Multiple Linear Regression - Estimated Regression Equation
Liked[t] = + 9.25946256471586 -0.235508153221877Gender[t] + 0.202661168726369Popularity[t] -0.0127348359586671FindingFriends[t] + 0.0418507240312587KnowingPeople[t] + 0.228874092442771Celebrity[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)9.259462564715861.0936448.466600
Gender-0.2355081532218770.067227-3.50320.0006060.000303
Popularity0.2026611687263690.0643583.1490.0019780.000989
FindingFriends-0.01273483595866710.065811-0.19350.8468250.423413
KnowingPeople0.04185072403125870.0622220.67260.5022360.251118
Celebrity0.2288740924427710.105932.16060.0323130.016157


Multiple Linear Regression - Regression Statistics
Multiple R0.452533389584601
R-squared0.204786468688928
Adjusted R-squared0.178279350978559
F-TEST (value)7.72571619919355
F-TEST (DF numerator)5
F-TEST (DF denominator)150
p-value1.72100968731659e-06
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.42245083732669
Sum Squared Residuals880.240208889717


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11313.0010373044619-0.00103730446192066
21313.0177548123922-0.0177548123921965
31613.81197682583462.18802317416544
41213.0074745354578-1.00747453545783
51112.4860954416974-1.48609544169744
61212.2826477502535-0.282647750253518
71814.63443155219103.36556844780898
81112.0709412326422-1.07094123264222
91413.03998506413700.960014935863021
10912.5789271189125-3.57892711891254
111413.23240922684750.767590773152538
121213.1695199082024-1.16951990820238
131113.9732789467800-2.97327894678004
141211.68199994730340.318000052696592
151312.976647340160.0233526598399927
161112.5599650181575-1.55996501815747
171212.7313505862541-0.731350586254131
181613.95764114646522.04235885353482
19912.3544424944241-3.3544424944241
201111.6784386114158-0.67843861141581
211312.12482515018230.875174849817743
221514.34732568360310.652674316396935
231013.1207835478433-3.12078354784331
241112.7470299959182-1.74702999591817
251313.7093981572846-0.70939815728464
261614.00849561003221.99150438996781
271513.17320939527611.82679060472389
281413.28695151591890.713048484081091
291413.5030907724030.496909227596987
301413.36401724163300.635982758366977
31812.7815034073713-4.78150340737125
321313.7520770133826-0.752077013382626
331513.89642152569621.10357847430385
341312.40165074183580.598349258164151
351112.3064493858641-1.30644938586410
361514.40481420794920.59518579205082
371513.09482219967561.90517780032439
38912.6761066547328-3.67610665473280
391313.4776211004857-0.477621100485679
401614.39818014717011.60181985282993
411313.6256967092221-0.625696709222122
421112.8451343162461-1.84513431624611
431210.86766578532421.13233421467580
441212.0746723290651-0.0746723290651366
451213.0567025720673-1.05670257206727
461414.2726279750763-0.272627975076297
471414.1012424069796-0.101242406979641
48811.8234831046099-3.82348310460993
491312.35440088507490.645599114925083
501613.54858771258952.45141228741047
511312.48024624206660.519753757933421
521112.3618214685716-1.36182146857157
531412.94964955529541.05035044470465
541311.74272789182211.25727210817793
551313.3840877808207-0.384087780820684
561313.0460858393165-0.0460858393165396
571212.7918269552241-0.791826955224094
581614.43028387986651.56971612013349
591511.38141599095773.61858400904228
601514.61805050007710.381949499922905
611211.31119263065290.688807369347064
621414.3920793719905-0.392079371990512
631213.9150055612857-1.91500556128568
641514.08560460666480.914395393335215
651212.1287662128047-0.128766212804698
661313.6323307700012-0.632330770001228
671213.1014146511055-1.10141465110553
681212.9430571038654-0.94305710386543
691313.8283578779485-0.82835787794849
70510.7196317859369-5.71963178593693
711313.6540693454956-0.654069345495645
721313.4296696012749-0.429669601274859
731412.95338065171831.04661934828173
741713.13597294282633.86402705717372
