Multiple Linear Regression - Estimated Regression Equation
Totaal[t] = -28.2818825546516 + 0.648098234696843Voeding[t] + 0.143333989241817Dranken[t] + 0.0623369283047743Tabaksproducten[t] + 0.211281568915149Textiel[t] + 0.00973820999478853Kleding[t] + 0.183562087492253`Apparatuur\r`[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-28.28188255465166.95572-4.0667.8e-053.9e-05
Voeding0.6480982346968430.04933513.136700
Dranken0.1433339892418170.0324294.41991.9e-051e-05
Tabaksproducten0.06233692830477430.0330871.8840.0615770.030788
Textiel0.2112815689151490.0411125.13921e-060
Kleding0.009738209994788530.017620.55270.5813380.290669
`Apparatuur\r`0.1835620874922530.0547853.35060.001030.000515


Multiple Linear Regression - Regression Statistics
Multiple R0.906700222167259
R-squared0.822105292878156
Adjusted R-squared0.814693013414746
F-TEST (value)110.911265142711
F-TEST (DF numerator)6
F-TEST (DF denominator)144
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation4.54036505298097
Sum Squared Residuals2968.54773326364


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
175.579.1603427703599-3.6603427703599
283.285.2275008896291-2.02750088962913
394.594.8705138218139-0.370513821813915
483.382.82728760672120.472712393278777
592.797.0928247132654-4.39282471326541
689.891.1666613910513-1.36666139105128
774.876.4427323960493-1.64273239604927
881.580.92054605691220.579453943087781
992.892.12755039726360.672449602736385
1092.8100.93976329081-8.13976329080955
1191.796.5310440707621-4.83104407076208
1283.587.6663473222742-4.16634732227417
1392.889.44713974421073.35286025578926
1491.386.85374582754714.44625417245289
1599.5100.130626778441-0.63062677844138
1687.686.82830895583660.771691044163396
1795.396.5652647824467-1.26526478244671
1898.595.89368400574622.60631599425384
1980.189.8019726301508-9.70197263015076
2084.289.5216002107654-5.32160021076543
2192.497.8299400287517-5.42994002875168
2298109.391162234603-11.3911622346026
2392.2100.671654095135-8.4716540951346
248087.5507582982236-7.55075829822363
2588.790.8411805381877-2.14118053818766
2687.487.979032897855-0.57903289785498
2796.196.9066390885886-0.80663908858865
2894.194.4596213165973-0.359621316597349
2991.993.7878372823305-1.88783728233051
3093.694.7720179196775-1.17201791967752
3183.589.8563362660703-6.35633626607027
3280.884.4708091899377-3.67080918993771
3396.3100.995302628472-4.69530262847225
34101.5110.515242232543-9.01524223254349
3591.696.0091505692475-4.40915056924748
368493.1035721728371-9.10357217283711
3791.893.0651448412605-1.26514484126048
3890.490.7292470368424-0.329247036842349
399895.38983306861882.61016693138121
4095.596.7064948442832-1.20649484428316
4190.588.25086231048252.24913768951749
4297.194.57085391580222.52914608419778
4387.990.5535078925442-2.65350789254417
4479.879.60651480586790.193485194132115
45102101.7747493701840.225250629816409
46104.3109.859205719861-5.5592057198614
4792.192.7075627054294-0.607562705429391
4895.993.7209719573772.17902804262304
4989.187.94386796468961.15613203531035
5092.287.44398913989234.75601086010767
51107.5107.535173189705-0.0351731897054373
5299.797.23699674765382.46300325234616
5392.290.38351030080271.81648969919733
54108.9106.5252298056662.37477019433372
5589.889.28142539561110.518574604388948
5689.485.67639014682183.72360985317824
57107.6107.5357467064760.0642532935242961
58105.6106.742794440548-1.14279444054838
59100.9101.919547389113-1.01954738911329
60102.9100.4123450902312.48765490976873
6196.289.64785357710756.55214642289255
6294.786.89252933725547.80747066274456
63107.3102.1353085023015.16469149769874
6410397.38260452887285.61739547112718
