Multiple Linear Regression - Estimated Regression Equation
Conn[t] = + 33.2324706807634 + 0.158472808251303Happ[t] -0.0645138156938056Depr[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)33.23247068076342.82220611.775400
Happ0.1584728082513030.1349131.17460.2418980.120949
Depr-0.06451381569380560.099608-0.64770.5181270.259064


Multiple Linear Regression - Regression Statistics
Multiple R0.151458819815008
R-squared0.0229397740997551
Adjusted R-squared0.0106497083651609
F-TEST (value)1.8665298131957
F-TEST (DF numerator)2
F-TEST (DF denominator)159
p-value0.158032381913386
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.35710886629123
Sum Squared Residuals1791.95861048086


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
14134.67692420795616.3230757920439
23935.3753292566553.624670743345
33034.0724781518145-4.07247815181446
43134.3599785914534-3.35997859145338
53434.4132454832143-0.413245483214339
63535.3108154409612-0.310815440961195
73934.03178605101794.96821394898207
83434.7414380236498-0.741438023649788
93634.96442464759491.03557535240510
103734.77088320051352.22911679948652
113835.28137026409752.71862973590250
123635.72734351198770.272656488012280
133833.84949152786944.15050847213065
143934.8648421930714.13515780692902
153335.4398430723488-2.43984307234881
163234.5478965765684-2.54789657656837
173634.54789657656841.45210342343163
183835.21685644840372.7831435515963
193934.80595183934364.19404816065641
203234.9293560087648-2.92935600876478
213235.6333845194302-3.63338451943022
223134.0724781518145-3.07247815181446
233934.6769242079564.32307579204402
243734.23095096006582.76904903993424
253935.21685644840373.7831435515963
264134.07810161378096.92189838621912
273635.05838364015240.941616359847606
283334.4833827608746-1.48338276087457
293334.7063693848197-1.70636938481967
303434.1369919675083-0.136991967508267
313135.18741127154-4.18741127154001
322734.3249099526233-7.32490995262326
333735.28137026409751.71862973590250
343434.8999108319011-0.899910831901091
353434.6124103922622-0.612410392262177
363235.2519250872338-3.25192508723381
372933.368449641149-4.36844964114902
383634.83539701620731.16460298379271
392935.2813702640975-6.2813702640975
403534.64747903109230.35252096890771
413735.02893846328871.97106153671130
423434.864842193071-0.864842193070978
433835.25192508723382.74807491276619
443534.23095096006580.769049039934235
453834.42449240714723.57550759285282
463734.13699196750832.86300803249173
473835.02893846328872.9710615367113
483334.8999108319011-1.89991083190109
493634.95880118562851.04119881437152
503834.58296521539853.41703478460152
513235.1228974558462-3.1228974558462
523234.5478965765684-2.54789657656837
533233.8144228890392-1.81442288903924
543434.2309509600658-0.230950960065765
553234.4244924071472-2.42449240714718
563734.83539701620732.16460298379271
573934.92935600876484.07064399123522
582935.0289384632887-6.0289384632887
593734.4890062228412.51099377715901
603534.16643714437200.833562855628041
613033.2099768328977-3.20997683289772
623834.51845139970473.48154860029532
633434.2015057832021-0.201505783202073
643134.5478965765684-3.54789657656837
653434.7708832005135-0.77088320051348
663534.10754679064460.892453209355425
673633.87893670473302.12106329526696
683034.3599785914534-4.35997859145338
693934.77088320051354.22911679948652
703534.70636938481970.293630615180326
713834.61241039226223.38758960773782
723134.8003283773772-3.80032837737717
733434.7708832005135-0.77088320051348
743834.96442464759493.03557535240510
753434.5829652153985-0.582965215398485
763933.90838188159675.09161811840326
773735.08782881701611.91217118298391
783434.1958823212357-0.195882321235651
792834.7708832005135-6.77088320051348
803734.71199284678612.28800715321390
813334.8999108319011-1.89991083190109
823735.12289745584621.8771025441538
