Multiple Linear Regression - Estimated Regression Equation
otaal#peer_reviews[t] = + 8.11506537560171 + 0.223303383989131AantalurenRFC[t] + 0.0267960415866275`#logins`[t] + 6.6247085818747e-05`totaal#karakterscompendium`[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)8.115065375601711.0617567.643100
AantalurenRFC0.2233033839891310.0377125.921300
`#logins`0.02679604158662750.0206671.29660.1966420.098321
`totaal#karakterscompendium`6.6247085818747e-051.7e-053.80080.0002050.000102


Multiple Linear Regression - Regression Statistics
Multiple R0.749890420984178
R-squared0.562335643483828
Adjusted R-squared0.55412943679915
F-TEST (value)68.525649559103
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation5.81872189370463
Sum Squared Residuals5417.20391620442


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12626.2593447298357-0.259344729835695
22018.38903717207521.61096282792478
32420.31129406069893.68870593930111
42524.869563266780.130436733219978
51516.3637417175523-1.36374171755227
61614.38577384475141.61422615524863
72035.2615959434708-15.2615959434708
81812.08613983432965.91386016567037
91921.4880377951478-2.48803779514783
102020.0895861392927-0.0895861392926681
113023.36216015112316.63783984887686
123722.245567340661414.7544326593386
132318.95915986199464.04084013800543
143625.382591947236710.6174080527633
152920.91697308464868.08302691535142
163531.77674593525233.22325406474771
172427.4943926464658-3.49439264646575
182228.045447840913-6.04544784091303
191921.576988138613-2.57698813861299
203024.30114515986225.69885484013779
212725.19480557003241.80519442996759
222631.0882852754159-5.08828527541586
231516.7697743773757-1.7697743773757
243020.37785294334389.62214705665623
252822.90114558670645.09885441329362
262423.28582479200310.714175207996914
272124.6844812309036-3.68448123090364
282723.30034938063793.69965061936205
292117.44373524436873.55626475563125
303024.4229640095695.57703599043101
313027.69296230816192.30703769183812
323320.944693636768812.0553063632312
333026.74273684052673.25726315947333
342015.12656961492754.87343038507255
352730.3732317138972-3.37323171389717
362521.93545414064093.06454585935913
373030.6981144456141-0.698114445614086
382019.80961591943680.190384080563198
39815.6223943857041-7.6223943857041
402428.2434182798742-4.24341827987416
412527.1442895954245-2.14428959542451
422519.057185190295.94281480971001
432121.6107456112428-0.610745611242845
442116.35080690920654.64919309079348
452118.57236510596682.42763489403324
462635.4164357243343-9.41643572433431
472616.3166358219049.683364178096
483023.52888923323566.47111076676439
493431.56157497629582.43842502370421
503021.05096804749638.9490319525037
511821.1682900662397-3.16829006623975
52410.652691159863-6.65269115986298
533135.3028487368496-4.30284873684964
541814.76067246098713.23932753901294
551417.8522428934581-3.85224289345813
562024.3207426282798-4.32074262827976
573627.57917485900498.42082514099515
582430.1401861715177-6.14018617151772
592628.6772521515337-2.67725215153367
602221.9670917601150.0329082398850018
613132.8510199313342-1.85101993133421
622130.5911224773545-9.59112247735453
633121.21925395180029.78074604819976
642624.94618280667661.05381719332345
652422.85543019589451.14456980410546
661518.8693994323732-3.86939943237324
671923.3560720668881-4.35607206688814
682823.65149084684374.34850915315625
692423.33942583321420.660574166785848
701818.6667538283334-0.666753828333429
712520.06715667963694.93284332036312
722014.67292817960595.32707182039406
732521.01927372619133.98072627380872
742422.51102853573771.48897146426229
752318.87721907908674.12278092091327
762525.9580175704804-0.958017570480386
772027.2199344680861-7.2199344680861
782329.6590968297791-6.6590968297791
792217.59913533718774.40086466281231
802519.97363967678845.02636032321156
811817.44841503499550.551584965004545
