Multiple Linear Regression - Estimated Regression Equation
Totaal[t] = + 1.68931540618223e-11 + 1X1[t] + 1X2[t] + 1X3[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.68931540618223e-1101.93580.054770.027385
X110434172153111881600
X210228277173351218400
X310288307799849799800


Multiple Linear Regression - Regression Statistics
Multiple R1
R-squared1
Adjusted R-squared1
F-TEST (value)3.60728437180232e+32
F-TEST (DF numerator)3
F-TEST (DF denominator)150
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation9.58211935820182e-12
Sum Squared Residuals1.37725517092239e-20


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1206010206010-1.11456320563574e-10
21981121981128.57882821563757e-12
31945191945197.14846076751727e-12
41857051857057.13319668374274e-13
51801731801736.52300829335719e-12
61761421761427.49473466607195e-12
72034012034016.26687366434033e-12
82219022219028.88486398473331e-12
91973781973782.96794951547849e-12
101850011850013.60576294148636e-12
111763561763566.9453423866477e-12
121804491804496.1902400790307e-12
131801441801446.22697041295822e-12
141736661736666.05284625044003e-12
151656881656883.77615089673272e-12
161615701615702.6192643934589e-12
171561451561451.80801755714721e-13
18153730153730-1.20246707075586e-13
191826981826982.34364952417146e-12
202007652007652.32933153425697e-12
211765121765122.04914660978206e-12
221666181666181.51090348293275e-12
23158644158644-2.46912500443893e-12
24159585159585-7.84361617006576e-13
251630951630951.86790933834932e-14
26159044159044-5.58227335670622e-13
27155511155511-2.74285385424474e-13
28153745153745-2.71516545316654e-13
29150569150569-2.92032714055475e-13
30150605150605-1.82587212001295e-14
311796121796123.87578375400747e-12
321946901946901.79838938393835e-12
331899171899175.37762332253401e-13
341841281841282.48148580772682e-13
351753351753353.93728524582155e-12
361795661795662.48181003557758e-12
371811401811403.05493172531666e-12
381778761778762.41042518957691e-12
391750411750413.9759021862274e-12
401692921692922.64845885619719e-12
411660701660702.20384664022161e-12
421669721669724.18307426509113e-12
432063482063482.0458205499998e-12
442157062157061.96731602454777e-12
45202108202108-2.0938664572149e-12
46195411195411-2.54641401440373e-13
471931111931111.68058127755427e-12
481951981951981.57338440009371e-13
491987701987705.48603959774011e-13
501941631941633.19754527265306e-15
511904201904203.27257994446749e-13
521897331897331.27237027848107e-12
531860291860291.31218406745211e-12
54191531191531-2.91707090241746e-13
55232571232571-3.89620281354361e-13
56243477243477-1.5590629921315e-13
57227247227247-7.65528796915575e-13
58217859217859-1.88295415195935e-13
592086792086798.75260771528721e-13
602131882131885.23282335752739e-13
612162342162341.56760674881135e-12
622135862135863.71384662629272e-13
632094652094657.38235406634236e-13
642040452040459.92284099703928e-13
652002372002379.78480578626489e-13
662036662036663.9935086420544e-13
67241476241476-3.32926065237231e-13
682603072603074.30594196788541e-12
69243324243324-8.05630406330435e-13
702444602444609.0054975908016e-13
712335752335752.34131439811544e-12
722372172372174.81649338313562e-12
732352432352433.53718306392512e-12
742303542303545.26687728703994e-12
752271842271847.04029632156611e-12
762216782216784.48344728559046e-12
772171422171425.45714490180979e-12
782194522194524.18698336345293e-12
79256446256446-3.63996763418387e-15
802658452658457.69938420963754e-13
81248624248624-8.20915422577982e-13
82241114241114-1.41555918434759e-12
832292452292454.46932678056686e-12
842318052318051.916649159365e-12
852192772192774.69714470995271e-12
862193132193134.40580920989084e-12
872126102126101.39817413182222e-12
882147712147714.19319113366751e-12
892111422111427.18667149496467e-14
902114572114574.97672310517524e-14
91240048240048-1.08861227549445e-12
922406362406361.62409591846485e-12
93230580230580-3.93777190165507e-12
942087952087959.6480709826297e-13
95197922197922-5.81734122949822e-13
96194596194596-5.69337172787592e-13
97194581194581-6.51432458126833e-13
98185686185686-1.99430304105396e-13
991781061781061.72905361000239e-12
1001726081726081.78341193231155e-12
1011673021673025.48704848340123e-13
1021680531680531.94055391686616e-14
103202300202300-1.73831498904938e-12
104202388202388-4.36140685580225e-12
105182516182516-1.0216423564727e-12
1061734761734763.19136093455213e-14
107166444166444-1.26237677920536e-12
1081712971712971.41008634819307e-12
109169701169701-3.85635269120178e-13
110164182164182-4.10445972990069e-12
111161914161914-3.27959567281705e-12
112159612159612-3.41698427575876e-12
113151001151001-3.97679696272103e-12
114158114158114-5.66533104776535e-12
