Multiple Linear Regression - Estimated Regression Equation
satisfaction[t] = + 4.57408744603602 -0.00206177040274046Walked[t] -0.0182799519706426Cycled[t] + 0.0871931717568843`Other `[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)4.574087446036020.17950325.48200
Walked-0.002061770402740460.014809-0.13920.8894530.444727
Cycled-0.01827995197064260.019634-0.9310.3532730.176637
`Other `0.08719317175688430.0181624.80094e-062e-06


Multiple Linear Regression - Regression Statistics
Multiple R0.374085962411091
R-squared0.139940307273032
Adjusted R-squared0.123400697797514
F-TEST (value)8.46091967770866
F-TEST (DF numerator)3
F-TEST (DF denominator)156
p-value3.03942628936404e-05
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation1.33960726636346
Sum Squared Residuals279.949429982628


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
155.836626073529-0.836626073529005
244.5516839532599-0.551683953259895
374.835666961306682.16433303869332
474.740226707938832.25977329206117
554.715402415815090.284597584184906
655.61628196631315-0.616281966313151
744.7625471534241-0.762547153424103
844.49272055654249-0.492720556542488
965.608034884702190.391965115297811
1055.83044076232077-0.830440762320774
1114.57408744603602-3.57408744603602
1255.30307514368314-0.303075143683139
1345.62040550711863-1.62040550711863
1466.27726743642694-0.27726743642694
1576.201257913179560.798742086820435
1674.746412019147052.25358798085295
1724.83566696130667-2.83566696130667
1865.969178194146170.0308218058538309
1944.90636596984163-0.906365969841634
2034.67535398166722-1.67535398166722
2164.922860133063561.07713986693644
2265.822938578381030.177061421618972
2354.561716823619580.438283176380422
2444.57408744603602-0.57408744603602
2565.869614399972840.130385600027158
2645.27924489110317-1.27924489110317
2734.65921884739016-1.65921884739016
2845.40203076703905-1.40203076703905
2954.72554517324710.2744548267529
3064.922860133063561.07713986693644
3165.619328420284020.380671579715976
3244.91667482185534-0.916674821855336
3365.610096655104930.389903344895070
3464.731979626327871.26802037367213
3554.829122621153580.170877378846417
3664.719884985565441.28011501443456
3744.90636596984163-0.906365969841634
3864.966782966144371.03321703385563
3976.994436474965660.00556352503434097
4055.07869054295266-0.0786905429526623
4164.922142075173821.07785792482618
4264.983084195003121.01691580499688
4354.912551281049860.0874487189501445
4475.928135720454531.07186427954547
4564.989435600793041.01056439920696
4634.54934620120314-1.54934620120314
4744.54291174812237-0.54291174812237
4854.908427740244370.0915722597556254
4945.85105846634818-1.85105846634818
5034.54522266039765-1.54522266039765
5155.23864449364725-0.238644493647248
5255.43364854118842-0.433648541188421
5344.91048951064711-0.910489510647115
5454.569963905230540.43003609476946
5514.89795279364898-3.89795279364898
5625.40525267156725-3.40525267156725
5735.39708863724714-2.39708863724714
5844.56584036442506-0.565840364425059
5934.50660098605363-1.50660098605363
6074.574087446036022.42591255396398
6124.49450634529121-2.49450634529121
6244.35472802238831-0.354728022388309
6324.54728443080039-2.54728443080039
6454.482135722874760.517864277125235
6565.176192566723250.823807433276751
6664.904304199438891.09569580056111
6765.595664262285750.404335737714253
6864.922142075173821.07785792482618
6965.620405507118630.379594492881368
7065.30981241819940.690187581800597
7165.334084747015090.665915252984906
7244.73728078506465-0.737280785064652
7344.57408744603602-0.57408744603602
7455.6696857064456-0.669685706445602
7564.748473789549791.25152621045021
7664.574087446036021.42591255396398
7774.56790213482782.4320978651722
7844.65715707698742-0.657157076987424
