Multiple Linear Regression - Estimated Regression Equation
A[t] = + 189.479775984943 + 0.00710042031418457B[t] + 3.91301141711645C[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)189.47977598494378.1847052.42350.016480.00824
B0.007100420314184570.00039617.913900
C3.913011417116450.9195164.25553.5e-051.8e-05


Multiple Linear Regression - Regression Statistics
Multiple R0.92163261465044
R-squared0.849406676387406
Adjusted R-squared0.847535951870479
F-TEST (value)454.05225018533
F-TEST (DF numerator)2
F-TEST (DF denominator)161
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation448.837123558559
Sum Squared Residuals32434216.9209757


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
118182456.53740020922-638.53740020922
214331991.14171036399-558.141710363992
320592175.32495148563-116.324951485633
427332181.38304512502551.616954874979
513991757.05633763057-358.05633763057
6631802.101774503867-171.101774503866
754605018.93662975831441.063370241693
8381499.461541456685-118.461541456685
921502046.23923471037103.760765289631
1020422283.59744810155-241.59744810155
1125363308.13122028573-772.131220285725
1224292667.77951207068-238.779512070683
1321002039.7309440416560.2690559583475
1430203139.13736458105-119.137364581047
1522652447.06853644979-182.068536449794
1651393763.71269381861375.2873061814
1723632873.44839867288-510.448398672883
1835643938.86072571721-374.860725717208
1915161739.76175321722-223.761753217219
2023982436.14166941026-38.1416694102643
2125462459.1858569864186.8141430135905
2232534375.71521880525-1122.71521880525
2317051944.31806422887-239.318064228868
2417871836.54690269587-49.5469026958676
2537922535.705273630541256.29472636946
2631082653.27033189249454.729668107506
2732303021.23979495879208.760205041208
2823482892.34571406863-544.345714068625
2917801779.49638511940.503614880603834
3032183295.17922288188-77.1792228818768
3126922864.26151225402-172.261512254023
3221872425.96978857635-238.969788576347
3325773416.9910877791-839.991087779105
3412931307.43876372777-14.4387637277694
3535673650.45154806149-83.4515480614923
3627642353.76856041433410.231439585673
3737553729.8718642110425.1281357889636
3820752359.11192871768-284.111928717679
399951180.97786081645-185.977860816446
4037503828.37629708327-78.3762970832685
4134132981.85663402555431.143365974455
4220532049.909547652193.09045234781059
4319842108.47449422758-124.474494227584
4418251755.1977647999569.8022352000509
4527831722.362777434541060.63722256546
4655724066.14618392591505.8538160741
47918913.3393762615784.6606237384218
4826852333.20415681953351.795843180472
4941453284.34549205721860.654507942792
5028412098.61027311949742.389726880513
5121752244.4887861181-69.4887861181026
52496455.13701655523440.8629834447657
5326994337.36766078991-1638.36766078991
54744717.73420268703126.2657973129687
5511611157.743699183513.2563008164867
5633332651.43275846927681.567241530733
5729703212.7515009222-242.751500922203
5839693598.40312517945370.596874820547
5929193553.08333303955-634.083333039547
6023992530.52113605041-131.521136050406
6141213635.23315660266485.766843397339
6233232962.47633879491360.523661205093
6331322743.69176747794388.308232522062
6428682648.54636198478219.453638015216
6517782494.67919630871-716.67919630871
6621092366.18319206322-257.183192063219
6721482283.29077005328-135.290770053281
6830092644.73570213823364.264297861768
6925622413.81016769815148.189832301847
7017371774.22961053797-37.2296105379667
7126802303.61632772663376.383672273374
72893837.04566216597255.9543378340283
7323892487.27451538871-98.2745153887104
7421972058.48035933202138.519640667976
7522272095.42928481873131.570715181268
7623703182.59601584786-812.596015847861
7732263423.89133667649-197.891336676491
7819782188.89158851712-210.891588517117
7925162117.6904621517398.309537848298
8021472032.82691838057114.173081619431
8121501864.66894826435285.33105173565
8242294136.0257258987192.974274101289
8313801508.58800591969-128.588005919693
8424492712.21250728546-263.212507285461
85870862.1053871070387.89461289296202