6596.193.87037595697562.22962404302445
66109.8106.077463968733.72253603127002
6785.484.40815682319450.991843176805537
6889.990.2886797687453-0.388679768745294
69109.3108.6082999206160.691700079383662
70101.2102.528573993214-1.32857399321446
71104.7107.476386149723-2.77638614972324
72102.4101.4276672023050.972332797695014
7397.793.64287921626984.05712078373022
7498.989.12536910675429.77463089324576
75115106.8370572948088.1629427051915
7697.593.05486101570564.44513898429439
77107.3103.4430025027873.85699749721336
78112.3108.0902291894074.20977081059292
7988.592.9365880259957-4.43658802599575
8092.993.2466836151492-0.346683615149146
81108.8108.833457905764-0.0334579057635461
82112.3115.017407064707-2.71740706470669
83107.3111.205198706549-3.90519870654879
84101.897.29614565928014.50385434071992
85105102.0366720936142.96332790638568
86103.495.4499758357767.95002416422398
87116.7112.4806860356784.21931396432188
88103.699.88951610854213.71048389145786
89108.8103.5361721118315.26382788816869
90117110.8446846429946.15531535700583
91100.998.60676185891572.2932381410843
92100.896.78063424083064.01936575916938
93109.7105.4374418428594.26255815714066
94121121.883153307792-0.883153307792118
95114.1113.4076745220340.69232547796567
96105.597.20530860833088.29469139166924
97112.5109.862578226682.63742177332015
98113.8107.8976140112825.90238598871777
99115.3109.8886608913745.411339108626
100120.4115.5005942926844.89940570731624
101111.1105.6658047487455.43419525125481
102120.1109.94814802170710.151851978293
103106.1106.904831934808-0.804831934807909
10495.991.88610399128024.01389600871984
105119.4115.8750795184273.52492048157339
106117.4120.187203348231-2.78720334823122
10798.6101.98207236912-3.38207236912007
10899.7104.408436563741-4.70843656374082
10987.493.4046933120203-6.00469331202025
11090.891.843057161336-1.043057161336
111101.3105.18461842192-3.88461842192034
11293.2101.337078104664-8.13707810466365
11395.193.48739421192061.61260578807934
114101.9107.572372703283-5.67237270328321
1158799.6545456192282-12.6545456192282
11686.289.1366206020606-2.93662060206061
117105110.590402720088-5.59040272008849
118104.1111.839595993622-7.73959599362225
11999.2103.100480003773-3.90048000377314
12095.2103.569398889581-8.36939888958069
12192.791.27170350037591.42829649962411
12299.394.17660944829545.12339055170457
123113.5115.793829388089-2.29382938808857
124104.7106.639531892712-1.93953189271152
125100.596.52353829662983.97646170337018
126116.2116.293245754179-0.0932457541789287
12794.198.3876065561945-4.28760655619449
12894.894.9292602556331-0.129260255633142
129115.1110.6868145564164.41318544358361
130110112.37396212515-2.37396212515021
131108.4109.377747319639-0.977747319638823
132103.9104.510584516766-0.610584516766098
133102.9100.8921877306832.00781226931658
134107.797.452495738752910.2475042612471
135126.7119.2077710398787.49222896012221
136108.8103.6815428297035.11845717029713
137117.1112.765209547644.33479045235977
138112.2107.2583308257694.94166917423136
13994.793.30211722579431.39788277420574
140102.7100.1053172078752.59468279212533
141119.1117.6040840176381.4959159823617
142110.6111.643005384809-1.04300538480861
143109.1111.491855221238-2.3918552212376
144105.3106.447097420159-1.14709742015912
145103.4102.569497050120.830502949880484
146103.7103.85880649407-0.158806494069589
147117118.757852030126-1.7578520301258
148101.2101.45700106731-0.257001067309696
149105.4107.613628451095-2.2136284510949
150110.3113.282387920607-2.98238792060657
15197.7104.058854076785-6.35885407678518


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.1863452992935650.372690598587130.813654700706435