7965.415092607563760.584907392436243
8065.403273948455360.596726051544643
8165.786544769021440.213455230978561
8235.43114469454996-2.43114469454996
8355.31143211236643-0.311432112366426
8465.412864742579320.58713525742068
8544.97294143757111-0.972941437571114
8654.415201226200420.584798773799584
8764.770435206090201.22956479390980
8864.835666961306671.16433303869333
8934.57408744603602-1.57408744603602
9065.751494672174850.248505327825149
9154.902242429036150.0977575709638468
9264.807078157322331.19292184267767
9344.57408744603602-0.57408744603602
9475.618343736715891.38165626328411
9555.62040550711863-0.620405507118632
9665.869614399972840.130385600027158
9764.549346201203141.45065379879686
9864.885416076650841.11458392334916
9974.932726908841542.06727309115846
10065.743247590563890.256752409436111
10165.003867993612220.99613200638778
10265.415092607563760.584907392436243
10365.948560490118760.0514395098812352
10424.81881376913988-2.81881376913988
10544.56584036442506-0.565840364425059
10645.2144552121224-1.21445521212241
10765.616281966313150.383718033686849
10855.07250523174444-0.072505231744441
10964.904304199438891.09569580056111
11065.804050455592970.195949544407028
11124.56584036442506-2.56584036442506
11275.703475138070041.29652486192996
11314.57408744603602-3.57408744603602
11444.57202567563328-0.57202567563328
11514.57408744603602-3.57408744603602
11664.574087446036021.42591255396398
11765.446019163604860.553980836395137
11864.877335089621571.12266491037843
11975.962992882937951.03700711706205
12065.084875854160880.915124145839116
12144.28160821450574-0.281608214505738
12244.5516839532599-0.551683953259897
12364.731813531746171.26818646825383
12455.32789943580687-0.327899435806872
12576.044000743486610.95599925651339
12645.28435311547678-1.28435311547678
12744.64668213039203-0.646682130392026
12865.0601346093280.939865390672002
12975.251015116063691.74898488393631
13054.835666961306670.164333038693327
13165.133447351573740.866552648426258
13264.519247590124091.48075240987591
13365.3275404068620.672459593137997
13454.802954616516850.197045383483152
13574.492720556542492.50727944345751
13645.24070626404999-1.24070626404999
13764.563778594022321.43622140597768
13864.747755731660051.25224426833995
13975.684919204445371.31508079555463
14065.570923017452860.429076982547139
14165.810015992656540.189984007343457
14256.3179508811737-1.31795088117371
14356.24015556917761-1.24015556917761
14456.3804028080977-1.38040280809771
14565.431586770785680.56841322921432
14665.79479185063240.205208149367600
14775.56267593584191.4373240641581
14845.8572437775564-1.8572437775564
14964.834340732599521.16565926740048
15064.922860133063561.07713986693644
15175.184080619389341.81591938061066
15264.557593282814101.44240671718590
15375.64574556679331.35425443320670
15444.54522266039765-0.545222660397654
15566.39895874172237-0.398958741722369
15644.54962218285716-0.549622182857157
15744.66128061779290-0.661280617792905
15875.865131830222491.13486816977751
15945.62040550711863-1.62040550711863
16074.725794315119642.27420568488035


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.6630732426703960.6738535146592090.336926757329604
80.5349660681177710.9300678637644580.465033931882229
90.4228732182437620.8457464364875230.577126781756238
100.3138176266018120.6276352532036240.686182373398188
110.9453560016497680.1092879967004630.0546439983502315
120.9124912868224790.1750174263550420.087508713177521
130.8981280513161080.2037438973677840.101871948683892
140.8578055070310910.2843889859378180.142194492968909
150.8282007561554780.3435984876890440.171799243844522
160.8993711054706080.2012577890587840.100628894529392
170.9550635367206040.08987292655879220.0449364632793961
