Multiple Linear Regression - Estimated Regression Equation
Happiness[t] = + 19.3158785241537 -0.398870553790956Depression[t] -0.00154027507600006t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)19.31587852415370.67985628.411700
Depression-0.3988705537909560.049503-8.057500
t-0.001540275076000060.003341-0.4610.6454350.322717


Multiple Linear Regression - Regression Statistics
Multiple R0.545101721019329
R-squared0.297135886258234
Adjusted R-squared0.288294828223746
F-TEST (value)33.6086342945779
F-TEST (DF numerator)2
F-TEST (DF denominator)159
p-value6.7035266226867e-13
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation1.97207585944176
Sum Squared Residuals618.364228067478


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11414.5278916035863-0.527891603586283
21814.92522188230123.07477811769882
31113.7270699458523-2.72706994585232
41214.5232707783582-2.52327077835823
51610.93189551916365.06810448083637
61814.52019022820623.47980977179377
71410.52994441522073.47005558477933
81414.9159802318452-0.915980231845184
91515.3133105105601-0.31331051056014
101514.11515857411130.884841425888727
111715.31022996040811.68977003959186
121916.10643079291412.89356920708595
131013.3127966413014-3.31279664130136
141613.71012692001632.28987307998368
151815.30406886010412.69593113989586
161413.70704636986430.292953630135683
171413.70550609478830.294493905211683
181714.90057748108522.09942251891482
191415.2979077598001-1.29790775980014
201614.09975582335131.90024417664873
211816.4914388710211.50856112897899
221113.6978047194083-2.69780471940832
231414.4940055519142-0.494005551914228
241213.6947241692563-1.69472416925632
251714.88979555555322.11020444444682
26915.6859963880591-6.68599638805909
271614.88671500540121.11328499459882
281413.28969251516140.710307484838639
291513.68702279387631.31297720612368
301114.0843530725913-3.08435307259127
311615.67829501267910.321704987320906
321313.2835314148574-0.28353141485736
331715.27634390873611.72365609126386
341514.87593307986920.124066920130817
351414.0766516972113-0.0766516972112713
361616.06946419109-0.069464191090049
37911.2814772705226-2.28147727052258
381514.47090142577420.529098574225773
391715.26710225828011.73289774171986
401315.2655619832041-2.26556198320414
411515.6628922619191-0.662892261919093
421613.66699921788832.33300078211168
431616.058682265558-0.0586822655580486
441213.6639186677363-1.66391866773632
451214.8589900540332-2.85899005403318
461114.0597086713753-3.05970867137527
471515.6536506114631-0.653650611463093
481514.85436922880520.145630771194818
491713.25734673856543.74265326143464
501314.8512886786532-1.85128867865318
511615.24861895736810.751381042631863
521413.65159646712830.348403532871685
531112.0545739768885-1.05457397688849
541213.6485159169763-1.64851591697631
551214.8435873032732-2.84358730327318
561514.44317647440620.556823525593774
571614.04276564553931.95723435446073
581515.6367075856271-0.636707585627092
591215.2362967567601-3.23629675676014
601213.2404037127294-1.24040371272936
61811.2445106686986-3.24451066869858
621314.4339348239502-1.43393482395023
631114.4323945488742-3.43239454887423
641413.63311316621630.366886833783686
651514.03044344493130.969556555068731
661014.8266442774372-4.82664427743718
671112.4318806796154-1.43188067961545
681214.4246931734942-2.42469317349422
691514.02428234462730.975717655372731
701513.62387151576031.37612848423969
711414.0212017944753-0.0212017944752693
721613.22192041181742.77807958818264
731514.01812124432330.981878755676731
741515.2131926306201-0.213192630620136
751314.8127818017532-1.81278180175318
761211.62027709634950.379722903650464
771714.01196014401932.98803985598073
781312.41493765377940.585062346220553
791514.00887959386730.991120406132731
801315.6028215339551-2.60282153395509
811514.80354015129720.19645984870282
821615.20087043001210.799129569987865
831515.5982007087271-0.598200708727091
