Multiple Linear Regression - Estimated Regression Equation
AantalurenRFC[t] = -0.0992742116382974 + 0.246966684905508`#logins`[t] + 0.80493782844676`otaal#peer_reviews`[t] + 0.000133114330761128`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)-0.09927421163829742.355258-0.04220.9664320.483216
`#logins`0.2469666849055080.0342727.206100
`otaal#peer_reviews`0.804937828446760.135945.921300
`totaal#karakterscompendium`0.0001331143307611283.3e-054.04458.1e-054.1e-05


Multiple Linear Regression - Regression Statistics
Multiple R0.823788024047727
R-squared0.678626708564458
Adjusted R-squared0.672600959350041
F-TEST (value)112.62113380704
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation11.0474264069462
Sum Squared Residuals19527.3008347026


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
147.3855555644.90944982384122.47610573615882
224.0613888935.1172666907422-11.0558778007422
331.482536.745333679831-5.26283367983099
442.3638888949.165735489582-6.80184659958204
523.9461111123.79164819806520.154462911934808
610.3491666724.2124357077914-13.8632690377914
785.0152777847.657331832769537.3579459472305
89.09722222221.3770122005606-12.2797899785606
932.3616666734.8837920138091-2.52212534380914
1036.2608333328.42545753711817.83537579288187
1144.9655555647.0629090877757-2.09735352777571
1235.6316666756.3800389165099-20.7483722465099
1328.4305555635.7516111097651-7.32105554976512
1453.6177777847.62823944193575.98953833806429
1539.3261111141.9438722432477-2.61776113324769
1670.4330555667.38327621907563.04977934092442
1750.3083333343.69729449621826.61103883378178
1855.1252.62313191306972.49686808693031
1931.6258333335.0064442240837-3.38061089408367
2044.4277777846.294112264799-1.86633448479901
2146.3394444444.43097847777641.90846596222362
2279.6319444442.074909935057637.5570345049424
2325.4602777821.61062712974383.84965065025623
2430.0772222241.3736268900134-11.2964046700134
2540.6505555648.7803020013877-8.12974644138769
2640.3172222248.9936847524049-8.67646253240486
2744.9277777845.5824203178865-0.654642537886524
2844.6958333342.71368147737081.98215185262915
2929.6911111128.79297834512770.898132764872311
3052.2638888940.705364328992711.5585245610073
3152.6113888950.01690644289562.59448244710443
3235.9677777845.3743325618858-9.4065547818858
3356.67548.21546687514918.45953312485091
3417.4252777827.0975485747887-9.67227079478873
3567.6736111146.80871723591920.8648938740809
3646.4597222234.093558567072812.3661636529272
3773.4852.485368603861520.9946313961385
3833.8955555633.9454073254085-0.0498517654085003
3922.4916.35518292536796.13481707463207
4058.2763888954.37328145398563.9031074360144
4162.2791666740.938078478679721.3410881913203
4232.2141666735.4745119254324-3.26034525543242
4338.3863888936.16131745857962.2250714314204
4422.5294444429.2309388036317-6.70149436363172
4525.8680555635.6730540933478-9.80499853334778
4684.9322222256.118458512132128.8137637078679
4721.8888888935.5987426677104-13.7098537777104
4844.1208333345.8457149768521-1.72488164685208
4961.5958333360.26190732811961.33392600188044
5036.4188888941.2325366801504-4.8136477901504
5135.7594444434.80864850942610.950795930573938
526.7188888899.83970780790965-3.12081891890965
5371.5727777887.7322397981692-16.1594620181692
5418.0636111122.9210449244025-4.8574338144025
5527.2405555629.7137805105943-2.47322495059433
5648.2186111132.141329770015116.0772813399849
5750.0116666756.7500001215168-6.73833345151682
5854.7961111160.9049068151728-6.10879570517281
5958.9055555650.19949685260728.70605870739283
6039.3283333337.64588314824921.68245018175085
6168.0852777860.61623931544717.46903846455293
6257.4663888951.05246222080996.41392666919013
6340.4711111144.9992473986201-4.52813628862007
6447.3986111144.96870766251752.42990344748254
6539.4622222238.66319104579380.799031174206211
6631.8944444426.03252013314175.86192430685828
6731.5169444448.2863125560254-16.7693681160254
6840.3569444455.2478531090229-14.8909086690229
6941.9441666740.45330923631331.49085743368669
7025.5033333330.9078189082707-5.4044855782707
7133.0019444435.605445844814-2.60350140481396
7219.297525.9253294678063-6.62782946780632
7335.17538.667910410092-3.49291041009197
7440.5337.10580728753213.42419271246788
7527.3313888934.1489178969573-6.81752900695726
7653.03540.771023323130612.2639766768694
7755.2213888940.618439707207614.6029491827924
7829.4980555659.669522509425-30.171466949425
7924.8105555632.4863101251166-7.67575456511664
8033.4338888936.9618379443701-3.52794905437011
8127.4419444426.6242679663210.817676473678963
8276.3758333350.677841056612125.6979922733879
8336.8883333335.81244555903261.0758877709674