8627001979.51726484198720.482735158022
8715741705.50426467328-131.50426467328
8840464008.7479721441937.2520278558078
8932593456.7406758093-197.740675809299
9030981887.155828145841210.84417185416
9126152723.0443495649-108.044349564903
9224042593.34157604631-189.341576046307
9319321871.9634970427160.0365029572864
9431472499.5764468535647.423553146505
9525982875.77129358332-277.771293583316
9621082042.8996200470165.1003799529937
9721932567.54129245718-374.541292457176
9824782973.4737569305-495.473756930497
9941983784.36298228117413.637017718828
10041653709.13319830161455.866801698389
10128422854.52026415343-12.5202641534305
10225622823.16624348414-261.166243484137
10324492611.38585867328-162.385858673282
104602551.61782996468150.382170035319
10525792220.44374145796358.556258542036
10625912685.25848069528-94.2584806952839
10729572573.08264177855383.917358221451
10827862846.10981645466-60.1098164546573
10914771942.08498187668-465.084981876679
11033501843.899387767831506.10061223217
11121073008.53457497425-901.534574974245
11223322698.92958488624-366.929584886237
113400408.401672403578-8.40167240357771
11422331895.56567181076337.434328189243
115530726.515760787369-196.515760787369
11620331945.4291289178987.570871082115
11732463819.57857446044-573.578574460444
118387401.580207953648-14.5802079536483
11921372187.97812720243-50.9781272024284
120492502.502560823158-10.5025608231582
12138383237.85329948793600.146700512071
12221932279.71835242108-86.7183524210834
12317961899.09261669829-103.092616698292
12419071700.48864863546206.511351364537
125568593.857626053152-25.8576260531518
12626022399.5094680783202.490531921696
12728193062.08292350752-243.082923507515
12814641955.34305296818-491.343052968182
12939463717.91732477118228.082675228822
13025543047.93488276104-493.934882761043
13135063847.91265063404-341.912650634044
13215521885.58640886624-333.586408866243
13313891297.7027278290291.2972721709792
13431013875.92531869476-774.925318694764
13545414274.03886140768266.961138592319
13618721584.33559201172287.664407988279
13744033695.64179534405707.358204655953
13821131792.15990912298320.840090877022
13920462477.25061045031-431.250610450309
14025642596.68255035767-32.6825503576714
14121452473.04776565817-328.047765658168
14241123426.98009497655685.019905023451
14323402306.9309398287433.0690601712635
14420351666.2183188989368.781681101102
14532413074.14155213639166.85844786361
14619911690.98964590309300.010354096915
14728642542.19188539462321.808114605383
14827482857.76606277793-109.766062777933
1492189.486876405257-187.486876405257
150207332.900863730851-125.900863730851
1515194.08862859285-189.08862859285
1528200.53649006213-192.53649006213
1530189.479775984943-189.479775984943
1540189.479775984943-189.479775984943
15524492633.45222804483-184.45222804483
15634903796.52940139937-306.529401399374
1570189.479775984943-189.479775984943
1584206.573206977188-202.573206977188
159151260.16075891234-109.16075891234
160475602.958627604241-127.958627604241
161141333.635908323522-192.635908323522
16211451232.53439036143-87.5343903614342
16329204.186106103621-175.186106103621
16420802206.75307362452-126.753073624521


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.1600513329722040.3201026659444080.839948667027796
70.4821567138412530.9643134276825060.517843286158747
80.4780941233092090.9561882466184170.521905876690791
90.4067963727625920.8135927455251840.593203627237408
100.296519471056060.5930389421121190.70348052894394
110.5877375657570320.8245248684859360.412262434242968
120.4954661911930030.9909323823860060.504533808806997
130.4223471105061250.844694221012250.577652889493875
140.332212691511370.6644253830227390.66778730848863
150.2542698745242270.5085397490484550.745730125475773
160.5804219318301960.8391561363396080.419578068169804
170.5361610499481720.9276779001036560.463838950051828
180.6729384982502790.6541230034994410.327061501749721
190.604057259693380.791885480613240.39594274030662
200.5324346874208770.9351306251582470.467565312579123
210.4898904249442490.9797808498884970.510109575055751
