Multiple Linear Regression - Estimated Regression Equation
Aantalhuwelijken[t] = + 2248.6655982906 + 169.478174603174Dummy[t] -813.27090964591M1[t] -105.655525030524M2[t] + 169.036782661784M3[t] + 1065.03678266178M4[t] + 2618.65216727716M5[t] + 3073.69230769231M6[t] + 3246.07692307692M7[t] + 3903.46153846154M8[t] + 3222.84615384615M9[t] + 955.307692307692M10[t] -376.692307692306M11[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2248.6655982906119.13477718.87500
Dummy169.47817460317465.8596392.57330.0110910.005545
M1-813.27090964591160.92428-5.05371e-061e-06
M2-105.655525030524160.92428-0.65660.5125230.256261
M3169.036782661784160.924281.05040.2953010.14765
M41065.03678266178160.924286.618200
M52618.65216727716160.9242816.272600
M63073.69230769231160.84451519.109700
M73246.07692307692160.84451520.181500
M83903.46153846154160.84451524.268500
M93222.84615384615160.84451520.03700
M10955.307692307692160.8445155.939300
M11-376.692307692306160.844515-2.3420.0205620.010281


Multiple Linear Regression - Regression Statistics
Multiple R0.97194288209495
R-squared0.944672966055038
Adjusted R-squared0.940030138031685
F-TEST (value)203.469299595706
F-TEST (DF numerator)12
F-TEST (DF denominator)143
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation410.074661434315
Sum Squared Residuals24047055.5969170


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
115671435.39468864469131.60531135531
222372143.0100732600793.9899267399274
325982417.70238095238180.297619047623
437293313.70238095238415.297619047616
557154867.31776556777847.682234432233
657765322.35790598291453.642094017094
758525494.74252136751357.257478632492
868786152.12713675215725.872863247851
954885471.5117521367516.4882478632508
1035833203.97329059830379.026709401704
1120541871.97329059828182.026709401717
1222822248.665598290633.3344017094019
1315521435.39468864469116.605311355312
1422612143.01007326007117.989926739927
1524462417.7023809523828.2976190476187
1635193313.70238095238205.297619047619
1751614867.31776556777293.682234432235
1850855322.35790598291-237.357905982906
1957115494.74252136752216.257478632477
2060576152.12713675214-95.1271367521358
2152245471.51175213675-247.511752136752
2233633203.97329059829159.02670940171
2318991871.9732905982927.0267094017086
2421152248.6655982906-133.665598290598
2514911435.3946886446955.6053113553113
2620612143.01007326007-82.0100732600734
2724192417.702380952381.29761904761871
2834303313.70238095238116.297619047619
2947784867.31776556777-89.3177655677652
3048625322.35790598291-460.357905982906
3161765494.74252136752681.257478632477
3256646152.12713675214-488.127136752136
3355295471.5117521367557.4882478632475
3434183203.97329059829214.02670940171
3519411871.9732905982969.0267094017081
3624022248.6655982906153.334401709402
3715791435.39468864469143.605311355311
3821462143.010073260072.9899267399266
3924622417.7023809523844.2976190476187
4036953313.70238095238381.297619047619
4148314867.31776556777-36.3177655677651
4251345322.35790598291-188.357905982906
4362505494.74252136752755.257478632477
4457606152.12713675214-392.127136752136
4562495471.51175213675777.488247863247
4629173203.97329059829-286.97329059829
4717411871.97329059829-130.973290598291
4823592248.6655982906110.334401709402
4915111435.3946886446975.6053113553113
5020592143.01007326007-84.0100732600734
5126352417.70238095238217.297619047619
5228673313.70238095238-446.702380952381
5344034867.31776556777-464.317765567765
5457205322.35790598291397.642094017094
5545025494.74252136752-992.742521367523
5657496152.12713675214-403.127136752136
5756275471.51175213675155.488247863247
5828463203.97329059829-357.97329059829
5917621871.97329059829-109.973290598291
6024292248.6655982906180.334401709402
6111691435.39468864469-266.394688644689
6221542143.0100732600710.9899267399266
6322492417.70238095238-168.702380952381
6426873313.70238095238-626.70238095238
6543594867.31776556777-508.317765567765
6653825322.3579059829159.6420940170937
6744595494.74252136752-1035.74252136752
6863986152.12713675214245.872863247864
6945965471.51175213675-875.511752136752
7030243203.97329059829-179.973290598290
7118871871.9732905982915.0267094017086
7220702248.6655982906-178.665598290598
7313511435.39468864469-84.3946886446887
7422182143.0100732600774.9899267399265
7524612417.7023809523843.2976190476187
7630283313.70238095238-285.702380952381
7747844867.31776556777-83.3177655677652
7849755491.83608058608-516.836080586081
7946075664.2206959707-1057.22069597070
8062496321.60531135531-72.6053113553099
8148095640.98992673993-831.989926739926
8231573373.45146520146-216.451465201465
8319102041.45146520147-131.451465201466
8422282418.14377289377-190.143772893772
8516731604.8728632478668.1271367521368
8625892312.48824786325276.511752136752
8723322587.18055555556-255.180555555556
8837853483.18055555556301.819444444444
8949165036.79594017094-120.795940170940
9052075491.83608058608-284.836080586081
