4882537287 & -7972.48825372873 \tabularnewline
141 & 46698 & 73348.7289141256 & -26650.7289141256 \tabularnewline
142 & 131698 & 141086.781192624 & -9388.78119262377 \tabularnewline
143 & 91735 & 81068.6635876348 & 10666.3364123652 \tabularnewline
144 & 244749 & 211003.203988218 & 33745.7960117817 \tabularnewline
145 & 184510 & 208556.775801947 & -24046.7758019472 \tabularnewline
146 & 79863 & 100868.87880287 & -21005.8788028695 \tabularnewline
147 & 128423 & 205819.551571255 & -77396.5515712551 \tabularnewline
148 & 97839 & 147628.407536357 & -49789.4075363569 \tabularnewline
149 & 38214 & 49619.2361138782 & -11405.2361138782 \tabularnewline
150 & 151101 & 163344.83122969 & -12243.8312296902 \tabularnewline
151 & 272458 & 220277.34531417 & 52180.6546858297 \tabularnewline
152 & 172494 & 204130.791051988 & -31636.7910519878 \tabularnewline
153 & 108043 & 106285.640139222 & 1757.35986077784 \tabularnewline
154 & 328107 & 222394.048798844 & 105712.951201156 \tabularnewline
155 & 250579 & 229649.331164135 & 20929.668835865 \tabularnewline
156 & 351067 & 326699.418681973 & 24367.5813180273 \tabularnewline
157 & 158015 & 142926.062521373 & 15088.9374786269 \tabularnewline
158 & 98866 & 57165.2401183031 & 41700.7598816969 \tabularnewline
159 & 85439 & 129971.691731475 & -44532.6917314751 \tabularnewline
160 & 229242 & 352395.113420517 & -123153.113420517 \tabularnewline
161 & 351619 & 292573.372871239 & 59045.627128761 \tabularnewline
162 & 84207 & 165096.104200925 & -80889.1042009254 \tabularnewline
163 & 120445 & 172165.244161625 & -51720.2441616247 \tabularnewline
164 & 324598 & 271435.027720836 & 53162.9722791644 \tabularnewline
165 & 131069 & 162456.635024778 & -31387.6350247781 \tabularnewline
166 & 204271 & 166772.253976855 & 37498.7460231451 \tabularnewline
167 & 165543 & 165870.598031526 & -327.5980315257 \tabularnewline
168 & 141722 & 193862.112941362 & -52140.1129413616 \tabularnewline
169 & 116048 & 122822.208001668 & -6774.20800166805 \tabularnewline
170 & 250047 & 163901.995007197 & 86145.0049928032 \tabularnewline
171 & 299775 & 219666.710113502 & 80108.2898864977 \tabularnewline
172 & 195838 & 196509.125656328 & -671.125656328224 \tabularnewline
173 & 173260 & 126857.739333346 & 46402.2606666538 \tabularnewline
174 & 254488 & 232398.238856646 & 22089.7611433535 \tabularnewline
175 & 104389 & 215743.462061384 & -111354.462061384 \tabularnewline
176 & 136084 & 70240.8978731178 & 65843.1021268822 \tabularnewline
177 & 199476 & 222232.811356461 & -22756.811356461 \tabularnewline
178 & 92499 & 81354.0062599308 & 11144.9937400692 \tabularnewline
179 & 224330 & 248703.658348146 & -24373.658348146 \tabularnewline
180 & 135781 & 72312.2444014896 & 63468.7555985104 \tabularnewline
181 & 74408 & 93060.6677758569 & -18652.6677758569 \tabularnewline
182 & 81240 & 124419.932131564 & -43179.9321315636 \tabularnewline
183 & 14688 & 5673.24806891596 & 9014.75193108404 \tabularnewline
184 & 181633 & 173182.07727957 & 8450.9227204296 \tabularnewline
185 & 271856 & 215112.015157201 & 56743.9848427993 \tabularnewline
186 & 7199 & -1550.4980126848 & 8749.4980126848 \tabularnewline
187 & 46660 & 27658.9073155128 & 19001.0926844872 \tabularnewline
188 & 17547 & 2434.48464184785 & 15112.5153581521 \tabularnewline
189 & 133368 & 86848.6139745961 & 46519.3860254039 \tabularnewline
190 & 95227 & 127454.883814862 & -32227.8838148617 \tabularnewline
191 & 152601 & 143309.471670755 & 9291.52832924511 \tabularnewline
192 & 98146 & 89540.1649861237 & 8605.83501387631 \tabularnewline
193 & 79619 & 72880.2176173008 & 6738.78238269922 \tabularnewline
194 & 59194 & 105936.511623827 & -46742.5116238272 \tabularnewline
195 & 139942 & 127943.481222468 & 11998.5187775317 \tabularnewline
196 & 118612 & 83929.4590512349 & 34682.5409487651 \tabularnewline
197 & 72880 & 86497.2806984233 & -13617.2806984233 \tabularnewline
198 & 65475 & 85322.6192356322 & -19847.6192356322 \tabularnewline
199 & 99643 & 120320.724821345 & -20677.7248213446 \tabularnewline
200 & 71965 & 91627.363392488 & -19662.363392488 \tabularnewline
201 & 77272 & 104361.434437358 & -27089.4344373583 \tabularnewline
202 & 49289 & 78414.808030949 & -29125.808030949 \tabularnewline
203 & 135131 & 112144.439814076 & 22986.5601859241 \tabularnewline
204 & 108446 & 119468.822415469 & -11022.8224154689 \tabularnewline
205 & 89746 & 87044.9861699788 & 2701.01383002117 \tabularnewline
206 & 44296 & 78558.7083441926 & -34262.7083441926 \tabularnewline
207 & 77648 & 89675.2273329295 & -12027.2273329295 \tabularnewline
208 & 181528 & 107990.63697072 & 73537.3630292802 \tabularnewline
209 & 134019 & 105006.555689141 & 29012.4443108586 \tabularnewline
210 & 124064 & 99749.170057061 & 24314.829942939 \tabularnewline
211 & 92630 & 61063.9174006111 & 31566.0825993889 \tabularnewline
212 & 121848 & 90791.5075672857 & 31056.4924327143 \tabularnewline
213 & 52915 & 66719.7910508331 & -13804.7910508331 \tabularnewline
214 & 81872 & 91975.5106361745 & -10103.5106361745 \tabularnewline
215 & 58981 & 111038.981465841 & -52057.9814658406 \tabularnewline
216 & 53515 & 82793.8338535989 & -29278.8338535989 \tabularnewline
217 & 60812 & 80050.6854740351 & -19238.6854740351 \tabularnewline
218 & 56375 & 79056.8296127613 & -22681.8296127613 \tabularnewline
219 & 65490 & 65482.732462344 & 7.26753765601664 \tabularnewline
220 & 80949 & 60857.4053544863 & 20091.5946455137 \tabularnewline
221 & 76302 & 91524.1889207032 & -15222.1889207032 \tabularnewline
222 & 104011 & 138364.600633025 & -34353.6006330253 \tabularnewline
223 & 98104 & 101220.467627215 & -3116.46762721522 \tabularnewline
224 & 67989 & 79067.7501584048 & -11078.7501584048 \tabularnewline
225 & 30989 & 51859.5770078615 & -20870.5770078615 \tabularnewline
226 & 135458 & 108957.766320471 & 26500.2336795289 \tabularnewline
227 & 73504 & 64263.4775808169 & 9240.52241918309 \tabularnewline
228 & 63123 & 99646.6413110105 & -36523.6413110105 \tabularnewline
229 & 61254 & 78694.4052116972 & -17440.4052116972 \tabularnewline
230 & 74914 & 119950.851681838 & -45036.8516818385 \tabularnewline
231 & 31774 & 59976.6980768132 & -28202.6980768132 \tabularnewline
232 & 81437 & 80924.125156152 & 512.874843847979 \tabularnewline
233 & 87186 & 112297.321913201 & -25111.3219132006 \tabularnewline
234 & 50090 & 67796.7130138482 & -17706.7130138482 \tabularnewline
235 & 65745 & 118354.795960957 & -52609.7959609566 \tabularnewline
236 & 56653 & 96999.1981188898 & -40346.1981188899 \tabularnewline
237 & 158399 & 94808.6764501735 & 63590.3235498265 \tabularnewline
238 & 46455 & 61724.6572414757 & -15269.6572414757 \tabularnewline
239 & 73624 & 70384.1977513503 & 3239.80224864968 \tabularnewline
240 & 38395 & 72199.7525978495 & -33804.7525978495 \tabularnewline
241 & 91899 & 85922.9733824794 & 5976.02661752066 \tabularnewline
242 & 139526 & 213113.342078822 & -73587.3420788223 \tabularnewline
243 & 52164 & 91374.7024901241 & -39210.7024901241 \tabularnewline
244 & 51567 & 73472.5989909556 & -21905.5989909556 \tabularnewline
245 & 70551 & 78146.0782886499 & -7595.07828864988 \tabularnewline
246 & 84856 & 88434.2769129275 & -3578.27691292747 \tabularnewline
247 & 102538 & 111326.783956499 & -8788.78395649936 \tabularnewline
248 & 86678 & 85659.0886100138 & 1018.9113899862 \tabularnewline
249 & 85709 & 80608.7527494058 & 5100.2472505942 \tabularnewline
250 & 34662 & 53374.9595167704 & -18712.9595167704 \tabularnewline
251 & 150580 & 147235.831219271 & 3344.16878072947 \tabularnewline
252 & 99611 & 106447.744639022 & -6836.74463902241 \tabularnewline
253 & 19349 & 7831.24982747451 & 11517.7501725255 \tabularnewline
254 & 99373 & 113666.097441797 & -14293.0974417971 \tabularnewline
255 & 86230 & 87900.7313883014 & -1670.73138830141 \tabularnewline
256 & 30837 & 21798.2513642598 & 9038.74863574018 \tabularnewline
257 & 31706 & 45938.4013745997 & -14232.4013745997 \tabularnewline
258 & 89806 & 89305.9099591018 & 500.090040898219 \tabularnewline
259 & 62088 & 77344.1862131815 & -15256.1862131815 \tabularnewline
260 & 40151 & 50373.4219006302 & -10222.4219006302 \tabularnewline
261 & 27634 & 55745.9853267175 & -28111.9853267175 \tabularnewline
262 & 76990 & 75920.8486157451 & 1069.15138425486 \tabularnewline
263 & 37460 & 31293.0162855904 & 6166.98371440956 \tabularnewline
264 & 54157 & 60184.9224490913 & -6027.92244909135 \tabularnewline
265 & 49862 & 84825.8798491692 & -34963.8798491692 \tabularnewline
266 & 84337 & 67597.1672337957 & 16739.8327662043 \tabularnewline
267 & 64175 & 90623.8484194732 & -26448.8484194732 \tabularnewline
268 & 59382 & 84274.8426615127 & -24892.8426615127 \tabularnewline
269 & 119308 & 75819.2588268298 & 43488.7411731702 \tabularnewline
270 & 76702 & 121688.33930893 & -44986.3393089301 \tabularnewline
271 & 103425 & 118156.36344563 & -14731.3634456299 \tabularnewline
272 & 70344 & 77243.7053392586 & -6899.70533925856 \tabularnewline
273 & 43410 & 14362.9926208315 & 29047.0073791685 \tabularnewline
274 & 104838 & 96405.0379810752 & 8432.96201892475 \tabularnewline
275 & 62215 & 55113.7488973638 & 7101.25110263615 \tabularnewline
276 & 69304 & 82999.5036071371 & -13695.5036071371 \tabularnewline
277 & 53117 & 63880.5286445433 & -10763.5286445433 \tabularnewline
278 & 19764 & 12455.8308167063 & 7308.16918329368 \tabularnewline
279 & 86680 & 70655.2726071327 & 16024.7273928673 \tabularnewline
280 & 84105 & 67117.707388742 & 16987.2926112581 \tabularnewline
281 & 77945 & 75491.8574500355 & 2453.14254996445 \tabularnewline
282 & 89113 & 115020.069934101 & -25907.069934101 \tabularnewline
283 & 91005 & 67245.3552135958 & 23759.6447864042 \tabularnewline
284 & 40248 & 21020.8295349081 & 19227.1704650919 \tabularnewline
285 & 64187 & 70925.0945976769 & -6738.09459767685 \tabularnewline
286 & 50857 & 86191.5890412894 & -35334.5890412894 \tabularnewline
287 & 56613 & 45902.6625890488 & 10710.3374109512 \tabularnewline
288 & 62792 & 82215.3674623456 & -19423.3674623456 \tabularnewline
289 & 72535 & 58810.4844028985 & 13724.5155971015 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&T=4

