Multiple Linear Regression - Estimated Regression Equation
Celebrity [t] = + 0.417809867381582 + 0.154188016815281Popularity[t] -0.0205821634162743FindingFriends[t] + 0.103572657945756KnowingPeople[t] + 0.145905397542057Liked[t] + 0.000485950422142418t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)0.4178098673815820.7082650.58990.5561410.278071
Popularity0.1541880168152810.0384634.00889.6e-054.8e-05
FindingFriends-0.02058216341627430.04805-0.42840.669010.334505
KnowingPeople0.1035726579457560.0309553.34590.0010370.000518
Liked0.1459053975420570.0490242.97620.0034030.001702
t0.0004859504221424180.0018950.25640.797980.39899


Multiple Linear Regression - Regression Statistics
Multiple R0.677621027970981
R-squared0.459170257548449
Adjusted R-squared0.441142599466730
F-TEST (value)25.4703220721769
F-TEST (DF numerator)5
F-TEST (DF denominator)150
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation1.04697227686073
Sum Squared Residuals164.422642277242


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
135.50195929127812-2.50195929127812
254.747403440626730.252596559373271
366.10362459273646-0.103624592736458
464.560643776232031.43935622376797
554.396984105902540.603015894097457
634.49986918682749-1.49986918682749
786.749923331043341.25007666895666
844.30666227146690-0.306662271466895
945.51814643879832-1.51814643879832
1043.92982910162650.0701708983735044
1165.716150782632750.283849217367246
1264.762887504328081.23711249567192
1355.77266557761435-0.772665577614346
1444.20951566902445-0.209515669024452
1564.4547957945211.54520420547900
1644.82607122436611-0.826071224366108
1764.611129239623511.38887076037649
1866.2468616426743-0.246861642674306
1943.780676479474880.21932352052512
2043.745695127276620.254304872723378
2124.56062231413522-2.56062231413522
2276.153515405690340.846484594309657
2354.911294959086830.0887050409131663
2444.36271089688399-0.362710896883994
2565.791964939586860.208035060413142
2666.61208257875824-0.612082578758238
2775.334389714855131.66561028514487
2855.7638961672994-0.763896167299403
2965.743799954305270.256200045694729
3045.5236675172499-1.5236675172499
3144.22732135880640-0.227321358806405
3275.424582227798091.57541777220191
3375.984090680102361.01590931989764
3444.6910944909851-0.691094490985104
3544.31978293286474-0.319782932864741
3666.52165204430713-0.52165204430713
3765.263367816377340.73663218362266
3853.975810849106441.02418915089356
3965.561589734152090.438410265847911
4076.669501243537760.330498756462243
4165.592594830449620.407405169550375
4234.68862322928571-1.68862322928571
4333.48035940243672-0.480359402436723
4444.23288337286132-0.232883372861317
4564.488788057837791.51121194216221
4676.069888177149230.93011182285077
4756.43170746027817-1.43170746027816
4843.308774315748820.69122568425118
4954.742551855220880.257448144779122
5066.19121453389706-0.191214533897064
5164.152121003843881.84787899615612
5264.341517161627161.65848283837284
5355.33238294148107-0.332382941481073
5444.15592079531701-0.155920795317012
5555.57881597294334-0.578815972943344
5655.41566287451323-0.415662874513229
5744.95007442151907-0.950074421519071
5866.71941267796887-0.719412677968869
5924.67788882181962-2.67788882181962
6086.275554179677511.72444582032249
6133.85922903391467-0.859229033914671
6266.3677991943245-0.367799194324501
6366.14056278011806-0.140562780118058
6466.3281133402356-0.328113340235606
6554.024150043591110.975849956408886
6655.60474359100319-0.604743591003185
6765.203905409328940.79609459067106
6854.68418612981560.315813870184402
6965.760389459084890.239610540915107
7022.07843381267342-0.0784338126734208
7155.88551618129121-0.885516181291208
7255.45347127672076-0.453471276720759
7355.10492343857916-0.104923438579159
7465.956754372546110.0432456274538886
7565.23833278005870.761667219941302
7665.508372377485560.491627622514441
7755.23879810900361-0.238798109003615
7855.38452761610343-0.38452761610343
7945.23910305430431-1.23910305430432
8023.36122336168653-1.36122336168653
8143.765375384411760.234624615588236
8265.590106380713050.409893619286947
8366.07130310422205-0.0713031042220515
8454.684852244739610.315147755260394
8534.48530197110051-1.48530197110051
8665.036026346911380.963973653088615
8743.909011146853100.0909888531469036
8855.49463476293373-0.494634762933731
8986.340262100789171.65973789921083
9044.46004046796467-0.460040467964674
9165.764472733761920.235527266238076
9265.313019193218150.686980806781847
9376.674674452495030.325325547504970
9466.12442052030827-0.124420520308270
9554.977991569597460.0220084304025405
9644.19289595159344-0.192895951593442
9763.865436848767482.13456315123252
9833.61543159990308-0.615431599903077
9955.63592801118301-0.635928011183009
10065.259932572649240.740067427350765
10176.80271687723420.1972831227658
10276.42956995080650.570430049193501
10366.72537704928321-0.725377049283214
10434.37322871986526-1.37322871986526
