Multiple Linear Regression - Estimated Regression Equation
X2[t] = -6.96454269613189 + 0.199329143390148Y[t] -0.0159718658230266X1[t] + 3.12164685974994X3[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-6.964542696131892.873907-2.42340.0164930.008246
Y0.1993291433901480.0924432.15620.0325580.016279
X1-0.01597186582302660.048447-0.32970.7420750.371037
X33.121646859749940.17617817.718700


Multiple Linear Regression - Regression Statistics
Multiple R0.911862202403
R-squared0.831492676171251
Adjusted R-squared0.828333163849462
F-TEST (value)263.171208555511
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation13.5434760941342
Sum Squared Residuals29348.1191539814


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
18482.83203956884441.16796043115561
27259.485644380725312.5143556192747
33773.5432263475093-36.5432263475093
48578.25056288327596.74943711672414
53044.148931800967-14.148931800967
65344.68760490895428.3123950910458
77471.14959428701052.85040571298954
82250.76351321671-28.76351321671
96858.11834932632689.88165067367325
104762.2609188811597-15.2609188811597
1110294.61650327042637.38349672957368
12123114.5303222057578.46967779424266
136969.7277608626508-0.727760862650798
14108115.507699633367-7.50769963336692
155990.4586002085658-31.4586002085658
16122114.313541667847.68645833215975
179177.25062074280713.749379257193
184571.0456607908763-26.0456607908763
195358.1502930579728-5.1502930579728
2011294.656752114381617.3432478856184
218285.7224135535581-3.7224135535581
229289.2501826424892.74981735751103
235144.53992333423346.46007666576655
2412092.15363769173427.846362308266
259987.384230587489511.6157694125105
268674.490679749400311.5093202505997
275966.2661316795084-7.26613167950842
289885.411281349406812.5887186505932
297164.02687222233846.97312777766155
3010096.4430476513793.55695234862092
3111396.402798807423816.5972011925762
3292102.459003278156-10.4590032781563
3310797.04039672275429.95960327724585
347558.457693290923816.5423067090762
3510089.979879781557110.0201202184429
366979.6548103581115-10.6548103581115
3710699.9102257005366.08977429946401
385161.4469920829807-10.4469920829807
391821.9786048250522-3.97860482505223
409177.791110745608413.2088892543915
417582.5565830675394-7.5565830675394
426376.8003148873573-13.8003148873573
437265.38192738211426.61807261788577
445962.6794838160765-3.67948381607649
452962.9899776614325-33.9899776614325
468589.6079537265186-4.60795372651865
476677.9126984473828-11.9126984473828
4810694.576892785266411.4231072147336
49113110.4118268179432.58817318205653
5010193.23780949131377.76219050868632
516555.5544410527929.445558947208
5276.53402396684630.465976033153707
53111100.82008832319410.1799116768056
546152.54150364139838.4584963586017
554141.1940319941658-0.194031994165767
567064.60495300437235.39504699562765
57136114.45483320663821.5451667933621
588777.09729212049989.90270787950016
599084.76080518065845.23919481934164
607668.67095965360837.32904034639173
61101101.987311245866-0.987311245866108
625768.7219688634823-11.7219688634823
636196.7894200106946-35.7894200106946
649282.6084334473229.39156655267802
658075.10591576298454.89408423701553
663545.6796774847961-10.6796774847961
677257.351699766821514.6483002331785
688886.78560479852371.21439520147628
698075.54418453492474.45581546507535
706253.8486432037058.151356796295
718177.12741895733173.87258104266831
726358.8084359802354.19156401976496
739177.350386720058713.6496132799413
746575.5365177814108-10.5365177814108
757969.68815037749099.31184962250908
768580.92233943525834.07766056474167
777565.52110103341269.4788989665874
787069.68751201869550.312487981304453
797866.119929633491611.8800703665084
807576.9836721649244-1.98367216492445
815554.12783167621030.872168323789716
8280100.763762983875-20.7637629838749
838368.240357635181914.7596423648181
843877.7087961628837-39.7087961628837