833535.0289384632887-0.0289384632887022
843734.99386982445862.00613017554141
853234.8353970162073-2.83539701620729
863334.6124103922622-1.61241039226218
873834.77088320051353.22911679948652
883334.676924207956-1.67692420795598
892934.3249099526233-5.32490995262326
903332.92247639325880.0775236067411961
913135.0878288170161-4.08782881701609
923634.32490995262331.67509004737674
933534.77088320051350.22911679948652
943234.4833827608746-2.48338276087457
952934.6474790310923-5.64747903109229
963935.05838364015243.94161635984761
973734.10192332867822.89807667132185
983534.74143802364980.258561976350212
993735.21685644840371.78314355159630
1003234.9644246475949-2.96442464759490
1013835.28137026409752.71862973590250
1023734.10192332867822.89807667132185
1033634.99386982445861.00613017554141
1043234.2660195988959-2.26601959889588
1053334.5773417534321-1.57734175343206
1064033.43296345684286.56703654315717
1073835.05838364015242.94161635984761
1084134.57734175343216.42265824656794
1093633.84949152786942.15050847213065
1104333.26886718662519.7311328133749
1113034.7063693848197-4.70636938481967
1123134.0079643361207-3.00796433612066
1133234.5829652153985-2.58296521539848
1143234.4833827608746-2.48338276087457
1153735.31081544096121.68918455903880
1163735.12289745584621.8771025441538
1173334.5478965765684-1.54789657656837
1183434.6124103922622-0.612410392262177
1193334.8704656550374-1.8704656550374
1203834.48338276087463.51661723912543
1213334.1664371443720-1.16643714437196
1223134.5478965765684-3.54789657656837
1233834.89991083190113.10008916809891
1243735.09345227898251.90654772101749
1253334.8999108319011-1.89991083190109
1263134.5829652153985-3.58296521539848
1273935.41039789548513.58960210451489
1284435.28137026409758.7186297359025
1293335.5338020649063-2.53380206490630
1303534.77088320051350.22911679948652
1313234.5829652153985-2.58296521539848
1322833.368449641149-5.36844964114902
1334034.96442464759495.0355753524051
1342734.6418555691259-7.64185556912587
1353734.83539701620732.16460298379271
1363234.864842193071-2.86484219307098
1372833.4918538105702-5.49185381057021
1383434.5478965765684-0.547896576568371
1393033.9434505204269-3.94345052042685
1403534.89991083190110.100089168098909
1413134.5184513997047-3.51845139970468
1423234.9644246475949-2.96442464759490
1433034.864842193071-4.86484219307098
1443034.676924207956-4.67692420795598
1453134.8353970162073-3.83539701620729
1464035.05838364015244.94161635984761
1473234.9938698244586-2.99386982445859
1483634.13699196750831.86300803249173
1493234.4244924071472-2.42449240714718
1503533.43296345684281.56703654315717
1513834.99386982445863.00613017554141
1524234.19588232123577.80411767876435
1533435.18741127154-1.18741127154001
1543534.35997859145340.640021408546624
1553533.43296345684281.56703654315717
1563334.1313685055418-1.13136850554185
1573634.32490995262331.67509004737674
1583234.5478965765684-2.54789657656837
1593335.5338020649063-2.53380206490630
1603434.7119928467861-0.711992846786096
1613233.9728956972905-1.97289569729054
1623434.2603961369295-0.260396136929457


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.8244485871330920.3511028257338170.175551412866908
70.8751529606767480.2496940786465030.124847039323252
80.7959718577346820.4080562845306360.204028142265318
90.7017325166214680.5965349667570650.298267483378532
100.6110175372713040.7779649254573920.388982462728696
110.5117492822053770.9765014355892460.488250717794623
120.4544159086180230.9088318172360460.545584091381977
130.5309355915643210.9381288168713590.469064408435679
140.4912428752380550.982485750476110.508757124761945
150.510585272161980.978829455676040.48941472783802
160.519550469643450.96089906071310.48044953035655
170.4401643027305960.8803286054611920.559835697269404
180.3869446972693730.7738893945387460.613055302730627