823031.9830027264823-1.9830027264823
832220.31755953789981.6824404621002
842522.33204863162372.66795136837632
85817.557419697524-9.55741969752405
862116.95813457497664.04186542502337
872219.88142325161482.11857674838517
882429.6566595280362-5.65665952803623
893023.06580092273726.93419907726284
902723.89035295759813.10964704240194
912419.64372348383374.35627651616625
922523.90404779123631.09595220876366
932118.66302100066212.33697899933791
942423.19591492876050.804085071239527
952426.156901623479-2.15690162347896
962022.5774849214886-2.57748492148859
972026.0293032732362-6.0293032732362
982429.5029898204471-5.50298982044706
994028.586502302588811.4134976974112
1002233.3105906877695-11.3105906877695
1013125.56709926922125.43290073077883
1022627.405213856464-1.40521385646401
1032019.63834503260930.36165496739074
1041914.0735570694454.92644293055501
1051519.5144402812503-4.51444028125031
1062122.8927465486344-1.89274654863439
1072222.8503355190163-0.850335519016259
1082426.4041024589402-2.40410245894019
1091925.159472455745-6.159472455745
1102418.78592469067645.21407530932363
1112326.1755846239494-3.17558462394943
1122721.79588246055575.20411753944429
11319.88321711609612-8.88321711609612
1142420.74879625006963.25120374993041
1151114.2887859840319-3.28878598403194
1162716.057563749817310.9424362501827
1172229.564896572895-7.564896572895
11809.9063959233181-9.9063959233181
1191725.232372219405-8.23237221940496
120811.5079041693165-3.50790416931651
1212425.6747288933428-1.67472889334276
1223123.82090670720887.17909329279122
1232418.25124896677135.74875103322875
1242017.67988287708032.32011712291971
125811.9776818944795-3.97768189447953
1262218.65273098073353.34726901926648
1273325.76778605963547.23221394036456
1283322.365182112059910.6348178879401
1293129.4183384925661.58166150743404
1303328.08684264363374.91315735636633
1313536.7048757541796-1.7048757541796
1322121.1072459992308-0.107245999230789
1332015.99428036825634.00571963174366
1342429.7127129520054-5.71271295200544
1352934.6563519474112-5.65635194741124
1362015.91949335189994.08050664810006
1372733.0798344383145-6.07983443831453
1382418.73695363393435.26304636606571
1392623.40056534407462.59943465592542
1402620.00263125249595.99736874750413
1411217.873711150278-5.87371115027801
1422130.6199441893673-9.61994418936735
1432424.5144097345569-0.514409734556948
1442123.0172206194286-2.01722061942863
1453026.4329004179113.56709958208898
1463218.578088555213313.4219114447867
1472424.6682104156216-0.668210415621594
1482928.7907257172320.209274282768019
14908.1150653756017-8.1150653756017
15009.69310979602995-9.69310979602995
15108.14794023148063-8.14794023148063
15208.19688052538729-8.19688052538729
15308.1150653756017-8.1150653756017
15408.1150653756017-8.1150653756017
1552021.0418064990359-1.04180649903594
1562724.11357536119842.88642463880157
15708.1150653756017-8.1150653756017
15808.2348413716813-8.2348413716813
15908.80450053183172-8.80450053183172
160511.9545869217304-6.95458692173041
16119.59754955332736-8.59754955332736
1622314.94127495972868.05872504027142
16308.22876328637314-8.22876328637314
1641618.8071241792674-2.80712417926736


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.1795067390148940.3590134780297870.820493260985106
80.1308248367592140.2616496735184280.869175163240786
90.0981547871529740.1963095743059480.901845212847026
100.06244460228333920.1248892045666780.937555397716661
110.2001626090136980.4003252180273960.799837390986302
120.3869822315357320.7739644630714650.613017768464268
130.2919936065225910.5839872130451820.708006393477409
140.7848319342420130.4303361315159750.215168065757987
150.7392043485707450.521591302858510.260795651429255
160.676952865772920.6460942684541610.32304713422708
170.6078100199092330.7843799601815340.392189980090767
180.7048411879497450.590317624100510.295158812050255
