Multiple Linear Regression - Estimated Regression Equation
geblogde_berekeningen[t] = + 2.39111196049004 + 0.0329154194555798logins[t] + 0.000283194200281519revisions[t] + 0.298785577171909LFB[t] + 0.45787361453206hyperlinks[t] -1.21032764362543gedeelde_documenten[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.391111960490042.9815320.8020.4237720.211886
logins0.03291541945557980.0534790.61550.5391190.269559
revisions0.0002831942002815190.0002651.06890.2867310.143365
LFB0.2987855771719090.0582515.12931e-060
hyperlinks0.457873614532060.0505989.049200
gedeelde_documenten-1.210327643625430.478198-2.5310.0123510.006175


Multiple Linear Regression - Regression Statistics
Multiple R0.886430013382404
R-squared0.785758168625129
Adjusted R-squared0.778978363834785
F-TEST (value)115.89687209641
F-TEST (DF numerator)5
F-TEST (DF denominator)158
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation15.1580327067202
Sum Squared Residuals36303.0209750037


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
16587.1531054275924-22.1531054275923
25465.3458280097932-11.3458280097932
35838.134070131866719.8659298681333
47581.1784643270989-6.1784643270989
54136.32803068523524.67196931476481
6033.6688227548335-33.6688227548335
711190.520132600657920.4798673993421
8112.1403492707794-11.1403492707794
93651.7623777885949-15.7623777885949
106051.20561447015938.79438552984068
116380.1156291424544-17.1156291424544
127169.96814175630531.03185824369468
133844.6941448373431-6.69414483734315
147683.7004947189282-7.70049471892822
156147.224695566764813.7753044332352
16125105.72244121504519.2775587849555
178483.29215984538980.707840154610169
186952.181964552597216.8180354474028
197777.3839582407055-0.383958240705476
209579.961707878002115.0382921219979
217881.6339655715695-3.63396557156953
227675.64733698458310.352663015416888
234036.17628949592313.82371050407692
248178.93820799089042.06179200910957
2510284.66636310939117.333636890609
267069.29795714190650.702042858093498
277560.922556003786214.0774439962138
289379.439629053513.5603709465
294247.6208839088381-5.62088390883815
309574.151784708405720.8482152915943
318780.09700631909736.90299368090267
324466.7822522614139-22.7822522614139
338484.5934419567506-0.593441956750596
342828.1652762325187-0.165276232518665
3587103.65252635169-16.6525263516903
367150.988408334719220.0115916652808
376873.9566614928068-5.95666149280676
385051.6071279101242-1.60712791012422
393026.12078663341393.87921336658612
408676.98922879826369.01077120173638
417554.310459171659620.6895408283404
424648.5918003122141-2.59180031221414
435254.0267654413196-2.02676544131955
443135.2776756024903-4.27767560249034
453030.062944884113-0.0629448841129551
467056.098802718335813.9011972816642
472032.9352442681266-12.9352442681266
488487.6341755091301-3.63417550913013
498180.82190140171920.178098598280827
507978.10821306147360.891786938526362
517067.77173108340752.22826891659254
5289.24062154491015-1.24062154491015
536797.8578916394195-30.8578916394195
542125.7589515241801-4.75895152418006
553030.4118895959431-0.411889595943083
567073.5257045652999-3.52570456529992
578783.86230766831033.13769233168971
5887125.248329053683-38.2483290536831
59112108.4171482322173.58285176778257
605443.476109621802210.5238903781978
619682.89903247002513.100967529975
629390.71343396256432.28656603743568
634939.2178891269889.78211087301204
644962.2938067380817-13.2938067380817
653865.5973173625069-27.5973173625069
666454.55881127465349.44118872534661
676266.8120770226507-4.81207702265073
686665.23689021910740.763109780892643
699889.30413601744978.69586398255031
709753.472069129653843.5279308703462
715649.56873613414686.43126386585318
722227.630548143404-5.63054814340403
735158.7124061902399-7.7124061902399
745661.7624339644761-5.76243396447613
759475.263458743923418.7365412560766
769875.794616462299722.2053835377003
