Multiple Linear Regression - Estimated Regression Equation
Huwelijken[t] = + 2280.23397435897 + 13.2797619047618Dummy[t] -807.055402930404M1[t] -114.824633699637M2[t] + 154.713827838829M3[t] + 1029.25228937729M4[t] + 2549.94459706960M5[t] + 3006.25228937728M6[t] + 3171.76923076923M7[t] + 3817.30769230770M8[t] + 3149.46153846154M9[t] + 933.615384615386M10[t] -368.692307692308M11[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2280.23397435897113.22733320.138500
Dummy13.279761904761862.5939080.21220.8322860.416143
M1-807.055402930404152.944652-5.276800
M2-114.824633699637152.944652-0.75080.4540310.227016
M3154.713827838829152.9446521.01160.3134530.156727
M41029.25228937729152.9446526.729600
M52549.94459706960152.94465216.672300
M63006.25228937728152.94465219.655800
M73171.76923076923152.86884320.748300
M83817.30769230770152.86884324.971100
M93149.46153846154152.86884320.602400
M10933.615384615386152.8688436.107300
M11-368.692307692308152.868843-2.41180.0171410.008571


Multiple Linear Regression - Regression Statistics
Multiple R0.973352910832983
R-squared0.94741588902704
Adjusted R-squared0.943003236357981
F-TEST (value)214.704387605692
F-TEST (DF numerator)12
F-TEST (DF denominator)143
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation389.740605971138
Sum Squared Residuals21721376.8118132


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
115671473.1785714285693.821428571437
222372165.4093406593471.5906593406562
325982434.94780219779163.052197802205
437293309.48626373625419.513736263746
557154830.17857142857884.821428571427
657765286.48626373627489.513736263732
758525452.0032051282399.996794871796
868786097.54166666665780.458333333354
954885429.6955128205158.304487179488
1035833213.84935897436369.15064102564
1120541911.54166666667142.458333333328
1222822280.233974358981.76602564102120
1315521473.1785714285778.821428571428
1422612165.4093406593495.5906593406597
1524462434.9478021978011.0521978021972
1635193309.48626373626209.513736263735
1751614830.17857142857330.821428571428
1850855286.48626373626-201.486263736263
1957115452.0032051282258.996794871795
2060576097.54166666667-40.5416666666685
2152245429.69551282051-205.695512820513
2233633213.84935897436149.150641025641
2318991911.54166666667-12.5416666666665
2421152280.23397435898-165.233974358975
2514911473.1785714285717.8214285714274
2620612165.40934065934-104.409340659340
2724192434.94780219780-15.9478021978028
2834303309.48626373626120.513736263735
2947784830.17857142857-52.178571428572
3048625286.48626373626-424.486263736263
3161765452.0032051282723.996794871794
3256646097.54166666667-433.541666666669
3355295429.6955128205199.3044871794869
3434183213.84935897436204.150641025641
3519411911.5416666666729.4583333333334
3624022280.23397435898121.766025641025
3715791473.17857142857105.821428571427
3821462165.40934065934-19.4093406593403
3924622434.9478021978027.0521978021972
4036953309.48626373626385.513736263735
4148314830.178571428570.82142857142801
4251345286.48626373626-152.486263736263
4362505452.0032051282797.996794871794
4457606097.54166666667-337.541666666668
4562495429.69551282051819.304487179487
4629173213.84935897436-296.849358974359
4717411911.54166666667-170.541666666667
4823592280.2339743589878.766025641025
4915111473.1785714285737.8214285714274
5020592165.40934065934-106.409340659340
5126352434.94780219780200.052197802197
5228673309.48626373626-442.486263736265
5344034830.17857142857-427.178571428572
5457205286.48626373626433.513736263736
5545025452.0032051282-950.003205128205
5657496097.54166666667-348.541666666668
5756275429.69551282051197.304487179487
5828463213.84935897436-367.849358974359
5917621911.54166666667-149.541666666667
6024292280.23397435898148.766025641025
6111691473.17857142857-304.178571428573
6221542165.40934065934-11.4093406593403
6322492434.94780219780-185.947802197803
6426873309.48626373627-622.486263736265
6543594830.17857142857-471.178571428572
6653825286.4862637362695.5137362637365
6744595452.0032051282-993.003205128205
6863986097.54166666667300.458333333332
6945965429.69551282051-833.695512820513
7030243213.84935897436-189.849358974359
7118871911.54166666667-24.5416666666665
7220702280.23397435898-210.233974358975
7313511473.17857142857-122.178571428573
7422182165.4093406593452.5906593406597
7524612434.9478021978026.0521978021972
7630283309.48626373626-281.486263736265
7747844830.17857142857-46.178571428572
7849755286.48626373626-311.486263736263
7946075465.28296703297-858.282967032967
8062496110.82142857143138.178571428570
8148095442.97527472527-633.975274725274
8231573227.12912087912-70.1291208791209
8319101924.82142857143-14.8214285714279
8422282293.51373626374-65.5137362637364
8515941486.45833333333107.541666666666
8624672178.6891025641288.310897435898
8722222448.22756410256-226.227564102565
8836073322.76602564103284.233974358974
8946854843.45833333333-158.458333333333