[TABLE]
[ROW][C]Multiple Linear Regression - Actuals, Interpolation, and Residuals[/C][/ROW]
[ROW][C]Time or Index[/C][C]Actuals[/C][C]InterpolationForecast[/C][C]ResidualsPrediction Error[/C][/ROW]
[ROW][C]1[/C][C]210907[/C][C]190143.185112994[/C][C]20763.814887006[/C][/ROW]
[ROW][C]2[/C][C]120982[/C][C]167977.236201547[/C][C]-46995.2362015471[/C][/ROW]
[ROW][C]3[/C][C]176508[/C][C]190867.602175181[/C][C]-14359.6021751806[/C][/ROW]
[ROW][C]4[/C][C]179321[/C][C]213065.357230478[/C][C]-33744.3572304782[/C][/ROW]
[ROW][C]5[/C][C]123185[/C][C]109364.186812212[/C][C]13820.8131877876[/C][/ROW]
[ROW][C]6[/C][C]52746[/C][C]124771.803623672[/C][C]-72025.803623672[/C][/ROW]
[ROW][C]7[/C][C]385534[/C][C]214045.399895832[/C][C]171488.600104168[/C][/ROW]
[ROW][C]8[/C][C]33170[/C][C]69588.2863205123[/C][C]-36418.2863205123[/C][/ROW]
[ROW][C]9[/C][C]101645[/C][C]88692.7380492221[/C][C]12952.2619507779[/C][/ROW]
[ROW][C]10[/C][C]149061[/C][C]171428.427745535[/C][C]-22367.4277455353[/C][/ROW]
[ROW][C]11[/C][C]165446[/C][C]122693.031368313[/C][C]42752.9686316872[/C][/ROW]
[ROW][C]12[/C][C]237213[/C][C]207471.369458799[/C][C]29741.6305412007[/C][/ROW]
[ROW][C]13[/C][C]173326[/C][C]229923.188805635[/C][C]-56597.1888056354[/C][/ROW]
[ROW][C]14[/C][C]133131[/C][C]155511.834805677[/C][C]-22380.8348056769[/C][/ROW]
[ROW][C]15[/C][C]258873[/C][C]199770.350383394[/C][C]59102.6496166056[/C][/ROW]
[ROW][C]16[/C][C]180083[/C][C]173293.603987661[/C][C]6789.39601233859[/C][/ROW]
[ROW][C]17[/C][C]324799[/C][C]313288.868738947[/C][C]11510.1312610533[/C][/ROW]
[ROW][C]18[/C][C]230964[/C][C]200767.115712501[/C][C]30196.8842874991[/C][/ROW]
[ROW][C]19[/C][C]236785[/C][C]242895.887468048[/C][C]-6110.88746804814[/C][/ROW]
[ROW][C]20[/C][C]135473[/C][C]150772.056117936[/C][C]-15299.0561179359[/C][/ROW]
[ROW][C]21[/C][C]202925[/C][C]211641.384490953[/C][C]-8716.38449095264[/C][/ROW]
[ROW][C]22[/C][C]215147[/C][C]199192.741087304[/C][C]15954.2589126964[/C][/ROW]
[ROW][C]23[/C][C]344297[/C][C]179668.634938654[/C][C]164628.365061346[/C][/ROW]
[ROW][C]24[/C][C]153935[/C][C]127594.003601304[/C][C]26340.9963986958[/C][/ROW]
[ROW][C]25[/C][C]132943[/C][C]189701.753783194[/C][C]-56758.7537831944[/C][/ROW]
[ROW][C]26[/C][C]174724[/C][C]206206.297407862[/C][C]-31482.2974078618[/C][/ROW]
[ROW][C]27[/C][C]174415[/C][C]214153.375289509[/C][C]-39738.3752895086[/C][/ROW]
[ROW][C]28[/C][C]225548[/C][C]226576.023988273[/C][C]-1028.02398827307[/C][/ROW]
[ROW][C]29[/C][C]223632[/C][C]188675.654085828[/C][C]34956.3459141716[/C][/ROW]
[ROW][C]30[/C][C]124817[/C][C]112356.508110779[/C][C]12460.4918892206[/C][/ROW]
[ROW][C]31[/C][C]221698[/C][C]166631.589336554[/C][C]55066.4106634458[/C][/ROW]
[ROW][C]32[/C][C]210767[/C][C]209830.622619071[/C][C]936.377380928963[/C][/ROW]
[ROW][C]33[/C][C]170266[/C][C]202736.389207388[/C][C]-32470.3892073877[/C][/ROW]
[ROW][C]34[/C][C]260561[/C][C]227055.849605843[/C][C]33505.1503941568[/C][/ROW]
[ROW][C]35[/C][C]84853[/C][C]136168.525559078[/C][C]-51315.5255590776[/C][/ROW]
[ROW][C]36[/C][C]294424[/C][C]210137.266923938[/C][C]84286.7330760624[/C][/ROW]
[ROW][C]37[/C][C]101011[/C][C]74116.4507107532[/C][C]26894.5492892468[/C][/ROW]
[ROW][C]38[/C][C]215641[/C][C]151307.35737526[/C][C]64333.6426247396[/C][/ROW]
[ROW][C]39[/C][C]325107[/C][C]223923.326987036[/C][C]101183.673012964[/C][/ROW]
[ROW][C]40[/C][C]7176[/C][C]9144.61677571355[/C][C]-1968.61677571355[/C][/ROW]
[ROW][C]41[/C][C]167542[/C][C]158852.648856159[/C][C]8689.3511438409[/C][/ROW]
[ROW][C]42[/C][C]106408[/C][C]75251.5070735038[/C][C]31156.4929264962[/C][/ROW]
[ROW][C]43[/C][C]96560[/C][C]119486.982063495[/C][C]-22926.9820634954[/C][/ROW]
[ROW][C]44[/C][C]265769[/C][C]258476.583445944[/C][C]7292.41655405595[/C][/ROW]
[ROW][C]45[/C][C]269651[/C][C]173965.06855951[/C][C]95685.9314404897[/C][/ROW]
[ROW][C]46[/C][C]149112[/C][C]171000.825787815[/C][C]-21888.8257878147[/C][/ROW]
[ROW][C]47[/C][C]175824[/C][C]165706.858717811[/C][C]10117.1412821886[/C][/ROW]
[ROW][C]48[/C][C]152871[/C][C]166753.334650408[/C][C]-13882.3346504077[/C][/ROW]
[ROW][C]49[/C][C]111665[/C][C]126469.789029177[/C][C]-14804.7890291768[/C][/ROW]
[ROW][C]50[/C][C]116408[/C][C]192607.803173834[/C][C]-76199.8031738339[/C][/ROW]
[ROW][C]51[/C][C]362301[/C][C]250134.934011696[/C][C]112166.065988304[/C][/ROW]
[ROW][C]52[/C][C]78800[/C][C]118161.044691518[/C][C]-39361.0446915178[/C][/ROW]
[ROW][C]53[/C][C]183167[/C][C]204118.50728596[/C][C]-20951.5072859599[/C][/ROW]
[ROW][C]54[/C][C]277965[/C][C]259666.784141412[/C][C]18298.2158585876[/C][/ROW]
[ROW][C]55[/C][C]150629[/C][C]161843.062373699[/C][C]-11214.0623736988[/C][/ROW]
[ROW][C]56[/C][C]168809[/C][C]169250.657512641[/C][C]-441.657512640882[/C][/ROW]
[ROW][C]57[/C][C]24188[/C][C]28555.2971347119[/C][C]-4367.29713471189[/C][/ROW]
[ROW][C]58[/C][C]329267[/C][C]398687.598820189[/C][C]-69420.5988201891[/C][/ROW]
[ROW][C]59[/C][C]65029[/C][C]74716.8314866021[/C][C]-9687.83148660209[/C][/ROW]
[ROW][C]60[/C][C]101097[/C][C]106325.66701695[/C][C]-5228.66701694971[/C][/ROW]
[ROW][C]61[/C][C]218946[/C][C]154462.19201291[/C][C]64483.8079870897[/C][/ROW]
[ROW][C]62[/C][C]244052[/C][C]256347.046532673[/C][C]-12295.0465326728[/C][/ROW]
[ROW][C]63[/C][C]341570[/C][C]271071.871022546[/C][C]70498.1289774543[/C][/ROW]
[ROW][C]64[/C][C]103597[/C][C]87617.5774314265[/C][C]15979.4225685735[/C][/ROW]
[ROW][C]65[/C][C]233328[/C][C]258829.277456939[/C][C]-25501.2774569392[/C][/ROW]
[ROW][C]66[/C][C]256462[/C][C]242847.512572945[/C][C]13614.4874270547[/C][/ROW]
[ROW][C]67[/C][C]206161[/C][C]174288.215929816[/C][C]31872.7840701844[/C][/ROW]
[ROW][C]68[/C][C]311473[/C][C]273517.103199123[/C][C]37955.8968008774[/C][/ROW]
[ROW][C]69[/C][C]235800[/C][C]229281.499323066[/C][C]6518.50067693384[/C][/ROW]
[ROW][C]70[/C][C]177939[/C][C]188527.344120227[/C][C]-10588.3441202265[/C][/ROW]
[ROW][C]71[/C][C]207176[/C][C]192281.668974266[/C][C]14894.3310257342[/C][/ROW]
[ROW][C]72[/C][C]196553[/C][C]177935.446608774[/C][C]18617.5533912258[/C][/ROW]
[ROW][C]73[/C][C]174184[/C][C]139228.504006364[/C][C]34955.4959936363[/C][/ROW]
[ROW][C]74[/C][C]143246[/C][C]221375.769355761[/C][C]-78129.7693557605[/C][/ROW]
[ROW][C]75[/C][C]187559[/C][C]240251.240130852[/C][C]-52692.2401308525[/C][/ROW]
[ROW][C]76[/C][C]187681[/C][C]178443.332353099[/C][C]9237.66764690054[/C][/ROW]
[ROW][C]77[/C][C]119016[/C][C]147714.779346588[/C][C]-28698.779346588[/C][/ROW]
[ROW][C]78[/C][C]182192[/C][C]186118.023532405[/C][C]-3926.02353240504[/C][/ROW]
[ROW][C]79[/C][C]73566[/C][C]94971.0377409276[/C][C]-21405.0377409276[/C][/ROW]
[ROW][C]80[/C][C]194979[/C][C]197593.86026613[/C][C]-2614.86026613049[/C][/ROW]
[ROW][C]81[/C][C]167488[/C][C]157398.693537078[/C][C]10089.3064629222[/C][/ROW]
[ROW][C]82[/C][C]143756[/C][C]164672.848695312[/C][C]-20916.8486953116[/C][/ROW]
[ROW][C]83[/C][C]275541[/C][C]192324.868815273[/C][C]83216.1311847273[/C][/ROW]
[ROW][C]84[/C][C]243199[/C][C]191781.638191301[/C][C]51417.3618086991[/C][/ROW]
[ROW][C]85[/C][C]182999[/C][C]299654.471524841[/C][C]-116655.471524841[/C][/ROW]
[ROW][C]86[/C][C]135649[/C][C]150074.217247286[/C][C]-14425.217247286[/C][/ROW]
[ROW][C]87[/C][C]152299[/C][C]163638.065434596[/C][C]-11339.0654345961[/C][/ROW]
[ROW][C]88[/C][C]120221[/C][C]110045.048713718[/C][C]10175.9512862821[/C][/ROW]
[ROW][C]89[/C][C]346485[/C][C]237595.823544149[/C][C]108889.176455851[/C][/ROW]
[ROW][C]90[/C][C]145790[/C][C]140620.227807871[/C][C]5169.77219212923[/C][/ROW]
[ROW][C]91[/C][C]193339[/C][C]205759.687426426[/C][C]-12420.6874264258[/C][/ROW]
[ROW][C]92[/C][C]80953[/C][C]71112.2071997439[/C][C]9840.79280025613[/C][/ROW]
[ROW][C]93[/C][C]122774[/C][C]105173.123210099[/C][C]17600.8767899006[/C][/ROW]
[ROW][C]94[/C][C]130585[/C][C]168070.571661486[/C][C]-37485.5716614859[/C][/ROW]
[ROW][C]95[/C][C]112611[/C][C]97907.7929490964[/C][C]14703.2070509036[/C][/ROW]
[ROW][C]96[/C][C]286468[/C][C]253019.74572221[/C][C]33448.2542777901[/C][/ROW]
[ROW][C]97[/C][C]241066[/C][C]224335.243145469[/C][C]16730.7568545307[/C][/ROW]
[ROW][C]98[/C][C]148446[/C][C]248756.52475758[/C][C]-100310.52475758[/C][/ROW]
[ROW][C]99[/C][C]204713[/C][C]167364.24406097[/C][C]37348.7559390301[/C][/ROW]
[ROW][C]100[/C][C]182079[/C][C]198345.550415463[/C][C]-16266.5504154631[/C][/ROW]
[ROW][C]101[/C][C]140344[/C][C]137081.930161452[/C][C]3262.06983854841[/C][/ROW]
[ROW][C]102[/C][C]220516[/C][C]165742.471462645[/C][C]54773.5285373552[/C][/ROW]
[ROW][C]103[/C][C]243060[/C][C]193597.142775953[/C][C]49462.857224047[/C][/ROW]
[ROW][C]104[/C][C]162765[/C][C]168291.046956885[/C][C]-5526.04695688525[/C][/ROW]
[ROW][C]105[/C][C]182613[/C][C]185940.449254097[/C][C]-3327.44925409727[/C][/ROW]
[ROW][C]106[/C][C]232138[/C][C]228685.036876929[/C][C]3452.96312307053[/C][/ROW]
[ROW][C]107[/C][C]265318[/C][C]304055.939965761[/C][C]-38737.939965761[/C][/ROW]
[ROW][C]108[/C][C]85574[/C][C]92651.4064982529[/C][C]-7077.40649825286[/C][/ROW]
[ROW][C]109[/C][C]310839[/C][C]238533.468982881[/C][C]72305.5310171193[/C][/ROW]
[ROW][C]110[/C][C]225060[/C][C]250316.432984431[/C][C]-25256.4329844306[/C][/ROW]
[ROW][C]111[/C][C]232317[/C][C]206920.083578272[/C][C]25396.9164217281[/C][/ROW]
[ROW][C]112[/C][C]144966[/C][C]228438.991741278[/C][C]-83472.9917412784[/C][/ROW]
[ROW][C]113[/C][C]43287[/C][C]81513.1567733749[/C][C]-38226.1567733749[/C][/ROW]
[ROW][C]114[/C][C]155754[/C][C]124593.068905737[/C][C]31160.9310942629[/C][/ROW]
[ROW][C]115[/C][C]164709[/C][C]225383.276019955[/C][C]-60674.2760199548[/C][/ROW]
[ROW][C]116[/C][C]201940[/C][C]160119.081020528[/C][C]41820.9189794715[/C][/ROW]
[ROW][C]117[/C][C]235454[/C][C]196390.984404299[/C][C]39063.0155957014[/C][/ROW]
[ROW][C]118[/C][C]220801[/C][C]134416.31376151[/C][C]86384.6862384904[/C][/ROW]
[ROW][C]119[/C][C]99466[/C][C]216410.300018932[/C][C]-116944.300018932[/C][/ROW]
[ROW][C]120[/C][C]92661[/C][C]113520.766358184[/C][C]-20859.7663581843[/C][/ROW]
[ROW][C]121[/C][C]133328[/C][C]119336.190020269[/C][C]13991.809979731[/C][/ROW]
[ROW][C]122[/C][C]61361[/C][C]101521.92145402[/C][C]-40160.9214540195[/C][/ROW]
[ROW][C]123[/C][C]125930[/C][C]124397.032256329[/C][C]1532.9677436714[/C][/ROW]
[ROW][C]124[/C][C]100750[/C][C]222277.011000095[/C][C]-121527.011000095[/C][/ROW]
[ROW][C]125[/C][C]224549[/C][C]192484.811980847[/C][C]32064.1880191532[/C][/ROW]
[ROW][C]126[/C][C]82316[/C][C]60671.2386956591[/C][C]21644.7613043409[/C][/ROW]
[ROW][C]127[/C][C]102010[/C][C]101642.075871099[/C][C]367.924128901379[/C][/ROW]
[ROW][C]128[/C][C]101523[/C][C]125216.936301235[/C][C]-23693.9363012347[/C][/ROW]
[ROW][C]129[/C][C]243511[/C][C]227777.276731814[/C][C]15733.7232681856[/C][/ROW]
[ROW][C]130[/C][C]22938[/C][C]5240.67088171337[/C][C]17697.3291182866[/C][/ROW]
[ROW][C]131[/C][C]41566[/C][C]56018.392424149[/C][C]-14452.392424149[/C][/ROW]
[ROW][C]132[/C][C]152474[/C][C]174495.269298828[/C][C]-22021.2692988283[/C][/ROW]
[ROW][C]133[/C][C]61857[/C][C]59357.0462523834[/C][C]2499.9537476166[/C][/ROW]
[ROW][C]134[/C][C]99923[/C][C]136820.31658777[/C][C]-36897.3165877703[/C][/ROW]
[ROW][C]135[/C][C]132487[/C][C]147751.304419555[/C][C]-15264.3044195547[/C][/ROW]
[ROW][C]136[/C][C]317394[/C][C]206876.396273764[/C][C]110517.603726236[/C][/ROW]
[ROW][C]137[/C][C]21054[/C][C]7890.38527261827[/C][C]13163.6147273817[/C][/ROW]
[ROW][C]138[/C][C]209641[/C][C]152652.142173967[/C][C]56988.8578260331[/C][/ROW]
[ROW][C]139[/C][C]22648[/C][C]70956.0075657034[/C][C]-48308.0075657035[/C][/ROW]
[ROW][C]140[/C][C]31414[/C][C]39386.4882537287[/C][C]-7972.48825372873[/C][/ROW]
[ROW][C]141[/C][C]46698[/C][C]73348.7289141256[/C][C]-26650.7289141256[/C][/ROW]
[ROW][C]142[/C][C]131698[/C][C]141086.781192624[/C][C]-9388.78119262377[/C][/ROW]
[ROW][C]143[/C][C]91735[/C][C]81068.6635876348[/C][C]10666.3364123652[/C][/ROW]
[ROW][C]144[/C][C]244749[/C][C]211003.203988218[/C][C]33745.7960117817[/C][/ROW]
