Multiple Linear Regression - Estimated Regression Equation
Liked[t] = + 10.9076439084437 -0.0539084263550218gender[t] + 0.0942832024265008FindingFriends[t] -0.239150405757677FF_G[t] + 0.306793741609170KnowingPeople[t] + 0.0479727705095403KP_G[t] + 0.434063277964381Celebrity[t] + 0.175313638246559C_G[t] -0.162231908269386FBF[t] + 0.140103616364116FBF_G[t] -0.0138083217008717SBF[t] + 0.0259449406246356SBF_G[t] + 0.0539522434431308TBF[t] -0.171883276901893`TBF_G `[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)10.90764390844375.7145971.90870.0583140.029157
gender-0.05390842635502180.068714-0.78450.4340310.217016
FindingFriends0.09428320242650080.0650611.44910.1495010.074751
FF_G-0.2391504057576770.068283-3.50240.0006170.000308
KnowingPeople0.3067937416091700.0653694.69336e-063e-06
KP_G0.04797277050954030.0700320.6850.4944560.247228
Celebrity0.4340632779643810.0634866.837100
C_G0.1753136382465590.0750682.33540.0209240.010462
FBF-0.1622319082693860.074656-2.17310.0314340.015717
FBF_G0.1401036163641160.0847421.65330.1004790.050239
SBF-0.01380832170087170.071324-0.19360.8467650.423383
SBF_G0.02594494062463560.0846460.30650.7596660.379833
TBF0.05395224344313080.0739480.72960.4668350.233418
`TBF_G `-0.1718832769018930.072502-2.37080.0190950.009548


Multiple Linear Regression - Regression Statistics
Multiple R0.72593515474096
R-squared0.526981848888782
Adjusted R-squared0.483677370265924
F-TEST (value)12.1692228066826
F-TEST (DF numerator)13
F-TEST (DF denominator)142
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation30.5403940626352
Sum Squared Residuals132445.625069148


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
113-1.4562314181849314.4562314181849
213-5.2349818137499218.2349818137499
31616.2830887309628-0.283088730962812
414371.717258343200471.2827416567996
56758.84221737146368.1577826285364
6011.5425192736505-11.5425192736505
7841.4155338144981-33.4155338144981
81-5.82996591674886.8299659167488
902.06464382494511-2.06464382494511
101618.4286965290779-2.42869652907785
11118.650336646890652.34966335310935
121628.1858409077172-12.1858409077172
1305.60697039539112-5.60697039539112
14012.5274527415966-12.5274527415966
1509.2628008121568-9.2628008121568
16611.1412060005519-5.14120600055185
1710257.089862600480744.9101373995193
18042.5793682918182-42.5793682918182
19050.8553611323748-50.8553611323748
2007.96939416550511-7.96939416550511
217423.796909300176450.2030906998236
220-23.18632556060223.186325560602
231220.5060158122785-8.50601581227855
240-1.679525031052831.67952503105283
250-0.5705154776582930.570515477658293
26830.8004373737074-22.8004373737074
270-16.100085361695016.1000853616950
2809.37698757142566-9.37698757142566
29109.050568323490690.949431676509306
3010-6.2422426562193116.2422426562193
31124.093328924613987.90667107538602
32811.4700314761331-3.47003147613315
331118.7616405864576-7.76164058645758
341615.64655875743730.353441242562654
351022.1939388338959-12.1939388338959
3686.975769717445381.02423028255462
37149.327964926822564.67203507317744
381616.6951366360267-0.695136636026657
391313.7182089494011-0.718208949401064
40510.2716212593308-5.27162125933084
4112-9.3913523726221221.3913523726221
42416.6473074666009-12.6473074666009
4312749.787065192814277.2129348071858
447636.558430995453339.4415690045467
452535.5521462206598-10.5521462206598
46010.6070553094009-10.6070553094009
47111100.14179175052410.8582082494760
48037.5832940338728-37.5832940338728
4902.07822619829041-2.07822619829041
505197.5274131348986-46.5274131348986
5153106.231846568909-53.2318465689087
5213118.6614706720989112.338529327901
531115.8749104633964-4.87491046339637
54915.9768764533434-6.9768764533434