751313.4395014728773-0.439501472877338
761313.5395839730538-0.53958397305378
771213.2561243206211-1.25612432062108
781313.0424396231613-0.0424396231612821
791412.95869490418031.04130509581971
801110.79595592142130.204044078578722
811211.73372415228630.266275847713675
821213.937613878196-1.937613878196
831613.87393969840272.12606030159733
841212.5279461657287-0.527946165728693
851212.6371156241392-0.637115624139247
861213.4012969650013-1.40129696500134
871012.193632049729-2.19363204972899
881512.97147301105742.02852698894257
891514.54335279155030.456647208449673
901212.4381439424866-0.438143942486615
911613.51287937308702.48712062691299
921513.06329502349721.93670497650281
931614.38544531121141.61455468878859
941314.2148878751815-1.21488787518148
951212.9205336672228-0.920533667222764
961112.3835583824967-1.38355838249669
971312.33225551359780.667744486402205
981011.4592682393894-1.45926823938938
991512.88162917846622.11837082153383
1001313.5748422456551-0.574842245655113
1011614.44003087120131.55996912879867
1021514.57910274040200.420897259597975
1031813.76762993342984.23237006657018
1041312.25726295860380.742737041396155
1051010.3324018078234-0.332401807823358
1061613.94515788605522.05484211394478
1071311.86753681211681.13246318788322
1081514.41538933135070.584610668649274
1091411.85853307258102.14146692741897
1101511.84825279564673.15174720435333
1111412.77245805848631.22754194151368
1121313.5838892561093-0.583889256109342
1131312.76660885885550.233391141144536
1141513.62569670922211.37430329077788
1151614.015381246361.98461875364000
1161414.0856046066648-0.085604606664785
117610.848503587769-4.84850358776901
1181410.84849015402643.15150984597359
1191111.8200868585557-0.82008685855573
1201210.56876325958591.43123674041407
1211212.8285851651662-0.828585165166163
122412.9676285614340-8.96762856143401
1231612.05707985380643.94292014619355
1241210.36314085583661.63685914416342
1251410.93609105536223.06390894463781
1261311.65551874727881.34448125272124
12759.66422037570819-4.66422037570819
1281611.45431701290274.54568298709733
1291112.4772984013443-1.47729840134427
130811.4506693930624-3.45066939306244
1311512.62007479680892.37992520319106
132611.3256206693923-5.32562066939232
1331410.77678029012353.22321970987651
1341211.75600588277970.24399411722031
1351510.73470642403444.26529357596557
1361411.88127990916582.11872009083418
137411.9783028208671-7.9783028208671
1381512.08992683830202.91007316169805
1391011.7775344920746-1.77753449207458
1401011.9818121789172-1.98181217891719
1411311.71913622241101.28086377758898
142512.5801037368533-7.58010373685326
1431511.34445461896133.65554538103875
1441211.66828015339640.331719846603630
1451210.61829791483581.38170208516416
1461612.93054566784893.06945433215112
147412.9609945006549-8.96099450065491
1481411.91401187889152.08598812110847
1491111.3376971338196-0.337697133819581
1501310.11596746366752.88403253633253
151129.139041506927832.86095849307217
1521010.5726775502868-0.572677550286762
15398.798891625039870.201108374960133
1541010.3438450671932-0.343845067193171
155129.773771222422882.22622877757712
1561311.33109457178571.66890542821435


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
90.03320637952917180.06641275905834350.966793620470828
100.00818266752363020.01636533504726040.99181733247637
110.006354467020220580.01270893404044120.99364553297978
120.002649545844924810.005299091689849630.997350454155075
130.1708990607424270.3417981214848550.829100939257573
140.1053190051546550.2106380103093100.894680994845345
150.06161223641764520.1232244728352900.938387763582355
160.05347855812742980.1069571162548600.94652144187257
170.03871598603151390.07743197206302780.961284013968486
180.02968540163083330.05937080326166670.970314598369167
190.02154443245860110.04308886491720220.978455567541399
200.02593798050818340.05187596101636670.974062019491817
