Multiple Linear Regression - Estimated Regression Equation
roken[t] = -0.471846127072205 -0.0304867246153451algemene_tevredenheid[t] -0.401462556568098meer_sport[t] + 0.385195401689889drugs[t] + 0.370121634831214drankgebruik[t] + 0.351301598737133geslacht[t] + 0.0289776729828369leeftijd[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-0.4718461270722050.678865-0.69510.4880780.244039
algemene_tevredenheid-0.03048672461534510.050639-0.6020.5480350.274017
meer_sport-0.4014625565680980.144001-2.78790.0059780.002989
drugs0.3851954016898890.1233723.12220.0021470.001073
drankgebruik0.3701216348312140.0769424.81044e-062e-06
geslacht0.3513015987371330.1471432.38750.0181850.009092
leeftijd0.02897767298283690.0201191.44030.1518290.075915


Multiple Linear Regression - Regression Statistics
Multiple R0.503703860024925
R-squared0.253717578604009
Adjusted R-squared0.224451601294362
F-TEST (value)8.66936975722927
F-TEST (DF numerator)6
F-TEST (DF denominator)153
p-value3.99815324181318e-08
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.838010449731623
Sum Squared Residuals107.446011620488


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
111.05952909601200-0.0595290960119978
241.830259090289772.16974090971023
352.210927337082132.78907266291787
421.688637958612770.311362041387232
511.78095232958034-0.780952329580343
611.43980836773197-0.439808367731967
721.840416727178530.159583272821475
811.39981886073883-0.399818860738834
910.6275798148285540.372420185171446
1010.6768865755379790.323113424462021
1131.886632073163521.11336792683648
1211.45862840382605-0.458628403826047
1311.45777420670451-0.457774206704508
1411.45711935219354-0.457119352193539
1521.056510992746980.94348900725302
1642.845417551701971.15458244829803
1711.18776133097558-0.187761330975578
1811.05565679562544-0.0556567956254411
1911.40997649762759-0.409976497627591
2021.548579526039570.451420473960426
2132.069220007776200.930779992223795
2211.76928564105908-0.769285641059079
2311.76468517470213-0.764685174702135
2410.6697332279651640.330266772034837
2511.78435940791775-0.784359407917755
2611.03985486279638-0.039854862796377
2722.58589179042385-0.585891790423847
2811.51572955267018-0.515729552670182
2911.82875003865726-0.82875003865726
3011.03920000828541-0.0392000082854081
3111.3490030483969-0.349003048396901
3210.6697332279651640.330266772034837
3311.76928564105908-0.769285641059079
3410.9788814135656870.0211185864343132
3511.08614352024079-0.0861435202407862
3611.05565679562544-0.0556567956254411
3711.44131741936447-0.441317419364475
3811.33884541150814-0.338845411508144
3910.9797356106872260.0202643893127742
4010.6290888664610620.370911133538938
4111.3490030483969-0.349003048396901
4211.42814167921070-0.428141679210702
4342.119733042674671.88026695732533
4410.996192398027260.00380760197274099
4511.39680075747382-0.396800757473818
4642.641294255173651.35870574482635
4722.24443216496250-0.244432164962495
4821.059529096012000.940470903988004
4911.46013745545856-0.460137455458555
5011.07034158741172-0.070341587411722
5121.872801478498770.127198521501227
5211.46878604071480-0.468786040714804
5311.46793184359326-0.467931843593265
5411.42728748208916-0.427287482089163
5510.4968248220225760.503175177977424
5610.4373604244243940.562639575575606
5710.7002199525805080.299780047419492
5821.457774206704510.542225793295492
5911.09931926039456-0.099319260394559
6010.9483946889503420.0516053110496581
6111.11964834812115-0.119648348121148
6222.58557612681087-0.585576126810872
6311.47094994685828-0.470949946858281
6421.400673057860370.599326942139627
6541.779443277947832.22055672205217
6611.37798072137974-0.377980721379738
6711.02667912264260-0.0266791226426042
6811.39680075747382-0.396800757473818
6921.769285641059080.230714358940921
7032.212436388714640.787563611285358