841614.40004877227821.59995122772178
851514.39850849720220.601491502797776
861413.99809766833530.00190233166473155
871513.99655739325931.00344260674073
881414.3938876719742-0.393887671974224
891313.1957357355254-0.195735735525357
90710.4021015839127-3.40210158391267
911713.99039629295533.00960370704473
921313.1911149102974-0.191114910297357
931513.98731574280331.01268425719673
941413.18803436014540.811965639854643
951315.1808468540241-2.18084685402413
961614.78043602515721.21956397484282
971212.7845429811264-0.784542981126401
981414.7773554750052-0.777355475005179
991714.77581519992922.22418480007082
1001515.1731454786441-0.173145478644134
1011715.17160520356811.82839479643187
1021212.7768416057464-0.7768416057464
1031614.37078354583421.62921645416578
1041114.7681138245492-3.76811382454918
1051512.77222078051842.2277792194816
106911.5740688440695-2.57406884406953
1071614.76349299932121.23650700067882
1081512.76759995529042.2324000447096
1091013.1649302340054-3.16493023400536
110109.573554974810760.426445025189244
1111513.56072023764431.43927976235569
1121113.1603094087774-2.16030940877736
1131314.7542513488652-1.75425134886518
1141413.15722885862540.842771141374644
1151814.35230024492223.64769975507778
1161615.14850107742810.851498922571867
1171413.55147858718830.448521412811689
1181413.94880886590330.0511911340967334
1191415.5427508059911-1.54275080599109
1201413.14798720816940.852012791830645
1211213.1464469330934-1.14644693309336
1221413.54377721180830.456222788191689
1231514.73884859810520.261151401894822
1241515.933919984402-0.933919984402044
1251514.73576804795320.264231952046823
1261314.7342277728772-1.73422777287718
1271715.9292991591741.07070084082596
1281715.13001777651611.86998222348387
1291914.72960694764924.27039305235082
1301513.93032556499131.06967443500873
1311314.7265263974972-1.72652639749718
132911.1351511383026-2.13515113830258
1331515.1223164011361-0.122316401136132
1341513.12642335710541.87357664289465
1351514.32149474340220.678505256597779
1361613.52221336074432.47778663925569
137119.930838101549711.06916189845029
1381413.51913281059230.48086718940769
1391112.7198514279344-1.7198514279344
1401514.71266392181320.287336078186823
1411314.3122530929462-1.31225309294622
1421515.1084539254521-0.108453925452132
1431613.51143143521232.48856856478769
1441414.3076322677182-0.307632267718221
1451514.30609199264220.693908007357779
1461614.70342227135721.29657772864282
1471614.30301144249021.69698855750978
1481113.9026006136233-2.90260061362326
1491214.6988014461292-2.69880144612918
150911.5062967407255-2.50629674072553
1511614.29685034218621.70314965781378
1521312.30095729815540.699042701844558
1531615.49038145340710.509618546592913
1541214.2922295169582-2.29222951695822
155911.4985953653455-2.49859536534553
1561311.89592564406051.10407435593951
1571313.0909970303574-0.0909970303573532
1581413.48832730907230.511672690927691
1591914.68339869536924.31660130463082
1601315.4795995278751-2.47959952787509
1611211.88822426868050.111775731319514
1621312.68442510118640.315574898813603


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.9878179144294780.02436417114104330.0121820855705216
70.9787991010658260.04240179786834790.021200898934174
80.9699728673909680.06005426521806370.0300271326090319
90.9451414128013510.1097171743972980.0548585871986492
100.9096926908835090.1806146182329830.0903073091164913
110.8842852135866550.2314295728266890.115714786413345
120.8927724756811590.2144550486376820.107227524318841
130.9858387656509880.02832246869802360.0141612343490118
140.9806427775585070.03871444488298670.0193572224414933
150.9786910045923180.04261799081536430.0213089954076821
160.9716880460963550.05662390780729030.0283119539036451
170.961236458462650.07752708307470030.0387635415373502
180.9515805780155940.09683884396881160.0484194219844058
190.9479521105473080.1040957789053840.0520478894526919