777678.4928821777304-2.49288217773043
785743.637738992248913.3622610077511
797566.41249737848028.58750262151978
804854.56739479337-6.56739479336996
814842.592086246355.40791375364999
8210974.979545956225434.0204540437746
832742.050127351576-15.050127351576
848373.26728289550369.73271710449644
854940.5344014411388.46559855886199
862435.7777296136443-11.7777296136443
874366.4181689204044-23.4181689204044
884459.7286574528447-15.7286574528447
894948.01704931219050.982950687809531
9010691.842254624701614.1577453752984
914241.87749214312810.122507856871944
92108102.1636481813815.8363518186194
932743.0793428173024-16.0793428173024
947966.691140088487812.3088599115122
954969.6158406233475-20.6158406233475
966466.9571920531809-2.95719205318087
977594.3146840883788-19.3146840883788
9811599.168282869860715.8317171301393
999285.78408530522346.21591469477661
100106118.657707836922-12.6577078369216
1017357.932981569347415.0670184306526
10210598.8012993674926.19870063250798
1033031.436107102596-1.43610710259601
1041341.6668871393253-28.6668871393253
1056940.15714157200328.842858427997
1067288.5112572470983-16.5112572470983
1078066.892182708100513.1078172918995
10810681.798517153864524.2014828461355
1092847.6559911042613-19.6559911042613
1107049.748584305361320.2514156946387
1115166.6101209938756-15.6101209938756
1129076.086910618713413.9130893812866
113127.824276134565494.17572386543451
1148464.751032713889419.2489672861106
1152322.63847514373050.361524856269484
1165755.41005023899871.58994976100129
1178492.4033056002871-8.40330560028712
11844.84497276960271-0.844972769602709
1195643.834177204694612.1658227953054
1201824.6920245621663-6.69202456216627
1218671.636844409735114.3631555902649
1223956.7929198926835-17.7929198926835
1231626.1981593620444-10.1981593620444
1241839.9021410932329-21.9021410932329
1251617.6453818252343-1.6453818252343
1264251.2470146096155-9.24701460961548
1277593.6489826943558-18.6489826943558
1283090.342547859295-60.342547859295
12910487.77690523586316.223094764137
13012191.167210075793829.8327899242062
131106118.525850782184-12.5258507821841
1325764.5105720100266-7.5105720100266
1332835.928640081422-7.92864008142199
1345672.8516389415109-16.8516389415109
1358193.9463718037466-12.9463718037466
136216.674831674412-14.674831674412
1378889.9052884290306-1.90528842903063
1384147.6471372034583-6.64713720345833
1398376.88756399763816.11243600236189
1405567.6429409660936-12.6429409660936
141327.1669276223563-24.1669276223563
1425457.4005464177538-3.40054641775383
14389100.71018644494-11.7101864449402
1444132.25941303902688.74058696097322
1459469.421600662964824.5783993370352
14610156.301668349617544.6983316503825
1477071.5035454579606-1.50354545796064
148111104.9324680112986.06753198870162
1490-8.501836832138858.50183683213885
15045.59443025128747-1.59443025128747
15102.42402737994562-2.42402737994562
15202.4569427994012-2.4569427994012
15301.1807843168646-1.1807843168646
15402.39111196049004-2.39111196049004
1554255.8397847815816-13.8397847815816
1569778.849632929282818.1503670707172
15702.39111196049004-2.39111196049004
15802.52277363831236-2.52277363831236
15975.460386720316821.53961327968317
1601213.4775825261413-1.47758252614132
16105.87718239440003-5.87718239440003
1623721.185758809896415.8142411901036
16302.4569427994012-2.4569427994012
1643935.08840285577483.91159714422516


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
90.3305750005900820.6611500011801650.669424999409918
100.6876698238740960.6246603522518070.312330176125904
110.5688379760916050.8623240478167890.431162023908395
120.6198003745381210.7603992509237570.380199625461879
130.508390696181190.983218607637620.49160930381881
140.4858062765682130.9716125531364270.514193723431787
150.3889729391275890.7779458782551770.611027060872411
160.3627904513834520.7255809027669030.637209548616548
170.3289007506131810.6578015012263630.671099249386819