55913.9627838796735-4.96278387967353
561130.6795719977376-19.6795719977376
5704.88594333092586-4.88594333092586
581226.0340806920860-14.0340806920860
59148.504126740233245.49587325976676
601216.8937572617192-4.89375726171916
611518.8519562062100-3.85195620621003
6212-2.2740924708925514.2740924708926
631312.77168637744220.228313622557798
641217.9714297500092-5.97142975000919
651210.83484482466111.16515517533886
66057.0337272609345-57.0337272609345
67280.2129704944614-78.2129704944614
683641.290091438925-5.29009143892499
693642.0219758280602-6.02197582806017
7014184.776865370931856.2231346290682
71013.7360696884561-13.7360696884561
723714.351918793218122.6480812067819
73014.4706962574182-14.4706962574182
741030.9643674627582-20.9643674627582
75054.3239372287093-54.3239372287093
76023.6593405449579-23.6593405449579
77014.1468443770239-14.1468443770239
785818.87654775557839.123452244422
79440.7381380512141-36.7381380512141
809185.4208386227645.5791613772361
8113294.812324943945437.1876750560546
82052.9449868010472-52.9449868010472
83012.2671642865290-12.2671642865290
84713.7207336818016-6.72073368180163
851119.0880713803169-8.08807138031689
861117.5118336357838-6.51183363578381
871111.0701850748028-0.0701850748028354
880-3.367997366157273.36799736615727
891233.5193050927784-21.5193050927784
901020.205681104634-10.2056811046340
910-13.322947731073313.3229477310733
92821.4032501415980-13.4032501415980
931313.8920224653129-0.89202246531288
942117.56455375630693.43544624369305
9511870.481040723826947.5189592761731
963980.2578239020356-41.2578239020356
976355.63252389568217.36747610431785
987870.4255441661677.57445583383294
992619.15949166335416.84050833664593
1005054.591463459504-4.59146345950401
101104116.392455188913-12.3924551889129
102059.2400392627704-59.2400392627704
10305.71723967964059-5.71723967964059
104122107.99518809888014.0048119011202
10514985.88113650890263.1188634910979
1061729.8093921189283-12.8093921189283
1079179.459465049440511.5405349505595
10811158.611883966173252.3881160338268
1099969.005393131931629.9946068680684
1104028.228300510118711.7716994898813
11113259.548143917945372.4518560820547
11212360.912614420183462.0873855798166
1135447.96952675450536.03047324549466
1149039.481906627777650.5180933722224
1158638.710685247630947.2893147523691
11615297.735144393691454.2648556063086
117152125.39366539400426.6063346059965
11812349.798149166239673.2018508337604
11910093.93310904489426.0668909551058
12011696.867507317233719.1324926827663
1215971.1309121679744-12.1309121679744
1221220.5647370157687-8.56473701576867
1231213.1403891508116-1.14038915081164
124820.5231556414531-12.5231556414531
125825.2447438763270-17.2447438763270
1261421.5019145705868-7.50191457058685
1271225.3388208463015-13.3388208463015
128018.3962483587954-18.3962483587954
129613.5774206049397-7.57742060493974
130033.5505461039532-33.5505461039532
131080.5421866652787-80.5421866652787
1329370.75136328933822.248636710662
13309.16523906799077-9.16523906799077
134050.9031810564828-50.9031810564828
1350-19.818860178539919.8188601785399
1361729.3499923500707-12.3499923500707
1370-16.054723633358116.0547236333581
1380-5.569836244242735.56983624424273
139114.7210575963478-13.7210575963478
140139.7952241566575-38.7952241566575
141028.1516177636635-28.1516177636635
1420-4.661138606071624.66113860607162
143116.574255555570494.42574444442951
14412-12.920660330607924.9206603306079
14511-26.569104630202237.5691046302022
14601.89367081705365-1.89367081705365
1470-3.259863434062423.25986343406242
1481217.4291204682336-5.42912046823356
1491414.1461602963893-0.146160296389311
1501113.1594271374496-2.15942713744955