9160555664.2206959707390.779304029303
9257516321.60531135531-570.60531135531
9352475640.98992673993-393.989926739927
9433873373.4514652014613.5485347985350
9520912041.4514652014749.5485347985342
9624012418.14377289377-17.1437728937722
9716641604.8728632478659.1271367521368
9822052312.48824786325-107.488247863248
9922952587.18055555556-292.180555555556
10037623483.18055555556278.819444444445
10148905036.79594017094-146.795940170940
10251175491.83608058608-374.836080586081
10360995664.2206959707434.779304029303
10458656321.60531135531-456.60531135531
10555945640.98992673993-46.9899267399269
10632293373.45146520146-144.451465201465
10721062041.4514652014764.5485347985342
10824102418.14377289377-8.1437728937722
10915831604.87286324786-21.8728632478631
11020922312.48824786325-220.488247863248
11126122587.1805555555624.8194444444442
11236653483.18055555556181.819444444445
11348805036.79594017094-156.795940170940
11458755491.83608058608383.163919413919
11558925664.2206959707227.779304029303
11660786321.60531135531-243.60531135531
11765155640.98992673993874.010073260073
11831643373.45146520146-209.451465201465
11920282041.45146520147-13.4514652014658
12026772418.14377289377258.856227106227
12115801604.87286324786-24.8728632478631
12221962312.48824786325-116.488247863248
12328382587.18055555556250.819444444444
12430873483.18055555556-396.180555555555
12547265036.79594017094-310.795940170940
12665215491.836080586081029.16391941392
12767395664.22069597071074.77930402930
12859436321.60531135531-378.60531135531
12962655640.98992673993624.010073260073
13033233373.45146520146-50.451465201465
13120982041.4514652014756.5485347985342
13225442418.14377289377125.856227106227
13314421604.87286324786-162.872863247863
13423072312.48824786325-5.48824786324774
13528112587.18055555556223.819444444444
13634613483.18055555556-22.1805555555554
13754515036.79594017094414.20405982906
13854815491.83608058608-10.8360805860811
13951145664.2206959707-550.220695970697
14083816321.605311355312059.39468864469
14152155640.98992673993-425.989926739927
14237003373.45146520146326.548534798535
14321222041.4514652014780.5485347985342
14423112418.14377289377-107.143772893772
14515151604.87286324786-89.8728632478631
14623512312.4882478632538.5117521367523
14722892587.18055555556-298.180555555556
14833803483.18055555556-103.180555555555
14953985036.79594017094361.20405982906
15052425491.83608058608-249.836080586081
15151625664.2206959707-502.220695970697
15263916321.6053113553169.39468864469
15359585640.98992673993317.010073260073
15437273373.45146520146353.548534798535
15518832041.45146520147-158.451465201466
15621912418.14377289377-227.143772893772


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
160.02245695050856520.04491390101713030.977543049491435
170.1065022788963790.2130045577927580.89349772110362
180.2222030304573950.4444060609147890.777796969542605
190.1371154857910670.2742309715821350.862884514208933
200.2752898656072030.5505797312144070.724710134392797
210.2062752666737100.4125505333474210.79372473332629
220.1474280285678300.2948560571356590.85257197143217
230.09811350549558310.1962270109911660.901886494504417
240.0638768715160780.1277537430321560.936123128483922
250.03864952820216860.07729905640433720.961350471797831
260.0249574325841190.0499148651682380.975042567415881
270.01455293233468130.02910586466936260.985447067665319
280.009272225475558140.01854445095111630.990727774524442
290.02164010291127660.04328020582255320.978359897088723
300.03139619655489040.06279239310978080.96860380344511
310.03363008991568150.0672601798313630.966369910084318
320.07847957828246170.1569591565649230.921520421717538
330.05728644665609220.1145728933121840.942713553343908
340.04032888416766510.08065776833533020.959671115832335
350.02707391323628320.05414782647256630.972926086763717
360.01949856573689620.03899713147379240.980501434263104
370.01281132153781000.02562264307562000.98718867846219
380.00809172889494880.01618345778989760.991908271105051
390.00501546413161350.0100309282632270.994984535868386
400.003621417481427470.007242834962854940.996378582518572
410.003414791014219860.006829582028439730.99658520898578
420.002129451931964310.004258903863928610.997870548068036
430.002930602471473110.005861204942946210.997069397528527
440.003211854073915710.006423708147831430.996788145926084
450.01573313395277810.03146626790555620.984266866047222
460.01868253852378820.03736507704757630.981317461476212
470.01404704750173060.02809409500346120.98595295249827
480.009968887481797330.01993777496359470.990031112518203
490.006908479930580950.01381695986116190.993091520069419
500.004686520034819250.00937304006963850.99531347996518
510.003521813371146390.007043626742292790.996478186628854
520.007527391218254870.01505478243650970.992472608781745
530.01373167769016670.02746335538033350.986268322309833
540.01713065581612590.03426131163225180.982869344183874