180.3966134736776590.7932269473553180.603386526322341
190.3217480623590090.6434961247180180.678251937640991
200.2950614972563340.5901229945126690.704938502743666
210.2734181713190790.5468363426381580.726581828680921
220.2107374864349050.4214749728698110.789262513565095
230.2206123541992550.441224708398510.779387645800745
240.1910809534636070.3821619069272150.808919046536393
250.1917632537329750.383526507465950.808236746267025
260.1505092523187440.3010185046374870.849490747681256
270.1165924817772430.2331849635544850.883407518222757
280.129524597575920.259049195151840.87047540242408
290.09935539325158830.1987107865031770.900644606748412
300.1492689295020460.2985378590040910.850731070497954
310.1619531118408180.3239062236816370.838046888159182
320.2683172587616330.5366345175232660.731682741238367
330.2192468167113430.4384936334226850.780753183288657
340.1917219960559530.3834439921119050.808278003944047
350.2047793739112590.4095587478225180.795220626088741
360.2437537941375480.4875075882750950.756246205862452
370.2287255601019430.4574511202038850.771274439898057
380.1884356460472120.3768712920944250.811564353952788
390.1581411584062250.3162823168124490.841858841593775
400.129963584192630.2599271683852610.87003641580737
410.1437386360119910.2874772720239820.856261363988009
420.1157476542922350.2314953085844690.884252345707765
430.0908559917609420.1817119835218840.909144008239058
440.07122381466855410.1424476293371080.928776185331446
450.05583879001077060.1116775800215410.944161209989229
460.04549534705465480.09099069410930970.954504652945345
470.04063524078109190.08127048156218380.959364759218908
480.03040097549994460.06080195099988920.969599024500055
490.02483094055234490.04966188110468970.975169059447655
500.01830837855653210.03661675711306420.981691621443468
510.01318641369105920.02637282738211850.986813586308941
520.009321977174098520.0186439543481970.990678022825901
530.09703472055716890.1940694411143380.902965279442831
540.07780494145652810.1556098829130560.922195058543472
550.06097142528902470.1219428505780490.939028574710975
560.04817059121880690.09634118243761380.951829408781193
570.03784107559496210.07568215118992430.962158924405038
580.139035810685560.2780716213711190.86096418931444
590.1162159216362930.2324318432725870.883784078363707
600.1045666832025530.2091333664051050.895433316797447
610.1007037112192260.2014074224384520.899296288780774
620.08156740227965120.1631348045593020.918432597720349
630.07046457588501830.1409291517700370.929535424114982
640.06785621530931550.1357124306186310.932143784690684
650.1136634772460340.2273269544920680.886336522753966
660.1006295023346090.2012590046692180.899370497665391
670.083098198617950.16619639723590.91690180138205
680.06635279467112220.1327055893422440.933647205328878
690.05802921422891710.1160584284578340.941970785771083
700.2304415688453340.4608831376906680.769558431154666
710.2020089242901060.4040178485802120.797991075709894
720.1769749292764410.3539498585528810.823025070723559
730.1553922086468590.3107844172937180.844607791353141
740.1330560101499530.2661120202999060.866943989850047
750.1459225645543670.2918451291087350.854077435445633
760.1773983807037860.3547967614075720.822601619296214
770.1495737688374570.2991475376749130.850426231162543
780.1431723885779110.2863447771558230.856827611422089
790.1258527500281790.2517055000563580.874147249971821
800.1080180176537290.2160360353074570.891981982346271
810.09008611384906980.180172227698140.90991388615093
820.1848016985524040.3696033971048080.815198301447596
830.1823384630342030.3646769260684070.817661536965797
840.1633924457778990.3267848915557980.836607554222101
850.1429287341204380.2858574682408760.857071265879562
860.1336913837694960.2673827675389920.866308616230504
870.1666240081850820.3332480163701640.833375991814918
880.1678642972882830.3357285945765650.832135702711717