[ROW][C]145[/C][C]184510[/C][C]208556.775801947[/C][C]-24046.7758019472[/C][/ROW]
[ROW][C]146[/C][C]79863[/C][C]100868.87880287[/C][C]-21005.8788028695[/C][/ROW]
[ROW][C]147[/C][C]128423[/C][C]205819.551571255[/C][C]-77396.5515712551[/C][/ROW]
[ROW][C]148[/C][C]97839[/C][C]147628.407536357[/C][C]-49789.4075363569[/C][/ROW]
[ROW][C]149[/C][C]38214[/C][C]49619.2361138782[/C][C]-11405.2361138782[/C][/ROW]
[ROW][C]150[/C][C]151101[/C][C]163344.83122969[/C][C]-12243.8312296902[/C][/ROW]
[ROW][C]151[/C][C]272458[/C][C]220277.34531417[/C][C]52180.6546858297[/C][/ROW]
[ROW][C]152[/C][C]172494[/C][C]204130.791051988[/C][C]-31636.7910519878[/C][/ROW]
[ROW][C]153[/C][C]108043[/C][C]106285.640139222[/C][C]1757.35986077784[/C][/ROW]
[ROW][C]154[/C][C]328107[/C][C]222394.048798844[/C][C]105712.951201156[/C][/ROW]
[ROW][C]155[/C][C]250579[/C][C]229649.331164135[/C][C]20929.668835865[/C][/ROW]
[ROW][C]156[/C][C]351067[/C][C]326699.418681973[/C][C]24367.5813180273[/C][/ROW]
[ROW][C]157[/C][C]158015[/C][C]142926.062521373[/C][C]15088.9374786269[/C][/ROW]
[ROW][C]158[/C][C]98866[/C][C]57165.2401183031[/C][C]41700.7598816969[/C][/ROW]
[ROW][C]159[/C][C]85439[/C][C]129971.691731475[/C][C]-44532.6917314751[/C][/ROW]
[ROW][C]160[/C][C]229242[/C][C]352395.113420517[/C][C]-123153.113420517[/C][/ROW]
[ROW][C]161[/C][C]351619[/C][C]292573.372871239[/C][C]59045.627128761[/C][/ROW]
[ROW][C]162[/C][C]84207[/C][C]165096.104200925[/C][C]-80889.1042009254[/C][/ROW]
[ROW][C]163[/C][C]120445[/C][C]172165.244161625[/C][C]-51720.2441616247[/C][/ROW]
[ROW][C]164[/C][C]324598[/C][C]271435.027720836[/C][C]53162.9722791644[/C][/ROW]
[ROW][C]165[/C][C]131069[/C][C]162456.635024778[/C][C]-31387.6350247781[/C][/ROW]
[ROW][C]166[/C][C]204271[/C][C]166772.253976855[/C][C]37498.7460231451[/C][/ROW]
[ROW][C]167[/C][C]165543[/C][C]165870.598031526[/C][C]-327.5980315257[/C][/ROW]
[ROW][C]168[/C][C]141722[/C][C]193862.112941362[/C][C]-52140.1129413616[/C][/ROW]
[ROW][C]169[/C][C]116048[/C][C]122822.208001668[/C][C]-6774.20800166805[/C][/ROW]
[ROW][C]170[/C][C]250047[/C][C]163901.995007197[/C][C]86145.0049928032[/C][/ROW]
[ROW][C]171[/C][C]299775[/C][C]219666.710113502[/C][C]80108.2898864977[/C][/ROW]
[ROW][C]172[/C][C]195838[/C][C]196509.125656328[/C][C]-671.125656328224[/C][/ROW]
[ROW][C]173[/C][C]173260[/C][C]126857.739333346[/C][C]46402.2606666538[/C][/ROW]
[ROW][C]174[/C][C]254488[/C][C]232398.238856646[/C][C]22089.7611433535[/C][/ROW]
[ROW][C]175[/C][C]104389[/C][C]215743.462061384[/C][C]-111354.462061384[/C][/ROW]
[ROW][C]176[/C][C]136084[/C][C]70240.8978731178[/C][C]65843.1021268822[/C][/ROW]
[ROW][C]177[/C][C]199476[/C][C]222232.811356461[/C][C]-22756.811356461[/C][/ROW]
[ROW][C]178[/C][C]92499[/C][C]81354.0062599308[/C][C]11144.9937400692[/C][/ROW]
[ROW][C]179[/C][C]224330[/C][C]248703.658348146[/C][C]-24373.658348146[/C][/ROW]
[ROW][C]180[/C][C]135781[/C][C]72312.2444014896[/C][C]63468.7555985104[/C][/ROW]
[ROW][C]181[/C][C]74408[/C][C]93060.6677758569[/C][C]-18652.6677758569[/C][/ROW]
[ROW][C]182[/C][C]81240[/C][C]124419.932131564[/C][C]-43179.9321315636[/C][/ROW]
[ROW][C]183[/C][C]14688[/C][C]5673.24806891596[/C][C]9014.75193108404[/C][/ROW]
[ROW][C]184[/C][C]181633[/C][C]173182.07727957[/C][C]8450.9227204296[/C][/ROW]
[ROW][C]185[/C][C]271856[/C][C]215112.015157201[/C][C]56743.9848427993[/C][/ROW]
[ROW][C]186[/C][C]7199[/C][C]-1550.4980126848[/C][C]8749.4980126848[/C][/ROW]
[ROW][C]187[/C][C]46660[/C][C]27658.9073155128[/C][C]19001.0926844872[/C][/ROW]
[ROW][C]188[/C][C]17547[/C][C]2434.48464184785[/C][C]15112.5153581521[/C][/ROW]
[ROW][C]189[/C][C]133368[/C][C]86848.6139745961[/C][C]46519.3860254039[/C][/ROW]
[ROW][C]190[/C][C]95227[/C][C]127454.883814862[/C][C]-32227.8838148617[/C][/ROW]
[ROW][C]191[/C][C]152601[/C][C]143309.471670755[/C][C]9291.52832924511[/C][/ROW]
[ROW][C]192[/C][C]98146[/C][C]89540.1649861237[/C][C]8605.83501387631[/C][/ROW]
[ROW][C]193[/C][C]79619[/C][C]72880.2176173008[/C][C]6738.78238269922[/C][/ROW]
[ROW][C]194[/C][C]59194[/C][C]105936.511623827[/C][C]-46742.5116238272[/C][/ROW]
[ROW][C]195[/C][C]139942[/C][C]127943.481222468[/C][C]11998.5187775317[/C][/ROW]
[ROW][C]196[/C][C]118612[/C][C]83929.4590512349[/C][C]34682.5409487651[/C][/ROW]
[ROW][C]197[/C][C]72880[/C][C]86497.2806984233[/C][C]-13617.2806984233[/C][/ROW]
[ROW][C]198[/C][C]65475[/C][C]85322.6192356322[/C][C]-19847.6192356322[/C][/ROW]
[ROW][C]199[/C][C]99643[/C][C]120320.724821345[/C][C]-20677.7248213446[/C][/ROW]
[ROW][C]200[/C][C]71965[/C][C]91627.363392488[/C][C]-19662.363392488[/C][/ROW]
[ROW][C]201[/C][C]77272[/C][C]104361.434437358[/C][C]-27089.4344373583[/C][/ROW]
[ROW][C]202[/C][C]49289[/C][C]78414.808030949[/C][C]-29125.808030949[/C][/ROW]
[ROW][C]203[/C][C]135131[/C][C]112144.439814076[/C][C]22986.5601859241[/C][/ROW]
[ROW][C]204[/C][C]108446[/C][C]119468.822415469[/C][C]-11022.8224154689[/C][/ROW]
[ROW][C]205[/C][C]89746[/C][C]87044.9861699788[/C][C]2701.01383002117[/C][/ROW]
[ROW][C]206[/C][C]44296[/C][C]78558.7083441926[/C][C]-34262.7083441926[/C][/ROW]
[ROW][C]207[/C][C]77648[/C][C]89675.2273329295[/C][C]-12027.2273329295[/C][/ROW]
[ROW][C]208[/C][C]181528[/C][C]107990.63697072[/C][C]73537.3630292802[/C][/ROW]
[ROW][C]209[/C][C]134019[/C][C]105006.555689141[/C][C]29012.4443108586[/C][/ROW]
[ROW][C]210[/C][C]124064[/C][C]99749.170057061[/C][C]24314.829942939[/C][/ROW]
[ROW][C]211[/C][C]92630[/C][C]61063.9174006111[/C][C]31566.0825993889[/C][/ROW]
[ROW][C]212[/C][C]121848[/C][C]90791.5075672857[/C][C]31056.4924327143[/C][/ROW]
[ROW][C]213[/C][C]52915[/C][C]66719.7910508331[/C][C]-13804.7910508331[/C][/ROW]
[ROW][C]214[/C][C]81872[/C][C]91975.5106361745[/C][C]-10103.5106361745[/C][/ROW]
[ROW][C]215[/C][C]58981[/C][C]111038.981465841[/C][C]-52057.9814658406[/C][/ROW]
[ROW][C]216[/C][C]53515[/C][C]82793.8338535989[/C][C]-29278.8338535989[/C][/ROW]
[ROW][C]217[/C][C]60812[/C][C]80050.6854740351[/C][C]-19238.6854740351[/C][/ROW]
[ROW][C]218[/C][C]56375[/C][C]79056.8296127613[/C][C]-22681.8296127613[/C][/ROW]
[ROW][C]219[/C][C]65490[/C][C]65482.732462344[/C][C]7.26753765601664[/C][/ROW]
[ROW][C]220[/C][C]80949[/C][C]60857.4053544863[/C][C]20091.5946455137[/C][/ROW]
[ROW][C]221[/C][C]76302[/C][C]91524.1889207032[/C][C]-15222.1889207032[/C][/ROW]
[ROW][C]222[/C][C]104011[/C][C]138364.600633025[/C][C]-34353.6006330253[/C][/ROW]
[ROW][C]223[/C][C]98104[/C][C]101220.467627215[/C][C]-3116.46762721522[/C][/ROW]
[ROW][C]224[/C][C]67989[/C][C]79067.7501584048[/C][C]-11078.7501584048[/C][/ROW]
[ROW][C]225[/C][C]30989[/C][C]51859.5770078615[/C][C]-20870.5770078615[/C][/ROW]
[ROW][C]226[/C][C]135458[/C][C]108957.766320471[/C][C]26500.2336795289[/C][/ROW]
[ROW][C]227[/C][C]73504[/C][C]64263.4775808169[/C][C]9240.52241918309[/C][/ROW]
[ROW][C]228[/C][C]63123[/C][C]99646.6413110105[/C][C]-36523.6413110105[/C][/ROW]
[ROW][C]229[/C][C]61254[/C][C]78694.4052116972[/C][C]-17440.4052116972[/C][/ROW]
[ROW][C]230[/C][C]74914[/C][C]119950.851681838[/C][C]-45036.8516818385[/C][/ROW]
[ROW][C]231[/C][C]31774[/C][C]59976.6980768132[/C][C]-28202.6980768132[/C][/ROW]
[ROW][C]232[/C][C]81437[/C][C]80924.125156152[/C][C]512.874843847979[/C][/ROW]
[ROW][C]233[/C][C]87186[/C][C]112297.321913201[/C][C]-25111.3219132006[/C][/ROW]
[ROW][C]234[/C][C]50090[/C][C]67796.7130138482[/C][C]-17706.7130138482[/C][/ROW]
[ROW][C]235[/C][C]65745[/C][C]118354.795960957[/C][C]-52609.7959609566[/C][/ROW]
[ROW][C]236[/C][C]56653[/C][C]96999.1981188898[/C][C]-40346.1981188899[/C][/ROW]
[ROW][C]237[/C][C]158399[/C][C]94808.6764501735[/C][C]63590.3235498265[/C][/ROW]
[ROW][C]238[/C][C]46455[/C][C]61724.6572414757[/C][C]-15269.6572414757[/C][/ROW]
[ROW][C]239[/C][C]73624[/C][C]70384.1977513503[/C][C]3239.80224864968[/C][/ROW]
[ROW][C]240[/C][C]38395[/C][C]72199.7525978495[/C][C]-33804.7525978495[/C][/ROW]
[ROW][C]241[/C][C]91899[/C][C]85922.9733824794[/C][C]5976.02661752066[/C][/ROW]
[ROW][C]242[/C][C]139526[/C][C]213113.342078822[/C][C]-73587.3420788223[/C][/ROW]
[ROW][C]243[/C][C]52164[/C][C]91374.7024901241[/C][C]-39210.7024901241[/C][/ROW]
[ROW][C]244[/C][C]51567[/C][C]73472.5989909556[/C][C]-21905.5989909556[/C][/ROW]
[ROW][C]245[/C][C]70551[/C][C]78146.0782886499[/C][C]-7595.07828864988[/C][/ROW]
[ROW][C]246[/C][C]84856[/C][C]88434.2769129275[/C][C]-3578.27691292747[/C][/ROW]
[ROW][C]247[/C][C]102538[/C][C]111326.783956499[/C][C]-8788.78395649936[/C][/ROW]
[ROW][C]248[/C][C]86678[/C][C]85659.0886100138[/C][C]1018.9113899862[/C][/ROW]
[ROW][C]249[/C][C]85709[/C][C]80608.7527494058[/C][C]5100.2472505942[/C][/ROW]
[ROW][C]250[/C][C]34662[/C][C]53374.9595167704[/C][C]-18712.9595167704[/C][/ROW]
[ROW][C]251[/C][C]150580[/C][C]147235.831219271[/C][C]3344.16878072947[/C][/ROW]
[ROW][C]252[/C][C]99611[/C][C]106447.744639022[/C][C]-6836.74463902241[/C][/ROW]
[ROW][C]253[/C][C]19349[/C][C]7831.24982747451[/C][C]11517.7501725255[/C][/ROW]
[ROW][C]254[/C][C]99373[/C][C]113666.097441797[/C][C]-14293.0974417971[/C][/ROW]
[ROW][C]255[/C][C]86230[/C][C]87900.7313883014[/C][C]-1670.73138830141[/C][/ROW]
[ROW][C]256[/C][C]30837[/C][C]21798.2513642598[/C][C]9038.74863574018[/C][/ROW]
[ROW][C]257[/C][C]31706[/C][C]45938.4013745997[/C][C]-14232.4013745997[/C][/ROW]
[ROW][C]258[/C][C]89806[/C][C]89305.9099591018[/C][C]500.090040898219[/C][/ROW]
[ROW][C]259[/C][C]62088[/C][C]77344.1862131815[/C][C]-15256.1862131815[/C][/ROW]
[ROW][C]260[/C][C]40151[/C][C]50373.4219006302[/C][C]-10222.4219006302[/C][/ROW]
[ROW][C]261[/C][C]27634[/C][C]55745.9853267175[/C][C]-28111.9853267175[/C][/ROW]
[ROW][C]262[/C][C]76990[/C][C]75920.8486157451[/C][C]1069.15138425486[/C][/ROW]
[ROW][C]263[/C][C]37460[/C][C]31293.0162855904[/C][C]6166.98371440956[/C][/ROW]
[ROW][C]264[/C][C]54157[/C][C]60184.9224490913[/C][C]-6027.92244909135[/C][/ROW]
[ROW][C]265[/C][C]49862[/C][C]84825.8798491692[/C][C]-34963.8798491692[/C][/ROW]
[ROW][C]266[/C][C]84337[/C][C]67597.1672337957[/C][C]16739.8327662043[/C][/ROW]
[ROW][C]267[/C][C]64175[/C][C]90623.8484194732[/C][C]-26448.8484194732[/C][/ROW]
[ROW][C]268[/C][C]59382[/C][C]84274.8426615127[/C][C]-24892.8426615127[/C][/ROW]
[ROW][C]269[/C][C]119308[/C][C]75819.2588268298[/C][C]43488.7411731702[/C][/ROW]
[ROW][C]270[/C][C]76702[/C][C]121688.33930893[/C][C]-44986.3393089301[/C][/ROW]
[ROW][C]271[/C][C]103425[/C][C]118156.36344563[/C][C]-14731.3634456299[/C][/ROW]
[ROW][C]272[/C][C]70344[/C][C]77243.7053392586[/C][C]-6899.70533925856[/C][/ROW]
[ROW][C]273[/C][C]43410[/C][C]14362.9926208315[/C][C]29047.0073791685[/C][/ROW]
[ROW][C]274[/C][C]104838[/C][C]96405.0379810752[/C][C]8432.96201892475[/C][/ROW]
[ROW][C]275[/C][C]62215[/C][C]55113.7488973638[/C][C]7101.25110263615[/C][/ROW]
[ROW][C]276[/C][C]69304[/C][C]82999.5036071371[/C][C]-13695.5036071371[/C][/ROW]
[ROW][C]277[/C][C]53117[/C][C]63880.5286445433[/C][C]-10763.5286445433[/C][/ROW]
[ROW][C]278[/C][C]19764[/C][C]12455.8308167063[/C][C]7308.16918329368[/C][/ROW]
[ROW][C]279[/C][C]86680[/C][C]70655.2726071327[/C][C]16024.7273928673[/C][/ROW]
[ROW][C]280[/C][C]84105[/C][C]67117.707388742[/C][C]16987.2926112581[/C][/ROW]
[ROW][C]281[/C][C]77945[/C][C]75491.8574500355[/C][C]2453.14254996445[/C][/ROW]
[ROW][C]282[/C][C]89113[/C][C]115020.069934101[/C][C]-25907.069934101[/C][/ROW]
[ROW][C]283[/C][C]91005[/C][C]67245.3552135958[/C][C]23759.6447864042[/C][/ROW]
[ROW][C]284[/C][C]40248[/C][C]21020.8295349081[/C][C]19227.1704650919[/C][/ROW]
[ROW][C]285[/C][C]64187[/C][C]70925.0945976769[/C][C]-6738.09459767685[/C][/ROW]
[ROW][C]286[/C][C]50857[/C][C]86191.5890412894[/C][C]-35334.5890412894[/C][/ROW]
[ROW][C]287[/C][C]56613[/C][C]45902.6625890488[/C][C]10710.3374109512[/C][/ROW]
[ROW][C]288[/C][C]62792[/C][C]82215.3674623456[/C][C]-19423.3674623456[/C][/ROW]
[ROW][C]289[/C][C]72535[/C][C]58810.4844028985[/C][C]13724.5155971015[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=4