210.05510996186280860.1102199237256170.944890038137191
220.03548720290512430.07097440581024860.964512797094876
230.05686660625600850.1137332125120170.943133393743992
240.04039428507629760.08078857015259510.959605714923702
250.03235127229848380.06470254459696760.967648727701516
260.02368254690911230.04736509381822470.976317453090888
270.02023721929988350.04047443859976690.979762780700117
280.01348673222350100.02697346444700190.9865132677765
290.008364650844212380.01672930168842480.991635349155788
300.005569144209203410.01113828841840680.994430855790797
310.01951615446354440.03903230892708880.980483845536456
320.01470799157755370.02941598315510730.985292008422446
330.009661717184858730.01932343436971750.990338282815141
340.008770909816508620.01754181963301720.991229090183491
350.005762542109115470.01152508421823090.994237457890885
360.003627699308216580.007255398616433160.996372300691783
370.003219868719089980.006439737438179960.99678013128091
380.003797806863197570.007595613726395140.996202193136802
390.002700704423645430.005401408847290860.997299295576355
400.001745312508145860.003490625016291710.998254687491854
410.001278996213117500.002557992426234990.998721003786883
420.0008557707538766360.001711541507753270.999144229246123
430.0007790055350896640.001558011070179330.99922099446491
440.0005226031275025390.001045206255005080.999477396872497
450.0003225435454748650.000645087090949730.999677456454525
460.0002093161028807820.0004186322057615640.99979068389712
470.0001238515807004020.0002477031614008050.9998761484193
480.0003160990670925170.0006321981341850350.999683900932907
490.0001998863204525930.0003997726409051850.999800113679547
500.0001693671897013770.0003387343794027530.999830632810299
510.0001227046011629350.0002454092023258710.999877295398837
528.96692580477432e-050.0001793385160954860.999910330741952
535.77686743941312e-050.0001155373487882620.999942231325606
545.23465235456143e-050.0001046930470912290.999947653476454
553.27209495952781e-056.54418991905561e-050.999967279050405
561.87221918667679e-053.74443837335358e-050.999981277808133
571.07851489024146e-052.15702978048293e-050.999989214851098
588.34591880135242e-061.66918376027048e-050.999991654081199
595.04409808309112e-050.0001008819616618220.99994955901917
602.95079815552761e-055.90159631105522e-050.999970492018445
611.95191484788638e-053.90382969577275e-050.999980480851521
621.17670821461057e-052.35341642922114e-050.999988232917854
631.83445296541794e-053.66890593083588e-050.999981655470346
641.09663237563734e-052.19326475127468e-050.999989033676244
656.74626782564889e-061.34925356512978e-050.999993253732174
663.83789395744204e-067.67578791488408e-060.999996162106043
673.24687618326127e-066.49375236652255e-060.999996753123817
681.95585103708257e-063.91170207416515e-060.999998044148963
691.27585840183468e-062.55171680366936e-060.999998724141598
701.47517042337942e-052.95034084675885e-050.999985248295766
719.44108218984345e-061.88821643796869e-050.99999055891781
725.43545077342035e-061.08709015468407e-050.999994564549227
734.29553371975103e-068.59106743950205e-060.99999570446628
741.17963126668169e-052.35926253336337e-050.999988203687333
756.88177136827811e-061.37635427365562e-050.999993118228632
764.05641938029076e-068.11283876058153e-060.99999594358062
772.60084105511261e-065.20168211022523e-060.999997399158945
781.46385175299052e-062.92770350598103e-060.999998536148247
791.07785120421103e-062.15570240842205e-060.999998922148796
807.43047174197283e-071.48609434839457e-060.999999256952826
815.4563401078505e-071.0912680215701e-060.99999945436599
824.10631316449519e-078.21262632899038e-070.999999589368684
834.73785601725248e-079.47571203450496e-070.999999526214398
842.7624757670266e-075.5249515340532e-070.999999723752423
852.03038446977654e-074.06076893955308e-070.999999796961553