890.1407493238610080.2814986477220170.859250676138992
900.1365270372198120.2730540744396230.863472962780188
910.1133204877571440.2266409755142880.886679512242856
920.0966418033510310.1932836067020620.903358196648969
930.09825867081220340.1965173416244070.901741329187797
940.09129602195940140.1825920439188030.908703978040599
950.1071109589698670.2142219179397340.892889041030133
960.08792999104608260.1758599820921650.912070008953917
970.09902468977857110.1980493795571420.900975310221429
980.100333814013550.2006676280270990.89966618598645
990.0850942811933840.1701885623867680.914905718806616
1000.07855695614630140.1571139122926030.921443043853699
1010.07649143159046170.1529828631809230.923508568409538
1020.0640806285482990.1281612570965980.935919371451701
1030.05082340963130620.1016468192626120.949176590368694
1040.08749347126577020.174986942531540.91250652873423
1050.1428198812680450.2856397625360890.857180118731955
1060.1419127144184670.2838254288369340.858087285581533
1070.1358887762398480.2717775524796970.864111223760152
1080.1838080885639350.3676161771278710.816191911436065
1090.1979279211912360.3958558423824720.802072078808764
1100.2251762768092180.4503525536184370.774823723190782
1110.2250670596165530.4501341192331050.774932940383447
1120.2254703352438110.4509406704876220.774529664756189
1130.1941553637332770.3883107274665540.805844636266723
1140.2247934581391720.4495869162783430.775206541860828
1150.1889403942354310.3778807884708620.811059605764569
1160.1586668166332770.3173336332665530.841333183366723
1170.135081825016190.2701636500323790.86491817498381
1180.1103316530874420.2206633061748840.889668346912558
1190.1021793214509520.2043586429019040.897820678549048
1200.08375770146844350.1675154029368870.916242298531557
1210.08666716034671470.1733343206934290.913332839653285
1220.1009129986234390.2018259972468780.899087001376561
1230.09163408979925470.1832681795985090.908365910200745
1240.1092076238453570.2184152476907130.890792376154643
1250.08672363108494520.173447262169890.913276368915055
1260.07431911037290740.1486382207458150.925680889627093
1270.0840718209922810.1681436419845620.915928179007719
1280.8027095527954450.394580894409110.197290447204555
1290.7943995025622250.411200994875550.205600497437775
1300.903578741565540.1928425168689210.0964212584344603
1310.9171772036794010.1656455926411980.0828227963205991
1320.9220731441054120.1558537117891760.0779268558945882
1330.9202003323661790.1595993352676430.0797996676338214
1340.8999005082803890.2001989834392230.100099491719611
1350.8852226897551730.2295546204896540.114777310244827
1360.9857483597550560.02850328048988840.0142516402449442
1370.9777582290588180.04448354188236410.022241770941182
1380.9872662583887960.0254674832224080.012733741611204
1390.9808119089347940.03837618213041290.0191880910652064
1400.9925522800792410.01489543984151740.00744771992075869
1410.9905471488057690.01890570238846270.00945285119423135
1420.9907421278655310.01851574426893890.00925787213446945
1430.99474260863930.01051478272140070.00525739136070037
1440.9962281166254960.007543766749007350.00377188337450367
1450.9993330203390760.001333959321847040.000666979660923521
1460.998953344727040.002093310545920060.00104665527296003
1470.9975215615176930.004956876964613310.00247843848230666
1480.9945414371890090.01091712562198160.00545856281099078
1490.9946237664029130.01075246719417420.00537623359708711
1500.9925401019064990.0149197961870020.00745989809350101
1510.9829965409255740.03400691814885220.0170034590744261
1520.9612891796217090.07742164075658240.0387108203782912
1530.93441041128140.1311791774372010.0655895887186003
1540.8697587263358730.2604825473282530.130241273664126
1550.9908521117643450.01829577647131040.00914788823565521


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level40.0272108843537415NOK
5% type I error level210.142857142857143NOK
10% type I error level270.183673469387755NOK