7111.3490030483969-0.349003048396901
7211.45777420670451-0.457774206704508
7311.12915113049894-0.129151130498935
7411.42965073084321-0.42965073084321
7511.08463446860828-0.084634468608278
7611.08463446860828-0.084634468608278
7712.02978192046115-1.02978192046115
7842.181560689026901.81843931097310
7911.02667912264260-0.0266791226426042
8012.11042960290746-1.11042960290746
8121.367823084490980.632176915509019
8211.45928325833702-0.459283258337016
8311.79977236567442-0.799772365674424
8412.18345871573181-1.18345871573181
8511.43895417061043-0.438954170610428
8611.05716584725795-0.0571658472579492
8711.76928564105908-0.769285641059079
8811.42814167921070-0.428141679210702
8910.7002199525805080.299780047419492
9022.53967644443886-0.539676444438857
9111.79977236567442-0.799772365674424
9211.37798072137974-0.377980721379738
9311.43895417061043-0.438954170610428
9411.76403032019117-0.764030320191166
9511.42728748208916-0.427287482089163
9620.6589207365654381.34107926343456
9711.750465604965-0.750465604964999
9851.708967046339363.29103295366064
9911.33733635987564-0.337336359875636
10011.36782308449098-0.367823084490981
10111.40695839436257-0.406958394362574
10221.425778430456650.574221569543345
10312.18345871573181-1.18345871573181
10432.376071478263490.623928521736513
10511.40997649762759-0.409976497627591
10611.40997649762759-0.409976497627591
10711.02667912264260-0.0266791226426042
10831.768431443937541.23156855606246
10911.39680075747382-0.396800757473818
11011.39916400622787-0.399164006227865
11111.16114690674679-0.161146906746788
11211.73879891644373-0.738798916443734
11311.50143667147363-0.501436671473626
11411.14797116659302-0.147971166593015
11521.900535979287680.0994640207123233
11620.7592919518514051.24070804814859
11741.795900065287872.20409993471213
11842.568654117421691.43134588257831
11911.70982124346090-0.709821243460897
12011.11361214159111-0.113612141591115
12110.8202654010820960.179734598917904
12211.45777420670451-0.457774206704508
12342.167191560853601.83280843914640
12412.18260451861027-1.18260451861027
12511.39765495459536-0.397654954595357
12611.17156699981923-0.171566999819229
12711.42879653372167-0.428796533721671
12831.406958394362571.59304160563743
12911.31851632378156-0.318516323781555
13012.13480680953335-1.13480680953335
13112.46053781362506-1.46053781362506
13241.719124683228112.28087531677189
13342.226340294838801.77365970516120
13411.456265155072-0.456265155072
13522.13670483623825-0.136704836238251
13610.6697332279651640.330266772034837
13721.781996159163710.218003840836293
13811.36782308449098-0.367823084490981
13931.738798916443731.26120108355627
14022.12058723979621-0.120587239796212
14121.396800757473820.603199242526182
14211.36933213612349-0.369332136123489
14311.37948977301225-0.379489773012246
14421.379489773012250.620510226987754
14511.39680075747382-0.396800757473818
14622.53967644443886-0.539676444438857
14722.15060874236241-0.150608742362413
14810.7276885739308370.272311426069163
14911.80605770217663-0.806057702176625
15021.667757451208110.332242548791893
15111.76777658942657-0.76777658942657
15221.396800757473820.603199242526182
15311.69355408858269-0.693554088582688
15411.05867489889046-0.0586748988904574
15511.82724098702475-0.827240987024753
15611.40997649762759-0.409976497627591
15711.78009813245880-0.780098132458804
15811.79675426240941-0.796754262409408
15911.90092495436007-0.900924954360071
16011.36631403285847-0.366314032858473


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.6893000751173580.6213998497652840.310699924882642
110.7268367650636740.5463264698726520.273163234936326
120.7654181648994840.4691636702010330.234581835100516
130.6999023487426060.6001953025147880.300097651257394
140.6416112445023350.7167775109953290.358388755497665