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&T=4

As an alternative you can also use a QR Code:  

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

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolationForecastResidualsPrediction Error
1210907190143.18511299420763.814887006
2120982167977.236201547-46995.2362015471
3176508190867.602175181-14359.6021751806
4179321213065.357230478-33744.3572304782
5123185109364.18681221213820.8131877876
652746124771.803623672-72025.803623672
7385534214045.399895832171488.600104168
83317069588.2863205123-36418.2863205123
910164588692.738049222112952.2619507779
10149061171428.427745535-22367.4277455353
11165446122693.03136831342752.9686316872
12237213207471.36945879929741.6305412007
13173326229923.188805635-56597.1888056354
14133131155511.834805677-22380.8348056769
15258873199770.35038339459102.6496166056
16180083173293.6039876616789.39601233859
17324799313288.86873894711510.1312610533
18230964200767.11571250130196.8842874991
19236785242895.887468048-6110.88746804814
20135473150772.056117936-15299.0561179359
21202925211641.384490953-8716.38449095264
22215147199192.74108730415954.2589126964
23344297179668.634938654164628.365061346
24153935127594.00360130426340.9963986958
25132943189701.753783194-56758.7537831944
26174724206206.297407862-31482.2974078618
27174415214153.375289509-39738.3752895086
28225548226576.023988273-1028.02398827307
29223632188675.65408582834956.3459141716
30124817112356.50811077912460.4918892206
31221698166631.58933655455066.4106634458
32210767209830.622619071936.377380928963
33170266202736.389207388-32470.3892073877
34260561227055.84960584333505.1503941568
3584853136168.525559078-51315.5255590776
36294424210137.26692393884286.7330760624
3710101174116.450710753226894.5492892468
38215641151307.3573752664333.6426247396
39325107223923.326987036101183.673012964
4071769144.61677571355-1968.61677571355
41167542158852.6488561598689.3511438409
4210640875251.507073503831156.4929264962
4396560119486.982063495-22926.9820634954
44265769258476.5834459447292.41655405595
45269651173965.0685595195685.9314404897
46149112171000.825787815-21888.8257878147
47175824165706.85871781110117.1412821886
48152871166753.334650408-13882.3346504077
49111665126469.789029177-14804.7890291768
50116408192607.803173834-76199.8031738339
51362301250134.934011696112166.065988304
5278800118161.044691518-39361.0446915178
53183167204118.50728596-20951.5072859599
54277965259666.78414141218298.2158585876
55150629161843.062373699-11214.0623736988
56168809169250.657512641-441.657512640882
572418828555.2971347119-4367.29713471189
58329267398687.598820189-69420.5988201891
596502974716.8314866021-9687.83148660209
60101097106325.66701695-5228.66701694971
61218946154462.1920129164483.8079870897
62244052256347.046532673-12295.0465326728
63341570271071.87102254670498.1289774543
6410359787617.577431426515979.4225685735
65233328258829.277456939-25501.2774569392
66256462242847.51257294513614.4874270547
67206161174288.21592981631872.7840701844
68311473273517.10319912337955.8968008774
69235800229281.4993230666518.50067693384
70177939188527.344120227-10588.3441202265
71207176192281.66897426614894.3310257342
72196553177935.44660877418617.5533912258
73174184139228.50400636434955.4959936363
74143246221375.769355761-78129.7693557605
75187559240251.240130852-52692.2401308525
76187681178443.3323530999237.66764690054
77119016147714.779346588-28698.779346588
78182192186118.023532405-3926.02353240504
797356694971.0377409276-21405.0377409276
80194979197593.86026613-2614.86026613049
81167488157398.69353707810089.3064629222
82143756164672.848695312-20916.8486953116
83275541192324.86881527383216.1311847273
84243199191781.63819130151417.3618086991
85182999299654.471524841-116655.471524841
86135649150074.217247286-14425.217247286
87152299163638.065434596-11339.0654345961
88120221110045.04871371810175.9512862821
89346485237595.823544149108889.176455851
90145790140620.2278078715169.77219212923
91193339205759.687426426-12420.6874264258
928095371112.20719974399840.79280025613
93122774105173.12321009917600.8767899006
94130585168070.571661486-37485.5716614859
9511261197907.792949096414703.2070509036
96286468253019.7457222133448.2542777901
97241066224335.24314546916730.7568545307
98148446248756.52475758-100310.52475758
99204713167364.2440609737348.7559390301
100182079198345.550415463-16266.5504154631
101140344137081.9301614523262.06983854841
102220516165742.47146264554773.5285373552
103243060193597.14277595349462.857224047
104162765168291.046956885-5526.04695688525
105182613185940.449254097-3327.44925409727
106232138228685.0368769293452.96312307053
107265318304055.939965761-38737.939965761
1088557492651.4064982529-7077.40649825286
109310839238533.46898288172305.5310171193
110225060250316.432984431-25256.4329844306
111232317206920.08357827225396.9164217281
112144966228438.991741278-83472.9917412784
1134328781513.1567733749-38226.1567733749
114155754124593.06890573731160.9310942629
115164709225383.276019955-60674.2760199548
116201940160119.08102052841820.9189794715
117235454196390.98440429939063.0155957014
118220801134416.3137615186384.6862384904
11999466216410.300018932-116944.300018932
12092661113520.766358184-20859.7663581843
121133328119336.19002026913991.809979731
12261361101521.92145402-40160.9214540195
123125930124397.0322563291532.9677436714
124100750222277.011000095-121527.011000095
125224549192484.81198084732064.1880191532
1268231660671.238695659121644.7613043409
127102010101642.075871099367.924128901379
128101523125216.936301235-23693.9363012347
129243511227777.27673181415733.7232681856
130229385240.6708817133717697.3291182866
1314156656018.392424149-14452.392424149
132152474174495.269298828-22021.2692988283
1336185759357.04625238342499.9537476166
13499923136820.31658777-36897.3165877703
135132487147751.304419555-15264.3044195547
136317394206876.396273764110517.603726236
137210547890.3852726182713163.6147273817
138209641152652.14217396756988.8578260331
1392264870956.0075657034-48308.0075657035
1403141439386.4882537287-7972.48825372873
1414669873348.7289141256-26650.7289141256
142131698141086.781192624-9388.78119262377
1439173581068.663587634810666.3364123652
144244749211003.20398821833745.7960117817
145184510208556.775801947-24046.7758019472
14679863100868.87880287-21005.8788028695
147128423205819.551571255-77396.5515712551
14897839147628.407536357-49789.4075363569
1493821449619.2361138782-11405.2361138782
150151101163344.83122969-12243.8312296902
151272458220277.3453141752180.6546858297
152172494204130.791051988-31636.7910519878
153108043106285.6401392221757.35986077784
154328107222394.048798844105712.951201156
155250579229649.33116413520929.668835865
156351067326699.41868197324367.5813180273
157158015142926.06252137315088.9374786269
1589886657165.240118303141700.7598816969
15985439129971.691731475-44532.6917314751
160229242352395.113420517-123153.113420517
161351619292573.37287123959045.627128761
16284207165096.104200925-80889.1042009254
163120445172165.244161625-51720.2441616247
164324598271435.02772083653162.9722791644
165131069162456.635024778-31387.6350247781
166204271166772.25397685537498.7460231451
167165543165870.598031526-327.5980315257
168141722193862.112941362-52140.1129413616
169116048122822.208001668-6774.20800166805
170250047163901.99500719786145.0049928032
171299775219666.71011350280108.2898864977
172195838196509.125656328-671.125656328224
173173260126857.73933334646402.2606666538
174254488232398.23885664622089.7611433535
175104389215743.462061384-111354.462061384
17613608470240.897873117865843.1021268822
177199476222232.811356461-22756.811356461
1789249981354.006259930811144.9937400692
179224330248703.658348146-24373.658348146
18013578172312.244401489663468.7555985104
1817440893060.6677758569-18652.6677758569
18281240124419.932131564-43179.9321315636
183146885673.248068915969014.75193108404
184181633173182.077279578450.9227204296
185271856215112.01515720156743.9848427993
1867199-1550.49801268488749.4980126848
1874666027658.907315512819001.0926844872
188175472434.4846418478515112.5153581521
18913336886848.613974596146519.3860254039
19095227127454.883814862-32227.8838148617
191152601143309.4716707559291.52832924511
1929814689540.16498612378605.83501387631
1937961972880.21761730086738.78238269922
19459194105936.511623827-46742.5116238272
195139942127943.48122246811998.5187775317
19611861283929.459051234934682.5409487651
1977288086497.2806984233-13617.2806984233
1986547585322.6192356322-19847.6192356322
19999643120320.724821345-20677.7248213446
2007196591627.363392488-19662.363392488
20177272104361.434437358-27089.4344373583
2024928978414.808030949-29125.808030949
203135131112144.43981407622986.5601859241
204108446119468.822415469-11022.8224154689
2058974687044.98616997882701.01383002117
2064429678558.7083441926-34262.7083441926
2077764889675.2273329295-12027.2273329295
208181528107990.6369707273537.3630292802
209134019105006.55568914129012.4443108586
21012406499749.17005706124314.829942939
2119263061063.917400611131566.0825993889
21212184890791.507567285731056.4924327143
2135291566719.7910508331-13804.7910508331
2148187291975.5106361745-10103.5106361745
21558981111038.981465841-52057.9814658406
2165351582793.8338535989-29278.8338535989
2176081280050.6854740351-19238.6854740351
2185637579056.8296127613-22681.8296127613
2196549065482.7324623447.26753765601664
2208094960857.405354486320091.5946455137
2217630291524.1889207032-15222.1889207032
222104011138364.600633025-34353.6006330253
22398104101220.467627215-3116.46762721522
2246798979067.7501584048-11078.7501584048
2253098951859.5770078615-20870.5770078615
226135458108957.76632047126500.2336795289
2277350464263.47758081699240.52241918309
2286312399646.6413110105-36523.6413110105
2296125478694.4052116972-17440.4052116972
23074914119950.851681838-45036.8516818385
2313177459976.6980768132-28202.6980768132
2328143780924.125156152512.874843847979
23387186112297.321913201-25111.3219132006
2345009067796.7130138482-17706.7130138482
23565745118354.795960957-52609.7959609566
2365665396999.1981188898-40346.1981188899
23715839994808.676450173563590.3235498265
2384645561724.6572414757-15269.6572414757
2397362470384.19775135033239.80224864968
2403839572199.7525978495-33804.7525978495
2419189985922.97338247945976.02661752066
242139526213113.342078822-73587.3420788223
2435216491374.7024901241-39210.7024901241
2445156773472.5989909556-21905.5989909556
2457055178146.0782886499-7595.07828864988
2468485688434.2769129275-3578.27691292747
247102538111326.783956499-8788.78395649936
2488667885659.08861001381018.9113899862
2498570980608.75274940585100.2472505942
2503466253374.9595167704-18712.9595167704
251150580147235.8312192713344.16878072947
25299611106447.744639022-6836.74463902241
253193497831.2498274745111517.7501725255
25499373113666.097441797-14293.0974417971
2558623087900.7313883014-1670.73138830141
2563083721798.25136425989038.74863574018
2573170645938.4013745997-14232.4013745997
2588980689305.9099591018500.090040898219
2596208877344.1862131815-15256.1862131815
2604015150373.4219006302-10222.4219006302
2612763455745.9853267175-28111.9853267175
2627699075920.84861574511069.15138425486
2633746031293.01628559046166.98371440956
2645415760184.9224490913-6027.92244909135
2654986284825.8798491692-34963.8798491692
2668433767597.167233795716739.8327662043
2676417590623.8484194732-26448.8484194732
2685938284274.8426615127-24892.8426615127
26911930875819.258826829843488.7411731702
27076702121688.33930893-44986.3393089301
271103425118156.36344563-14731.3634456299
2727034477243.7053392586-6899.70533925856
2734341014362.992620831529047.0073791685
27410483896405.03798107528432.96201892475
2756221555113.74889736387101.25110263615
2766930482999.5036071371-13695.5036071371
2775311763880.5286445433-10763.5286445433
2781976412455.83081670637308.16918329368
2798668070655.272607132716024.7273928673
2808410567117.70738874216987.2926112581
2817794575491.85745003552453.14254996445
28289113115020.069934101-25907.069934101
2839100567245.355213595823759.6447864042
2844024821020.829534908119227.1704650919
2856418770925.0945976769-6738.09459767685
2865085786191.5890412894-35334.5890412894
2875661345902.662589048810710.3374109512
2886279282215.3674623456-19423.3674623456
2897253558810.484402898513724.5155971015







Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.9899472927298410.02010541454031760.0100527072701588
80.9771042685983650.04579146280326910.0228957314016346
90.9625445750125280.07491084997494460.0374554249874723
100.954392951116730.09121409776654090.0456070488832705
110.9766615169978330.04667696600433340.0233384830021667
120.965053800531350.06989239893729960.0349461994686498
130.9618476731939010.07630465361219860.0381523268060993
140.9406172463485460.1187655073029070.0593827536514535
150.9777684832227280.04446303355454350.0222315167772717
160.9665555989550960.06688880208980850.0334444010449042
170.9627129949328180.07457401013436420.0372870050671821
180.945897281527630.1082054369447410.0541027184723705
190.9500245565034190.09995088699316130.0499754434965807
200.9379058773685570.1241882452628860.0620941226314429
210.915982977986850.1680340440262990.0840170220131495
220.8928338495890290.2143323008219410.107166150410971
230.9974658099125650.005068380174869790.0025341900874349
240.9965849800888980.006830039822204980.00341501991110249
250.9960780522440370.007843895511925110.00392194775596256
260.9959266735451870.008146652909626190.00407332645481309
270.9970173741426240.0059652517147510.0029826258573755
280.9960207668827070.007958466234586270.00397923311729313
290.9951396594704660.009720681059067180.00486034052953359
300.9932686747887060.01346265042258830.00673132521129416
310.9946707527267590.01065849454648280.00532924727324138
320.9923256155576040.01534876888479180.0076743844423959
330.9898098879740080.02038022405198420.0101901120259921
340.9888123343107380.02237533137852380.0111876656892619
350.9884455366572690.02310892668546230.0115544633427312
360.992909649088750.01418070182250040.00709035091125018
370.9905751113425250.01884977731494970.00942488865747485
380.9938626885021660.01227462299566850.00613731149783424
390.9975376003996760.004924799200648810.00246239960032441
400.9966470057843430.006705988431313310.00335299421565665
410.9952784089161870.009443182167625350.00472159108381268
420.9940030401997930.01199391960041450.00599695980020725
430.993703867282150.01259226543570070.00629613271785037
440.9924885642572170.01502287148556630.00751143574278317
450.9969278016894230.006144396621153620.00307219831057681
460.9960183233302950.007963353339410530.00398167666970526
470.9947449766139150.01051004677216970.00525502338608486
480.9934379497668640.01312410046627140.00656205023313571
490.9913225068539010.01735498629219790.00867749314609893
500.9947698202596420.01046035948071610.00523017974035806
510.9980409879499350.00391802410013010.00195901205006505
520.9977232986828820.004553402634235610.0022767013171178
530.997042547504770.005914904990459180.00295745249522959
540.9961285179404830.007742964119034110.00387148205951706
550.9947849261269650.01043014774607080.00521507387303542
560.9931359854456630.01372802910867480.00686401455433739
570.9910235703899570.01795285922008630.00897642961004314
580.9980431573886310.00391368522273860.0019568426113693
590.9973721536311620.005255692737676650.00262784636883833
600.9965040184695290.006991963060941530.00349598153047076
610.9971654712557870.005669057488425190.0028345287442126
620.9965726924852860.006854615029427010.0034273075147135
630.996936802081630.006126395836740680.00306319791837034
640.9959885930716510.00802281385669760.0040114069283488
650.9962249091825490.007550181634901260.00377509081745063
660.9950706441120130.009858711775974770.00492935588798739
670.9941459203720650.01170815925586930.00585407962793463
680.9932679011005220.01346419779895570.00673209889947784
690.9923582967949860.01528340641002710.00764170320501354
700.9901274832949880.01974503341002320.00987251670501161
710.9875361934672960.02492761306540850.0124638065327043
720.9844940525258360.03101189494832890.0155059474741644
730.9826734118812050.03465317623759060.0173265881187953
740.9922413023192670.01551739536146620.00775869768073312
750.9930349293657790.01393014126844260.00696507063422132
760.9910947163581580.01781056728368390.00890528364184193
770.9904429218014310.0191141563971380.00955707819856902
780.987779502289040.0244409954219190.0122204977109595
790.9853072503043170.02938549939136690.0146927496956835
800.9814843600045860.03703127999082690.0185156399954135
810.9770346856271440.04593062874571110.0229653143728555
820.97293755359570.05412489280860.0270624464043
830.9841462783310880.03170744333782370.0158537216689118
840.984718462491830.03056307501634070.0152815375081704
850.9979143189022040.004171362195592050.00208568109779603
860.9973459603868570.005308079226285440.00265403961314272
870.9965884415261480.006823116947704460.00341155847385223
880.9955804345109970.008839130978005960.00441956548900298
890.9990234548481790.001953090303641880.000976545151820939
900.9986937079478650.002612584104269720.00130629205213486
910.9983088524440950.003382295111809120.00169114755590456
920.9977743550805290.004451289838941770.00222564491947089
930.9971697635882440.005660472823512020.00283023641175601
940.9970240323538760.005951935292248190.0029759676461241
950.9961983060716910.007603387856617950.00380169392830897
960.9958217235922620.008356552815475150.00417827640773757
970.9948701798976390.01025964020472120.00512982010236062
980.9984036763392680.003192647321463910.00159632366073196
990.9982853293325320.00342934133493620.0017146706674681
1000.9978196555759110.00436068884817840.0021803444240892
1010.9971562358133110.005687528373378780.00284376418668939
1020.9976051170532390.004789765893521670.00239488294676084
1030.9978415786660730.004316842667853570.00215842133392679
1040.9971835835937650.005632832812470680.00281641640623534
1050.9963405558620510.007318888275898110.00365944413794905
1060.9952968938187890.009406212362421220.00470310618121061
1070.9948346482784050.01033070344318970.00516535172159486
1080.9935387959742090.01292240805158170.00646120402579083
1090.9961021964368960.007795607126208060.00389780356310403
1100.9953194536509750.009361092698049710.00468054634902485
1110.9946465431231360.01070691375372860.00535345687686428
1120.9974888533048050.005022293390389240.00251114669519462
1130.9974742697516040.005051460496792180.00252573024839609
1140.997106195996340.005787608007319940.00289380400365997
1150.9977775587277140.004444882544572880.00222244127228644
1160.9977934945972070.004413010805586160.00220650540279308
1170.9977661810578860.004467637884228920.00223381894211446
1180.9990445073706190.00191098525876110.000955492629380549
1190.9998743230465630.0002513539068742650.000125676953437132
1200.9998446259528280.0003107480943431650.000155374047171582
1210.9997932596665310.000413480666938260.00020674033346913
1220.9998002469418750.0003995061162491440.000199753058124572
1230.9997287562301810.0005424875396388130.000271243769819406
1240.999980450154223.90996915590277e-051.95498457795138e-05
1250.9999767418714014.65162571975055e-052.32581285987528e-05
1260.9999690581129576.1883774086717e-053.09418870433585e-05
1270.999956119774278.77604514594027e-054.38802257297013e-05
1280.9999455210701440.0001089578597119565.44789298559778e-05
1290.9999287508347590.0001424983304828827.12491652414412e-05
1300.9999032127523050.0001935744953907139.67872476953564e-05
1310.9998735944400240.0002528111199517870.000126405559975894
1320.9998380495883220.0003239008233556620.000161950411677831
1330.9997772042552960.0004455914894078230.000222795744703912
1340.9997580219809850.0004839560380306790.00024197801901534
1350.9996793378571980.0006413242856033880.000320662142801694
1360.9999636157873997.27684252017134e-053.63842126008567e-05
1370.9999491683597450.0001016632805093015.08316402546506e-05
1380.9999627111123917.45777752187321e-053.7288887609366e-05
1390.999969619142066.07617158810693e-053.03808579405346e-05
1400.9999577329496498.45341007012498e-054.22670503506249e-05
1410.9999485537752560.0001028924494888445.14462247444222e-05
1420.9999285962507930.0001428074984134997.14037492067494e-05
1430.9999028791725850.0001942416548294549.71208274147272e-05
1440.9999017968609090.0001964062781819399.82031390909694e-05
1450.9998743439156570.0002513121686853560.000125656084342678
1460.9998384480470840.0003231039058324260.000161551952916213
1470.9999256513173040.0001486973653916247.4348682695812e-05
1480.9999411322001370.0001177355997266415.88677998633205e-05
1490.9999195144762720.0001609710474555878.04855237277934e-05
1500.9998904030674240.0002191938651523240.000109596932576162
1510.9999215340964640.0001569318070721057.84659035360523e-05
1520.9999052158163480.0001895683673037759.47841836518875e-05
1530.9998681013602420.0002637972795163620.000131898639758181
1540.9999880856553052.38286893909505e-051.19143446954753e-05
1550.9999859668308092.80663383821595e-051.40331691910797e-05
1560.9999837141138593.2571772282027e-051.62858861410135e-05
1570.9999787956971484.24086057047328e-052.12043028523664e-05
1580.9999792594015424.14811969167326e-052.07405984583663e-05
1590.9999791860217134.1627956574076e-052.0813978287038e-05
1600.9999993766138091.24677238236025e-066.23386191180127e-07
1610.9999997105847155.78830570095567e-072.89415285047783e-07
1620.9999999085454121.82909175803774e-079.14545879018868e-08
1630.9999999529215619.41568782550454e-084.70784391275227e-08
1640.9999999773649094.52701821847071e-082.26350910923536e-08
1650.9999999695225586.09548841214551e-083.04774420607276e-08
1660.9999999828801023.42397952375502e-081.71198976187751e-08
1670.9999999736933395.26133209598593e-082.63066604799297e-08
1680.9999999817404853.6519029319289e-081.82595146596445e-08
1690.9999999701290665.97418683678888e-082.98709341839444e-08
1700.9999999967684316.4631371853674e-093.2315685926837e-09
1710.9999999998694582.61083046806707e-101.30541523403353e-10
1720.9999999998157343.68531121551785e-101.84265560775892e-10
1730.9999999999058541.88291080447667e-109.41455402238336e-11
1740.9999999999594448.11121875765001e-114.055609378825e-11
1750.9999999999967566.48812704930327e-123.24406352465164e-12
1760.9999999999994851.02921371598217e-125.14606857991084e-13
1770.9999999999990471.90686396538587e-129.53431982692934e-13
1780.9999999999983833.23443779295683e-121.61721889647842e-12
1790.9999999999971875.6257916591253e-122.81289582956265e-12
1800.9999999999995548.92063339317734e-134.46031669658867e-13
1810.9999999999993261.34726890133107e-126.73634450665535e-13
1820.9999999999994431.11421961975959e-125.57109809879796e-13
1830.999999999998892.2193170267877e-121.10965851339385e-12
1840.9999999999986422.71654327775108e-121.35827163887554e-12
1850.9999999999999852.9746456526282e-141.4873228263141e-14
1860.9999999999999725.56301743987329e-142.78150871993665e-14
1870.9999999999999431.13997689742897e-135.69988448714486e-14
1880.9999999999998842.31333761904133e-131.15666880952067e-13
1890.9999999999999676.64907972402136e-143.32453986201068e-14
1900.9999999999999371.25441949113299e-136.27209745566495e-14
1910.9999999999999441.11083535167427e-135.55417675837137e-14
1920.9999999999999051.89711752808709e-139.48558764043544e-14
1930.9999999999998033.9392981771818e-131.9696490885909e-13
1940.9999999999997724.56660480147042e-132.28330240073521e-13
1950.9999999999998043.92828045115934e-131.96414022557967e-13
1960.9999999999998473.06461146144097e-131.53230573072048e-13
1970.9999999999996846.32682391034784e-133.16341195517392e-13
1980.9999999999993941.21226938476701e-126.06134692383505e-13
1990.9999999999987982.40331099974029e-121.20165549987014e-12
2000.9999999999977524.49648839366086e-122.24824419683043e-12
2010.9999999999964617.07817199078083e-123.53908599539042e-12
2020.9999999999939411.21188620570616e-116.05943102853078e-12
2030.9999999999939371.21258054673209e-116.06290273366045e-12
2040.999999999987852.43003189055978e-111.21501594527989e-11
2050.9999999999777844.44316489071912e-112.22158244535956e-11
2060.9999999999709345.81316864240422e-112.90658432120211e-11
2070.9999999999427391.14521187743219e-105.72605938716097e-11
2080.9999999999995978.05494381634322e-134.02747190817161e-13
2090.9999999999998243.52450970253932e-131.76225485126966e-13
2100.9999999999999191.61143577683811e-138.05717888419055e-14
2110.9999999999999131.73737189067701e-138.68685945338504e-14
2120.999999999999976.07806261612905e-143.03903130806452e-14
2130.9999999999999321.36801196808554e-136.84005984042769e-14
2140.9999999999998433.13373243268063e-131.56686621634031e-13
2150.9999999999998582.8415640454642e-131.4207820227321e-13
2160.9999999999997574.86995675402441e-132.43497837701221e-13
2170.9999999999995279.4663564727445e-134.73317823637225e-13
2180.999999999999151.70060243176526e-128.5030121588263e-13
2190.9999999999980843.83298622583205e-121.91649311291602e-12
2200.9999999999974815.0372793139042e-122.5186396569521e-12
2210.9999999999943511.12985348529216e-115.64926742646079e-12
2220.9999999999884012.31984975588257e-111.15992487794129e-11
2230.9999999999770364.59285313616725e-112.29642656808362e-11
2240.99999999994931.01400119301452e-105.07000596507258e-11
2250.9999999999192471.61505139754134e-108.0752569877067e-11
2260.9999999999653866.92272986414393e-113.46136493207197e-11
2270.9999999999294821.4103580825321e-107.05179041266052e-11
2280.9999999999019931.96013375889969e-109.80066879449847e-11
2290.9999999997984264.03148348772534e-102.01574174386267e-10
2300.9999999997807364.38527601599047e-102.19263800799524e-10
2310.9999999997425415.14918124684998e-102.57459062342499e-10
2320.9999999994593921.08121614286284e-095.40608071431418e-10
2330.9999999988898652.22027006459945e-091.11013503229973e-09
2340.9999999980515623.8968767986806e-091.9484383993403e-09
2350.9999999985990332.80193494326526e-091.40096747163263e-09
2360.9999999986330152.73396941614739e-091.36698470807369e-09
2370.9999999999943371.13256039551786e-115.66280197758928e-12
2380.9999999999891932.16136879633159e-111.08068439816579e-11
2390.9999999999732855.34302348342054e-112.67151174171027e-11
2400.999999999980443.91203086789075e-111.95601543394537e-11
2410.9999999999622557.54899502337763e-113.77449751168882e-11
2420.9999999999665696.68622744379576e-113.34311372189788e-11
2430.999999999985762.84807826630392e-111.42403913315196e-11
2440.999999999975674.86598411447276e-112.43299205723638e-11
2450.9999999999335231.32953636869484e-106.6476818434742e-11
2460.9999999998358733.2825443943358e-101.6412721971679e-10
2470.9999999995727628.54476715244689e-104.27238357622345e-10
2480.9999999989514062.09718800809313e-091.04859400404656e-09
2490.9999999977231674.5536650661646e-092.2768325330823e-09
2500.9999999959522218.09555892955446e-094.04777946477723e-09
2510.9999999963839337.23213481021852e-093.61606740510926e-09
2520.9999999920564211.58871579980893e-087.94357899904463e-09
2530.9999999808369733.8326054579204e-081.9163027289602e-08
2540.9999999514988839.70022338615227e-084.85011169307613e-08
2550.9999998843813662.31237267375176e-071.15618633687588e-07
2560.9999997300493465.39901307129198e-072.69950653564599e-07
2570.9999995838327278.32334545215638e-074.16167272607819e-07
2580.9999991398816941.72023661132093e-068.60118305660467e-07
2590.9999981414968973.71700620624908e-061.85850310312454e-06
2600.9999967679363336.46412733348103e-063.23206366674052e-06
2610.9999983689193443.26216131281198e-061.63108065640599e-06
2620.9999959761297498.04774050286471e-064.02387025143236e-06
2630.9999917920711631.64158576741829e-058.20792883709143e-06
2640.9999829132397953.41735204108427e-051.70867602054213e-05
2650.9999815989713473.68020573051537e-051.84010286525768e-05
2660.999966895483536.62090329397368e-053.31045164698684e-05
2670.999952096737199.5806525620264e-054.7903262810132e-05
2680.9999389637598990.0001220724802028146.10362401014071e-05
2690.9999944863290521.10273418955448e-055.51367094777242e-06
2700.9999945996708961.08006582073597e-055.40032910367983e-06
2710.9999889601712472.20796575067618e-051.10398287533809e-05
2720.999965789982656.84200347008635e-053.42100173504317e-05
2730.9998975216086410.0002049567827178980.000102478391358949
2740.9997178492038150.0005643015923695770.000282150796184789
2750.9991801051816750.001639789636649110.000819894818324554
2760.998212637879040.003574724241919420.00178736212095971
2770.9956564118333760.008687176333248130.00434358816662407
2780.9931286065974910.01374278680501860.00687139340250929
2790.9867322261642110.02653554767157820.0132677738357891
2800.9780792539367330.0438414921265330.0219207460632665
2810.953441900048380.09311619990324070.0465580999516204
2820.8804681693586360.2390636612827280.119531830641364