861.36072332213164e-072.72144664426328e-070.999999863927668
871.30581862181447e-072.61163724362894e-070.999999869418138
881.12488608225840e-072.24977216451679e-070.999999887511392
896.11976930446247e-081.22395386089249e-070.999999938802307
903.75016314080406e-087.50032628160812e-080.999999962498369
913.89806499851154e-087.79612999702309e-080.99999996101935
923.56015406488215e-087.12030812976431e-080.99999996439846
932.35772970834702e-084.71545941669403e-080.999999976422703
941.41626441015748e-082.83252882031497e-080.999999985837356
958.8430107531714e-091.76860215063428e-080.99999999115699
966.52677823728966e-091.30535564745793e-080.999999993473222
975.07886174784363e-091.01577234956873e-080.999999994921138
985.51534555150793e-091.10306911030159e-080.999999994484654
994.0923835229472e-098.1847670458944e-090.999999995907616
1002.18726469888137e-094.37452939776274e-090.999999997812735
1011.52345411610492e-093.04690823220983e-090.999999998476546
1027.92577505163597e-101.58515501032719e-090.999999999207422
1035.12226493247483e-091.02445298649497e-080.999999994877735
1045.99477329362574e-091.19895465872515e-080.999999994005227
1051.58805599181335e-083.17611198362669e-080.99999998411944
1061.09533246334767e-082.19066492669535e-080.999999989046675
1076.69160368617817e-091.33832073723563e-080.999999993308396
1084.72121536659872e-099.44243073319744e-090.999999995278785
1095.79219582562647e-091.15843916512529e-080.999999994207804
1106.540929601759e-091.3081859203518e-080.99999999345907
1113.35805079432463e-096.71610158864927e-090.99999999664195
1122.25095582579562e-094.50191165159124e-090.999999997749044
1131.41222952744239e-092.82445905488478e-090.99999999858777
1148.98756840744456e-101.79751368148891e-090.999999999101243
1159.6101248690528e-101.92202497381056e-090.999999999038988
1167.5539302997093e-101.51078605994186e-090.999999999244607
1172.53977653479898e-085.07955306959795e-080.999999974602235
1185.16106532064725e-081.03221306412945e-070.999999948389347
1192.82867593441334e-085.65735186882668e-080.99999997171324
1201.47123577463059e-082.94247154926117e-080.999999985287642
1219.2627432108212e-091.85254864216424e-080.999999990737257
1226.15860540521451e-061.23172108104290e-050.999993841394595
1231.51741900564564e-053.03483801129128e-050.999984825809944
1241.07215946125291e-052.14431892250582e-050.999989278405387
1251.44241477476284e-052.88482954952569e-050.999985575852252
1261.21742629134651e-052.43485258269301e-050.999987825737087
1270.0001220768453924170.0002441536907848330.999877923154608
1280.0002007369138006640.0004014738276013280.9997992630862
1290.0001519453162438370.0003038906324876730.999848054683756
1300.0001703520757349090.0003407041514698180.999829647924265
1310.0001797634184732010.0003595268369464020.999820236581527
1320.0007464479915520740.001492895983104150.999253552008448
1330.0005697819787818850.001139563957563770.999430218021218
1340.0003340335997320410.0006680671994640820.999665966400268
1350.0004461688021423280.0008923376042846550.999553831197858
1360.0004729011902909150.000945802380581830.99952709880971
1370.01774850555164330.03549701110328660.982251494448357
1380.01713254555259610.03426509110519230.982867454447404
1390.01052086294575600.02104172589151200.989479137054244
1400.007225339378202720.01445067875640540.992774660621797
1410.004417415063544840.008834830127089680.995582584936455
1420.03259334350430110.06518668700860220.967406656495699
1430.04107354505943980.08214709011887960.95892645494056
1440.02982547975158810.05965095950317620.970174520248412
1450.02118281975738770.04236563951477540.978817180242612
1460.1095979999693360.2191959999386730.890402000030664
1470.7971014211855570.4057971576288870.202898578814443


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level1030.741007194244604NOK
5% type I error level1210.870503597122302NOK
10% type I error level1310.942446043165468NOK