220.6694889085585840.6610221828828310.330511091441416
230.6127839474951830.7744321050096350.387216052504817
240.5566893449203430.8866213101593140.443310655079657
250.7658997217290710.4682005565418590.234100278270929
260.7248570476105150.5502859047789690.275142952389485
270.6732433845724570.6535132308550860.326756615427543
280.6626562037859750.674687592428050.337343796214025
290.612525962279160.774948075441680.38747403772084
300.598379619283670.803240761432660.40162038071633
310.5428730294934940.9142539410130110.457126970506506
320.4920921587518580.9841843175037150.507907841248142
330.581271937018870.837456125962260.41872806298113
340.5269860000300250.9460279999399490.473013999969975
350.4893662487600660.9787324975201310.510633751239934
360.5894988306087470.8210023387825060.410501169391253
370.5370747841005360.9258504317989270.462925215899464
380.5099579826965860.9800840346068270.490042017303414
390.4587174028318190.9174348056636380.541282597168181
400.5189442890305470.9621114219389070.481055710969453
410.5652605850306760.8694788299386480.434739414969324
420.5129961047595640.9740077904808710.487003895240436
430.4644279591987110.9288559183974230.535572040801289
440.4155505933467450.8311011866934910.584449406653255
450.6161068024786850.7677863950426290.383893197521315
460.9275900342718110.1448199314563780.0724099657281888
470.9089751973389050.1820496053221910.0910248026610954
480.9012105191451010.1975789617097980.0987894808548992
490.9407704746666870.1184590506666260.0592295253333128
500.9644024403667720.07119511926645670.0355975596332284
510.9542236606849620.09155267863007620.0457763393150381
520.9417222703232840.1165554593534330.0582777296767164
530.9998498271547930.0003003456904148180.000150172845207409
540.9997660851559080.0004678296881841980.000233914844092099
550.9996400872937120.0007198254125750310.000359912706287515
560.9997809785192470.0004380429615068450.000219021480753422
570.9997009502622590.0005980994754826930.000299049737741347
580.9996583824848130.0006832350303732740.000341617515186637
590.9997666621437320.0004666757125353390.000233337856267669
600.9996555018265360.000688996346928120.00034449817346406
610.9996764711644050.00064705767118970.00032352883559485
620.9996215213942450.0007569572115097820.000378478605754891
630.9995758931259220.0008482137481566670.000424106874078333
640.9994203209544730.001159358091053970.000579679045526984
650.9996895292074080.0006209415851846460.000310470792592323
660.9995899191715460.0008201616569081250.000410080828454063
670.9994077991467910.001184401706417150.000592200853208576
680.999319853984990.00136029203001990.00068014601500995
690.9990369984111310.001926003177738030.000963001588869017
700.9985996157210640.002800768557872870.00140038427893644
710.9984343708596550.003131258280690190.0015656291403451
720.9977645967380940.004470806523811680.00223540326190584
730.9968807133877360.006238573224527540.00311928661226377
740.9957591153383240.008481769323352560.00424088466167628
750.9942746556777050.01145068864458960.00572534432229478
760.997371330053470.005257339893059380.00262866994652969
770.9965472515762280.006905496847544060.00345274842377203
780.9955263113767850.00894737724642920.0044736886232146
790.9951965621760080.009606875647984240.00480343782399212
800.9934887795513460.01302244089730790.00651122044865397
810.992135373723360.01572925255327910.00786462627663953
820.9894736342490970.02105273150180570.0105263657509028
830.9862199765690580.02756004686188440.0137800234309422
840.9834229615005760.03315407699884750.0165770384994238
850.9781468854923150.04370622901536940.0218531145076847
860.9862054290742730.02758914185145460.0137945709257273
870.9820963354646040.03580732907079270.0179036645353963
880.9764613744477510.04707725110449750.0235386255522487
890.9709143293214570.05817134135708690.0290856706785434
900.9962593466645730.007481306670854030.00374065333542701
910.994848316385550.01030336722890010.00515168361445003
920.9932764228127530.01344715437449390.00672357718724693
930.9908323700079240.0183352599841510.0091676299920755