150.6587226512505120.6825546974989770.341277348749488
160.7332484323692960.5335031352614080.266751567630704
170.6555069432569420.6889861134861170.344493056743058
180.576243471004450.84751305799110.42375652899555
190.4903226378908980.9806452757817960.509677362109102
200.4077375635216490.8154751270432990.59226243647835
210.3403061315531990.6806122631063970.659693868446801
220.3907503454703910.7815006909407820.609249654529609
230.5985657751646610.8028684496706780.401434224835339
240.6288146880854910.7423706238290180.371185311914509
250.801564022683250.3968719546334990.198435977316750
260.757498630530560.4850027389388790.242501369469439
270.8150546694745420.3698906610509160.184945330525458
280.8084234454396540.3831531091206910.191576554560346
290.82593273271650.3481345345670010.174067267283501
300.782338326299380.435323347401240.21766167370062
310.7375031057188420.5249937885623160.262496894281158
320.706908913232950.5861821735341010.293091086767051
330.6993943210688770.6012113578622470.300605678931123
340.6456673248397380.7086653503205250.354332675160262
350.589940386925660.820119226148680.41005961307434
360.5325389994296920.9349220011406160.467461000570308
370.4859746730038160.9719493460076320.514025326996184
380.4310584685106320.8621169370212630.568941531489368
390.3751665889939960.7503331779879920.624833411006004
400.3456800591162560.6913601182325120.654319940883744
410.2994903545326200.5989807090652390.70050964546738
420.2688058842941650.5376117685883310.731194115705834
430.4694027563506790.9388055127013570.530597243649321
440.4156343801338220.8312687602676450.584365619866178
450.3810597264228990.7621194528457970.618940273577101
460.4186457329218660.8372914658437310.581354267078134
470.3836330241566040.7672660483132080.616366975843396
480.4111439456144140.8222878912288280.588856054385586
490.3725904507884560.7451809015769120.627409549211544
500.3243007006945350.648601401389070.675699299305465
510.2819939630890690.5639879261781390.71800603691093
520.2604624842383450.520924968476690.739537515761655
530.2376740025636540.4753480051273080.762325997436346
540.2097502300603620.4195004601207250.790249769939638
550.1883261148238750.3766522296477510.811673885176125
560.1697872142670070.3395744285340140.830212785732993
570.1450376806455420.2900753612910840.854962319354458
580.1289447572487950.257889514497590.871055242751205
590.1051051890033990.2102103780067990.8948948109966
600.08445243550867480.1689048710173500.915547564491325
610.06686515745598790.1337303149119760.933134842544012
620.06127171185253180.1225434237050640.938728288147468
630.05072457662919560.1014491532583910.949275423370805
640.04799256017519480.09598512035038960.952007439824805
650.1762262303260570.3524524606521140.823773769673943
660.1539080851060560.3078161702121120.846091914893944
670.1271223178743550.254244635748710.872877682125645
680.1090885166480240.2181770332960490.890911483351976
690.0902798470618090.1805596941236180.909720152938191
700.0851758779116230.1703517558232460.914824122088377
710.07040527620838630.1408105524167730.929594723791614
720.05961968846799150.1192393769359830.940380311532009
730.04908668144867310.09817336289734620.950913318551327
740.04038520903909760.08077041807819530.959614790960902
750.03154449299961410.06308898599922830.968455507000386
760.02435170892622340.04870341785244670.975648291073777
770.02650909419224220.05301818838448430.973490905807758
780.08221796291554090.1644359258310820.91778203708446
790.06653473552911580.1330694710582320.933465264470884
800.07311714169971740.1462342833994350.926882858300282
810.06870098848599090.1374019769719820.931299011514009
820.05755829004640520.1151165800928100.942441709953595
830.0539886199227470.1079772398454940.946011380077253
840.07000163093583170.1400032618716630.929998369064168