190.4075915548911780.8151831097823570.592408445108822
200.4462293424955950.8924586849911910.553770657504404
210.4710452736751190.9420905473502390.528954726324881
220.4794420740565070.9588841481130150.520557925943493
230.5047837543105850.990432491378830.495216245689415
240.4638690753018820.9277381506037630.536130924698118
250.4535113665255740.9070227330511490.546488633474426
260.6016598881693350.7966802236613290.398340111830665
270.5402671402008580.9194657195982840.459732859799142
280.5155954219905770.9688091560188460.484404578009423
290.4900695970038250.980139194007650.509930402996175
300.4417446124377980.8834892248755960.558255387562202
310.5005426680478080.9989146639043840.499457331952192
320.745748847690680.5085023046186410.254251152309321
330.706018648564250.58796270287150.29398135143575
340.6632597357118370.6734805285763260.336740264288163
350.6157294597753730.7685410804492540.384270540224627
360.6175186248301710.7649627503396580.382481375169829
370.663545956570110.6729080868597790.336454043429890
380.6164823305853510.7670353388292980.383517669414649
390.7364605521306140.5270788957387730.263539447869386
400.6914256939334520.6171486121330960.308574306066548
410.6569916762535010.6860166474929970.343008323746499
420.6109268740156050.7781462519687910.389073125984395
430.5881674063322680.8236651873354640.411832593667732
440.5387402133885120.9225195732229750.461259786611488
450.5339729173713340.9320541652573320.466027082628666
460.510498863164930.979002273670140.48950113683507
470.4906083289641370.9812166579282740.509391671035863
480.4613677966959690.9227355933919380.538632203304031
490.4175714625273380.8351429250546770.582428537472662
500.409103969608410.818207939216820.59089603039159
510.4090939390261630.8181878780523270.590906060973837
520.3923687297639770.7847374595279540.607631270236023
530.3610986816383990.7221973632767980.638901318361601
540.3174179210781710.6348358421563410.682582078921829
550.3046258332378550.609251666475710.695374166762145
560.2787590694295100.5575181388590210.72124093057049
570.2968719693391840.5937439386783680.703128030660816
580.4047738409418140.8095476818836280.595226159058186
590.3811591436880120.7623182873760230.618840856311988
600.3387901056182100.6775802112364210.66120989438179
610.3355288852670770.6710577705341540.664471114732923
620.3359764064668430.6719528129336860.664023593533157
630.2953146181449160.5906292362898320.704685381855084
640.3005495361632330.6010990723264670.699450463836767
650.263266332150720.526532664301440.73673366784928
660.2297366650946750.4594733301893490.770263334905325
670.2098481702208340.4196963404416680.790151829779166
680.2354991657575540.4709983315151080.764500834242446
690.2557697243433560.5115394486867120.744230275656644
700.2202444673654610.4404889347309220.779755532634539
710.2200037145428320.4400074290856630.779996285457168
720.2303364941310340.4606729882620680.769663505868966
730.1987404049787310.3974808099574620.80125959502127
740.1922473124268340.3844946248536680.807752687573166
750.1640440508606250.3280881017212510.835955949139375
760.203690159122970.407380318245940.79630984087703
770.1816932762457390.3633865524914780.818306723754261
780.1532803834429350.306560766885870.846719616557065
790.2510564087535110.5021128175070220.748943591246489
800.2340355814940290.4680711629880580.765964418505971
810.2110116415421050.4220232830842110.788988358457895
820.1892859198149170.3785718396298330.810714080185084
830.1606760789154780.3213521578309570.839323921084521
840.1432389954957090.2864779909914180.856761004504291
850.1357268942054120.2714537884108250.864273105794588
860.1174036553654310.2348073107308630.882596344634569
870.1154686566929390.2309373133858780.884531343307061
880.09944869056046190.1988973811209240.900551309439538
890.1312955041763310.2625910083526610.86870449582367