852721.99457669087525.00542330912475
866263.9470128932233-1.94701289322331
878266.518587920271915.4814120797281
888878.6919252676219.30807473237897
895995.39018122465-36.3901812246501
909282.77975364137969.2202463586204
914074.5155950863279-34.5155950863279
929178.665831394674612.3341686053254
936364.0984264391444-1.09842643914438
948876.508886520229311.4911134797707
958577.505532237187.49446776281993
967662.213003283690613.7869967163094
976762.97837612560514.02162387439488
986977.6569457831012-8.65694578310115
99150127.59435206799622.4056479320043
1007774.31542477302922.68457522697085
10110397.3714355750425.62856442495798
1028183.7092154715201-2.70921547152008
1033759.6753916942155-22.6753916942155
1046454.51509123827649.48490876172357
1052246.1179462567362-24.1179462567362
1063564.3124507307668-29.3124507307668
1076169.4209989884951-8.42099898849515
1088077.29789798148072.70210201851927
1095456.0215599439733-2.02155994397329
1107672.09936838751393.90063161248614
1118773.92964473966713.0703552603331
1127584.2153064890659-9.21530648906588
1130-2.80663963427132.8066396342713
1146174.0849930679015-13.0849930679015
1153030.3628715531743-0.36287155317434
1166681.7760795297104-15.7760795297104
1175674.8099142547476-18.8099142547476
1180-6.02411768895946.0241176889594
1193254.9129083551482-22.9129083551482
120919.4991290217415-10.4991290217415
1218277.10623559160444.89376440839559
12211096.82200210113613.177997898864
1237171.4061881212006-0.406188121200624
1245059.1911224011923-9.1911224011923
1252119.65820932117641.34179067882362
1267866.295620157544911.7043798424551
127118106.04692785917911.9530721408211
128102103.017380223167-1.01738022316683
129109102.5622984154956.43770158450494
130104106.174064426968-2.17406442696777
131124115.2954922365598.7045077634413
1327665.99652503690310.0034749630969
1335759.1911224011923-2.19112240119231
1349175.420884567877415.5791154321226
13510197.2900967172233.70990328277704
1366658.01942451898367.98057548101636
1379889.89938209364668.10061790635336
1386372.9369338050297-9.9369338050297
1398583.03967382454371.9603261754563
1407480.5755315282606-6.57553152826062
1411933.5311572928026-14.5311572928026
1425771.050031120872-14.050031120872
1437475.4643252058095-1.46432520580952
1447867.151612694493310.8483873055067
1459196.5459072410357-5.5459072410357
14611296.09250777318115.907492226819
1477974.94619710475424.05380289524579
14810092.65888753937127.34111246062878
1490-6.964542696131866.96454269613186
1500-6.326944780801536.32694478080153
1510-6.98051456195496.9805145619549
1520-6.996486427777926.99648642777792
1530-6.964542696131866.96454269613186
1540-6.964542696131866.96454269613186
1554862.116533729957-14.116533729957
1565586.3357344907562-31.3357344907562
1570-6.964542696131866.96454269613186
1580-7.028430159423977.02843015942397
1590-6.64574373846676.6457437384667
1601310.91553315022922.08446684977077
1614-2.926109448546316.92610944854631
1623168.388677568698-37.388677568698
1630-6.996486427777926.99648642777792
1642948.2352806460216-19.2352806460216


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.9325361306401710.1349277387196580.067463869359829
80.9299146694935040.1401706610129930.0700853305064965
90.9284115415146720.1431769169706570.0715884584853284
100.8856086004789330.2287827990421350.114391399521067
110.8508952925008910.2982094149982170.149104707499109
120.7874806316954250.4250387366091510.212519368304575
130.7108216909689060.5783566180621870.289178309031094
140.6638505062842240.6722989874315520.336149493715776
150.8737026085553830.2525947828892350.126297391444617
160.8513013788084820.2973972423830370.148698621191518
170.8906854324193650.2186291351612690.109314567580635
180.9674530202460520.06509395950789660.0325469797539483
190.9522586458181710.09548270836365770.0477413541818288
200.962109031055630.07578193788874130.0378909689443707