\begin{tabular}{lllllllll}
\hline
Goldfeld-Quandt test for Heteroskedasticity \tabularnewline
p-values & Alternative Hypothesis \tabularnewline
breakpoint index & greater & 2-sided & less \tabularnewline
7 & 0.989947292729841 & 0.0201054145403176 & 0.0100527072701588 \tabularnewline
8 & 0.977104268598365 & 0.0457914628032691 & 0.0228957314016346 \tabularnewline
9 & 0.962544575012528 & 0.0749108499749446 & 0.0374554249874723 \tabularnewline
10 & 0.95439295111673 & 0.0912140977665409 & 0.0456070488832705 \tabularnewline
11 & 0.976661516997833 & 0.0466769660043334 & 0.0233384830021667 \tabularnewline
12 & 0.96505380053135 & 0.0698923989372996 & 0.0349461994686498 \tabularnewline
13 & 0.961847673193901 & 0.0763046536121986 & 0.0381523268060993 \tabularnewline
14 & 0.940617246348546 & 0.118765507302907 & 0.0593827536514535 \tabularnewline
15 & 0.977768483222728 & 0.0444630335545435 & 0.0222315167772717 \tabularnewline
16 & 0.966555598955096 & 0.0668888020898085 & 0.0334444010449042 \tabularnewline
17 & 0.962712994932818 & 0.0745740101343642 & 0.0372870050671821 \tabularnewline
18 & 0.94589728152763 & 0.108205436944741 & 0.0541027184723705 \tabularnewline
19 & 0.950024556503419 & 0.0999508869931613 & 0.0499754434965807 \tabularnewline
20 & 0.937905877368557 & 0.124188245262886 & 0.0620941226314429 \tabularnewline
21 & 0.91598297798685 & 0.168034044026299 & 0.0840170220131495 \tabularnewline
22 & 0.892833849589029 & 0.214332300821941 & 0.107166150410971 \tabularnewline
23 & 0.997465809912565 & 0.00506838017486979 & 0.0025341900874349 \tabularnewline
24 & 0.996584980088898 & 0.00683003982220498 & 0.00341501991110249 \tabularnewline
25 & 0.996078052244037 & 0.00784389551192511 & 0.00392194775596256 \tabularnewline
26 & 0.995926673545187 & 0.00814665290962619 & 0.00407332645481309 \tabularnewline
27 & 0.997017374142624 & 0.005965251714751 & 0.0029826258573755 \tabularnewline
28 & 0.996020766882707 & 0.00795846623458627 & 0.00397923311729313 \tabularnewline
29 & 0.995139659470466 & 0.00972068105906718 & 0.00486034052953359 \tabularnewline
30 & 0.993268674788706 & 0.0134626504225883 & 0.00673132521129416 \tabularnewline
31 & 0.994670752726759 & 0.0106584945464828 & 0.00532924727324138 \tabularnewline
32 & 0.992325615557604 & 0.0153487688847918 & 0.0076743844423959 \tabularnewline
33 & 0.989809887974008 & 0.0203802240519842 & 0.0101901120259921 \tabularnewline
34 & 0.988812334310738 & 0.0223753313785238 & 0.0111876656892619 \tabularnewline
35 & 0.988445536657269 & 0.0231089266854623 & 0.0115544633427312 \tabularnewline
36 & 0.99290964908875 & 0.0141807018225004 & 0.00709035091125018 \tabularnewline
37 & 0.990575111342525 & 0.0188497773149497 & 0.00942488865747485 \tabularnewline
38 & 0.993862688502166 & 0.0122746229956685 & 0.00613731149783424 \tabularnewline
39 & 0.997537600399676 & 0.00492479920064881 & 0.00246239960032441 \tabularnewline
40 & 0.996647005784343 & 0.00670598843131331 & 0.00335299421565665 \tabularnewline
41 & 0.995278408916187 & 0.00944318216762535 & 0.00472159108381268 \tabularnewline
42 & 0.994003040199793 & 0.0119939196004145 & 0.00599695980020725 \tabularnewline
43 & 0.99370386728215 & 0.0125922654357007 & 0.00629613271785037 \tabularnewline
44 & 0.992488564257217 & 0.0150228714855663 & 0.00751143574278317 \tabularnewline
45 & 0.996927801689423 & 0.00614439662115362 & 0.00307219831057681 \tabularnewline
46 & 0.996018323330295 & 0.00796335333941053 & 0.00398167666970526 \tabularnewline
47 & 0.994744976613915 & 0.0105100467721697 & 0.00525502338608486 \tabularnewline
48 & 0.993437949766864 & 0.0131241004662714 & 0.00656205023313571 \tabularnewline
49 & 0.991322506853901 & 0.0173549862921979 & 0.00867749314609893 \tabularnewline
50 & 0.994769820259642 & 0.0104603594807161 & 0.00523017974035806 \tabularnewline
51 & 0.998040987949935 & 0.0039180241001301 & 0.00195901205006505 \tabularnewline
52 & 0.997723298682882 & 0.00455340263423561 & 0.0022767013171178 \tabularnewline
53 & 0.99704254750477 & 0.00591490499045918 & 0.00295745249522959 \tabularnewline
54 & 0.996128517940483 & 0.00774296411903411 & 0.00387148205951706 \tabularnewline
55 & 0.994784926126965 & 0.0104301477460708 & 0.00521507387303542 \tabularnewline
56 & 0.993135985445663 & 0.0137280291086748 & 0.00686401455433739 \tabularnewline
57 & 0.991023570389957 & 0.0179528592200863 & 0.00897642961004314 \tabularnewline
58 & 0.998043157388631 & 0.0039136852227386 & 0.0019568426113693 \tabularnewline
59 & 0.997372153631162 & 0.00525569273767665 & 0.00262784636883833 \tabularnewline
60 & 0.996504018469529 & 0.00699196306094153 & 0.00349598153047076 \tabularnewline
61 & 0.997165471255787 & 0.00566905748842519 & 0.0028345287442126 \tabularnewline
62 & 0.996572692485286 & 0.00685461502942701 & 0.0034273075147135 \tabularnewline
63 & 0.99693680208163 & 0.00612639583674068 & 0.00306319791837034 \tabularnewline
64 & 0.995988593071651 & 0.0080228138566976 & 0.0040114069283488 \tabularnewline
65 & 0.996224909182549 & 0.00755018163490126 & 0.00377509081745063 \tabularnewline
66 & 0.995070644112013 & 0.00985871177597477 & 0.00492935588798739 \tabularnewline
67 & 0.994145920372065 & 0.0117081592558693 & 0.00585407962793463 \tabularnewline
68 & 0.993267901100522 & 0.0134641977989557 & 0.00673209889947784 \tabularnewline
69 & 0.992358296794986 & 0.0152834064100271 & 0.00764170320501354 \tabularnewline
70 & 0.990127483294988 & 0.0197450334100232 & 0.00987251670501161 \tabularnewline
71 & 0.987536193467296 & 0.0249276130654085 & 0.0124638065327043 \tabularnewline
72 & 0.984494052525836 & 0.0310118949483289 & 0.0155059474741644 \tabularnewline
73 & 0.982673411881205 & 0.0346531762375906 & 0.0173265881187953 \tabularnewline
74 & 0.992241302319267 & 0.0155173953614662 & 0.00775869768073312 \tabularnewline
75 & 0.993034929365779 & 0.0139301412684426 & 0.00696507063422132 \tabularnewline
76 & 0.991094716358158 & 0.0178105672836839 & 0.00890528364184193 \tabularnewline
77 & 0.990442921801431 & 0.019114156397138 & 0.00955707819856902 \tabularnewline
78 & 0.98777950228904 & 0.024440995421919 & 0.0122204977109595 \tabularnewline
79 & 0.985307250304317 & 0.0293854993913669 & 0.0146927496956835 \tabularnewline
80 & 0.981484360004586 & 0.0370312799908269 & 0.0185156399954135 \tabularnewline
81 & 0.977034685627144 & 0.0459306287457111 & 0.0229653143728555 \tabularnewline
82 & 0.9729375535957 & 0.0541248928086 & 0.0270624464043 \tabularnewline
83 & 0.984146278331088 & 0.0317074433378237 & 0.0158537216689118 \tabularnewline
84 & 0.98471846249183 & 0.0305630750163407 & 0.0152815375081704 \tabularnewline
85 & 0.997914318902204 & 0.00417136219559205 & 0.00208568109779603 \tabularnewline
86 & 0.997345960386857 & 0.00530807922628544 & 0.00265403961314272 \tabularnewline
87 & 0.996588441526148 & 0.00682311694770446 & 0.00341155847385223 \tabularnewline
88 & 0.995580434510997 & 0.00883913097800596 & 0.00441956548900298 \tabularnewline
89 & 0.999023454848179 & 0.00195309030364188 & 0.000976545151820939 \tabularnewline
90 & 0.998693707947865 & 0.00261258410426972 & 0.00130629205213486 \tabularnewline
91 & 0.998308852444095 & 0.00338229511180912 & 0.00169114755590456 \tabularnewline
92 & 0.997774355080529 & 0.00445128983894177 & 0.00222564491947089 \tabularnewline
93 & 0.997169763588244 & 0.00566047282351202 & 0.00283023641175601 \tabularnewline
94 & 0.997024032353876 & 0.00595193529224819 & 0.0029759676461241 \tabularnewline
95 & 0.996198306071691 & 0.00760338785661795 & 0.00380169392830897 \tabularnewline
96 & 0.995821723592262 & 0.00835655281547515 & 0.00417827640773757 \tabularnewline
97 & 0.994870179897639 & 0.0102596402047212 & 0.00512982010236062 \tabularnewline
98 & 0.998403676339268 & 0.00319264732146391 & 0.00159632366073196 \tabularnewline
99 & 0.998285329332532 & 0.0034293413349362 & 0.0017146706674681 \tabularnewline
100 & 0.997819655575911 & 0.0043606888481784 & 0.0021803444240892 \tabularnewline
101 & 0.997156235813311 & 0.00568752837337878 & 0.00284376418668939 \tabularnewline
102 & 0.997605117053239 & 0.00478976589352167 & 0.00239488294676084 \tabularnewline
103 & 0.997841578666073 & 0.00431684266785357 & 0.00215842133392679 \tabularnewline
104 & 0.997183583593765 & 0.00563283281247068 & 0.00281641640623534 \tabularnewline
105 & 0.996340555862051 & 0.00731888827589811 & 0.00365944413794905 \tabularnewline
106 & 0.995296893818789 & 0.00940621236242122 & 0.00470310618121061 \tabularnewline
107 & 0.994834648278405 & 0.0103307034431897 & 0.00516535172159486 \tabularnewline
108 & 0.993538795974209 & 0.0129224080515817 & 0.00646120402579083 \tabularnewline
109 & 0.996102196436896 & 0.00779560712620806 & 0.00389780356310403 \tabularnewline
110 & 0.995319453650975 & 0.00936109269804971 & 0.00468054634902485 \tabularnewline
111 & 0.994646543123136 & 0.0107069137537286 & 0.00535345687686428 \tabularnewline
112 & 0.997488853304805 & 0.00502229339038924 & 0.00251114669519462 \tabularnewline
113 & 0.997474269751604 & 0.00505146049679218 & 0.00252573024839609 \tabularnewline
114 & 0.99710619599634 & 0.00578760800731994 & 0.00289380400365997 \tabularnewline
115 & 0.997777558727714 & 0.00444488254457288 & 0.00222244127228644 \tabularnewline
116 & 0.997793494597207 & 0.00441301080558616 & 0.00220650540279308 \tabularnewline
117 & 0.997766181057886 & 0.00446763788422892 & 0.00223381894211446 \tabularnewline
118 & 0.999044507370619 & 0.0019109852587611 & 0.000955492629380549 \tabularnewline
119 & 0.999874323046563 & 0.000251353906874265 & 0.000125676953437132 \tabularnewline
120 & 0.999844625952828 & 0.000310748094343165 & 0.000155374047171582 \tabularnewline
121 & 0.999793259666531 & 0.00041348066693826 & 0.00020674033346913 \tabularnewline
122 & 0.999800246941875 & 0.000399506116249144 & 0.000199753058124572 \tabularnewline
123 & 0.999728756230181 & 0.000542487539638813 & 0.000271243769819406 \tabularnewline
124 & 0.99998045015422 & 3.90996915590277e-05 & 1.95498457795138e-05 \tabularnewline
125 & 0.999976741871401 & 4.65162571975055e-05 & 2.32581285987528e-05 \tabularnewline
126 & 0.999969058112957 & 6.1883774086717e-05 & 3.09418870433585e-05 \tabularnewline
127 & 0.99995611977427 & 8.77604514594027e-05 & 4.38802257297013e-05 \tabularnewline
128 & 0.999945521070144 & 0.000108957859711956 & 5.44789298559778e-05 \tabularnewline
129 & 0.999928750834759 & 0.000142498330482882 & 7.12491652414412e-05 \tabularnewline
130 & 0.999903212752305 & 0.000193574495390713 & 9.67872476953564e-05 \tabularnewline
131 & 0.999873594440024 & 0.000252811119951787 & 0.000126405559975894 \tabularnewline
132 & 0.999838049588322 & 0.000323900823355662 & 0.000161950411677831 \tabularnewline
133 & 0.999777204255296 & 0.000445591489407823 & 0.000222795744703912 \tabularnewline
134 & 0.999758021980985 & 0.000483956038030679 & 0.00024197801901534 \tabularnewline
135 & 0.999679337857198 & 0.000641324285603388 & 0.000320662142801694 \tabularnewline
136 & 0.999963615787399 & 7.27684252017134e-05 & 3.63842126008567e-05 \tabularnewline
137 & 0.999949168359745 & 0.000101663280509301 & 5.08316402546506e-05 \tabularnewline
138 & 0.999962711112391 & 7.45777752187321e-05 & 3.7288887609366e-05 \tabularnewline
139 & 0.99996961914206 & 6.07617158810693e-05 & 3.03808579405346e-05 \tabularnewline
140 & 0.999957732949649 & 8.45341007012498e-05 & 4.22670503506249e-05 \tabularnewline
141 & 0.999948553775256 & 0.000102892449488844 & 5.14462247444222e-05 \tabularnewline
142 & 0.999928596250793 & 0.000142807498413499 & 7.14037492067494e-05 \tabularnewline
143 & 0.999902879172585 & 0.000194241654829454 & 9.71208274147272e-05 \tabularnewline
144 & 0.999901796860909 & 0.000196406278181939 & 9.82031390909694e-05 \tabularnewline
145 & 0.999874343915657 & 0.000251312168685356 & 0.000125656084342678 \tabularnewline
146 & 0.999838448047084 & 0.000323103905832426 & 0.000161551952916213 \tabularnewline
147 & 0.999925651317304 & 0.000148697365391624 & 7.4348682695812e-05 \tabularnewline
148 & 0.999941132200137 & 0.000117735599726641 & 5.88677998633205e-05 \tabularnewline
149 & 0.999919514476272 & 0.000160971047455587 & 8.04855237277934e-05 \tabularnewline
150 & 0.999890403067424 & 0.000219193865152324 & 0.000109596932576162 \tabularnewline
151 & 0.999921534096464 & 0.000156931807072105 & 7.84659035360523e-05 \tabularnewline
152 & 0.999905215816348 & 0.000189568367303775 & 9.47841836518875e-05 \tabularnewline
153 & 0.999868101360242 & 0.000263797279516362 & 0.000131898639758181 \tabularnewline
154 & 0.999988085655305 & 2.38286893909505e-05 & 1.19143446954753e-05 \tabularnewline
155 & 0.999985966830809 & 2.80663383821595e-05 & 1.40331691910797e-05 \tabularnewline
156 & 0.999983714113859 & 3.2571772282027e-05 & 1.62858861410135e-05 \tabularnewline
157 & 0.999978795697148 & 4.24086057047328e-05 & 2.12043028523664e-05 \tabularnewline
158 & 0.999979259401542 & 4.14811969167326e-05 & 2.07405984583663e-05 \tabularnewline
159 & 0.999979186021713 & 4.1627956574076e-05 & 2.0813978287038e-05 \tabularnewline
160 & 0.999999376613809 & 1.24677238236025e-06 & 6.23386191180127e-07 \tabularnewline
161 & 0.999999710584715 & 5.78830570095567e-07 & 2.89415285047783e-07 \tabularnewline
162 & 0.999999908545412 & 1.82909175803774e-07 & 9.14545879018868e-08 \tabularnewline
163 & 0.999999952921561 & 9.41568782550454e-08 & 4.70784391275227e-08 \tabularnewline
164 & 0.999999977364909 & 4.52701821847071e-08 & 2.26350910923536e-08 \tabularnewline
165 & 0.999999969522558 & 6.09548841214551e-08 & 3.04774420607276e-08 \tabularnewline
166 & 0.999999982880102 & 3.42397952375502e-08 & 1.71198976187751e-08 \tabularnewline
167 & 0.999999973693339 & 5.26133209598593e-08 & 2.63066604799297e-08 \tabularnewline
168 & 0.999999981740485 & 3.6519029319289e-08 & 1.82595146596445e-08 \tabularnewline
169 & 0.999999970129066 & 5.97418683678888e-08 & 2.98709341839444e-08 \tabularnewline
170 & 0.999999996768431 & 6.4631371853674e-09 & 3.2315685926837e-09 \tabularnewline
171 & 0.999999999869458 & 2.61083046806707e-10 & 1.30541523403353e-10 \tabularnewline
172 & 0.999999999815734 & 3.68531121551785e-10 & 1.84265560775892e-10 \tabularnewline
173 & 0.999999999905854 & 1.88291080447667e-10 & 9.41455402238336e-11 \tabularnewline
174 & 0.999999999959444 & 8.11121875765001e-11 & 4.055609378825e-11 \tabularnewline
175 & 0.999999999996756 & 6.48812704930327e-12 & 3.24406352465164e-12 \tabularnewline
176 & 0.999999999999485 & 1.02921371598217e-12 & 5.14606857991084e-13 \tabularnewline
177 & 0.999999999999047 & 1.90686396538587e-12 & 9.53431982692934e-13 \tabularnewline
178 & 0.999999999998383 & 3.23443779295683e-12 & 1.61721889647842e-12 \tabularnewline
179 & 0.999999999997187 & 5.6257916591253e-12 & 2.81289582956265e-12 \tabularnewline
180 & 0.999999999999554 & 8.92063339317734e-13 & 4.46031669658867e-13 \tabularnewline
181 & 0.999999999999326 & 1.34726890133107e-12 & 6.73634450665535e-13 \tabularnewline
182 & 0.999999999999443 & 1.11421961975959e-12 & 5.57109809879796e-13 \tabularnewline
183 & 0.99999999999889 & 2.2193170267877e-12 & 1.10965851339385e-12 \tabularnewline
184 & 0.999999999998642 & 2.71654327775108e-12 & 1.35827163887554e-12 \tabularnewline
185 & 0.999999999999985 & 2.9746456526282e-14 & 1.4873228263141e-14 \tabularnewline
186 & 0.999999999999972 & 5.56301743987329e-14 & 2.78150871993665e-14 \tabularnewline
187 & 0.999999999999943 & 1.13997689742897e-13 & 5.69988448714486e-14 \tabularnewline
188 & 0.999999999999884 & 2.31333761904133e-13 & 1.15666880952067e-13 \tabularnewline
189 & 0.999999999999967 & 6.64907972402136e-14 & 3.32453986201068e-14 \tabularnewline
190 & 0.999999999999937 & 1.25441949113299e-13 & 6.27209745566495e-14 \tabularnewline
191 & 0.999999999999944 & 1.11083535167427e-13 & 5.55417675837137e-14 \tabularnewline
192 & 0.999999999999905 & 1.89711752808709e-13 & 9.48558764043544e-14 \tabularnewline
193 & 0.999999999999803 & 3.9392981771818e-13 & 1.9696490885909e-13 \tabularnewline
194 & 0.999999999999772 & 4.56660480147042e-13 & 2.28330240073521e-13 \tabularnewline
195 & 0.999999999999804 & 3.92828045115934e-13 & 1.96414022557967e-13 \tabularnewline
196 & 0.999999999999847 & 3.06461146144097e-13 & 1.53230573072048e-13 \tabularnewline
197 & 0.999999999999684 & 6.32682391034784e-13 & 3.16341195517392e-13 \tabularnewline
198 & 0.999999999999394 & 1.21226938476701e-12 & 6.06134692383505e-13 \tabularnewline
199 & 0.999999999998798 & 2.40331099974029e-12 & 1.20165549987014e-12 \tabularnewline
200 & 0.999999999997752 & 4.49648839366086e-12 & 2.24824419683043e-12 \tabularnewline
201 & 0.999999999996461 & 7.07817199078083e-12 & 3.53908599539042e-12 \tabularnewline
202 & 0.999999999993941 & 1.21188620570616e-11 & 6.05943102853078e-12 \tabularnewline
203 & 0.999999999993937 & 1.21258054673209e-11 & 6.06290273366045e-12 \tabularnewline
204 & 0.99999999998785 & 2.43003189055978e-11 & 1.21501594527989e-11 \tabularnewline
205 & 0.999999999977784 & 4.44316489071912e-11 & 2.22158244535956e-11 \tabularnewline
206 & 0.999999999970934 & 5.81316864240422e-11 & 2.90658432120211e-11 \tabularnewline
207 & 0.999999999942739 & 1.14521187743219e-10 & 5.72605938716097e-11 \tabularnewline
208 & 0.999999999999597 & 8.05494381634322e-13 & 4.02747190817161e-13 \tabularnewline
209 & 0.999999999999824 & 3.52450970253932e-13 & 1.76225485126966e-13 \tabularnewline
210 & 0.999999999999919 & 1.61143577683811e-13 & 8.05717888419055e-14 \tabularnewline
211 & 0.999999999999913 & 1.73737189067701e-13 & 8.68685945338504e-14 \tabularnewline
212 & 0.99999999999997 & 6.07806261612905e-14 & 3.03903130806452e-14 \tabularnewline
213 & 0.999999999999932 & 1.36801196808554e-13 & 6.84005984042769e-14 \tabularnewline
214 & 0.999999999999843 & 3.13373243268063e-13 & 1.56686621634031e-13 \tabularnewline
215 & 0.999999999999858 & 2.8415640454642e-13 & 1.4207820227321e-13 \tabularnewline
216 & 0.999999999999757 & 4.86995675402441e-13 & 2.43497837701221e-13 \tabularnewline
217 & 0.999999999999527 & 9.4663564727445e-13 & 4.73317823637225e-13 \tabularnewline
218 & 0.99999999999915 & 1.70060243176526e-12 & 8.5030121588263e-13 \tabularnewline
219 & 0.999999999998084 & 3.83298622583205e-12 & 1.91649311291602e-12 \tabularnewline
220 & 0.999999999997481 & 5.0372793139042e-12 & 2.5186396569521e-12 \tabularnewline
221 & 0.999999999994351 & 1.12985348529216e-11 & 5.64926742646079e-12 \tabularnewline
222 & 0.999999999988401 & 2.31984975588257e-11 & 1.15992487794129e-11 \tabularnewline
223 & 0.999999999977036 & 4.59285313616725e-11 & 2.29642656808362e-11 \tabularnewline
224 & 0.9999999999493 & 1.01400119301452e-10 & 5.07000596507258e-11 \tabularnewline
225 & 0.999999999919247 & 1.61505139754134e-10 & 8.0752569877067e-11 \tabularnewline
226 & 0.999999999965386 & 6.92272986414393e-11 & 3.46136493207197e-11 \tabularnewline
227 & 0.999999999929482 & 1.4103580825321e-10 & 7.05179041266052e-11 \tabularnewline
228 & 0.999999999901993 & 1.96013375889969e-10 & 9.80066879449847e-11 \tabularnewline
229 & 0.999999999798426 & 4.03148348772534e-10 & 2.01574174386267e-10 \tabularnewline
230 & 0.999999999780736 & 4.38527601599047e-10 & 2.19263800799524e-10 \tabularnewline
231 & 0.999999999742541 & 5.14918124684998e-10 & 2.57459062342499e-10 \tabularnewline
232 & 0.999999999459392 & 1.08121614286284e-09 & 5.40608071431418e-10 \tabularnewline
233 & 0.999999998889865 & 2.22027006459945e-09 & 1.11013503229973e-09 \tabularnewline
234 & 0.999999998051562 & 3.8968767986806e-09 & 1.9484383993403e-09 \tabularnewline
235 & 0.999999998599033 & 2.80193494326526e-09 & 1.40096747163263e-09 \tabularnewline
236 & 0.999999998633015 & 2.73396941614739e-09 & 1.36698470807369e-09 \tabularnewline
237 & 0.999999999994337 & 1.13256039551786e-11 & 5.66280197758928e-12 \tabularnewline
238 & 0.999999999989193 & 2.16136879633159e-11 & 1.08068439816579e-11 \tabularnewline
239 & 0.999999999973285 & 5.34302348342054e-11 & 2.67151174171027e-11 \tabularnewline
240 & 0.99999999998044 & 3.91203086789075e-11 & 1.95601543394537e-11 \tabularnewline
241 & 0.999999999962255 & 7.54899502337763e-11 & 3.77449751168882e-11 \tabularnewline
242 & 0.999999999966569 & 6.68622744379576e-11 & 3.34311372189788e-11 \tabularnewline
243 & 0.99999999998576 & 2.84807826630392e-11 & 1.42403913315196e-11 \tabularnewline
244 & 0.99999999997567 & 4.86598411447276e-11 & 2.43299205723638e-11 \tabularnewline
245 & 0.999999999933523 & 1.32953636869484e-10 & 6.6476818434742e-11 \tabularnewline
246 & 0.999999999835873 & 3.2825443943358e-10 & 1.6412721971679e-10 \tabularnewline
247 & 0.999999999572762 & 8.54476715244689e-10 & 4.27238357622345e-10 \tabularnewline
248 & 0.999999998951406 & 2.09718800809313e-09 & 1.04859400404656e-09 \tabularnewline
249 & 0.999999997723167 & 4.5536650661646e-09 & 2.2768325330823e-09 \tabularnewline
250 & 0.999999995952221 & 8.09555892955446e-09 & 4.04777946477723e-09 \tabularnewline
251 & 0.999999996383933 & 7.23213481021852e-09 & 3.61606740510926e-09 \tabularnewline
252 & 0.999999992056421 & 1.58871579980893e-08 & 7.94357899904463e-09 \tabularnewline
253 & 0.999999980836973 & 3.8326054579204e-08 & 1.9163027289602e-08 \tabularnewline
254 & 0.999999951498883 & 9.70022338615227e-08 & 4.85011169307613e-08 \tabularnewline
255 & 0.999999884381366 & 2.31237267375176e-07 & 1.15618633687588e-07 \tabularnewline
256 & 0.999999730049346 & 5.39901307129198e-07 & 2.69950653564599e-07 \tabularnewline
257 & 0.999999583832727 & 8.32334545215638e-07 & 4.16167272607819e-07 \tabularnewline
258 & 0.999999139881694 & 1.72023661132093e-06 & 8.60118305660467e-07 \tabularnewline
259 & 0.999998141496897 & 3.71700620624908e-06 & 1.85850310312454e-06 \tabularnewline
260 & 0.999996767936333 & 6.46412733348103e-06 & 3.23206366674052e-06 \tabularnewline
261 & 0.999998368919344 & 3.26216131281198e-06 & 1.63108065640599e-06 \tabularnewline
262 & 0.999995976129749 & 8.04774050286471e-06 & 4.02387025143236e-06 \tabularnewline
263 & 0.999991792071163 & 1.64158576741829e-05 & 8.20792883709143e-06 \tabularnewline
264 & 0.999982913239795 & 3.41735204108427e-05 & 1.70867602054213e-05 \tabularnewline
265 & 0.999981598971347 & 3.68020573051537e-05 & 1.84010286525768e-05 \tabularnewline
266 & 0.99996689548353 & 6.62090329397368e-05 & 3.31045164698684e-05 \tabularnewline
267 & 0.99995209673719 & 9.5806525620264e-05 & 4.7903262810132e-05 \tabularnewline
268 & 0.999938963759899 & 0.000122072480202814 & 6.10362401014071e-05 \tabularnewline
269 & 0.999994486329052 & 1.10273418955448e-05 & 5.51367094777242e-06 \tabularnewline
270 & 0.999994599670896 & 1.08006582073597e-05 & 5.40032910367983e-06 \tabularnewline
271 & 0.999988960171247 & 2.20796575067618e-05 & 1.10398287533809e-05 \tabularnewline
272 & 0.99996578998265 & 6.84200347008635e-05 & 3.42100173504317e-05 \tabularnewline
273 & 0.999897521608641 & 0.000204956782717898 & 0.000102478391358949 \tabularnewline
274 & 0.999717849203815 & 0.000564301592369577 & 0.000282150796184789 \tabularnewline
275 & 0.999180105181675 & 0.00163978963664911 & 0.000819894818324554 \tabularnewline
276 & 0.99821263787904 & 0.00357472424191942 & 0.00178736212095971 \tabularnewline
277 & 0.995656411833376 & 0.00868717633324813 & 0.00434358816662407 \tabularnewline
278 & 0.993128606597491 & 0.0137427868050186 & 0.00687139340250929 \tabularnewline
279 & 0.986732226164211 & 0.0265355476715782 & 0.0132677738357891 \tabularnewline
280 & 0.978079253936733 & 0.043841492126533 & 0.0219207460632665 \tabularnewline
281 & 0.95344190004838 & 0.0931161999032407 & 0.0465580999516204 \tabularnewline
282 & 0.880468169358636 & 0.239063661282728 & 0.119531830641364 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&T=5