110.08459674956295530.1691934991259110.915403250437045
120.03530376973362320.07060753946724640.964696230266377
130.04824401064725330.09648802129450660.951755989352747
140.08229502921633610.1645900584326720.917704970783664
150.04504096219906820.09008192439813640.954959037800932
160.02899389270240110.05798778540480220.971006107297599
170.02152775503575350.0430555100715070.978472244964246
180.02095861530065340.04191723060130680.979041384699347
190.3046068038693660.6092136077387330.695393196130634
200.2674353048420570.5348706096841130.732564695157943
210.2368527986232380.4737055972464770.763147201376762
220.3055651673322730.6111303346645460.694434832667727
230.3144020596399880.6288041192799760.685597940360012
240.2951967482284170.5903934964568350.704803251771583
250.238865625229770.477731250459540.76113437477023
260.1879676620635090.3759353241270170.812032337936491
270.1746163940353820.3492327880707630.825383605964618
280.1633418431551960.3266836863103920.836658156844804
290.1433081457405240.2866162914810490.856691854259476
300.1340676206441180.2681352412882370.865932379355882
310.1400782176685860.2801564353371720.859921782331414
320.1257162103080050.251432420616010.874283789691995
330.1176967494475230.2353934988950470.882303250552477
340.1377620660007880.2755241320015770.862237933999212
350.1390280481324370.2780560962648740.860971951867563
360.1978779881577640.3957559763155280.802122011842236
370.1799667076864360.3599334153728710.820033292313564
380.1590285731748320.3180571463496640.840971426825168
390.2515727459923490.5031454919846990.748427254007651
400.2379797066127150.475959413225430.762020293387285
410.2709973829048180.5419947658096350.729002617095182
420.3126678969528070.6253357939056140.687332103047193
430.2727272891912320.5454545783824640.727272710808768
440.2425593508789620.4851187017579240.757440649121038
450.255387042460540.510774084921080.74461295753946
460.2658128502240050.5316257004480090.734187149775995
470.2456257045944940.4912514091889880.754374295405506
480.3277565548344580.6555131096689160.672243445165542
490.2859433491553060.5718866983106120.714056650844694
500.271393081949210.5427861638984210.72860691805079
510.23866881912360.47733763824720.7613311808764
520.2046877742328820.4093755484657630.795312225767118
530.1915175591022430.3830351182044870.808482440897757
540.1983435155321890.3966870310643770.801656484467811
550.1741228375155850.348245675031170.825877162484415
560.157539265501890.3150785310037790.84246073449811
570.1351491658398750.2702983316797490.864850834160125
580.1386863067481340.2773726134962680.861313693251866
590.1306429934539390.2612859869078780.869357006546061
600.1724818526241330.3449637052482660.827518147375867
610.2408226412671120.4816452825342230.759177358732888
620.3352224319501270.6704448639002540.664777568049873
630.3643935995052380.7287871990104770.635606400494762
640.4534967409742390.9069934819484790.546503259025761
650.4362880353936250.8725760707872510.563711964606375
660.4721722217700160.9443444435400320.527827778229984
670.4547061160284530.9094122320569060.545293883971547
680.427561321622140.8551226432442810.57243867837786
690.4182102524785330.8364205049570660.581789747521467
700.4140902110877820.8281804221755640.585909788912218
710.3975016858107580.7950033716215170.602498314189241
720.3882533955613540.7765067911227070.611746604438646
730.3792056294498870.7584112588997740.620794370550113
740.5109969644734180.9780060710531640.489003035526582
750.6698071926344240.6603856147311520.330192807365576
760.6530185280470410.6939629439059190.346981471952959
770.6381048441465550.723790311706890.361895155853445