210.9458261857830240.1083476284339520.0541738142169761
220.9245353603676990.1509292792646030.0754646396323013
230.9181368170635330.1637263658729340.081863182936467
240.96482211618030.07035576763940090.0351778838197004
250.9606478247469560.0787043505060890.0393521752530445
260.9568528069027430.08629438619451450.0431471930972573
270.9434525868429980.1130948263140030.0565474131570017
280.9371546216888830.1256907566222340.062845378311117
290.9243837919842990.1512324160314020.075616208015701
300.9013349685263850.197330062947230.098665031473615
310.8992770957241230.2014458085517540.100722904275877
320.8976056133889990.2047887732220020.102394386611001
330.8777972271684660.2444055456630690.122202772831534
340.8957897270546110.2084205458907780.104210272945389
350.8770932806831180.2458134386337630.122906719316882
360.8680696959795080.2638606080409840.131930304020492
370.8391645186250170.3216709627499660.160835481374983
380.8188313818616460.3623372362767070.181168618138354
390.7841365088128470.4317269823743070.215863491187153
400.7751293567257070.4497412865485860.224870643274293
410.7502015374295970.4995969251408060.249798462570403
420.7489682401870050.502063519625990.251031759812995
430.718296662632140.563406674735720.28170333736786
440.6742892133630380.6514215732739230.325710786636962
450.8467220008086560.3065559983826880.153277999191344
460.8239457781595490.3521084436809020.176054221840451
470.8122406309569720.3755187380860570.187759369043028
480.7964013471054270.4071973057891470.203598652894573
490.7611980411235030.4776039177529940.238801958876497
500.7311342881712110.5377314236575790.268865711828789
510.7199941388608140.5600117222783730.280005861139186
520.6921996733103340.6156006533793320.307800326689666
530.6634752205912890.6730495588174220.336524779408711
540.6458359161876340.7083281676247310.354164083812365
550.6009348745651590.7981302508696820.399065125434841
560.5629538659073430.8740922681853140.437046134092657
570.6097126661622020.7805746676755960.390287333837798
580.5857330163642060.8285339672715880.414266983635794
590.5449621439900270.9100757120199460.455037856009973
600.5125556183839710.974888763232060.48744438161603
610.4720624358592820.9441248717185630.527937564140718
620.4596240413943420.9192480827886850.540375958605658
630.7382639527265930.5234720945468150.261736047273407
640.7174141769219680.5651716461560640.282585823078032
650.68263961773040.6347207645391990.317360382269599
660.6596988449401270.6806023101197460.340301155059873
670.6722764591983220.6554470816033560.327723540801678
680.6312557544741710.7374884910516570.368744245525829
690.5922874638800650.8154250722398710.407712536119935
700.5679966007627920.8640067984744160.432003399237208
710.5263372286833440.9473255426333130.473662771316656
720.4868579211771420.9737158423542840.513142078822858
730.4875099853706320.9750199707412640.512490014629368
740.468841712803480.937683425606960.53115828719652
750.4461268330688950.892253666137790.553873166931105
760.4057135518762740.8114271037525480.594286448123726
770.3859692177232990.7719384354465970.614030782276701
780.3433663683967440.6867327367934880.656633631603256
790.3356847093319960.6713694186639910.664315290668004
800.2961969878727170.5923939757454340.703803012127283
810.2585808587754780.5171617175509560.741419141224522
820.313878877584460.6277577551689210.68612112241554
830.3234908268771780.6469816537543550.676509173122822
840.6485861167286980.7028277665426040.351413883271302
850.6140651197661250.7718697604677510.385934880233875
860.5704623648320610.8590752703358770.429537635167939
870.5852049273190010.8295901453619970.414795072680999
880.5682412527675960.8635174944648090.431758747232405
890.8067952194044870.3864095611910260.193204780595513
900.7916567860103770.4166864279792460.208343213989623
910.9245638621123590.1508722757752830.0754361378876414