9049625299.76602564102-337.766025641025
9157705465.28296703297304.717032967033
9254806110.82142857143-630.82142857143
9350005442.97527472527-442.975274725275
9432283227.129120879120.870879120879065
9519931924.8214285714368.1785714285721
9622882293.51373626374-5.5137362637364
9715881486.45833333333101.541666666666
9821052178.6891025641-73.689102564102
9921912448.22756410256-257.227564102564
10035913322.76602564103268.233974358974
10146684843.45833333333-175.458333333333
10248855299.76602564102-414.766025641025
10358225465.28296703297356.717032967033
10455996110.82142857143-511.82142857143
10553405442.97527472528-102.975274725275
10630823227.12912087912-145.129120879121
10720101924.8214285714385.1785714285721
10823012293.513736263747.4862637362636
10915071486.4583333333320.541666666666
11019922178.6891025641-186.689102564102
11124872448.2275641025638.7724358974355
11234903322.76602564103167.233974358974
11346474843.45833333333-196.458333333333
11455945299.76602564102294.233974358976
11556115465.28296703297145.717032967033
11657886110.82142857143-322.82142857143
11762045442.97527472528761.024725274725
11830133227.12912087912-214.129120879121
11919311924.821428571436.1785714285721
12025492293.51373626374255.486263736263
12115041486.4583333333317.541666666666
12220902178.6891025641-88.689102564102
12327022448.22756410256253.772435897436
12429393322.76602564103-383.766025641026
12545004843.45833333333-343.458333333333
12662085299.76602564102908.233974358975
12764155465.28296703297949.717032967033
12856576110.82142857143-453.82142857143
12959645442.97527472527521.024725274725
13031633227.12912087912-64.1291208791209
13119971924.8214285714372.1785714285721
13224222293.51373626374128.486263736263
13313761486.45833333333-110.458333333334
13422022178.689102564123.3108974358981
13526832448.22756410256234.772435897436
13633033322.76602564103-19.7660256410262
13752024843.45833333333358.541666666667
13852315299.76602564102-68.7660256410247
13948805465.28296703297-585.282967032967
14079986110.821428571431887.17857142857
14149775442.97527472527-465.975274725275
14235313227.12912087912303.870879120879
14320251924.82142857143100.178571428572
14422052293.51373626374-88.5137362637364
14514421486.45833333333-44.458333333334
14622382178.689102564159.3108974358981
14721792448.22756410256-269.227564102564
14832183322.76602564103-104.766025641026
14951394843.45833333333295.541666666667
15049905299.76602564102-309.766025641025
15149145465.28296703297-551.282967032967
15260846110.82142857143-26.8214285714303
15356725442.97527472528229.024725274725
15435483227.12912087912320.870879120879
15517931924.82142857143-131.821428571428
15620862293.51373626374-207.513736263736


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
160.02678614541041220.05357229082082450.973213854589588
170.1305736896746150.2611473793492300.869426310325385
180.2723733239016420.5447466478032850.727626676098358
190.1778229330015940.3556458660031870.822177066998406
200.3479010598553270.6958021197106540.652098940144673
210.2720459841562210.5440919683124430.727954015843779
220.2039302588185690.4078605176371380.79606974118143
230.1428673654389450.2857347308778890.857132634561055
240.09817419163647770.1963483832729550.901825808363522
250.06276271504321280.1255254300864260.937237284956787
260.04268239165192210.08536478330384420.957317608348078
270.02632939370734920.05265878741469840.97367060629265
280.01769438859874100.03538877719748210.982305611401259
290.04023315127444380.08046630254888760.959766848725556
300.05780691817596790.1156138363519360.942193081824032
310.06570848864249160.1314169772849830.934291511357508
320.1413552377501470.2827104755002940.858644762249853
330.1092180555278410.2184361110556820.89078194447216
340.08155151192156450.1631030238431290.918448488078436
350.05799111423148060.1159822284629610.94200888576852
360.04385586327338290.08771172654676590.956144136726617
370.03043032997556160.06086065995112310.969569670024439
380.02041589401454050.0408317880290810.97958410598546
390.0134436092050580.0268872184101160.986556390794942
400.01039120787413130.02078241574826260.989608792125869
410.01015114388230670.02030228776461340.989848856117693
420.006714514417160060.01342902883432010.99328548558284
430.01047622705371920.02095245410743840.98952377294628
440.01145633692037330.02291267384074660.988543663079627
450.05235698305161940.1047139661032390.94764301694838
460.0614918654741150.122983730948230.938508134525885
470.04916385297058150.0983277059411630.950836147029419
480.03726838507411550.0745367701482310.962731614925885
490.02753250120106190.05506500240212390.972467498798938
500.02005755358065890.04011510716131770.97994244641934
510.01602220445850940.03204440891701870.98397779554149
520.03111736602798410.06223473205596820.968882633972016
530.05165391613049140.1033078322609830.948346083869509
540.06526959185992190.1305391837198440.934730408140078