1511413.82928896665080.170711033349214
152820.1881295214837-12.1881295214837
1531218.0977848718506-6.09778487185056
154616.3933329657405-10.3933329657405
155550.2384699413155-45.2384699413155
156311.4830987067367-8.4830987067367


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
170.03682072092407020.07364144184814040.96317927907593
180.04869571456586430.09739142913172870.951304285434136
190.01796339215934150.03592678431868310.982036607840658
200.00718193978713670.01436387957427340.992818060212863
210.1977942844051200.3955885688102390.80220571559488
220.1343824443460670.2687648886921340.865617555653933
230.08198456537642550.1639691307528510.918015434623574
240.04799999068007240.0959999813601450.952000009319928
250.02714117407501520.05428234815003040.972858825924985
260.01546763402368940.03093526804737880.98453236597631
270.0228690883768550.045738176753710.977130911623145
280.01281251496806640.02562502993613280.987187485031934
290.00747424232481240.01494848464962480.992525757675188
300.004282570145560940.008565140291121880.99571742985444
310.003374797017418270.006749594034836540.996625202982582
320.002156186085496020.004312372170992030.997843813914504
330.001096892529841510.002193785059683030.998903107470158
340.0005417550563057390.001083510112611480.999458244943694
350.0002743198724251510.0005486397448503020.999725680127575
360.0001311365407092780.0002622730814185560.99986886345929
377.40280417108423e-050.0001480560834216850.99992597195829
383.35438891355874e-056.70877782711749e-050.999966456110864
391.63966523136878e-053.27933046273757e-050.999983603347686
407.27345541745506e-061.45469108349101e-050.999992726544582
417.57175240829552e-061.51435048165910e-050.999992428247592
423.54765497799009e-067.09530995598019e-060.999996452345022
430.002385555694277370.004771111388554740.997614444305723
440.001908271211969190.003816542423938370.99809172878803
450.001461125073547770.002922250147095540.998538874926452
460.0008836631709471490.001767326341894300.999116336829053
470.002000244673165070.004000489346330150.997999755326835
480.01733323785403610.03466647570807220.982666762145964
490.01200455155416000.02400910310832000.98799544844584
500.05517035651351980.1103407130270400.94482964348648
510.07057697688469350.1411539537693870.929423023115307
520.4388584225865070.8777168451730140.561141577413493
530.3904706184692240.7809412369384480.609529381530776
540.4116357212987930.8232714425975850.588364278701208
550.3713532857530050.742706571506010.628646714246995
560.3545913874312920.7091827748625850.645408612568708
570.3122866596309510.6245733192619030.687713340369049
580.2715877808801320.5431755617602630.728412219119868
590.2323853396266180.4647706792532350.767614660373382
600.1944344557921250.3888689115842500.805565544207875
610.1621165926889480.3242331853778950.837883407311052
620.1374502305618030.2749004611236060.862549769438197
630.1107328861030220.2214657722060430.889267113896978
640.08819942011512120.1763988402302420.911800579884879
650.06989180695743760.1397836139148750.930108193042562
660.1036261251322930.2072522502645860.896373874867707
670.26415444107160.52830888214320.7358455589284
680.2278647838282350.455729567656470.772135216171765
690.1942237024135280.3884474048270570.805776297586472
700.3561488546948130.7122977093896270.643851145305187
710.3219375158394810.6438750316789610.67806248416052
720.3030492098783940.6060984197567890.696950790121606
730.3078737298208840.6157474596417680.692126270179116
740.277385705056990.554771410113980.72261429494301
750.3912822555699490.7825645111398980.608717744430051
760.4071418051552650.8142836103105310.592858194844735
770.3713138766033690.7426277532067390.62868612339663
