Multiple Linear Regression - Estimated Regression Equation
total[t] = + 0.0146943980476695 + 0.877540204963669white[t] + 0.122512183017244black[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)0.01469439804766950.0480340.30590.760350.380175
white0.8775402049636698.5e-0510368.295500
black0.1225121830172440.0001071148.741700


Multiple Linear Regression - Regression Statistics
Multiple R0.999999985247163
R-squared0.999999970494326
Adjusted R-squared0.999999969859795
F-TEST (value)1575968016.29655
F-TEST (DF numerator)2
F-TEST (DF denominator)93
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.404686307384505
Sum Squared Residuals15.2307036867591


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
161296128.371978289360.628021710640947
236243623.638415541650.361584458345409
3502501.5254242286350.474575771364582
4165165.063248262584-0.0632482625843454
5337337.354410569062-0.354410569062421
6784784.098459062729-0.0984590627291709
7217217.043234873789-0.0432348737892768
8149148.8401232526580.159876747342295
9117116.7957543496230.204245650377104
10138138.14721876239-0.147218762390428
11117117.083471203303-0.0834712033029298
124646.139616428187-0.139616428187024
13380380.516302642985-0.516302642985317
14141140.6318069905020.368193009497663
15240239.8991900505310.100809949469235
16679679.104565328698-0.10456532869785
17232232.044020693503-0.0440206935031714
18210210.430359630818-0.430359630817783
19113112.6331227669960.366877233003712
20124124.041145431524-0.0411454315239648
2112781277.574901665830.425098334170778
22132131.5914256509880.408574349011849
23103102.4274843688390.572515631161427
24667666.2435687518470.756431248153389
25333333.15186913875-0.151869138749676
264343.2192789596159-0.219278959615943
2725052503.870716940791.1292830592073
28412411.8798979395260.120102060473676
291655716557.2334229883-0.233422988271812
3098129812.0526657593-0.0526657592991228
3162776276.866120939190.13387906081021
3233513351.34296732533-0.342967325333536
3318141813.723664054910.276335945090346
3411121111.951390538060.0486094619407296
3529002899.925254680080.0747453199247579
36635635.290678936129-0.290678936129205
3736603659.70199603220.298003967801846
38440439.8182409473770.181759052623011
3914131413.05437404731-0.0543740473114998
40140140.281442725334-0.281442725333974
4111781178.07919007952-0.079190079523274
42489489.405066029807-0.405066029806537
4310071007.68048645404-0.680486454040284
44340340.271965397674-0.271965397673804
45667667.423215454414-0.423215454414237
46612611.3831545197570.61684548024341
47150150.002597671342-0.00259767134181882
48329328.7186929863260.281307013673597
49132132.691252658184-0.691252658183936
5014671466.473897815170.526102184830891
51102102.609861323385-0.609861323384732
52355355.623115482556-0.623115482555777
533636.2216948837091-0.221694883709063
54209209.002905922256-0.00290592225611338
55107106.5274685399770.472531460023146
56657656.6848358365420.315164163457857
5717001699.371939951580.628060048416828
58382382.049096250681-0.0490962506805765
59304303.8199405459780.180059454022104
607878.1213379197332-0.121337919733221
61663662.4712112820740.528788717925928
62562561.6909895381930.309010461806691
63101100.6724039589110.327596041088982
649190.54936789608470.450632103915299
65303303.725731206682-0.72573120668196
66261261.635363296233-0.635363296233399
6776777677.71905944992-0.719059449923848
6825882587.983716514410.0162834855907223
6912191219.49808519161-0.498085191609913
7013181317.602993832950.397006167045772
7121322132.26654648438-0.266546484382474
7224642463.890882541230.109117458767861
73243243.044596961293-0.0445969612929841
74787787.207215209892-0.20721520989171
7510101010.12468839034-0.124688390339737
76423423.680977356868-0.680977356867768
77493492.744456899080.255543100920394
7831573156.598207403060.401792596940649
7918311830.903672521050.0963274789547164
80722722.551868060468-0.551868060467694
81485485.271213735028-0.271213735027704
82119118.6705643026080.329435697392003
8325042504.29581206554-0.295812065540403
84581581.14260023834-0.142600238340174
85954954.261439130309-0.261439130309278
86606605.3461894282710.653810571728796
87364363.712178645780.287821354220077
88582582.082311410666-0.0823114106658106
8910099.81203603783090.187963962169103
9010741074.6218254814-0.62182548139966
91362361.7802865612250.219713438774681
92849849.162205497144-0.162205497143965
9316331633.3257898572-0.325789857197464
9453735372.148166269540.851833730464708
95318318.208165450605-0.208165450605286
9650545054.83223542194-0.832235421941429