550.1772051003513730.3544102007027450.822794899648628
560.1620343537182860.3240687074365730.837965646281714
570.1389969781514360.2779939563028730.861003021848564
580.1342464956504160.2684929913008310.865753504349584
590.1095886885125280.2191773770250550.890411311487472
600.09382611719665720.1876522343933140.906173882803343
610.08339604984329850.1667920996865970.916603950156702
620.06622381249610960.1324476249922190.93377618750389
630.05468768153036460.1093753630607290.945312318469635
640.07725524039499660.1545104807899930.922744759605003
650.08682244106398830.1736448821279770.913177558936012
660.07042343101345580.1408468620269120.929576568986544
670.2087344326619000.4174688653238000.7912655673381
680.195217348566450.39043469713290.80478265143355
690.3204126355831430.6408252711662870.679587364416857
700.2825581579286670.5651163158573340.717441842071333
710.2421041458430170.4842082916860350.757895854156982
720.2111273808303800.4222547616607590.78887261916962
730.1780995279154180.3561990558308350.821900472084582
740.1492955318209290.2985910636418570.850704468179071
750.1251313390959460.2502626781918910.874868660904054
760.1078054457823280.2156108915646560.892194554217672
770.08680134502759720.1736026900551940.913198654972403
780.08099048157033430.1619809631406690.919009518429666
790.1408376320972710.2816752641945410.85916236790273
800.1455549743200110.2911099486400220.85444502567999
810.1890917433394450.3781834866788890.810908256660555
820.1725435048771510.3450870097543030.827456495122849
830.1530551140953580.3061102281907170.846944885904642
840.1310918457302470.2621836914604950.868908154269753
850.1190280718592630.2380561437185270.880971928140737
860.1235825553635630.2471651107271260.876417444636437
870.1027349461238720.2054698922477430.897265053876128
880.1057893194518170.2115786389036340.894210680548183
890.08630508446965560.1726101689393110.913694915530344
900.0760798248918090.1521596497836180.923920175108191
910.08343228566026980.1668645713205400.91656771433973
920.0989452587555730.1978905175111460.901054741244427
930.1016657067114720.2033314134229450.898334293288528
940.08320284977697550.1664056995539510.916797150223025
950.06726315838374640.1345263167674930.932736841616254
960.05277520004540150.1055504000908030.947224799954599
970.0416493574659420.0832987149318840.958350642534058
980.03144201133768280.06288402267536550.968557988662317
990.02587123070348090.05174246140696170.97412876929652
1000.02366377121764120.04732754243528250.976336228782359
1010.01797907377129380.03595814754258770.982020926228706
1020.01880003045189220.03760006090378450.981199969548108
1030.02004597505924830.04009195011849660.979954024940752
1040.0263997660764110.0527995321528220.973600233923589
1050.02269506350247750.04539012700495490.977304936497523
1060.01731782993222240.03463565986444480.982682170067778
1070.01263991729375940.02527983458751890.98736008270624
1080.008909608162749540.01781921632549910.99109039183725
1090.006162113605493160.01232422721098630.993837886394507
1100.004390187410807370.008780374821614740.995609812589193
1110.002968182709590890.005936365419181780.99703181729041
1120.002312874924113780.004625749848227570.997687125075886
1130.001648550235523590.003297100471047190.998351449764476
1140.001429273786831920.002858547573663840.998570726213168
1150.001033031766955920.002066063533911840.998966968233044
1160.001392532085642430.002785064171284860.998607467914358
1170.003736857169579700.007473714339159390.99626314283042
1180.002930510307996620.005861020615993250.997069489692003
1190.001844564909397930.003689129818795860.998155435090602
1200.001385302129468060.002770604258936120.998614697870532
1210.0008437172703728680.001687434540745740.999156282729627
1220.0005070346345909980.001014069269182000.99949296536541
1230.0003462381820957780.0006924763641915550.999653761817904
1240.0002521449455373660.0005042898910747320.999747855054463
1250.0002620008155766520.0005240016311533040.999737999184423
1260.001898002642739730.003796005285479450.99810199735726
1270.03660539058117920.07321078116235840.96339460941882
1280.1974105328906980.3948210657813960.802589467109302
1290.2483639820480390.4967279640960780.751636017951961
1300.2183279800988890.4366559601977780.78167201990111
1310.1641947211637960.3283894423275920.835805278836204
1320.1293143989377840.2586287978755690.870685601062216
1330.08983036947618950.1796607389523790.91016963052381
1340.05862239269508550.1172447853901710.941377607304914
1350.04866937408675430.09733874817350860.951330625913246
1360.02871247027662570.05742494055325140.971287529723374
1370.0167220245301690.0334440490603380.983277975469831
1380.00885922265324330.01771844530648660.991140777346757
1390.004426669735948120.008853339471896240.995573330264052
1400.6290763301872780.7418473396254450.370923669812722


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level250.2NOK
5% type I error level530.424NOK
10% type I error level650.52NOK