190.645041247810840.7099175043783190.35495875218916
200.6452570375235110.7094859249529780.354742962476489
210.5906530002895760.8186939994208470.409346999710424
220.535163541940530.929672916118940.46483645805947
230.5173393159610440.9653213680779130.482660684038956
240.5933322326631980.8133355346736050.406667767336802
250.5360518532578130.9278962934843740.463948146742187
260.500873205392770.9982535892144590.499126794607229
270.5012669850553890.9974660298892210.498733014944611
280.4499130139835120.8998260279670240.550086986016488
290.393243835949830.786487671899660.60675616405017
300.393213303164210.786426606328420.60678669683579
310.3600248356593740.7200496713187490.639975164340626
320.4736025611770350.947205122354070.526397438822965
330.4305814271700330.8611628543400660.569418572829967
340.385172831353560.7703456627071190.61482716864644
350.3361865535589330.6723731071178650.663813446441067
360.2886522096628810.5773044193257620.711347790337119
370.2419367344695720.4838734689391450.758063265530428
380.2174354950648930.4348709901297870.782564504935107
390.3758430641249840.7516861282499680.624156935875016
400.3688242610373060.7376485220746120.631175738962694
410.3233106962365320.6466213924730650.676689303763468
420.2988228039040890.5976456078081780.701177196095911
430.2622793510162720.5245587020325440.737720648983728
440.2294858405822750.458971681164550.770514159417725
450.1958718371961410.3917436743922820.804128162803859
460.2185213695308420.4370427390616850.781478630469158
470.2377663476655570.4755326953311150.762233652334443
480.2393994433129970.4787988866259930.760600556687004
490.2224649678869370.4449299357738750.777535032113063
500.2555936887874290.5111873775748580.744406311212571
510.2530166221636530.5060332443273060.746983377836347
520.3891013195644660.7782026391289320.610898680435534
530.3602215786779510.7204431573559020.639778421322049
540.3249739334950740.6499478669901480.675026066504926
550.327526204744610.6550524094892210.67247379525539
560.3171741233594070.6343482467188130.682825876640593
570.3564446458152110.7128892916304210.643555354184789
580.3700346537236030.7400693074472070.629965346276397
590.334239182249760.668478364499520.66576081775024
600.2939509839416760.5879019678833520.706049016058324
610.2570665668248670.5141331336497330.742933433175133
620.3320553580122850.664110716024570.667944641987715
630.400783115850950.80156623170190.59921688414905
640.3569816927709320.7139633855418640.643018307229068
650.3158214018953660.6316428037907320.684178598104634
660.31348076428810.62696152857620.6865192357119
670.3059898013879630.6119796027759270.694010198612037
680.2849379178226380.5698758356452770.715062082177361
690.2474634983693450.494926996738690.752536501630655
700.2198432722002610.4396865444005230.780156727799739
710.2054544905624330.4109089811248660.794545509437567
720.1931911931149890.3863823862299770.806808806885011
730.1743755685479560.3487511370959120.825624431452044
740.1481158832941690.2962317665883370.851884116705831
750.1333408413058320.2666816826116630.866659158694168
760.1107713503028920.2215427006057850.889228649697108
770.1238214560020340.2476429120040680.876178543997966
780.1217437411168630.2434874822337270.878256258883137
790.1101801681342910.2203603362685810.889819831865709
800.1030891043804350.2061782087608710.896910895619565
810.08799691075226110.1759938215045220.912003089247739
820.07257426044586580.1451485208917320.927425739554134
830.05965945219941410.1193189043988280.940340547800586
840.04955049775095130.09910099550190260.950449502249049
850.09065623675335960.1813124735067190.90934376324664
860.08194548510055280.1638909702011060.918054514899447
870.06819570459772490.136391409195450.931804295402275
880.06775836460858280.1355167292171660.932241635391417
890.07530576617843440.1506115323568690.924694233821566
900.06507230250349610.1301446050069920.934927697496504