180.9363438446260970.1273123107478060.063656155373903
190.9159789950303770.1680420099392460.084021004969623
200.9098485040396680.1803029919206650.0901514959603323
210.9066836094485930.1866327811028140.0933163905514069
220.8808563588300320.2382872823399350.119143641169968
230.8521009726626170.2957980546747660.147899027337383
240.8127748842265520.3744502315468960.187225115773448
250.7673258844014590.4653482311970820.232674115598541
260.7473503585564310.5052992828871370.252649641443569
270.74564953445340.50870093109320.2543504655466
280.7074075620476160.5851848759047680.292592437952384
290.6817695156830130.6364609686339750.318230484316987
300.676307864444450.6473842711110990.323692135555550
310.6356659359756480.7286681280487050.364334064024352
320.5943250214872840.8113499570254310.405674978512716
330.5451676671825420.9096646656349170.454832332817458
340.552237079172660.895525841654680.44776292082734
350.4989931998918220.9979863997836440.501006800108178
360.5031272722871160.9937454554257670.496872727712884
370.4683619874844710.9367239749689430.531638012515529
380.4649822288866030.9299644577732070.535017771113397
390.4108803764697020.8217607529394040.589119623530298
400.3584296317366080.7168592634732160.641570368263392
410.3450718392370350.6901436784740690.654928160762965
420.32648568661450.6529713732290.6735143133855
430.2803936699758660.5607873399517310.719606330024134
440.2672620535155320.5345241070310650.732737946484468
450.2510995279023530.5021990558047050.748900472097647
460.2622586723572790.5245173447145580.73774132764272
470.2276701235855760.4553402471711520.772329876414424
480.1911362981086000.3822725962172000.8088637018914
490.2215447871824250.4430895743648510.778455212817575
500.2250329490942040.4500658981884080.774967050905796
510.1893406488594290.3786812977188580.81065935114057
520.1591257072863520.3182514145727030.840874292713648
530.1402115576005610.2804231152011220.859788442399439
540.1190407554310620.2380815108621240.880959244568938
550.3874385004425850.7748770008851710.612561499557415
560.6255272170712590.7489455658574820.374472782928741
570.7071936458029450.585612708394110.292806354197055
580.670536309984430.6589273800311390.329463690015569
590.6739567249508960.6520865500982080.326043275049104
600.775640718092970.4487185638140590.224359281907029
610.8433520486100910.3132959027798180.156647951389909
620.8168122618776650.3663754762446710.183187738122335
630.8806722178040260.2386555643919470.119327782195974
640.8652283524769920.2695432950460160.134771647523008
650.8511230280439540.2977539439120920.148876971956046
660.8453974306553350.3092051386893300.154602569344665
670.8202605413295390.3594789173409220.179739458670461
680.814557713600690.370884572798620.18544228639931
690.7852043160888360.4295913678223280.214795683911164
700.7614907850996760.4770184298006470.238509214900324
710.7353673832025140.5292652335949730.264632616797486
720.7100399651148450.5799200697703090.289960034885155
730.6783143966013080.6433712067973830.321685603398692
740.6481646002290820.7036707995418360.351835399770918
750.6442231540853610.7115536918292780.355776845914639
760.6505026973751380.6989946052497240.349497302624862
770.7419526945323890.5160946109352220.258047305467611
780.7135322137817970.5729355724364050.286467786218203
790.6816830299600660.6366339400798680.318316970039934
800.6478756265757420.7042487468485160.352124373424258
810.6052451245437460.7895097509125070.394754875456254
820.7062561989110940.5874876021778110.293743801088906
830.6739175569235040.6521648861529930.326082443076496
840.6416529856698050.716694028660390.358347014330195
850.624793647851580.750412704296840.37520635214842
860.5918695311277970.8162609377444060.408130468872203
870.5822452529259690.8355094941480620.417754747074031