200.934134687445840.131730625108320.0658653125541601
210.9190937815938380.1618124368123250.0809062184061624
220.956794040738240.08641191852352070.0432059592617603
230.9426164888757550.114767022248490.0573835111242452
240.9384109537129280.1231780925741450.0615890462870724
250.9401178777215990.1197642445568030.0598821222784013
260.9962388910844360.007522217831128590.0037611089155643
270.9956521719813480.008695656037303520.00434782801865176
280.9939228010636380.01215439787272440.00607719893636221
290.9926639838829020.01467203223419690.00733601611709846
300.9941598369885090.0116803260229820.00584016301149102
310.992390709269030.01521858146194040.00760929073097018
320.9889603662778550.02207926744428920.0110396337221446
330.9901003565027740.01979928699445180.00989964349722591
340.986320798448060.02735840310387910.0136792015519395
350.9809849044794540.03803019104109230.0190150955205462
360.974613267971680.05077346405663950.0253867320283198
370.9747976365294530.05040472694109470.0252023634705473
380.9688930792045180.06221384159096390.0311069207954819
390.9710496715769970.05790065684600690.0289503284230035
400.9682008435846670.06359831283066640.0317991564153332
410.9579271083836380.0841457832327240.042072891616362
420.9672561796300560.06548764073988760.0327438203699438
430.9576000818293730.08479983634125390.0423999181706269
440.949683813370160.1006323732596790.0503161866298397
450.9523157218282150.09536855634357060.0476842781717853
460.9565550709522710.08688985809545870.0434449290477294
470.9446478921999610.1107042156000780.055352107800039
480.9333783236599240.1332433526801520.0666216763400759
490.9738501094846120.05229978103077550.0261498905153878
500.9689570628884850.06208587422303020.0310429371115151
510.9644352659701010.07112946805979760.0355647340298988
520.955999473470640.08800105305871950.0440005265293598
530.945137161949230.109725676101540.0548628380507702
540.9349835188657460.1300329622685080.0650164811342539
550.9377065710900410.1245868578199180.0622934289099589
560.9286816811698740.1426366376602530.0713183188301263
570.9387437309792670.1225125380414660.061256269020733
580.9236908309128150.152618338174370.0763091690871852
590.9351820503260020.1296358993479950.0648179496739976
600.9211099485572090.1577801028855820.0788900514427912
610.9339720778409530.1320558443180940.066027922159047
620.9215461307890950.156907738421810.0784538692109048
630.937776197587960.124447604824080.0622238024120401
640.9289204543573110.1421590912853780.0710795456426888
650.9256318940170570.1487362119658850.0743681059829425
660.9701151355808620.05976972883827660.0298848644191383
670.9643641805674710.07127163886505780.0356358194325289
680.9660122471502120.06797550569957540.0339877528497877
690.9648910180571950.07021796388561010.0351089819428051
700.9659481570175770.0681036859648460.034051842982423
710.9587982585079510.08240348298409750.0412017414920487
720.973986712068070.05202657586385990.0260132879319299
730.9710851832336070.05782963353278620.0289148167663931
740.9642571849543120.07148563009137620.0357428150456881
750.9619101791346020.07617964173079590.038089820865398
760.9530573927079050.09388521458418940.0469426072920947
770.9710688037274790.05786239254504150.0289311962725207
780.9645723665554520.07085526688909680.0354276334445484
790.9596362214190540.08072755716189250.0403637785809463
800.9657552955070230.0684894089859540.034244704492977
810.9578269573730460.08434608525390840.0421730426269542
820.9510706440536660.09785871189266760.0489293559463338
830.9414468041571510.1171063916856990.0585531958428495
840.9395572063548220.1208855872903550.0604427936451777
850.9276448252021280.1447103495957430.0723551747978716
860.9111984365054080.1776031269891840.088801563494592
870.8988386492600320.2023227014799370.101161350739968
880.8784705588798030.2430588822403940.121529441120197
890.8539031468254960.2921937063490080.146096853174504