940.9939019141581360.01219617168372770.00609808584186385
950.9926014222840870.01479715543182510.00739857771591255
960.9899094702212590.0201810595574830.0100905297787415
970.9891531810617330.02169363787653370.0108468189382668
980.9904199952968410.01916000940631860.0095800047031593
990.9901871298389680.01962574032206320.0098128701610316
1000.9904876986072020.01902460278559660.00951230139279832
1010.9870139594303380.02597208113932410.012986040569662
1020.9843855684556330.03122886308873430.0156144315443671
1030.9796348421485430.04073031570291460.0203651578514573
1040.9732398232739630.05352035345207430.0267601767260371
1050.9713560348002780.05728793039944360.0286439651997218
1060.9627164462408750.07456710751825060.0372835537591253
1070.9605096222285410.07898075554291880.0394903777714594
1080.9490283321425460.1019433357149080.0509716678574541
1090.9493558276249220.1012883447501560.0506441723750782
1100.999507157214730.0009856855705402970.000492842785270148
1110.9999538940535659.22118928694023e-054.61059464347011e-05
1120.9999534460944729.31078110556642e-054.65539055278321e-05
1130.9999226807275030.0001546385449935187.73192724967592e-05
1140.9999244087171150.0001511825657699457.55912828849727e-05
1150.999880397335230.0002392053295401280.000119602664770064
1160.9998038491347840.0003923017304314870.000196150865215744
1170.9999324907951670.0001350184096650416.75092048325204e-05
1180.9998889180854550.0002221638290896020.000111081914544801
1190.9998175177415190.0003649645169617480.000182482258480874
1200.9997080851830460.0005838296339079150.000291914816953958
1210.9998622968771640.0002754062456723830.000137703122836192
1220.9997679501651630.0004640996696742280.000232049834837114
1230.999609016915670.0007819661686607780.000390983084330389
1240.9994747928809790.001050414238042770.000525207119021386
1250.999179899137070.001640201725859250.000820100862929626
1260.9987564837957490.002487032408501460.00124351620425073
1270.9986032773498470.002793445300306320.00139672265015316
1280.9989708183768580.002058363246284730.00102918162314236
1290.9983432352664850.003313529467029120.00165676473351456
1300.9992716442548640.001456711490272590.000728355745136296
1310.9996679223312820.0006641553374369370.000332077668718469
1320.999782238801560.0004355223968791040.000217761198439552
1330.9996279210704610.0007441578590786520.000372078929539326
1340.9996501371061740.0006997257876526280.000349862893826314
1350.9993724447977930.001255110404414640.000627555202207321
1360.999271976511820.001456046976360780.000728023488180391
1370.999770306564330.0004593868713391330.000229693435669567
1380.9998063544086080.0003872911827849280.000193645591392464
1390.9999947219125911.05561748173046e-055.27808740865231e-06
1400.9999881025607212.37948785589553e-051.18974392794776e-05
1410.9999738371965885.23256068244722e-052.61628034122361e-05
1420.999995066588889.86682223934033e-064.93341111967017e-06
1430.9999880242261992.39515476024979e-051.19757738012489e-05
1440.9999987911843052.41763139064324e-061.20881569532162e-06
1450.9999962566569827.48668603553102e-063.74334301776551e-06
1460.9999995574036568.85192687748559e-074.42596343874279e-07
1470.9999999999970425.9163161446877e-122.95815807234385e-12
1480.9999999999913771.72468653870476e-118.62343269352382e-12
1490.9999999999245031.50994844792143e-107.54974223960717e-11
1500.9999999995935258.12950351521981e-104.0647517576099e-10
1510.9999999962826567.43468862807398e-093.71734431403699e-09
1520.9999999678139686.43720646327287e-083.21860323163643e-08
1530.9999997494653095.01069382910619e-072.5053469145531e-07
1540.9999981990061243.60198775166266e-061.80099387583133e-06
1550.9999864089599882.71820800234233e-051.35910400117117e-05
1560.9999948866803771.02266392458425e-055.11331962292126e-06
1570.999923599259380.0001528014812407437.64007406203715e-05
1580.9996477945945940.0007044108108125070.000352205405406253


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level760.496732026143791NOK
5% type I error level990.647058823529412NOK
10% type I error level1060.69281045751634NOK