910.05941116273393940.1188223254678790.940588837266061
920.04769874478579020.09539748957158030.95230125521421
930.0399546891758990.0799093783517980.960045310824101
940.03162971206209860.06325942412419710.968370287937901
950.02497048152853880.04994096305707770.975029518471461
960.02012910352860770.04025820705721530.979870896471392
970.0200690868728080.0401381737456160.979930913127192
980.01939793119072050.03879586238144090.98060206880928
990.04973967122511450.0994793424502290.950260328774886
1000.09478641762212870.1895728352442570.905213582377871
1010.09484305304476010.189686106089520.90515694695524
1020.0790010354087710.1580020708175420.920998964591229
1030.06875621513844140.1375124302768830.931243784861559
1040.06722453466887670.1344490693377530.932775465331123
1050.06545050213451570.1309010042690310.934549497865484
1060.05354839482234260.1070967896446850.946451605177657
1070.0422440801263390.0844881602526780.957755919873661
1080.03413096605741430.06826193211482850.965869033942586
1090.06015248295121310.1203049659024260.939847517048787
1100.06047377448099960.1209475489619990.939526225519
1110.0555103318670130.1110206637340260.944489668132987
1120.05715279385511120.1143055877102220.942847206144889
1130.0947250070998130.1894500141996260.905274992900187
1140.08464879739888520.169297594797770.915351202601115
1150.07691294571312040.1538258914262410.92308705428688
1160.1925138464842880.3850276929685750.807486153515712
1170.1972149708580430.3944299417160850.802785029141957
1180.2697147861629340.5394295723258680.730285213837066
1190.3699018215063510.7398036430127020.630098178493649
1200.346058375749060.6921167514981210.65394162425094
1210.3009553172417430.6019106344834860.699044682758257
1220.2958154716487910.5916309432975820.704184528351209
1230.2984800640160080.5969601280320160.701519935983992
1240.2597757459542840.5195514919085680.740224254045716
1250.2402604420924050.4805208841848090.759739557907595
1260.2110525244917580.4221050489835160.788947475508242
1270.2409810163310160.4819620326620320.759018983668984
1280.3605187187260170.7210374374520340.639481281273983
1290.3161486835561410.6322973671122830.683851316443859
1300.3072722351355490.6145444702710990.692727764864451
1310.3631271925552460.7262543851104910.636872807444754
1320.3104831597122880.6209663194245760.689516840287712
1330.3246664511182210.6493329022364420.675333548881779
1340.2897943609899050.579588721979810.710205639010095
1350.3071035361086710.6142070722173420.692896463891329
1360.2869362077659590.5738724155319170.713063792234041
1370.3876237963386080.7752475926772160.612376203661392
1380.4153287289967570.8306574579935130.584671271003243
1390.386835919850420.7736718397008410.613164080149579
1400.4857851582459970.9715703164919950.514214841754002
1410.8799178615493630.2401642769012740.120082138450637
1420.9093973898963720.1812052202072550.0906026101036275
1430.8780321118624880.2439357762750240.121967888137512
1440.8389641759676670.3220716480646660.161035824032333
1450.812885125257240.3742297494855190.18711487474276
1460.9820762829539460.03584743409210870.0179237170460544
1470.9702634068684690.05947318626306140.0297365931315307
1480.9510856981626930.09782860367461340.0489143018373067
1490.9304552485999090.1390895028001820.0695447514000911
1500.9080083399335410.1839833201329170.0919916600664585
1510.8665348298590950.266930340281810.133465170140905
1520.8084748229979650.383050354004070.191525177002035
1530.7305922911291990.5388154177416010.269407708870801
1540.6311790790338350.737641841932330.368820920966165
1550.5222395426579540.9555209146840930.477760457342046
1560.4966843599180790.9933687198361580.503315640081921
1570.3635008734609530.7270017469219070.636499126539047


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level50.033112582781457OK
10% type I error level140.0927152317880795OK