10522.75310970200851-0.753109702008507
10685.730597663261512.26940233673849
10734.68774648517566-1.68774648517566
10886.144691783125071.85530821687493
10934.57686310880096-1.57686310880096
11044.68142828906823-0.681428289068229
11155.2475443759826-0.247544375982601
11275.608195246347781.39180475365222
11364.54358326272351.45641673727650
11465.919880006350130.080119993649865
11576.116886713183860.88311328681614
11666.20747736464496-0.207477364644955
11766.18738115165082-0.187381151650823
11865.087301865406140.91269813459386
11965.98354967681030.0164503231896983
12045.40208902172734-1.40208902172734
12145.2195221726447-1.2195221726447
12255.81735155435465-0.817351554354645
12344.16770079826481-0.167700798264812
12465.811209248689460.188790751310541
12566.29484141297372-0.294841412973718
12654.746421374622940.253578625377065
12786.484051450956361.51594854904364
12865.533641799436960.466358200563035
12955.0903104945222-0.090310494522202
13042.138135720033791.86186427996621
13186.485995252644931.51400474735507
13265.708013841150380.291986158849616
13344.940403104923-0.940403104922996
13465.547683518669920.452316481330083
13565.938367584488350.0616324155116501
13644.91609345513957-0.91609345513957
13766.01287894782514-0.0128789478251396
13834.41451050614842-1.41451050614842
13966.91011416687161-0.910114166871612
14055.62297027093152-0.622970270931524
14145.66411397628685-1.66411397628685
14265.736965861758540.263034138241459
14346.33763864089536-2.33763864089536
14443.426628193239490.573371806760509
14545.02403966688461-1.02403966688461
14664.074131472585381.92586852741462
14754.347019582118310.652980417881686
14865.465049079084540.534950920915458
14966.27647102765189-0.276471027651885
15086.142177597232071.85782240276793
15175.408870865540531.59112913445947
15276.599772869455680.400227130544323
15344.33646732774437-0.336467327744365
15465.876909692122620.123090307877375
15565.626242602393830.373757397606167
15625.29944534043226-3.29944534043226


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
90.5869903871889910.8260192256220180.413009612811009
100.4944740233872470.9889480467744950.505525976612752
110.6720414613632180.6559170772735640.327958538636782
120.7928979641694860.4142040716610270.207102035830514
130.805276099632270.3894478007354590.194723900367729
140.7434304218892130.5131391562215740.256569578110787
150.6686436899615520.6627126200768950.331356310038448
160.6122245853885140.7755508292229720.387775414611486
170.5598199365934630.8803601268130730.440180063406537
180.6109074690410910.7781850619178180.389092530958909
190.5403620836565040.9192758326869910.459637916343496
200.5453959226733520.9092081546532960.454604077326648
210.948037101511310.1039257969773800.0519628984886898
220.941501563816050.1169968723679010.0584984361839504
230.9211772456461370.1576455087077260.078822754353863
240.897175504873330.2056489902533410.102824495126671
250.865798461971260.2684030760574810.134201538028740
260.8403762920708650.3192474158582700.159623707929135
270.8488024248445860.3023951503108280.151197575155414
280.8329457772625070.3341084454749850.167054222737493
290.7914405096101620.4171189807796760.208559490389838
300.8074434802975840.3851130394048320.192556519702416
310.7728873005012540.4542253989974920.227112699498746
320.8077881846341450.384423630731710.192211815365855
330.791988194212940.4160236115741180.208011805787059
340.7824202255885140.4351595488229730.217579774411487
350.7525453991537680.4949092016924630.247454600846232
360.7126837476000310.5746325047999380.287316252399969
370.6734563353776020.6530873292447970.326543664622399
380.6629936597473890.6740126805052220.337006340252611
390.614792825111880.7704143497762410.385207174888120
400.5636456713236230.8727086573527530.436354328676377
410.5136150075991070.9727699848017850.486384992400893
420.5680998028005350.863800394398930.431900197199465
430.5759107704878650.848178459024270.424089229512135
440.5354541242104630.9290917515790740.464545875789537
450.5829159712370580.8341680575258830.417084028762942
460.5689299841308810.8621400317382380.431070015869119
470.6098039088584680.7803921822830650.390196091141532
480.5801862068723870.8396275862552250.419813793127613
490.5351002552431770.9297994895136460.464899744756823
500.4943694843566150.988738968713230.505630515643385
510.5592030202303760.8815939595392480.440796979769624
520.5963996919802890.8072006160394220.403600308019711
530.5646001659555230.8707996680889530.435399834044477
540.538507348558890.922985302882220.46149265144111
550.5036672476465170.9926655047069660.496332752353483
560.4683614999539930.9367229999079870.531638500046007
570.4730989075796540.9461978151593080.526901092420346
580.4447629997545460.8895259995090910.555237000245454
590.7323971779364080.5352056441271840.267602822063592
600.800486849163230.3990263016735380.199513150836769