920.9223762365089370.1552475269821260.077623763491063
930.9041884950867440.1916230098265120.095811504913256
940.8998377448080960.2003245103838090.100162255191904
950.8861425726116140.2277148547767720.113857427388386
960.8879792997753040.2240414004493920.112020700224696
970.8667811380068860.2664377239862280.133218861993114
980.8495367282653350.300926543469330.150463271734665
990.9027698435848940.1944603128302120.0972301564151058
1000.883836784120990.2323264317580190.11616321587901
1010.8671049312922360.2657901374155280.132895068707764
1020.8404690252007730.3190619495984540.159530974799227
1030.877104811985680.245790376028640.12289518801432
1040.8655290467634080.2689419064731840.134470953236592
1050.911805274596340.176389450807320.0881947254036602
1060.9647361807737870.07052763845242540.0352638192262127
1070.9576452147451560.08470957050968720.0423547852548436
1080.9463889139070820.1072221721858360.0536110860929178
1090.9317312085025510.1365375829948980.0682687914974489
1100.9157034278806970.1685931442386060.0842965721193028
1110.9202250170144860.1595499659710270.0797749829855135
1120.9084321180339380.1831357639321230.0915678819660617
1130.8880987237264670.2238025525470660.111901276273533
1140.8857873901479960.2284252197040090.114212609852004
1150.8594999163990470.2810001672019060.140500083600953
1160.8724569847513810.2550860304972380.127543015248619
1170.8892242019356740.2215515961286520.110775798064326
1180.8680199231322210.2639601537355570.131980076867779
1190.9196931504950750.160613699009850.0803068495049252
1200.9159084232767180.1681831534465630.0840915767232817
1210.8959372565822020.2081254868355950.104062743417798
1220.900120308909860.1997593821802810.0998796910901404
1230.8738610692993820.2522778614012360.126138930700618
1240.858339126080060.2833217478398790.141660873919939
1250.8257609650121730.3484780699756530.174239034987827
1260.8200946115415920.3598107769168150.179905388458408
1270.8250718832945570.3498562334108860.174928116705443
1280.7881762055058470.4236475889883050.211823794494153
1290.7649091634951770.4701816730096470.235090836504823
1300.7191782634264470.5616434731471060.280821736573553
1310.7218434910041770.5563130179916460.278156508995823
1320.7262584351353820.5474831297292350.273741564864618
1330.6731818368057640.6536363263884710.326818163194236
1340.7218943473847740.5562113052304520.278105652615226
1350.7305293272509650.5389413454980690.269470672749035
1360.6935391044488140.6129217911023720.306460895551186
1370.7300218420618270.5399563158763460.269978157938173
1380.681143353523740.6377132929525210.31885664647626
1390.6212062271237140.7575875457525710.378793772876286
1400.5569640404706580.8860719190586830.443035959529342
1410.553025166727860.8939496665442810.44697483327214
1420.4925856257794830.9851712515589670.507414374220517
1430.4324745926622840.8649491853245680.567525407337716
1440.4947419931612760.9894839863225520.505258006838724
1450.4769933490008810.9539866980017610.523006650999119
1460.8596207628669830.2807584742660330.140379237133017
1470.9135471710020580.1729056579958850.0864528289979423
1480.9999999955144468.97110879753375e-094.48555439876688e-09
1490.9999999714655455.70689107304283e-082.85344553652141e-08
1500.9999999819535563.60928887154576e-081.80464443577288e-08
1510.9999998498540183.0029196350804e-071.5014598175402e-07
1520.9999988196075172.36078496498264e-061.18039248249132e-06
1530.999991609302721.67813945613614e-058.39069728068071e-06
1540.9999441358423770.0001117283152452715.58641576226356e-05
1550.9999964840362967.03192740758622e-063.51596370379311e-06
1560.999953151435919.36971281800259e-054.6848564090013e-05
1570.9993389824557080.001322035088583510.000661017544291756


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level100.0662251655629139NOK
5% type I error level100.0662251655629139NOK
10% type I error level180.119205298013245NOK