850.05900772355249290.1180154471049860.940992276447507
860.04680749353844440.09361498707688870.953192506461556
870.04285073364875530.08570146729751060.957149266351245
880.03513661224100120.07027322448200230.964863387758999
890.02836291457721760.05672582915443520.971637085422782
900.02409990979710640.04819981959421280.975900090202894
910.02219463991496070.04438927982992130.97780536008504
920.01756519516170220.03513039032340440.982434804838298
930.01406168970235550.02812337940471090.985938310297645
940.01325176686804450.02650353373608900.986748233131955
950.01071034359030160.02142068718060320.989289656409698
960.01990329582721720.03980659165443440.980096704172783
970.01736917070115700.03473834140231390.982630829298843
980.327159125156550.65431825031310.67284087484345
990.2931476537327810.5862953074655620.706852346267219
1000.2619735392246540.5239470784493080.738026460775346
1010.2326810162522560.4653620325045110.767318983747744
1020.2086821774681920.4173643549363830.791317822531808
1030.2336243787762380.4672487575524760.766375621223762
1040.2232567969262530.4465135938525060.776743203073747
1050.1936887572542590.3873775145085180.806311242745741
1060.1667062958301550.3334125916603090.833293704169845
1070.1376865099550890.2753730199101780.862313490044911
1080.1681917204703090.3363834409406190.83180827952969
1090.1456937443062520.2913874886125050.854306255693748
1100.1230478622252130.2460957244504270.876952137774787
1110.1005048153090330.2010096306180660.899495184690967
1120.095659246454110.191318492908220.90434075354589
1130.07827057180131130.1565411436026230.921729428198689
1140.06139371964465730.1227874392893150.938606280355343
1150.05167090575657220.1033418115131440.948329094243428
1160.06471251223988690.1294250244797740.935287487760113
1170.2167787491573460.4335574983146920.783221250842654
1180.325566124040740.651132248081480.67443387595926
1190.3132156408858990.6264312817717980.686784359114101
1200.2694055607197470.5388111214394950.730594439280253
1210.2336495246868040.4672990493736070.766350475313196
1220.1967301695514080.3934603391028170.803269830448592
1230.5095029044453470.9809941911093060.490497095554653
1240.5035227938944590.9929544122110820.496477206105541
1250.4725825735215790.9451651470431570.527417426478421
1260.4200323434652450.840064686930490.579967656534755
1270.3654007410419080.7308014820838160.634599258958092
1280.480470021586010.960940043172020.51952997841399
1290.4426565177072660.8853130354145310.557343482292734
1300.434798306784860.869596613569720.56520169321514
1310.4806930333497520.9613860666995040.519306966650248
1320.8520107873396780.2959784253206450.147989212660322
1330.9885777962062780.02284440758744480.0114222037937224
1340.9818607130168360.03627857396632860.0181392869831643
1350.9711893952202280.05762120955954510.0288106047797725
1360.9556255640209960.08874887195800820.0443744359790041
1370.9445079814678140.1109840370643720.0554920185321859
1380.920715737156750.1585685256864980.0792842628432492
1390.9875266397664860.02494672046702790.0124733602335139
1400.988665320374820.02266935925035850.0113346796251793
1410.992265285128770.01546942974245950.00773471487122973
1420.9847352474405340.03052950511893250.0152647525594662
1430.9726458343653480.05470833126930440.0273541656346522
1440.9868972556672940.02620548866541230.0131027443327061
1450.9734490749589340.05310185008213130.0265509250410656
1460.980923052364190.03815389527161890.0190769476358095
1470.9858550602127530.02828987957449360.0141449397872468
1480.9628706238972930.07425875220541350.0371293761027067
1490.9342383493183280.1315233013633450.0657616506816723
1500.8513786284260630.2972427431478740.148621371573937


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level180.127659574468085NOK
10% type I error level320.226950354609929NOK