900.1086157808109350.2172315616218690.891384219189065
910.1196640564572020.2393281129144030.880335943542798
920.1034130889162940.2068261778325880.896586911083706
930.0843628980097820.1687257960195640.915637101990218
940.07655538972899240.1531107794579850.923444610271008
950.1066571328522560.2133142657045110.893342867147744
960.1139926903890630.2279853807781260.886007309610937
970.1081884366535450.216376873307090.891811563346455
980.08857807466933910.1771561493386780.91142192533066
990.07583572758016140.1516714551603230.924164272419839
1000.07094623425074640.1418924685014930.929053765749254
1010.06565440558260580.1313088111652120.934345594417394
1020.06175739968534150.1235147993706830.938242600314659
1030.04992603999224060.09985207998448110.95007396000776
1040.04276386206337900.08552772412675790.957236137936621
1050.03500165625843940.07000331251687890.96499834374156
1060.06838489616832870.1367697923366570.931615103831671
1070.06477095661599360.1295419132319870.935229043384006
1080.1121912405220700.2243824810441400.88780875947793
1090.1020645887089830.2041291774179670.897935411291017
1100.4262088980893760.8524177961787520.573791101910624
1110.4588232237786660.9176464475573330.541176776221334
1120.4372506382950230.8745012765900470.562749361704977
1130.4154493064503230.8308986129006450.584550693549677
1140.385033268715350.77006653743070.61496673128465
1150.3524657237883230.7049314475766460.647534276211677
1160.3200985463290920.6401970926581850.679901453670908
1170.2815163066336250.5630326132672490.718483693366375
1180.2408793734371760.4817587468743520.759120626562824
1190.2174565407532070.4349130815064130.782543459246793
1200.2395189097830810.4790378195661630.760481090216919
1210.2034178221798000.4068356443595990.7965821778202
1220.1958100863750880.3916201727501750.804189913624912
1230.1907775757627110.3815551515254220.809222424237289
1240.1635527147402720.3271054294805450.836447285259728
1250.1401600802646870.2803201605293730.859839919735313
1260.1436852552573220.2873705105146440.856314744742678
1270.1406499134679570.2812998269359140.859350086532043
1280.4147684722466910.8295369444933820.585231527753309
1290.3705596504438990.7411193008877990.6294403495561
1300.3245077682060850.649015536412170.675492231793915
1310.3005348836319350.6010697672638710.699465116368065
1320.34802351606050.6960470321210.6519764839395
1330.4461266559330170.8922533118660350.553873344066983
1340.6130521956940280.7738956086119440.386947804305972
1350.6047707891396370.7904584217207250.395229210860363
1360.5582698039941790.8834603920116430.441730196005821
1370.6757255785794090.6485488428411830.324274421420592
1380.6129832891717320.7740334216565370.387016710828268
1390.652522561446010.694954877107980.34747743855399
1400.5963638637017520.8072722725964960.403636136298248
1410.581609379506340.836781240987320.41839062049366
1420.5323470193442820.9353059613114350.467652980655718
1430.5855180541012180.8289638917975640.414481945898782
1440.6417318209094640.7165363581810720.358268179090536
1450.6631472606344870.6737054787310260.336852739365513
1460.7980248531933090.4039502936133820.201975146806691
1470.772750504239740.454498991520520.22724949576026
1480.7199751425909340.5600497148181330.280024857409066
1490.6763198077928690.6473603844142630.323680192207131
1500.5830280518919310.8339438962161380.416971948108069
1510.605086987736660.789826024526680.39491301226334
1520.9947492196539080.01050156069218440.0052507803460922
1530.9854401483717760.0291197032564480.014559851628224
1540.9639030835150650.07219383296986910.0360969164849346
1550.9238326947473770.1523346105052450.0761673052526227
1560.8238902262358670.3522195475282650.176109773764133


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level20.0132450331125828OK
10% type I error level60.0397350993377483OK