780.6333791930464140.7332416139071710.366620806953586
790.7161836687645710.5676326624708580.283816331235429
800.675517659218490.6489646815630190.32448234078151
810.6686675155485950.6626649689028090.331332484451405
820.6543350904346240.6913298191307510.345664909565376
830.6658446380305140.6683107239389730.334155361969486
840.6495649749278650.700870050144270.350435025072135
850.6133390854041360.7733218291917270.386660914595864
860.6479476057333140.7041047885333730.352052394266686
870.6397631518339160.7204736963321680.360236848166084
880.6215709128508960.7568581742982070.378429087149104
890.6050561338447830.7898877323104330.394943866155217
900.6128507349744180.7742985300511640.387149265025582
910.5670685993961410.8658628012077180.432931400603859
920.5368462424398260.9263075151203470.463153757560174
930.5016914162882830.9966171674234350.498308583711717
940.4572342084724140.9144684169448270.542765791527586
950.40787493715520.8157498743104010.5921250628448
960.515679269763850.9686414604722990.48432073023615
970.4837186637175790.9674373274351590.516281336282421
980.463473565305740.926947130611480.53652643469426
990.4578870057565770.9157740115131550.542112994243423
1000.4453471451167750.8906942902335510.554652854883225
1010.4341717087313960.8683434174627910.565828291268604
1020.5046022489561930.9907955020876140.495397751043807
1030.4721866119260530.9443732238521070.527813388073947
1040.4717629092911430.9435258185822850.528237090708857
1050.4349105139596570.8698210279193140.565089486040343
1060.4217964202854580.8435928405709150.578203579714542
1070.4206785309508650.841357061901730.579321469049135
1080.4554573341858510.9109146683717010.544542665814149
1090.5839800005157180.8320399989685640.416019999484282
1100.5571706756201890.8856586487596220.442829324379811
1110.5624448506691760.8751102986616480.437555149330824
1120.6273113989079460.7453772021841080.372688601092054
1130.590363150625380.819273698749240.40963684937462
1140.6372037530014530.7255924939970940.362796246998547
1150.8862897415334990.2274205169330020.113710258466501
1160.8727858785876680.2544282428246640.127214121412332
1170.905671518065380.188656963869240.0943284819346199
1180.9505435397748940.09891292045021140.0494564602251057
1190.9392891859925480.1214216280149040.0607108140074518
1200.9763853517210.04722929655800040.0236146482790002
1210.96781323835890.06437352328219960.0321867616410998
1220.9560777450466070.08784450990678610.0439222549533931
1230.9573232611234270.08535347775314650.0426767388765732
1240.9488403329727320.1023193340545350.0511596670272677
1250.944972030806530.1100559383869390.0550279691934697
1260.9357095719526150.1285808560947690.0642904280473847
1270.9718125846201620.05637483075967610.0281874153798381
1280.9661629342986350.06767413140273080.0338370657013654
1290.9523618192371880.09527636152562310.0476381807628116
1300.9642265583840120.07154688323197540.0357734416159877
1310.9429541760462930.1140916479074140.0570458239537068
1320.9113671695302070.1772656609395850.0886328304697925
1330.8674698007461660.2650603985076680.132530199253834
1340.9102529888780960.1794940222438080.0897470111219041
1350.9260859963711610.1478280072576780.0739140036288392
1360.9691482339503710.06170353209925780.0308517660496289
1370.9597536898841880.08049262023162380.0402463101158119
1380.9681548498648660.06369030027026840.0318451501351342
1390.9709480902958650.05810381940826960.0290519097041348
1400.9542190948075610.09156181038487790.0457809051924389
1410.9527759107109330.09444817857813290.0472240892890665


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level30.0227272727272727OK
10% type I error level210.159090909090909NOK