[TABLE]
[ROW][C]Goldfeld-Quandt test for Heteroskedasticity[/C][/ROW]
[ROW][C]p-values[/C][C]Alternative Hypothesis[/C][/ROW]
[ROW][C]breakpoint index[/C][C]greater[/C][C]2-sided[/C][C]less[/C][/ROW]
[ROW][C]7[/C][C]0.989947292729841[/C][C]0.0201054145403176[/C][C]0.0100527072701588[/C][/ROW]
[ROW][C]8[/C][C]0.977104268598365[/C][C]0.0457914628032691[/C][C]0.0228957314016346[/C][/ROW]
[ROW][C]9[/C][C]0.962544575012528[/C][C]0.0749108499749446[/C][C]0.0374554249874723[/C][/ROW]
[ROW][C]10[/C][C]0.95439295111673[/C][C]0.0912140977665409[/C][C]0.0456070488832705[/C][/ROW]
[ROW][C]11[/C][C]0.976661516997833[/C][C]0.0466769660043334[/C][C]0.0233384830021667[/C][/ROW]
[ROW][C]12[/C][C]0.96505380053135[/C][C]0.0698923989372996[/C][C]0.0349461994686498[/C][/ROW]
[ROW][C]13[/C][C]0.961847673193901[/C][C]0.0763046536121986[/C][C]0.0381523268060993[/C][/ROW]
[ROW][C]14[/C][C]0.940617246348546[/C][C]0.118765507302907[/C][C]0.0593827536514535[/C][/ROW]
[ROW][C]15[/C][C]0.977768483222728[/C][C]0.0444630335545435[/C][C]0.0222315167772717[/C][/ROW]
[ROW][C]16[/C][C]0.966555598955096[/C][C]0.0668888020898085[/C][C]0.0334444010449042[/C][/ROW]
[ROW][C]17[/C][C]0.962712994932818[/C][C]0.0745740101343642[/C][C]0.0372870050671821[/C][/ROW]
[ROW][C]18[/C][C]0.94589728152763[/C][C]0.108205436944741[/C][C]0.0541027184723705[/C][/ROW]
[ROW][C]19[/C][C]0.950024556503419[/C][C]0.0999508869931613[/C][C]0.0499754434965807[/C][/ROW]
[ROW][C]20[/C][C]0.937905877368557[/C][C]0.124188245262886[/C][C]0.0620941226314429[/C][/ROW]
[ROW][C]21[/C][C]0.91598297798685[/C][C]0.168034044026299[/C][C]0.0840170220131495[/C][/ROW]
[ROW][C]22[/C][C]0.892833849589029[/C][C]0.214332300821941[/C][C]0.107166150410971[/C][/ROW]
[ROW][C]23[/C][C]0.997465809912565[/C][C]0.00506838017486979[/C][C]0.0025341900874349[/C][/ROW]
[ROW][C]24[/C][C]0.996584980088898[/C][C]0.00683003982220498[/C][C]0.00341501991110249[/C][/ROW]
[ROW][C]25[/C][C]0.996078052244037[/C][C]0.00784389551192511[/C][C]0.00392194775596256[/C][/ROW]
[ROW][C]26[/C][C]0.995926673545187[/C][C]0.00814665290962619[/C][C]0.00407332645481309[/C][/ROW]
[ROW][C]27[/C][C]0.997017374142624[/C][C]0.005965251714751[/C][C]0.0029826258573755[/C][/ROW]
[ROW][C]28[/C][C]0.996020766882707[/C][C]0.00795846623458627[/C][C]0.00397923311729313[/C][/ROW]
[ROW][C]29[/C][C]0.995139659470466[/C][C]0.00972068105906718[/C][C]0.00486034052953359[/C][/ROW]
[ROW][C]30[/C][C]0.993268674788706[/C][C]0.0134626504225883[/C][C]0.00673132521129416[/C][/ROW]
[ROW][C]31[/C][C]0.994670752726759[/C][C]0.0106584945464828[/C][C]0.00532924727324138[/C][/ROW]
[ROW][C]32[/C][C]0.992325615557604[/C][C]0.0153487688847918[/C][C]0.0076743844423959[/C][/ROW]
[ROW][C]33[/C][C]0.989809887974008[/C][C]0.0203802240519842[/C][C]0.0101901120259921[/C][/ROW]
[ROW][C]34[/C][C]0.988812334310738[/C][C]0.0223753313785238[/C][C]0.0111876656892619[/C][/ROW]
[ROW][C]35[/C][C]0.988445536657269[/C][C]0.0231089266854623[/C][C]0.0115544633427312[/C][/ROW]
[ROW][C]36[/C][C]0.99290964908875[/C][C]0.0141807018225004[/C][C]0.00709035091125018[/C][/ROW]
[ROW][C]37[/C][C]0.990575111342525[/C][C]0.0188497773149497[/C][C]0.00942488865747485[/C][/ROW]
[ROW][C]38[/C][C]0.993862688502166[/C][C]0.0122746229956685[/C][C]0.00613731149783424[/C][/ROW]
[ROW][C]39[/C][C]0.997537600399676[/C][C]0.00492479920064881[/C][C]0.00246239960032441[/C][/ROW]
[ROW][C]40[/C][C]0.996647005784343[/C][C]0.00670598843131331[/C][C]0.00335299421565665[/C][/ROW]
[ROW][C]41[/C][C]0.995278408916187[/C][C]0.00944318216762535[/C][C]0.00472159108381268[/C][/ROW]
[ROW][C]42[/C][C]0.994003040199793[/C][C]0.0119939196004145[/C][C]0.00599695980020725[/C][/ROW]
[ROW][C]43[/C][C]0.99370386728215[/C][C]0.0125922654357007[/C][C]0.00629613271785037[/C][/ROW]
[ROW][C]44[/C][C]0.992488564257217[/C][C]0.0150228714855663[/C][C]0.00751143574278317[/C][/ROW]
[ROW][C]45[/C][C]0.996927801689423[/C][C]0.00614439662115362[/C][C]0.00307219831057681[/C][/ROW]
[ROW][C]46[/C][C]0.996018323330295[/C][C]0.00796335333941053[/C][C]0.00398167666970526[/C][/ROW]
[ROW][C]47[/C][C]0.994744976613915[/C][C]0.0105100467721697[/C][C]0.00525502338608486[/C][/ROW]
[ROW][C]48[/C][C]0.993437949766864[/C][C]0.0131241004662714[/C][C]0.00656205023313571[/C][/ROW]
[ROW][C]49[/C][C]0.991322506853901[/C][C]0.0173549862921979[/C][C]0.00867749314609893[/C][/ROW]
[ROW][C]50[/C][C]0.994769820259642[/C][C]0.0104603594807161[/C][C]0.00523017974035806[/C][/ROW]
[ROW][C]51[/C][C]0.998040987949935[/C][C]0.0039180241001301[/C][C]0.00195901205006505[/C][/ROW]
[ROW][C]52[/C][C]0.997723298682882[/C][C]0.00455340263423561[/C][C]0.0022767013171178[/C][/ROW]
[ROW][C]53[/C][C]0.99704254750477[/C][C]0.00591490499045918[/C][C]0.00295745249522959[/C][/ROW]
[ROW][C]54[/C][C]0.996128517940483[/C][C]0.00774296411903411[/C][C]0.00387148205951706[/C][/ROW]
[ROW][C]55[/C][C]0.994784926126965[/C][C]0.0104301477460708[/C][C]0.00521507387303542[/C][/ROW]
[ROW][C]56[/C][C]0.993135985445663[/C][C]0.0137280291086748[/C][C]0.00686401455433739[/C][/ROW]
[ROW][C]57[/C][C]0.991023570389957[/C][C]0.0179528592200863[/C][C]0.00897642961004314[/C][/ROW]
[ROW][C]58[/C][C]0.998043157388631[/C][C]0.0039136852227386[/C][C]0.0019568426113693[/C][/ROW]
[ROW][C]59[/C][C]0.997372153631162[/C][C]0.00525569273767665[/C][C]0.00262784636883833[/C][/ROW]
[ROW][C]60[/C][C]0.996504018469529[/C][C]0.00699196306094153[/C][C]0.00349598153047076[/C][/ROW]
[ROW][C]61[/C][C]0.997165471255787[/C][C]0.00566905748842519[/C][C]0.0028345287442126[/C][/ROW]
[ROW][C]62[/C][C]0.996572692485286[/C][C]0.00685461502942701[/C][C]0.0034273075147135[/C][/ROW]
[ROW][C]63[/C][C]0.99693680208163[/C][C]0.00612639583674068[/C][C]0.00306319791837034[/C][/ROW]
[ROW][C]64[/C][C]0.995988593071651[/C][C]0.0080228138566976[/C][C]0.0040114069283488[/C][/ROW]
[ROW][C]65[/C][C]0.996224909182549[/C][C]0.00755018163490126[/C][C]0.00377509081745063[/C][/ROW]
[ROW][C]66[/C][C]0.995070644112013[/C][C]0.00985871177597477[/C][C]0.00492935588798739[/C][/ROW]
[ROW][C]67[/C][C]0.994145920372065[/C][C]0.0117081592558693[/C][C]0.00585407962793463[/C][/ROW]
[ROW][C]68[/C][C]0.993267901100522[/C][C]0.0134641977989557[/C][C]0.00673209889947784[/C][/ROW]
[ROW][C]69[/C][C]0.992358296794986[/C][C]0.0152834064100271[/C][C]0.00764170320501354[/C][/ROW]
[ROW][C]70[/C][C]0.990127483294988[/C][C]0.0197450334100232[/C][C]0.00987251670501161[/C][/ROW]
[ROW][C]71[/C][C]0.987536193467296[/C][C]0.0249276130654085[/C][C]0.0124638065327043[/C][/ROW]
[ROW][C]72[/C][C]0.984494052525836[/C][C]0.0310118949483289[/C][C]0.0155059474741644[/C][/ROW]
[ROW][C]73[/C][C]0.982673411881205[/C][C]0.0346531762375906[/C][C]0.0173265881187953[/C][/ROW]
[ROW][C]74[/C][C]0.992241302319267[/C][C]0.0155173953614662[/C][C]0.00775869768073312[/C][/ROW]
[ROW][C]75[/C][C]0.993034929365779[/C][C]0.0139301412684426[/C][C]0.00696507063422132[/C][/ROW]
[ROW][C]76[/C][C]0.991094716358158[/C][C]0.0178105672836839[/C][C]0.00890528364184193[/C][/ROW]
[ROW][C]77[/C][C]0.990442921801431[/C][C]0.019114156397138[/C][C]0.00955707819856902[/C][/ROW]
[ROW][C]78[/C][C]0.98777950228904[/C][C]0.024440995421919[/C][C]0.0122204977109595[/C][/ROW]
[ROW][C]79[/C][C]0.985307250304317[/C][C]0.0293854993913669[/C][C]0.0146927496956835[/C][/ROW]
[ROW][C]80[/C][C]0.981484360004586[/C][C]0.0370312799908269[/C][C]0.0185156399954135[/C][/ROW]
[ROW][C]81[/C][C]0.977034685627144[/C][C]0.0459306287457111[/C][C]0.0229653143728555[/C][/ROW]
[ROW][C]82[/C][C]0.9729375535957[/C][C]0.0541248928086[/C][C]0.0270624464043[/C][/ROW]
[ROW][C]83[/C][C]0.984146278331088[/C][C]0.0317074433378237[/C][C]0.0158537216689118[/C][/ROW]
[ROW][C]84[/C][C]0.98471846249183[/C][C]0.0305630750163407[/C][C]0.0152815375081704[/C][/ROW]
[ROW][C]85[/C][C]0.997914318902204[/C][C]0.00417136219559205[/C][C]0.00208568109779603[/C][/ROW]
[ROW][C]86[/C][C]0.997345960386857[/C][C]0.00530807922628544[/C][C]0.00265403961314272[/C][/ROW]
[ROW][C]87[/C][C]0.996588441526148[/C][C]0.00682311694770446[/C][C]0.00341155847385223[/C][/ROW]
[ROW][C]88[/C][C]0.995580434510997[/C][C]0.00883913097800596[/C][C]0.00441956548900298[/C][/ROW]
[ROW][C]89[/C][C]0.999023454848179[/C][C]0.00195309030364188[/C][C]0.000976545151820939[/C][/ROW]
[ROW][C]90[/C][C]0.998693707947865[/C][C]0.00261258410426972[/C][C]0.00130629205213486[/C][/ROW]
[ROW][C]91[/C][C]0.998308852444095[/C][C]0.00338229511180912[/C][C]0.00169114755590456[/C][/ROW]
[ROW][C]92[/C][C]0.997774355080529[/C][C]0.00445128983894177[/C][C]0.00222564491947089[/C][/ROW]
[ROW][C]93[/C][C]0.997169763588244[/C][C]0.00566047282351202[/C][C]0.00283023641175601[/C][/ROW]
[ROW][C]94[/C][C]0.997024032353876[/C][C]0.00595193529224819[/C][C]0.0029759676461241[/C][/ROW]
[ROW][C]95[/C][C]0.996198306071691[/C][C]0.00760338785661795[/C][C]0.00380169392830897[/C][/ROW]
[ROW][C]96[/C][C]0.995821723592262[/C][C]0.00835655281547515[/C][C]0.00417827640773757[/C][/ROW]
[ROW][C]97[/C][C]0.994870179897639[/C][C]0.0102596402047212[/C][C]0.00512982010236062[/C][/ROW]
[ROW][C]98[/C][C]0.998403676339268[/C][C]0.00319264732146391[/C][C]0.00159632366073196[/C][/ROW]
[ROW][C]99[/C][C]0.998285329332532[/C][C]0.0034293413349362[/C][C]0.0017146706674681[/C][/ROW]
[ROW][C]100[/C][C]0.997819655575911[/C][C]0.0043606888481784[/C][C]0.0021803444240892[/C][/ROW]
[ROW][C]101[/C][C]0.997156235813311[/C][C]0.00568752837337878[/C][C]0.00284376418668939[/C][/ROW]
[ROW][C]102[/C][C]0.997605117053239[/C][C]0.00478976589352167[/C][C]0.00239488294676084[/C][/ROW]
[ROW][C]103[/C][C]0.997841578666073[/C][C]0.00431684266785357[/C][C]0.00215842133392679[/C][/ROW]
[ROW][C]104[/C][C]0.997183583593765[/C][C]0.00563283281247068[/C][C]0.00281641640623534[/C][/ROW]
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[ROW][C]126[/C][C]0.999969058112957[/C][C]6.1883774086717e-05[/C][C]3.09418870433585e-05[/C][/ROW]
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[ROW][C]166[/C][C]0.999999982880102[/C][C]3.42397952375502e-08[/C][C]1.71198976187751e-08[/C][/ROW]
[ROW][C]167[/C][C]0.999999973693339[/C][C]5.26133209598593e-08[/C][C]2.63066604799297e-08[/C][/ROW]
[ROW][C]168[/C][C]0.999999981740485[/C][C]3.6519029319289e-08[/C][C]1.82595146596445e-08[/C][/ROW]
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[ROW][C]170[/C][C]0.999999996768431[/C][C]6.4631371853674e-09[/C][C]3.2315685926837e-09[/C][/ROW]
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[ROW][C]184[/C][C]0.999999999998642[/C][C]2.71654327775108e-12[/C][C]1.35827163887554e-12[/C][/ROW]
[ROW][C]185[/C][C]0.999999999999985[/C][C]2.9746456526282e-14[/C][C]1.4873228263141e-14[/C][/ROW]
[ROW][C]186[/C][C]0.999999999999972[/C][C]5.56301743987329e-14[/C][C]2.78150871993665e-14[/C][/ROW]
[ROW][C]187[/C][C]0.999999999999943[/C][C]1.13997689742897e-13[/C][C]5.69988448714486e-14[/C][/ROW]
[ROW][C]188[/C][C]0.999999999999884[/C][C]2.31333761904133e-13[/C][C]1.15666880952067e-13[/C][/ROW]
[ROW][C]189[/C][C]0.999999999999967[/C][C]6.64907972402136e-14[/C][C]3.32453986201068e-14[/C][/ROW]
[ROW][C]190[/C][C]0.999999999999937[/C][C]1.25441949113299e-13[/C][C]6.27209745566495e-14[/C][/ROW]
[ROW][C]191[/C][C]0.999999999999944[/C][C]1.11083535167427e-13[/C][C]5.55417675837137e-14[/C][/ROW]
[ROW][C]192[/C][C]0.999999999999905[/C][C]1.89711752808709e-13[/C][C]9.48558764043544e-14[/C][/ROW]
[ROW][C]193[/C][C]0.999999999999803[/C][C]3.9392981771818e-13[/C][C]1.9696490885909e-13[/C][/ROW]
[ROW][C]194[/C][C]0.999999999999772[/C][C]4.56660480147042e-13[/C][C]2.28330240073521e-13[/C][/ROW]
[ROW][C]195[/C][C]0.999999999999804[/C][C]3.92828045115934e-13[/C][C]1.96414022557967e-13[/C][/ROW]
[ROW][C]196[/C][C]0.999999999999847[/C][C]3.06461146144097e-13[/C][C]1.53230573072048e-13[/C][/ROW]
[ROW][C]197[/C][C]0.999999999999684[/C][C]6.32682391034784e-13[/C][C]3.16341195517392e-13[/C][/ROW]
[ROW][C]198[/C][C]0.999999999999394[/C][C]1.21226938476701e-12[/C][C]6.06134692383505e-13[/C][/ROW]
[ROW][C]199[/C][C]0.999999999998798[/C][C]2.40331099974029e-12[/C][C]1.20165549987014e-12[/C][/ROW]
[ROW][C]200[/C][C]0.999999999997752[/C][C]4.49648839366086e-12[/C][C]2.24824419683043e-12[/C][/ROW]
[ROW][C]201[/C][C]0.999999999996461[/C][C]7.07817199078083e-12[/C][C]3.53908599539042e-12[/C][/ROW]
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[ROW][C]203[/C][C]0.999999999993937[/C][C]1.21258054673209e-11[/C][C]6.06290273366045e-12[/C][/ROW]
[ROW][C]204[/C][C]0.99999999998785[/C][C]2.43003189055978e-11[/C][C]1.21501594527989e-11[/C][/ROW]
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[ROW][C]207[/C][C]0.999999999942739[/C][C]1.14521187743219e-10[/C][C]5.72605938716097e-11[/C][/ROW]
[ROW][C]208[/C][C]0.999999999999597[/C][C]8.05494381634322e-13[/C][C]4.02747190817161e-13[/C][/ROW]
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[ROW][C]210[/C][C]0.999999999999919[/C][C]1.61143577683811e-13[/C][C]8.05717888419055e-14[/C][/ROW]
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[ROW][C]217[/C][C]0.999999999999527[/C][C]9.4663564727445e-13[/C][C]4.73317823637225e-13[/C][/ROW]
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[ROW][C]220[/C][C]0.999999999997481[/C][C]5.0372793139042e-12[/C][C]2.5186396569521e-12[/C][/ROW]
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[ROW][C]224[/C][C]0.9999999999493[/C][C]1.01400119301452e-10[/C][C]5.07000596507258e-11[/C][/ROW]
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[ROW][C]227[/C][C]0.999999999929482[/C][C]1.4103580825321e-10[/C][C]7.05179041266052e-11[/C][/ROW]
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[ROW][C]229[/C][C]0.999999999798426[/C][C]4.03148348772534e-10[/C][C]2.01574174386267e-10[/C][/ROW]
[ROW][C]230[/C][C]0.999999999780736[/C][C]4.38527601599047e-10[/C][C]2.19263800799524e-10[/C][/ROW]
[ROW][C]231[/C][C]0.999999999742541[/C][C]5.14918124684998e-10[/C][C]2.57459062342499e-10[/C][/ROW]
[ROW][C]232[/C][C]0.999999999459392[/C][C]1.08121614286284e-09[/C][C]5.40608071431418e-10[/C][/ROW]
[ROW][C]233[/C][C]0.999999998889865[/C][C]2.22027006459945e-09[/C][C]1.11013503229973e-09[/C][/ROW]
[ROW][C]234[/C][C]0.999999998051562[/C][C]3.8968767986806e-09[/C][C]1.9484383993403e-09[/C][/ROW]
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[ROW][C]236[/C][C]0.999999998633015[/C][C]2.73396941614739e-09[/C][C]1.36698470807369e-09[/C][/ROW]
[ROW][C]237[/C][C]0.999999999994337[/C][C]1.13256039551786e-11[/C][C]5.66280197758928e-12[/C][/ROW]
[ROW][C]238[/C][C]0.999999999989193[/C][C]2.16136879633159e-11[/C][C]1.08068439816579e-11[/C][/ROW]
[ROW][C]239[/C][C]0.999999999973285[/C][C]5.34302348342054e-11[/C][C]2.67151174171027e-11[/C][/ROW]
[ROW][C]240[/C][C]0.99999999998044[/C][C]3.91203086789075e-11[/C][C]1.95601543394537e-11[/C][/ROW]
[ROW][C]241[/C][C]0.999999999962255[/C][C]7.54899502337763e-11[/C][C]3.77449751168882e-11[/C][/ROW]
[ROW][C]242[/C][C]0.999999999966569[/C][C]6.68622744379576e-11[/C][C]3.34311372189788e-11[/C][/ROW]
[ROW][C]243[/C][C]0.99999999998576[/C][C]2.84807826630392e-11[/C][C]1.42403913315196e-11[/C][/ROW]
[ROW][C]244[/C][C]0.99999999997567[/C][C]4.86598411447276e-11[/C][C]2.43299205723638e-11[/C][/ROW]
[ROW][C]245[/C][C]0.999999999933523[/C][C]1.32953636869484e-10[/C][C]6.6476818434742e-11[/C][/ROW]
[ROW][C]246[/C][C]0.999999999835873[/C][C]3.2825443943358e-10[/C][C]1.6412721971679e-10[/C][/ROW]
[ROW][C]247[/C][C]0.999999999572762[/C][C]8.54476715244689e-10[/C][C]4.27238357622345e-10[/C][/ROW]
[ROW][C]248[/C][C]0.999999998951406[/C][C]2.09718800809313e-09[/C][C]1.04859400404656e-09[/C][/ROW]
[ROW][C]249[/C][C]0.999999997723167[/C][C]4.5536650661646e-09[/C][C]2.2768325330823e-09[/C][/ROW]
[ROW][C]250[/C][C]0.999999995952221[/C][C]8.09555892955446e-09[/C][C]4.04777946477723e-09[/C][/ROW]
[ROW][C]251[/C][C]0.999999996383933[/C][C]7.23213481021852e-09[/C][C]3.61606740510926e-09[/C][/ROW]
[ROW][C]252[/C][C]0.999999992056421[/C][C]1.58871579980893e-08[/C][C]7.94357899904463e-09[/C][/ROW]
[ROW][C]253[/C][C]0.999999980836973[/C][C]3.8326054579204e-08[/C][C]1.9163027289602e-08[/C][/ROW]
[ROW][C]254[/C][C]0.999999951498883[/C][C]9.70022338615227e-08[/C][C]4.85011169307613e-08[/C][/ROW]
[ROW][C]255[/C][C]0.999999884381366[/C][C]2.31237267375176e-07[/C][C]1.15618633687588e-07[/C][/ROW]
[ROW][C]256[/C][C]0.999999730049346[/C][C]5.39901307129198e-07[/C][C]2.69950653564599e-07[/C][/ROW]
[ROW][C]257[/C][C]0.999999583832727[/C][C]8.32334545215638e-07[/C][C]4.16167272607819e-07[/C][/ROW]
[ROW][C]258[/C][C]0.999999139881694[/C][C]1.72023661132093e-06[/C][C]8.60118305660467e-07[/C][/ROW]
[ROW][C]259[/C][C]0.999998141496897[/C][C]3.71700620624908e-06[/C][C]1.85850310312454e-06[/C][/ROW]
[ROW][C]260[/C][C]0.999996767936333[/C][C]6.46412733348103e-06[/C][C]3.23206366674052e-06[/C][/ROW]
[ROW][C]261[/C][C]0.999998368919344[/C][C]3.26216131281198e-06[/C][C]1.63108065640599e-06[/C][/ROW]
[ROW][C]262[/C][C]0.999995976129749[/C][C]8.04774050286471e-06[/C][C]4.02387025143236e-06[/C][/ROW]
[ROW][C]263[/C][C]0.999991792071163[/C][C]1.64158576741829e-05[/C][C]8.20792883709143e-06[/C][/ROW]
[ROW][C]264[/C][C]0.999982913239795[/C][C]3.41735204108427e-05[/C][C]1.70867602054213e-05[/C][/ROW]
[ROW][C]265[/C][C]0.999981598971347[/C][C]3.68020573051537e-05[/C][C]1.84010286525768e-05[/C][/ROW]
[ROW][C]266[/C][C]0.99996689548353[/C][C]6.62090329397368e-05[/C][C]3.31045164698684e-05[/C][/ROW]
[ROW][C]267[/C][C]0.99995209673719[/C][C]9.5806525620264e-05[/C][C]4.7903262810132e-05[/C][/ROW]
[ROW][C]268[/C][C]0.999938963759899[/C][C]0.000122072480202814[/C][C]6.10362401014071e-05[/C][/ROW]
[ROW][C]269[/C][C]0.999994486329052[/C][C]1.10273418955448e-05[/C][C]5.51367094777242e-06[/C][/ROW]
[ROW][C]270[/C][C]0.999994599670896[/C][C]1.08006582073597e-05[/C][C]5.40032910367983e-06[/C][/ROW]
[ROW][C]271[/C][C]0.999988960171247[/C][C]2.20796575067618e-05[/C][C]1.10398287533809e-05[/C][/ROW]
[ROW][C]272[/C][C]0.99996578998265[/C][C]6.84200347008635e-05[/C][C]3.42100173504317e-05[/C][/ROW]
[ROW][C]273[/C][C]0.999897521608641[/C][C]0.000204956782717898[/C][C]0.000102478391358949[/C][/ROW]
[ROW][C]274[/C][C]0.999717849203815[/C][C]0.000564301592369577[/C][C]0.000282150796184789[/C][/ROW]
[ROW][C]275[/C][C]0.999180105181675[/C][C]0.00163978963664911[/C][C]0.000819894818324554[/C][/ROW]
[ROW][C]276[/C][C]0.99821263787904[/C][C]0.00357472424191942[/C][C]0.00178736212095971[/C][/ROW]
[ROW][C]277[/C][C]0.995656411833376[/C][C]0.00868717633324813[/C][C]0.00434358816662407[/C][/ROW]
[ROW][C]278[/C][C]0.993128606597491[/C][C]0.0137427868050186[/C][C]0.00687139340250929[/C][/ROW]
[ROW][C]279[/C][C]0.986732226164211[/C][C]0.0265355476715782[/C][C]0.0132677738357891[/C][/ROW]
[ROW][C]280[/C][C]0.978079253936733[/C][C]0.043841492126533[/C][C]0.0219207460632665[/C][/ROW]
[ROW][C]281[/C][C]0.95344190004838[/C][C]0.0931161999032407[/C][C]0.0465580999516204[/C][/ROW]
[ROW][C]282[/C][C]0.880468169358636[/C][C]0.239063661282728[/C][C]0.119531830641364[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=5