610.790014209102160.4199715817956790.209985790897839
620.7571989367451850.4856021265096290.242801063254815
630.7186773065180010.5626453869639970.281322693481999
640.681061776374250.63787644725150.31893822362575
650.6720756763762870.6558486472474260.327924323623713
660.641545557995210.7169088840095820.358454442004791
670.6228265951627090.7543468096745810.377173404837291
680.5824590163291340.8350819673417310.417540983670866
690.5386145939222470.9227708121555060.461385406077753
700.4933730303621310.9867460607242610.506626969637869
710.4801619332481310.9603238664962620.519838066751869
720.4418811363802820.8837622727605650.558118863619718
730.3960089327184990.7920178654369970.603991067281501
740.3519960661046350.7039921322092690.648003933895365
750.3301033463379680.6602066926759360.669896653662032
760.2981141447072760.5962282894145530.701885855292724
770.2601428289105230.5202856578210470.739857171089477
780.2283725779197280.4567451558394570.771627422080272
790.2490890146713520.4981780293427030.750910985328648
800.2765914578320710.5531829156641410.723408542167929
810.2402671102145520.4805342204291050.759732889785448
820.2098867488951030.4197734977902070.790113251104897
830.1783459368614810.3566918737229630.821654063138519
840.1513167312614530.3026334625229070.848683268738547
850.2135882083252760.4271764166505510.786411791674724
860.2046197538192740.4092395076385470.795380246180726
870.1736319865090110.3472639730180210.82636801349099
880.1516539960353810.3033079920707630.848346003964619
890.1903465891223990.3806931782447980.8096534108776
900.1687538921796270.3375077843592530.831246107820373
910.1438483509584720.2876967019169440.856151649041528
920.1333581924274580.2667163848549150.866641807572542
930.1110082706512690.2220165413025370.888991729348731
940.0905577578748560.1811155157497120.909442242125144
950.07301961633659460.1460392326731890.926980383663405
960.06058977377604980.1211795475521000.93941022622395
970.1098147185133140.2196294370266270.890185281486686
980.1058996688378670.2117993376757330.894100331162133
990.09179186047794020.1835837209558800.90820813952206
1000.07798752551368370.1559750510273670.922012474486316
1010.06242806812060130.1248561362412030.937571931879399
1020.05099490998230530.1019898199646110.949005090017695
1030.04341542490378560.08683084980757130.956584575096214
1040.06563246124544170.1312649224908830.934367538754558
1050.06390732245746330.1278146449149270.936092677542537
1060.1106645261825510.2213290523651010.88933547381745
1070.1481099916351730.2962199832703450.851890008364827
1080.2237831751669530.4475663503339060.776216824833047
1090.2608725711955250.521745142391050.739127428804475
1100.2314332104598400.4628664209196790.76856678954016
1110.1962560434920410.3925120869840820.803743956507959
1120.2605281640860710.5210563281721430.739471835913929
1130.2570282466768570.5140564933537150.742971753323143
1140.2160600530453680.4321201060907350.783939946954632
1150.2018492226651840.4036984453303690.798150777334816
1160.1668200701245870.3336401402491740.833179929875413
1170.1366691831410360.2733383662820720.863330816858964
1180.1285577929407330.2571155858814660.871442207059267
1190.1036552304272750.2073104608545510.896344769572725
1200.1377788879189120.2755577758378240.862221112081088
1210.1565218245769530.3130436491539060.843478175423047
1220.1462193121610220.2924386243220450.853780687838978
1230.1171255083137350.2342510166274700.882874491686265
1240.09063462724207050.1812692544841410.90936537275793
1250.07615382265682650.1523076453136530.923846177343174
1260.0639845151543380.1279690303086760.936015484845662
1270.07539989712706020.1507997942541200.92460010287294
1280.06061757966933810.1212351593386760.939382420330662
1290.04947050090765440.09894100181530880.950529499092346
1300.06874269062316960.1374853812463390.93125730937683
1310.1126731969133820.2253463938267630.887326803086618
1320.08837882551750560.1767576510350110.911621174482494
1330.0672607093192960.1345214186385920.932739290680704
1340.0512586457372930.1025172914745860.948741354262707
1350.03609028629297180.07218057258594350.963909713707028
1360.03296868244050010.06593736488100030.9670313175595
1370.02783362055196660.05566724110393310.972166379448034
1380.02133214609331890.04266429218663770.97866785390668
1390.02114948940501970.04229897881003940.97885051059498
1400.01914071492332760.03828142984665510.980859285076672
1410.01319935245840730.02639870491681470.986800647541593
1420.008607958094315590.01721591618863120.991392041905684
1430.03846742100843730.07693484201687460.961532578991563
1440.02177519306124940.04355038612249880.97822480693875
1450.1704763802338950.3409527604677910.829523619766105
1460.1647050022184420.3294100044368840.835294997781558
1470.09133935429342820.1826787085868560.908660645706572


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level60.0431654676258993OK
10% type I error level120.0863309352517986OK