550.3863419970595460.7726839941190930.613658002940454
560.361550180567720.723100361135440.63844981943228
570.3351116233471060.6702232466942120.664888376652894
580.3291859146460860.6583718292921710.670814085353914
590.2864794950317900.5729589900635790.71352050496821
600.2572924824919600.5145849649839190.74270751750804
610.2383041129102710.4766082258205420.761695887089729
620.202089485045040.404178970090080.79791051495496
630.1763092501384650.3526185002769300.823690749861535
640.2297816548473900.4595633096947810.77021834515261
650.2487630171421310.4975260342842630.751236982857869
660.2178168447682140.4356336895364280.782183155231786
670.4549017718970180.9098035437940370.545098228102982
680.4499405241286910.8998810482573830.550059475871309
690.5997287827426280.8005424345147440.400271217257372
700.5568738198026280.8862523603947440.443126180197372
710.5075426463014060.9849147073971880.492457353698594
720.4669747928899460.9339495857798930.533025207110054
730.4198443734907120.8396887469814230.580155626509288
740.3755359336835260.7510718673670510.624464066316474
750.3353055689321400.6706111378642790.66469443106786
760.3030491425066290.6060982850132580.696950857493371
770.2665066365609290.5330132731218570.733493363439071
780.240369864146750.48073972829350.75963013585325
790.2911003358503420.5822006717006840.708899664149658
800.3153926765272350.630785353054470.684607323472765
810.3362316725006030.6724633450012060.663768327499397
820.3083069521152720.6166139042305440.691693047884728
830.2784547851524890.5569095703049780.721545214847511
840.2430104172729140.4860208345458270.756989582727086
850.2178521356233410.4357042712466810.78214786437666
860.2117639167863640.4235278335727270.788236083213636
870.1827727713526590.3655455427053170.817227228647341
880.1734810319309310.3469620638618610.82651896806907
890.1452259546962840.2904519093925680.854774045303716
900.1331079764291990.2662159528583990.8668920235708
910.1261188124459280.2522376248918550.873881187554072
920.1600585721678010.3201171443356010.8399414278322
930.1679977721825920.3359955443651830.832002227817408
940.1395577478101600.2791154956203200.86044225218984
950.1157299252868610.2314598505737220.88427007471314
960.09327641057130060.1865528211426010.9067235894287
970.07611551894971390.1522310378994280.923884481050286
980.0593464116237470.1186928232474940.940653588376253
990.04981819755231480.09963639510462970.950181802447685
1000.04490541173996590.08981082347993180.955094588260034
1010.035175215726630.070350431453260.96482478427337
1020.03722660117888520.07445320235777050.962773398821115
1030.03578085442343540.07156170884687070.964219145576565
1040.04741184947810490.09482369895620970.952588150521895
1050.0400191679347510.0800383358695020.959980832065249
1060.03120527017445130.06241054034890260.968794729825549
1070.02346923856442810.04693847712885620.976530761435572
1080.01701960667227310.03403921334454620.982980393327727
1090.01215712148870140.02431424297740290.987842878511299
1100.008845898887244450.01769179777448890.991154101112756
1110.00614869883238630.01229739766477260.993851301167614
1120.004797811974837750.00959562394967550.995202188025162
1130.003533072919716190.007066145839432380.996466927080284
1140.002771072979415520.005542145958831040.997228927020585
1150.001927062126579240.003854124253158480.99807293787342
1160.002600003094177170.005200006188354340.997399996905823
1170.005351005336776870.01070201067355370.994648994663223
1180.004248388867412150.00849677773482430.995751611132588
1190.002719311297166280.005438622594332560.997280688702834
1200.002053991425769620.004107982851539250.99794600857423
1210.001271359272045650.002542718544091310.998728640727954
1220.0007745419483237650.001549083896647530.999225458051676
1230.0005335861577102590.001067172315420520.99946641384229
1240.0003947376526736950.000789475305347390.999605262347326
1250.0004208397618300710.0008416795236601420.99957916023817
1260.002334502493732110.004669004987464210.997665497506268
1270.03665709011656310.07331418023312610.963342909883437
1280.2008670762155830.4017341524311650.799132923784417
1290.2429670135620780.4859340271241570.757032986437922
1300.2136645396647470.4273290793294940.786335460335253
1310.1603206810730610.3206413621461220.839679318926939
1320.1257275796365620.2514551592731230.874272420363438
1330.08676709846415930.1735341969283190.913232901535841
1340.05644071685369650.1128814337073930.943559283146304
1350.04711351916618030.09422703833236060.95288648083382
1360.02776246584746290.05552493169492590.972237534152537
1370.01592402665057480.03184805330114960.984075973349425
1380.008504561553094120.01700912310618820.991495438446906
1390.004381146388177110.008762292776354220.995618853611823
1400.6362419270526650.727516145894670.363758072947335


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level150.12NOK
5% type I error level330.264NOK
10% type I error level540.432NOK