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&T=5

As an alternative you can also use a QR Code:  

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

Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.9899472927298410.02010541454031760.0100527072701588
80.9771042685983650.04579146280326910.0228957314016346
90.9625445750125280.07491084997494460.0374554249874723
100.954392951116730.09121409776654090.0456070488832705
110.9766615169978330.04667696600433340.0233384830021667
120.965053800531350.06989239893729960.0349461994686498
130.9618476731939010.07630465361219860.0381523268060993
140.9406172463485460.1187655073029070.0593827536514535
150.9777684832227280.04446303355454350.0222315167772717
160.9665555989550960.06688880208980850.0334444010449042
170.9627129949328180.07457401013436420.0372870050671821
180.945897281527630.1082054369447410.0541027184723705
190.9500245565034190.09995088699316130.0499754434965807
200.9379058773685570.1241882452628860.0620941226314429
210.915982977986850.1680340440262990.0840170220131495
220.8928338495890290.2143323008219410.107166150410971
230.9974658099125650.005068380174869790.0025341900874349
240.9965849800888980.006830039822204980.00341501991110249
250.9960780522440370.007843895511925110.00392194775596256
260.9959266735451870.008146652909626190.00407332645481309
270.9970173741426240.0059652517147510.0029826258573755
280.9960207668827070.007958466234586270.00397923311729313
290.9951396594704660.009720681059067180.00486034052953359
300.9932686747887060.01346265042258830.00673132521129416
310.9946707527267590.01065849454648280.00532924727324138
320.9923256155576040.01534876888479180.0076743844423959
330.9898098879740080.02038022405198420.0101901120259921
340.9888123343107380.02237533137852380.0111876656892619
350.9884455366572690.02310892668546230.0115544633427312
360.992909649088750.01418070182250040.00709035091125018
370.9905751113425250.01884977731494970.00942488865747485
380.9938626885021660.01227462299566850.00613731149783424
390.9975376003996760.004924799200648810.00246239960032441
400.9966470057843430.006705988431313310.00335299421565665
410.9952784089161870.009443182167625350.00472159108381268
420.9940030401997930.01199391960041450.00599695980020725
430.993703867282150.01259226543570070.00629613271785037
440.9924885642572170.01502287148556630.00751143574278317
450.9969278016894230.006144396621153620.00307219831057681
460.9960183233302950.007963353339410530.00398167666970526
470.9947449766139150.01051004677216970.00525502338608486
480.9934379497668640.01312410046627140.00656205023313571
490.9913225068539010.01735498629219790.00867749314609893
500.9947698202596420.01046035948071610.00523017974035806
510.9980409879499350.00391802410013010.00195901205006505
520.9977232986828820.004553402634235610.0022767013171178
530.997042547504770.005914904990459180.00295745249522959
540.9961285179404830.007742964119034110.00387148205951706
550.9947849261269650.01043014774607080.00521507387303542
560.9931359854456630.01372802910867480.00686401455433739
570.9910235703899570.01795285922008630.00897642961004314
580.9980431573886310.00391368522273860.0019568426113693
590.9973721536311620.005255692737676650.00262784636883833
600.9965040184695290.006991963060941530.00349598153047076
610.9971654712557870.005669057488425190.0028345287442126
620.9965726924852860.006854615029427010.0034273075147135
630.996936802081630.006126395836740680.00306319791837034
640.9959885930716510.00802281385669760.0040114069283488
650.9962249091825490.007550181634901260.00377509081745063
660.9950706441120130.009858711775974770.00492935588798739
670.9941459203720650.01170815925586930.00585407962793463
680.9932679011005220.01346419779895570.00673209889947784
690.9923582967949860.01528340641002710.00764170320501354
700.9901274832949880.01974503341002320.00987251670501161
710.9875361934672960.02492761306540850.0124638065327043
720.9844940525258360.03101189494832890.0155059474741644
730.9826734118812050.03465317623759060.0173265881187953
740.9922413023192670.01551739536146620.00775869768073312
750.9930349293657790.01393014126844260.00696507063422132
760.9910947163581580.01781056728368390.00890528364184193
770.9904429218014310.0191141563971380.00955707819856902
780.987779502289040.0244409954219190.0122204977109595
790.9853072503043170.02938549939136690.0146927496956835
800.9814843600045860.03703127999082690.0185156399954135
810.9770346856271440.04593062874571110.0229653143728555
820.97293755359570.05412489280860.0270624464043
830.9841462783310880.03170744333782370.0158537216689118
840.984718462491830.03056307501634070.0152815375081704
850.9979143189022040.004171362195592050.00208568109779603
860.9973459603868570.005308079226285440.00265403961314272
870.9965884415261480.006823116947704460.00341155847385223
880.9955804345109970.008839130978005960.00441956548900298
890.9990234548481790.001953090303641880.000976545151820939
900.9986937079478650.002612584104269720.00130629205213486
910.9983088524440950.003382295111809120.00169114755590456
920.9977743550805290.004451289838941770.00222564491947089
930.9971697635882440.005660472823512020.00283023641175601
940.9970240323538760.005951935292248190.0029759676461241
950.9961983060716910.007603387856617950.00380169392830897
960.9958217235922620.008356552815475150.00417827640773757
970.9948701798976390.01025964020472120.00512982010236062
980.9984036763392680.003192647321463910.00159632366073196
990.9982853293325320.00342934133493620.0017146706674681
1000.9978196555759110.00436068884817840.0021803444240892
1010.9971562358133110.005687528373378780.00284376418668939
1020.9976051170532390.004789765893521670.00239488294676084
1030.9978415786660730.004316842667853570.00215842133392679
1040.9971835835937650.005632832812470680.00281641640623534
1050.9963405558620510.007318888275898110.00365944413794905
1060.9952968938187890.009406212362421220.00470310618121061
1070.9948346482784050.01033070344318970.00516535172159486
1080.9935387959742090.01292240805158170.00646120402579083
1090.9961021964368960.007795607126208060.00389780356310403
1100.9953194536509750.009361092698049710.00468054634902485
1110.9946465431231360.01070691375372860.00535345687686428
1120.9974888533048050.005022293390389240.00251114669519462
1130.9974742697516040.005051460496792180.00252573024839609
1140.997106195996340.005787608007319940.00289380400365997
1150.9977775587277140.004444882544572880.00222244127228644
1160.9977934945972070.004413010805586160.00220650540279308
1170.9977661810578860.004467637884228920.00223381894211446
1180.9990445073706190.00191098525876110.000955492629380549
1190.9998743230465630.0002513539068742650.000125676953437132
1200.9998446259528280.0003107480943431650.000155374047171582
1210.9997932596665310.000413480666938260.00020674033346913
1220.9998002469418750.0003995061162491440.000199753058124572
1230.9997287562301810.0005424875396388130.000271243769819406
1240.999980450154223.90996915590277e-051.95498457795138e-05
1250.9999767418714014.65162571975055e-052.32581285987528e-05
1260.9999690581129576.1883774086717e-053.09418870433585e-05
1270.999956119774278.77604514594027e-054.38802257297013e-05
1280.9999455210701440.0001089578597119565.44789298559778e-05
1290.9999287508347590.0001424983304828827.12491652414412e-05
1300.9999032127523050.0001935744953907139.67872476953564e-05
1310.9998735944400240.0002528111199517870.000126405559975894
1320.9998380495883220.0003239008233556620.000161950411677831
1330.9997772042552960.0004455914894078230.000222795744703912
1340.9997580219809850.0004839560380306790.00024197801901534
1350.9996793378571980.0006413242856033880.000320662142801694
1360.9999636157873997.27684252017134e-053.63842126008567e-05
1370.9999491683597450.0001016632805093015.08316402546506e-05
1380.9999627111123917.45777752187321e-053.7288887609366e-05
1390.999969619142066.07617158810693e-053.03808579405346e-05
1400.9999577329496498.45341007012498e-054.22670503506249e-05
1410.9999485537752560.0001028924494888445.14462247444222e-05
1420.9999285962507930.0001428074984134997.14037492067494e-05
1430.9999028791725850.0001942416548294549.71208274147272e-05
1440.9999017968609090.0001964062781819399.82031390909694e-05
1450.9998743439156570.0002513121686853560.000125656084342678
1460.9998384480470840.0003231039058324260.000161551952916213
1470.9999256513173040.0001486973653916247.4348682695812e-05
1480.9999411322001370.0001177355997266415.88677998633205e-05
1490.9999195144762720.0001609710474555878.04855237277934e-05
1500.9998904030674240.0002191938651523240.000109596932576162
1510.9999215340964640.0001569318070721057.84659035360523e-05
1520.9999052158163480.0001895683673037759.47841836518875e-05
1530.9998681013602420.0002637972795163620.000131898639758181
1540.9999880856553052.38286893909505e-051.19143446954753e-05
1550.9999859668308092.80663383821595e-051.40331691910797e-05
1560.9999837141138593.2571772282027e-051.62858861410135e-05
1570.9999787956971484.24086057047328e-052.12043028523664e-05
1580.9999792594015424.14811969167326e-052.07405984583663e-05
1590.9999791860217134.1627956574076e-052.0813978287038e-05
1600.9999993766138091.24677238236025e-066.23386191180127e-07
1610.9999997105847155.78830570095567e-072.89415285047783e-07
1620.9999999085454121.82909175803774e-079.14545879018868e-08
1630.9999999529215619.41568782550454e-084.70784391275227e-08
1640.9999999773649094.52701821847071e-082.26350910923536e-08
1650.9999999695225586.09548841214551e-083.04774420607276e-08
1660.9999999828801023.42397952375502e-081.71198976187751e-08
1670.9999999736933395.26133209598593e-082.63066604799297e-08
1680.9999999817404853.6519029319289e-081.82595146596445e-08
1690.9999999701290665.97418683678888e-082.98709341839444e-08
1700.9999999967684316.4631371853674e-093.2315685926837e-09
1710.9999999998694582.61083046806707e-101.30541523403353e-10
1720.9999999998157343.68531121551785e-101.84265560775892e-10
1730.9999999999058541.88291080447667e-109.41455402238336e-11
1740.9999999999594448.11121875765001e-114.055609378825e-11
1750.9999999999967566.48812704930327e-123.24406352465164e-12
1760.9999999999994851.02921371598217e-125.14606857991084e-13
1770.9999999999990471.90686396538587e-129.53431982692934e-13
1780.9999999999983833.23443779295683e-121.61721889647842e-12
1790.9999999999971875.6257916591253e-122.81289582956265e-12
1800.9999999999995548.92063339317734e-134.46031669658867e-13
1810.9999999999993261.34726890133107e-126.73634450665535e-13
1820.9999999999994431.11421961975959e-125.57109809879796e-13
1830.999999999998892.2193170267877e-121.10965851339385e-12
1840.9999999999986422.71654327775108e-121.35827163887554e-12
1850.9999999999999852.9746456526282e-141.4873228263141e-14
1860.9999999999999725.56301743987329e-142.78150871993665e-14
1870.9999999999999431.13997689742897e-135.69988448714486e-14
1880.9999999999998842.31333761904133e-131.15666880952067e-13
1890.9999999999999676.64907972402136e-143.32453986201068e-14
1900.9999999999999371.25441949113299e-136.27209745566495e-14
1910.9999999999999441.11083535167427e-135.55417675837137e-14
1920.9999999999999051.89711752808709e-139.48558764043544e-14
1930.9999999999998033.9392981771818e-131.9696490885909e-13
1940.9999999999997724.56660480147042e-132.28330240073521e-13
1950.9999999999998043.92828045115934e-131.96414022557967e-13
1960.9999999999998473.06461146144097e-131.53230573072048e-13
1970.9999999999996846.32682391034784e-133.16341195517392e-13
1980.9999999999993941.21226938476701e-126.06134692383505e-13
1990.9999999999987982.40331099974029e-121.20165549987014e-12
2000.9999999999977524.49648839366086e-122.24824419683043e-12
2010.9999999999964617.07817199078083e-123.53908599539042e-12
2020.9999999999939411.21188620570616e-116.05943102853078e-12
2030.9999999999939371.21258054673209e-116.06290273366045e-12
2040.999999999987852.43003189055978e-111.21501594527989e-11
2050.9999999999777844.44316489071912e-112.22158244535956e-11
2060.9999999999709345.81316864240422e-112.90658432120211e-11
2070.9999999999427391.14521187743219e-105.72605938716097e-11
2080.9999999999995978.05494381634322e-134.02747190817161e-13
2090.9999999999998243.52450970253932e-131.76225485126966e-13
2100.9999999999999191.61143577683811e-138.05717888419055e-14
2110.9999999999999131.73737189067701e-138.68685945338504e-14
2120.999999999999976.07806261612905e-143.03903130806452e-14
2130.9999999999999321.36801196808554e-136.84005984042769e-14
2140.9999999999998433.13373243268063e-131.56686621634031e-13
2150.9999999999998582.8415640454642e-131.4207820227321e-13
2160.9999999999997574.86995675402441e-132.43497837701221e-13
2170.9999999999995279.4663564727445e-134.73317823637225e-13
2180.999999999999151.70060243176526e-128.5030121588263e-13
2190.9999999999980843.83298622583205e-121.91649311291602e-12
2200.9999999999974815.0372793139042e-122.5186396569521e-12
2210.9999999999943511.12985348529216e-115.64926742646079e-12
2220.9999999999884012.31984975588257e-111.15992487794129e-11
2230.9999999999770364.59285313616725e-112.29642656808362e-11
2240.99999999994931.01400119301452e-105.07000596507258e-11
2250.9999999999192471.61505139754134e-108.0752569877067e-11
2260.9999999999653866.92272986414393e-113.46136493207197e-11
2270.9999999999294821.4103580825321e-107.05179041266052e-11
2280.9999999999019931.96013375889969e-109.80066879449847e-11
2290.9999999997984264.03148348772534e-102.01574174386267e-10
2300.9999999997807364.38527601599047e-102.19263800799524e-10
2310.9999999997425415.14918124684998e-102.57459062342499e-10
2320.9999999994593921.08121614286284e-095.40608071431418e-10
2330.9999999988898652.22027006459945e-091.11013503229973e-09
2340.9999999980515623.8968767986806e-091.9484383993403e-09
2350.9999999985990332.80193494326526e-091.40096747163263e-09
2360.9999999986330152.73396941614739e-091.36698470807369e-09
2370.9999999999943371.13256039551786e-115.66280197758928e-12
2380.9999999999891932.16136879633159e-111.08068439816579e-11
2390.9999999999732855.34302348342054e-112.67151174171027e-11
2400.999999999980443.91203086789075e-111.95601543394537e-11
2410.9999999999622557.54899502337763e-113.77449751168882e-11
2420.9999999999665696.68622744379576e-113.34311372189788e-11
2430.999999999985762.84807826630392e-111.42403913315196e-11
2440.999999999975674.86598411447276e-112.43299205723638e-11
2450.9999999999335231.32953636869484e-106.6476818434742e-11
2460.9999999998358733.2825443943358e-101.6412721971679e-10
2470.9999999995727628.54476715244689e-104.27238357622345e-10
2480.9999999989514062.09718800809313e-091.04859400404656e-09
2490.9999999977231674.5536650661646e-092.2768325330823e-09
2500.9999999959522218.09555892955446e-094.04777946477723e-09
2510.9999999963839337.23213481021852e-093.61606740510926e-09
2520.9999999920564211.58871579980893e-087.94357899904463e-09
2530.9999999808369733.8326054579204e-081.9163027289602e-08
2540.9999999514988839.70022338615227e-084.85011169307613e-08
2550.9999998843813662.31237267375176e-071.15618633687588e-07
2560.9999997300493465.39901307129198e-072.69950653564599e-07
2570.9999995838327278.32334545215638e-074.16167272607819e-07
2580.9999991398816941.72023661132093e-068.60118305660467e-07
2590.9999981414968973.71700620624908e-061.85850310312454e-06
2600.9999967679363336.46412733348103e-063.23206366674052e-06
2610.9999983689193443.26216131281198e-061.63108065640599e-06
2620.9999959761297498.04774050286471e-064.02387025143236e-06
2630.9999917920711631.64158576741829e-058.20792883709143e-06
2640.9999829132397953.41735204108427e-051.70867602054213e-05
2650.9999815989713473.68020573051537e-051.84010286525768e-05
2660.999966895483536.62090329397368e-053.31045164698684e-05
2670.999952096737199.5806525620264e-054.7903262810132e-05
2680.9999389637598990.0001220724802028146.10362401014071e-05
2690.9999944863290521.10273418955448e-055.51367094777242e-06
2700.9999945996708961.08006582073597e-055.40032910367983e-06
2710.9999889601712472.20796575067618e-051.10398287533809e-05
2720.999965789982656.84200347008635e-053.42100173504317e-05
2730.9998975216086410.0002049567827178980.000102478391358949
2740.9997178492038150.0005643015923695770.000282150796184789
2750.9991801051816750.001639789636649110.000819894818324554
2760.998212637879040.003574724241919420.00178736212095971
2770.9956564118333760.008687176333248130.00434358816662407
2780.9931286065974910.01374278680501860.00687139340250929
2790.9867322261642110.02653554767157820.0132677738357891
2800.9780792539367330.0438414921265330.0219207460632665
2810.953441900048380.09311619990324070.0465580999516204
2820.8804681693586360.2390636612827280.119531830641364







Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level2140.77536231884058NOK
5% type I error level2610.945652173913043NOK
10% type I error level2700.978260869565217NOK

\begin{tabular}{lllllllll}
\hline
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity \tabularnewline
Description & # significant tests & % significant tests & OK/NOK \tabularnewline
1% type I error level & 214 & 0.77536231884058 & NOK \tabularnewline
5% type I error level & 261 & 0.945652173913043 & NOK \tabularnewline
10% type I error level & 270 & 0.978260869565217 & NOK \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=186096&T=6

[TABLE]
[ROW][C]Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity[/C][/ROW]
[ROW][C]Description[/C][C]# significant tests[/C][C]% significant tests[/C][C]OK/NOK[/C][/ROW]
[ROW][C]1% type I error level[/C][C]214[/C][C]0.77536231884058[/C][C]NOK[/C][/ROW]
[ROW][C]5% type I error level[/C][C]261[/C][C]0.945652173913043[/C][C]NOK[/C][/ROW]
[ROW][C]10% type I error level[/C][C]270[/C][C]0.978260869565217[/C][C]NOK[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=186096&T=6

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=186096&T=6

As an alternative you can also use a QR Code:  

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

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level2140.77536231884058NOK
5% type I error level2610.945652173913043NOK
10% type I error level2700.978260869565217NOK



Parameters (Session):
par1 = 4 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ;
Parameters (R input):
par1 = 4 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ;
R code (references can be found in the software module):
library(lattice)
library(lmtest)
n25 <- 25 #minimum number of obs. for Goldfeld-Quandt test
par1 <- as.numeric(par1)
x <- t(y)
k <- length(x[1,])
n <- length(x[,1])
x1 <- cbind(x[,par1], x[,1:k!=par1])
mycolnames <- c(colnames(x)[par1], colnames(x)[1:k!=par1])
colnames(x1) <- mycolnames #colnames(x)[par1]
x <- x1
if (par3 == 'First Differences'){
x2 <- array(0, dim=c(n-1,k), dimnames=list(1:(n-1), paste('(1-B)',colnames(x),sep='')))
for (i in 1:n-1) {
for (j in 1:k) {
x2[i,j] <- x[i+1,j] - x[i,j]
}
}
x <- x2
}
if (par2 == 'Include Monthly Dummies'){
x2 <- array(0, dim=c(n,11), dimnames=list(1:n, paste('M', seq(1:11), sep ='')))
for (i in 1:11){
x2[seq(i,n,12),i] <- 1
}
x <- cbind(x, x2)
}
if (par2 == 'Include Quarterly Dummies'){
x2 <- array(0, dim=c(n,3), dimnames=list(1:n, paste('Q', seq(1:3), sep ='')))
for (i in 1:3){
x2[seq(i,n,4),i] <- 1
}
x <- cbind(x, x2)
}
k <- length(x[1,])
if (par3 == 'Linear Trend'){
x <- cbind(x, c(1:n))
colnames(x)[k+1] <- 't'
}
x
k <- length(x[1,])
df <- as.data.frame(x)
(mylm <- lm(df))
(mysum <- summary(mylm))
if (n > n25) {
kp3 <- k + 3
nmkm3 <- n - k - 3
gqarr <- array(NA, dim=c(nmkm3-kp3+1,3))
numgqtests <- 0
numsignificant1 <- 0
numsignificant5 <- 0
numsignificant10 <- 0
for (mypoint in kp3:nmkm3) {
j <- 0
numgqtests <- numgqtests + 1
for (myalt in c('greater', 'two.sided', 'less')) {
j <- j + 1
gqarr[mypoint-kp3+1,j] <- gqtest(mylm, point=mypoint, alternative=myalt)$p.value
}
if (gqarr[mypoint-kp3+1,2] < 0.01) numsignificant1 <- numsignificant1 + 1
if (gqarr[mypoint-kp3+1,2] < 0.05) numsignificant5 <- numsignificant5 + 1
if (gqarr[mypoint-kp3+1,2] < 0.10) numsignificant10 <- numsignificant10 + 1
}
gqarr
}
bitmap(file='test0.png')
plot(x[,1], type='l', main='Actuals and Interpolation', ylab='value of Actuals and Interpolation (dots)', xlab='time or index')
points(x[,1]-mysum$resid)
grid()
dev.off()
bitmap(file='test1.png')
plot(mysum$resid, type='b', pch=19, main='Residuals', ylab='value of Residuals', xlab='time or index')
grid()
dev.off()
bitmap(file='test2.png')
hist(mysum$resid, main='Residual Histogram', xlab='values of Residuals')
grid()
dev.off()
bitmap(file='test3.png')
densityplot(~mysum$resid,col='black',main='Residual Density Plot', xlab='values of Residuals')
dev.off()
bitmap(file='test4.png')
qqnorm(mysum$resid, main='Residual Normal Q-Q Plot')
qqline(mysum$resid)
grid()
dev.off()
(myerror <- as.ts(mysum$resid))
bitmap(file='test5.png')
dum <- cbind(lag(myerror,k=1),myerror)
dum
dum1 <- dum[2:length(myerror),]
dum1
z <- as.data.frame(dum1)
z
plot(z,main=paste('Residual Lag plot, lowess, and regression line'), ylab='values of Residuals', xlab='lagged values of Residuals')
lines(lowess(z))
abline(lm(z))
grid()
dev.off()
bitmap(file='test6.png')
acf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Autocorrelation Function')
grid()
dev.off()
bitmap(file='test7.png')
pacf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Partial Autocorrelation Function')
grid()
dev.off()
bitmap(file='test8.png')
opar <- par(mfrow = c(2,2), oma = c(0, 0, 1.1, 0))
plot(mylm, las = 1, sub='Residual Diagnostics')
par(opar)
dev.off()
if (n > n25) {
bitmap(file='test9.png')
plot(kp3:nmkm3,gqarr[,2], main='Goldfeld-Quandt test',ylab='2-sided p-value',xlab='breakpoint')
grid()
dev.off()
}
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Estimated Regression Equation', 1, TRUE)
a<-table.row.end(a)
myeq <- colnames(x)[1]
myeq <- paste(myeq, '[t] = ', sep='')
for (i in 1:k){
if (mysum$coefficients[i,1] > 0) myeq <- paste(myeq, '+', '')
myeq <- paste(myeq, mysum$coefficients[i,1], sep=' ')
if (rownames(mysum$coefficients)[i] != '(Intercept)') {
myeq <- paste(myeq, rownames(mysum$coefficients)[i], sep='')
if (rownames(mysum$coefficients)[i] != 't') myeq <- paste(myeq, '[t]', sep='')
}
}
myeq <- paste(myeq, ' + e[t]')
a<-table.row.start(a)
a<-table.element(a, myeq)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,hyperlink('ols1.htm','Multiple Linear Regression - Ordinary Least Squares',''), 6, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Variable',header=TRUE)
a<-table.element(a,'Parameter',header=TRUE)
a<-table.element(a,'S.D.',header=TRUE)
a<-table.element(a,'T-STAT
H0: parameter = 0',header=TRUE)
a<-table.element(a,'2-tail p-value',header=TRUE)
a<-table.element(a,'1-tail p-value',header=TRUE)
a<-table.row.end(a)
for (i in 1:k){
a<-table.row.start(a)
a<-table.element(a,rownames(mysum$coefficients)[i],header=TRUE)
a<-table.element(a,mysum$coefficients[i,1])
a<-table.element(a, round(mysum$coefficients[i,2],6))
a<-table.element(a, round(mysum$coefficients[i,3],4))
a<-table.element(a, round(mysum$coefficients[i,4],6))
a<-table.element(a, round(mysum$coefficients[i,4]/2,6))
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Regression Statistics', 2, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Multiple R',1,TRUE)
a<-table.element(a, sqrt(mysum$r.squared))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'R-squared',1,TRUE)
a<-table.element(a, mysum$r.squared)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Adjusted R-squared',1,TRUE)
a<-table.element(a, mysum$adj.r.squared)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (value)',1,TRUE)
a<-table.element(a, mysum$fstatistic[1])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (DF numerator)',1,TRUE)
a<-table.element(a, mysum$fstatistic[2])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (DF denominator)',1,TRUE)
a<-table.element(a, mysum$fstatistic[3])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'p-value',1,TRUE)
a<-table.element(a, 1-pf(mysum$fstatistic[1],mysum$fstatistic[2],mysum$fstatistic[3]))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Residual Statistics', 2, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Residual Standard Deviation',1,TRUE)
a<-table.element(a, mysum$sigma)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Sum Squared Residuals',1,TRUE)
a<-table.element(a, sum(myerror*myerror))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Actuals, Interpolation, and Residuals', 4, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Time or Index', 1, TRUE)
a<-table.element(a, 'Actuals', 1, TRUE)
a<-table.element(a, 'Interpolation
Forecast', 1, TRUE)
a<-table.element(a, 'Residuals
Prediction Error', 1, TRUE)
a<-table.row.end(a)
for (i in 1:n) {
a<-table.row.start(a)
a<-table.element(a,i, 1, TRUE)
a<-table.element(a,x[i])
a<-table.element(a,x[i]-mysum$resid[i])
a<-table.element(a,mysum$resid[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable4.tab')
if (n > n25) {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Goldfeld-Quandt test for Heteroskedasticity',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'p-values',header=TRUE)
a<-table.element(a,'Alternative Hypothesis',3,header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'breakpoint index',header=TRUE)
a<-table.element(a,'greater',header=TRUE)
a<-table.element(a,'2-sided',header=TRUE)
a<-table.element(a,'less',header=TRUE)
a<-table.row.end(a)
for (mypoint in kp3:nmkm3) {
a<-table.row.start(a)
a<-table.element(a,mypoint,header=TRUE)
a<-table.element(a,gqarr[mypoint-kp3+1,1])
a<-table.element(a,gqarr[mypoint-kp3+1,2])
a<-table.element(a,gqarr[mypoint-kp3+1,3])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable5.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Description',header=TRUE)
a<-table.element(a,'# significant tests',header=TRUE)
a<-table.element(a,'% significant tests',header=TRUE)
a<-table.element(a,'OK/NOK',header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'1% type I error level',header=TRUE)
a<-table.element(a,numsignificant1)
a<-table.element(a,numsignificant1/numgqtests)
if (numsignificant1/numgqtests < 0.01) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'5% type I error level',header=TRUE)
a<-table.element(a,numsignificant5)
a<-table.element(a,numsignificant5/numgqtests)
if (numsignificant5/numgqtests < 0.05) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'10% type I error level',header=TRUE)
a<-table.element(a,numsignificant10)
a<-table.element(a,numsignificant10/numgqtests)
if (numsignificant10/numgqtests < 0.1) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable6.tab')
}