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.4551765607283150.910353121456630.544823439271685
70.2872989280327720.5745978560655450.712701071967228
80.1966743204782170.3933486409564330.803325679521783
90.1343613876122830.2687227752245670.865638612387717
100.08437968708282730.1687593741656550.915620312917173
110.04659805713535230.09319611427070470.953401942864648
120.02656435102439430.05312870204878860.973435648975606
130.06181088440523230.1236217688104650.938189115594768
140.08168651653067060.1633730330613410.918313483469329
150.05292847400986330.1058569480197270.947071525990137
160.03410055156565770.06820110313131550.965899448434342
170.01964541610778330.03929083221556670.980354583892217
180.02445085255666860.04890170511333720.975549147443331
190.03080474161848870.06160948323697740.969195258381511
200.01855518372403360.03711036744806710.981444816275966
210.01855386631192650.03710773262385290.981446133688074
220.02328788413887090.04657576827774180.976712115861129
230.0452167963995290.0904335927990580.954783203600471
240.1055635219482890.2111270438965790.894436478051711
250.08435931886785790.1687186377357160.915640681132142
260.07061039614094050.1412207922818810.92938960385906
270.1519595864312540.3039191728625070.848040413568746
280.1212749841765260.2425499683530520.878725015823474
290.1047259953110510.2094519906221010.895274004688949
300.09675099972415380.1935019994483080.903249000275846
310.2740271540402680.5480543080805360.725972845959732
320.2996390044662290.5992780089324590.700360995533771
330.2591807968240170.5183615936480340.740819203175983
340.2139297862588150.427859572517630.786070213741185
350.1782595608509330.3565191217018650.821740439149067
360.1718470029241250.3436940058482510.828152997075875
370.1587174816588690.3174349633177390.841282518341131
380.1294143942232980.2588287884465960.870585605776702
390.1022642840796420.2045285681592840.897735715920358
400.09553237391455680.1910647478291140.904467626085443
410.07416036586577290.1483207317315460.925839634134227
420.07901794529787080.1580358905957420.920982054702129
430.1395632531393280.2791265062786560.860436746860672
440.1241154358002220.2482308716004440.875884564199778
450.1300820669732130.2601641339464260.869917933026787
460.1743555091150780.3487110182301560.825644490884922
470.1385485906799630.2770971813599260.861451409320037
480.1207752945222680.2415505890445350.879224705477732
490.1926850029767230.3853700059534460.807314997023277
500.2236118031484030.4472236062968060.776388196851597
510.2862946320389640.5725892640779280.713705367961036
520.3556396286911260.7112792573822510.644360371308874
530.3181617115765450.6363234231530910.681838288423455
540.2663504766859040.5327009533718090.733649523314096
550.2784235129461050.5568470258922090.721576487053895
560.255724456295080.5114489125901610.74427554370492
570.3553817292983370.7107634585966750.644618270701663
580.3009480960575910.6018961921151820.699051903942409
590.2597070661868180.5194141323736370.740292933813182
600.2158060563896550.431612112779310.784193943610345
610.2614163672742790.5228327345485570.738583632725721
620.2506491354849360.5012982709698720.749350864515064
630.2414755183666540.4829510367333080.758524481633346
640.2693295335111820.5386590670223640.730670466488818
650.356472375030760.712944750061520.64352762496924
660.42956459479330.85912918958660.5704354052067
670.4827649986129620.9655299972259230.517235001387038
680.417205966146490.834411932292980.58279403385351
690.435134387385830.8702687747716590.56486561261417
700.44019201031880.88038402063760.5598079896812
710.3891762110890520.7783524221781050.610823788910948
720.337831609564860.675663219129720.66216839043514
730.2764702076102120.5529404152204230.723529792389788
740.2262163690600460.4524327381200920.773783630939954
750.1765134141761050.353026828352210.823486585823895
760.2409190607637410.4818381215274820.759080939236259
770.2097125649237560.4194251298475110.790287435076244
780.2061851925836560.4123703851673130.793814807416344
790.1599735026258630.3199470052517260.840026497374137
800.1853732739057120.3707465478114230.814626726094288
810.1511570628799250.302314125759850.848842937120075
820.1312361020996160.2624722041992310.868763897900384
830.1096555811169810.2193111622339620.890344418883019
840.07871929704120650.1574385940824130.921280702958793
850.05155780809672390.1031156161934480.948442191903276
860.07825042750397970.1565008550079590.92174957249602
870.06742653352825440.1348530670565090.932573466471746
880.03722680571686180.07445361143372360.962773194283138
890.02685589259044920.05371178518089830.973144107409551
900.02481418807308330.04962837614616660.975185811926917


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level60.0705882352941176NOK
10% type I error level130.152941176470588NOK