880.5700263019578840.8599473960842330.429973698042117
890.5903046869466520.8193906261066970.409695313053348
900.5473719202012110.9052561595975770.452628079798789
910.5019778044953650.9960443910092690.498022195504635
920.4896232944464130.9792465888928260.510376705553587
930.4530988904334170.9061977808668340.546901109566583
940.4553715156953850.910743031390770.544628484304615
950.4191201925443280.8382403850886560.580879807455672
960.3741708632828250.748341726565650.625829136717175
970.3766974569193050.753394913838610.623302543080695
980.3587989042500510.7175978085001020.641201095749949
990.4120002561110920.8240005122221850.587999743888908
1000.369588889981110.739177779962220.63041111001889
1010.3485751051931270.6971502103862530.651424894806873
1020.3121642400400180.6243284800800360.687835759959982
1030.2710272488565960.5420544977131930.728972751143404
1040.4409271434363350.881854286872670.559072856563665
1050.4043063630693770.8086127261387540.595693636930623
1060.4029866242549290.8059732485098570.597013375745071
1070.3607878913433280.7215757826866570.639212108656672
1080.3180406064694980.6360812129389960.681959393530502
1090.2978278210549760.5956556421099520.702172178945024
1100.2566193714849220.5132387429698440.743380628515078
1110.3901345213966510.7802690427933030.609865478603349
1120.3919862721812450.7839725443624910.608013727818755
1130.7394894603331990.5210210793336020.260510539666801
1140.7191926104736130.5616147790527750.280807389526387
1150.9663746400451920.0672507199096170.0336253599548085
1160.9614772236289820.07704555274203590.0385227763710180
1170.950502542665410.09899491466917980.0494974573345899
1180.9408705746080340.1182588507839320.0591294253919658
1190.9414889578911280.1170220842177440.0585110421088722
1200.9279301494762910.1441397010474170.0720698505237087
1210.9187079057886960.1625841884226070.0812920942113036
1220.920947296223440.1581054075531190.0790527037765594
1230.9080339438733430.1839321122533150.0919660561266574
1240.8913255769910170.2173488460179670.108674423008983
1250.8948491062037150.2103017875925700.105150893796285
1260.9363761408864950.127247718227010.063623859113505
1270.945922482230530.1081550355389390.0540775177694697
1280.9293702530090570.1412594939818860.070629746990943
1290.938024445978560.1239511080428800.0619755540214398
1300.917449230028190.165101539943620.08255076997181
1310.8949378891660930.2101242216678150.105062110833907
1320.877023173243480.2459536535130390.122976826756520
1330.8422063776773120.3155872446453760.157793622322688
1340.806019843751970.3879603124960610.193980156248030
1350.8467553124319270.3064893751361460.153244687568073
1360.8868873179062470.2262253641875060.113112682093753
1370.8644126142730250.2711747714539500.135587385726975
1380.8260142046386720.3479715907226550.173985795361328
1390.8366856768656860.3266286462686280.163314323134314
1400.7855233103913550.4289533792172890.214476689608645
1410.7274413188301390.5451173623397220.272558681169861
1420.6655437836733260.6689124326533490.334456216326674
1430.6666263447761540.6667473104476920.333373655223846
1440.652311172779150.69537765444170.34768882722085
1450.5754235029818620.8491529940362750.424576497018138
1460.5117988816794780.9764022366410450.488201118320522
1470.4251110647867270.8502221295734540.574888935213273
1480.5687531440863610.8624937118272790.431246855913639
1490.5671099126074030.8657801747851950.432890087392597
1500.5782298602542670.8435402794914660.421770139745733
1510.5075892191379070.9848215617241850.492410780862093
1520.4905266464985490.9810532929970990.509473353501451
1530.3666071515547850.7332143031095710.633392848445215


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level00OK
10% type I error level40.0272108843537415OK