780.4155486822283450.831097364456690.584451317771655
790.4059559556255020.8119119112510040.594044044374498
800.3969581655262770.7939163310525540.603041834473723
810.4668461882339850.933692376467970.533153811766015
820.5278585521981680.9442828956036640.472141447801832
830.498132110004850.99626422000970.50186788999515
840.4497232848175120.8994465696350250.550276715182488
850.4033662361948060.8067324723896120.596633763805194
860.3640240176856230.7280480353712460.635975982314377
870.3192568651586420.6385137303172840.680743134841358
880.2756494203748530.5512988407497060.724350579625147
890.2551047494954870.5102094989909740.744895250504513
900.2280894090386680.4561788180773360.771910590961332
910.1923873650109740.3847747300219490.807612634989026
920.1616038771221620.3232077542443240.838396122877838
930.1323666718241090.2647333436482170.867633328175891
940.1074036324016910.2148072648033830.892596367598309
950.1318090290639840.2636180581279690.868190970936016
960.1417344155144540.2834688310289080.858265584485546
970.1146845877585120.2293691755170240.885315412241488
980.09307973721390330.1861594744278070.906920262786097
990.0757276019741080.1514552039482160.924272398025892
1000.059696159361750.11939231872350.94030384063825
1010.05225536940663880.1045107388132780.947744630593361
1020.09602281042811530.1920456208562310.903977189571885
1030.07799385822585380.1559877164517080.922006141774146
1040.07320522329184230.1464104465836850.926794776708158
1050.1574519869232390.3149039738464790.84254801307676
1060.134376474446880.268752948893760.86562352555312
1070.1134997205527260.2269994411054510.886500279447274
1080.1613832797608840.3227665595217680.838616720239116
1090.1470434764966570.2940869529933130.852956523503343
1100.1221709559066220.2443419118132450.877829044093378
1110.2474111761362550.494822352272510.752588823863745
1120.3726265956528760.7452531913057510.627373404347124
1130.3186542278606760.6373084557213520.681345772139324
1140.3895863389070930.7791726778141870.610413661092907
1150.5135253732636440.9729492534727120.486474626736356
1160.6957084360471740.6085831279056510.304291563952826
1170.7360517465474850.5278965069050290.263948253452515
1180.9822210783960450.03555784320790920.0177789216039546
1190.983493643315530.033012713368940.01650635668447
1200.9996862804781920.0006274390436161260.000313719521808063
1210.99999188089121.62382175990573e-058.11910879952863e-06
1220.9999819886431633.60227136735071e-051.80113568367535e-05
1230.999955508007328.89839853612628e-054.44919926806314e-05
1240.9998979363580550.0002041272838896880.000102063641944844
1250.9998378851018740.0003242297962522590.000162114898126129
1260.9996560238831020.0006879522337966480.000343976116898324
1270.999321220912680.001357558174638960.000678779087319482
1280.9988189297872440.002362140425512980.00118107021275649
1290.9974711489633960.005057702073207220.00252885103660361
1300.9984758907690880.003048218461824530.00152410923091227
1310.9999790529815924.18940368161043e-052.09470184080521e-05
1320.999999976845314.63093783613257e-082.31546891806629e-08
1330.9999998087378123.82524376720981e-071.91262188360490e-07
1340.9999990521104641.8957790712539e-069.4788953562695e-07
1350.999996140330557.71933889966302e-063.85966944983151e-06
1360.99999873424362.53151279910016e-061.26575639955008e-06
1370.9999871206425772.57587148469673e-051.28793574234836e-05
1380.9998886052534610.0002227894930770470.000111394746538524
1390.9987073796515520.002585240696896370.00129262034844818


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level380.308943089430894NOK
5% type I error level480.390243902439024NOK
10% type I error level520.422764227642276NOK