115186530186530-1.41206950473043e-12
116187069187069-1.13372551277866e-12
117174330174330-2.35316538897355e-14
1181693621693624.03975221563314e-14
1191668271668272.50198168134773e-13
1201780371780371.12021971873441e-12
121186413186413-1.77281045709533e-12
122189226189226-1.33921226822232e-12
123191563191563-1.03685713544055e-12
124188906188906-1.10212505979563e-12
125186005186005-6.28871774598698e-13
126195309195309-1.30188418526054e-12
1272235322235321.2392012355127e-12
128226899226899-1.57824844235397e-12
1292141262141262.11157778642299e-12
130206903206903-5.46217005620218e-13
131204442204442-2.7697757386235e-13
1322203752203757.56619059678355e-15
1332143202143201.79993900512059e-13
134212588212588-9.99299678460295e-13
135205816205816-1.46250714240333e-12
136202196202196-5.88091459633661e-13
137195722195722-1.21725134678181e-12
138198563198563-1.3121008653839e-12
1392291392291392.66135861273379e-12
140229527229527-1.98417462801873e-12
141211868211868-2.18438146757607e-12
142203555203555-6.17834467249515e-13
143195770195770-2.89410323136201e-12
144199834199834-2.18602619053094e-12
145203089203089-1.44056144010062e-12
146198480198480-1.5411954699832e-12
147192684192684-2.60764440613821e-12
148187827187827-1.88248814171977e-12
149182414182414-1.24030196438626e-12
150182510182510-1.33027300028451e-12
151211524211524-4.16942597675209e-12
152211451211451-9.15465196759124e-12
153200140200140-4.78766247886746e-12
154191568191568-3.81761374759325e-12


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.04680165660539270.09360331321078540.953198343394607
80.9996737189202370.0006525621595256970.000326281079762848
90.0904636591432210.1809273182864420.90953634085678
105.3063632025475e-050.000106127264050950.999946936367974
110.03628463730803120.07256927461606230.963715362691969
120.5162674510082550.967465097983490.483732548991745
130.711291158849620.577417682300760.28870884115038
140.9999999999117341.76531241885923e-108.82656209429615e-11
154.56554020186645e-089.1310804037329e-080.999999954344598
160.0002871220687070790.0005742441374141590.999712877931293
170.1466388081639930.2932776163279850.853361191836007
182.14537754387935e-054.2907550877587e-050.99997854622456
193.76947831670229e-067.53895663340458e-060.999996230521683
202.4985119489837e-074.99702389796739e-070.999999750148805
215.17875232438388e-071.03575046487678e-060.999999482124768
226.50226812795327e-071.30045362559065e-060.999999349773187
231.071026405003e-052.142052810006e-050.99998928973595
240.8608838064067560.2782323871864880.139116193593244
250.5823921829868370.8352156340263270.417607817013163
262.42442079776985e-084.8488415955397e-080.999999975755792
271.8957390343824e-093.7914780687648e-090.99999999810426
281.36508380170357e-112.73016760340715e-110.99999999998635
294.56280446471389e-059.12560892942778e-050.999954371955353
300.9319438033315440.1361123933369120.0680561966684558
310.9999999999991111.77697341911332e-128.88486709556659e-13
320.1546926263545440.3093852527090880.845307373645456
332.07505942441053e-084.15011884882105e-080.999999979249406
340.4946519115759770.9893038231519530.505348088424023
350.9999994047955051.19040898943597e-065.95204494717983e-07
360.04707594589155270.09415189178310550.952924054108447
370.7414527983650710.5170944032698580.258547201634929
380.002011060893551920.004022121787103830.997988939106448
391.6645687553839e-163.3291375107678e-161
407.46124821568453e-451.49224964313691e-441
412.6889235096411e-145.37784701928221e-140.999999999999973
424.92400295786133e-229.84800591572266e-221
430.7054223100147850.5891553799704310.294577689985215
440.001161333014702540.002322666029405090.998838666985297
450.8821019474761570.2357961050476850.117898052523843
469.68213862859781e-091.93642772571956e-080.999999990317861
474.14618493962124e-238.29236987924249e-231
481.76117409302243e-203.52234818604486e-201
492.05980798459167e-234.11961596918335e-231
500.971733158328140.05653368334371920.0282668416718596
510.9999999999999715.70347053902113e-142.85173526951056e-14
523.22013103125475e-136.4402620625095e-130.999999999999678
530.9385556270391970.1228887459216050.0614443729608025
5414.99029216294788e-322.49514608147394e-32
550.9999054905131320.0001890189737351459.45094868675723e-05
560.9999925059192561.49881614886163e-057.49408074430816e-06
570.09733058601417060.1946611720283410.90266941398583
586.12950374128892e-371.22590074825778e-361
593.09932756397665e-126.1986551279533e-120.9999999999969
600.1491262252944170.2982524505888350.850873774705583
610.966731749888520.0665365002229590.0332682501114795
629.41662621049266e-061.88332524209853e-050.99999058337379
631.82927800181802e-223.65855600363604e-221
649.84824198949818e-071.96964839789964e-060.999999015175801