900.8940548962763260.2118902074473480.105945103723674
910.9231187105934950.153762578813010.0768812894065049
920.9053375259030530.1893249481938930.0946624740969465
930.8916979436656710.2166041126686590.108302056334329
940.8742071337216730.2515857325566540.125792866278327
950.8811225193036790.2377549613926430.118877480696321
960.8674088732062390.2651822535875220.132591126793761
970.8445025958382310.3109948083235380.155497404161769
980.8218327604577770.3563344790844450.178167239542223
990.8304991827540010.3390016344919980.169500817245999
1000.8006831339090450.3986337321819110.199316866090955
1010.7958138716008610.4083722567982770.204186128399139
1020.7652394138783990.4695211722432030.234760586121601
1030.7543691313665160.4912617372669690.245630868633484
1040.8497727365608820.3004545268782360.150227263439118
1050.858964674227870.2820706515442590.14103532577213
1060.8768217365061310.2463565269877380.123178263493869
1070.8595936309314770.2808127381370460.140406369068523
1080.8685536188314690.2628927623370610.131446381168531
1090.9105895820265350.1788208359469310.0894104179734655
1100.8902699233890840.2194601532218320.109730076610916
1110.8782224945203620.2435550109592760.121777505479638
1120.8882139557558040.2235720884883910.111786044244196
1130.893839427237850.2123211455242990.10616057276215
1140.8715610046596230.2568779906807540.128438995340377
1150.9220003922846130.1559992154307740.0779996077153869
1160.9040850215613460.1918299568773070.0959149784386536
1170.8808453304770980.2383093390458050.119154669522902
1180.8526127985322080.2947744029355840.147387201467792
1190.8507385617581830.2985228764836350.149261438241817
1200.8227054553813510.3545890892372990.177294544618649
1210.8029437926546450.394112414690710.197056207345355
1220.7640634624744340.4718730750511310.235936537525566
1230.7209201766953850.5581596466092290.279079823304615
1240.7023395068010580.5953209863978850.297660493198942
1250.6548377898593880.6903244202812230.345162210140611
1260.6793121053771920.6413757892456160.320687894622808
1270.6323915098984610.7352169802030780.367608490101539
1280.6000945378477730.7998109243044540.399905462152227
1290.7540593059594850.4918813880810290.245940694040515
1300.7181608635570280.5636782728859440.281839136442972
1310.7179029648274870.5641940703450260.282097035172513
1320.7375388761561590.5249222476876830.262461123843841
1330.691446991548710.6171060169025810.30855300845129
1340.6686250619402440.6627498761195120.331374938059756
1350.6111181954822570.7777636090354860.388881804517743
1360.6396287505872740.7207424988254510.360371249412726
1370.6259533143563070.7480933712873870.374046685643693
1380.5752789782906110.8494420434187770.424721021709389
1390.5323489512777720.9353020974444550.467651048722228
1400.4650833831194680.9301667662389370.534916616880531
1410.4223133713415970.8446267426831940.577686628658403
1420.3551893556223780.7103787112447550.644810644377622
1430.4165179311437020.8330358622874030.583482068856298
1440.3443697000656980.6887394001313950.655630299934302
1450.2958642309488080.5917284618976160.704135769051192
1460.2864952753649050.5729905507298110.713504724635095
1470.3638150446025440.7276300892050880.636184955397456
1480.3335145897585460.6670291795170910.666485410241454
1490.3389388660073990.6778777320147980.661061133992601
1500.3271067484421290.6542134968842580.672893251557871
1510.2993500962838650.598700192567730.700649903716135
1520.2508746420551530.5017492841103060.749125357944847
1530.1978140509528820.3956281019057640.802185949047118
1540.161444401714770.3228888034295390.83855559828523
1550.204490082877770.408980165755540.79550991712223
1560.1149921316460460.2299842632920910.885007868353954


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level20.0132450331125828NOK
5% type I error level150.0993377483443709NOK
10% type I error level510.337748344370861NOK