656.52697603033442e-081.30539520606688e-070.99999993473024
6611.55859344662549e-157.79296723312743e-16
670.999999999979344.13220882726046e-112.06610441363023e-11
6811.83364519256983e-489.16822596284916e-49
694.30828295436072e-088.61656590872144e-080.99999995691717
705.13059693798563e-331.02611938759713e-321
710.7676499468698880.4647001062602240.232350053130112
720.999923007250480.0001539854990389877.69927495194933e-05
730.0510040771960920.1020081543921840.948995922803908
742.18998512441464e-274.37997024882929e-271
750.0001036063394079790.0002072126788159570.999896393660592
760.9339432358195460.1321135283609080.066056764180454
770.007587720014126150.01517544002825230.992412279985874
783.31886071151345e-076.6377214230269e-070.999999668113929
794.20236425429877e-078.40472850859755e-070.999999579763575
800.9938223508825160.01235529823496820.00617764911748411
810.9999984508017473.09839650528899e-061.5491982526445e-06
820.2491738270308020.4983476540616030.750826172969198
8316.69033529120902e-173.34516764560451e-17
840.8074713343083680.3850573313832630.192528665691632
8512.26858044225786e-281.13429022112893e-28
860.9999785367094734.29265810540412e-052.14632905270206e-05
872.1894823598992e-264.3789647197984e-261
880.999999999924571.50861065616697e-107.54305328083486e-11
894.54862718112086e-059.09725436224172e-050.999954513728189
901.15745071978218e-242.31490143956436e-241
916.65588181853657e-131.33117636370731e-120.999999999999334
920.0002757460667890610.0005514921335781220.99972425393321
931.41893489847272e-432.83786979694544e-431
941.90442605021172e-163.80885210042344e-161
950.0006472507562960860.001294501512592170.999352749243704
960.9999999999995149.72962598795489e-134.86481299397744e-13
9718.69156240203356e-334.34578120101678e-33
980.9999999999999725.50230397206189e-142.75115198603095e-14
9914.59723685173055e-182.29861842586528e-18
1003.37590415449691e-096.75180830899382e-090.999999996624096
1010.9999999997555864.88827875791764e-102.44413937895882e-10
1021.44395682038074e-142.88791364076148e-140.999999999999986
1038.39962511080598e-061.6799250221612e-050.99999160037489
1044.01865011284997e-688.03730022569994e-681
10514.2688772584954e-272.1344386292477e-27
1060.999999976833974.6332062519976e-082.3166031259988e-08
1070.8775315396984940.2449369206030130.122468460301506
1086.32232578132389e-551.26446515626478e-541
1093.73324356229821e-157.46648712459643e-150.999999999999996
1100.9999999791935584.16128834791803e-082.08064417395902e-08
1110.9999999952004669.59906720766217e-094.79953360383108e-09
1122.38183785228794e-224.76367570457588e-221
1131.16735559188331e-432.33471118376661e-431
1142.40945180787152e-154.81890361574303e-150.999999999999998
1150.9999998716076612.56784677107613e-071.28392338553806e-07
1160.4204068951637870.8408137903275740.579593104836213
1170.9878764079485340.02424718410293130.0121235920514657
1181.10960048115553e-192.21920096231105e-191
1190.998421514392930.003156971214138810.0015784856070694
1202.76299083340945e-615.5259816668189e-611
1210.9907230908997660.01855381820046880.00927690910023442
1222.61111432891312e-675.22222865782625e-671
1230.9999994180339961.16393200908327e-065.81966004541636e-07
1241.68205140163255e-153.3641028032651e-150.999999999999998
1255.51285873367797e-201.10257174673559e-191
1260.9988988107255130.002202378548973180.00110118927448659
1270.5889026872671960.8221946254656090.411097312732804
1288.91679357787143e-071.78335871557429e-060.999999108320642
12911.55161150401347e-247.75805752006733e-25
1300.2783672425642160.5567344851284310.721632757435784
1310.9999999321624721.35675055681949e-076.78375278409745e-08
1320.999999985687042.86259198795553e-081.43129599397776e-08
1330.1083525605658230.2167051211316460.891647439434177
1340.04918148624241290.09836297248482580.950818513757587
1350.01270803331655840.02541606663311680.987291966683442
1361.42529073382582e-202.85058146765163e-201
1379.70639208683047e-431.94127841736609e-421
1380.6857755433964580.6284489132070830.314224456603542
1390.001207063698914030.002414127397828050.998792936301086
1404.25608825297027e-058.51217650594055e-050.99995743911747
1410.9992758690558530.001448261888294520.00072413094414726
1420.04972080874136480.09944161748272960.950279191258635
1432.76708534097058e-215.53417068194116e-211
1440.3767077484494740.7534154968989480.623292251550526
1450.9983610543501420.003277891299715360.00163894564985768
1460.5955022220216720.8089955559566560.404497777978328
1470.9992978201480690.001404359703862550.000702179851931273


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level1010.716312056737589NOK
5% type I error level1060.75177304964539NOK
10% type I error level1130.801418439716312NOK