8437.5697222243.1281007394055-5.5583785194055
8522.4869444420.05159517493012.43534926506992
8630.3436111128.49007502070271.85353608929732
8726.8427777836.1603987684545-9.31762098845454
8862.8308333356.32816989494376.50266343505629
8947.5794444443.17021044154064.40923399845944
9032.7263888952.1667241248728-19.4403352348728
9137.1002777835.58699473503521.51328304496478
9242.2758333342.24395868404620.0318746459537728
9331.1122222232.1503054633415-1.0380832433415
9447.1147222238.23117780127438.88354441872573
9552.0786111141.953586946678510.1250241633215
9636.2591666734.00466417200942.25450249799062
9739.5386111139.8553844403097-0.316773330309714
9852.7122222248.97215884008983.74006337991022
9956.0008333365.8727217352814-9.87188840528139
10068.56551.376259965498617.1887400345014
10143.3186111152.6510980751056-9.33248696510562
10250.7169444444.75151133517125.96543310482883
10329.5419444447.3352643663465-17.7933199263464
10412.0241666724.4758300883266-12.4516634183266
10535.4147222227.68033910407767.7343831159224
10635.5361111148.1274298781524-12.5913187681524
10741.3905555634.2466030543587.14395250564199
10852.1258333344.93972308878687.1861102412132
10920.5866666746.385697498155-25.799030828155
11026.1127777841.4971598679861-15.3843820879861
11149.062540.80139676017578.26110323982434
11239.4258333342.0552979974263-2.62946466742631
1136.3716666673.330808004192543.04085866280746
11434.9797222239.1452199989674-4.16549777896741
11517.182518.2786318145253-1.09613181452526
11625.3583333332.5882673644507-7.22993403445067
11770.8611111141.660806041166729.2003050688333
1185.8483333333.96600549965061.8823278333494
11946.9702777833.663423199022613.3068545809774
1208.72611111112.9116373221645-4.18552621116452
12152.4169444445.66101240598176.75593203401831
12238.2066666746.0286161967644-7.82194952676436
12321.43538.8523574905491-17.4173574905491
12420.7130555631.5253558499398-10.8123002899398
12510.61515.9049077264904-5.28990772649043
12625.2669444432.2742227244267-7.00727828442668
12753.9511111146.99659691087176.95451419912833
12837.572545.5773352458527-8.00483524585265
12967.8533333346.870359672998220.9829736570018
13056.0411111154.00174621836372.03936489163631
13171.2227777867.46825941122543.75451836877456
13238.6511111130.00960705649698.64150405350309
13321.2416666727.9011850806374-6.65951841063736
13452.6394444476.463549386746-23.824104946746
13577.8705555663.650766581784514.2197889782155
13614.1663888928.2218355419533-14.0554466519533
13770.3538888956.838339612778613.5155492772214
13828.677537.3511193592688-8.67361935926884
13946.6830555636.9697300911199.71332546888102
14035.7688888938.3223124571705-2.55342356717046
14121.0405555633.6326974290211-12.5921418690211
14269.2311111146.604072806478222.6270383035218
14342.3238888943.609514911047-1.28562602104698
14448.1277777837.320232783673610.8075449963264
14554.7769444449.60328826706485.17365617293522
14618.7519444445.8006121095485-27.0486676695485
14738.7247222244.5678732001398-5.84315098013978
14851.4905555654.6244192646839-3.13386370468385
1490-0.09927421163829430.0992742116382943
1504.083.172140251591060.907859748408937
1510.0272222220.147692473267216-0.120470251267216
1520.1263888890.394659158172725-0.268270269172725
1530-0.09927421163829430.0992742116382943
1540-0.09927421163829430.0992742116382943
15538.3013888935.9894284563332.31196043366698
15651.4688888944.59179922126736.87708966873274
1570-0.09927421163829430.0992742116382943
1580.0563888890.888592527983742-0.832203638983742
1591.9997222221.354399172660540.645323049339463
16012.961111119.687262078478683.27384903152132
1614.8741666672.46310390390422.4110627630958
16220.4352777828.175707153313-7.74042937331299
1630.2691666670.394659158172722-0.125492491172722
16429.2991666727.49057077994611.80859589005389


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.8007617534472560.3984764931054870.199238246552744
80.7872238394987350.425552321002530.212776160501265
90.7282221835412060.5435556329175870.271777816458794
100.8415321733094670.3169356533810650.158467826690533
110.7889459359336360.4221081281327290.211054064066364
120.7506922168421630.4986155663156740.249307783157837
130.66829957161610.6634008567678010.3317004283839
140.859786594458910.2804268110821790.14021340554109
150.8243343320888930.3513313358222140.175665667911107
160.7659644720820970.4680710558358060.234035527917903
170.7015700816653960.5968598366692070.298429918334604
180.6538599723877310.6922800552245380.346140027612269
190.6084040140961480.7831919718077040.391595985903852
200.5336196185323120.9327607629353750.466380381467688
210.4594880264074760.9189760528149520.540511973592524
220.9594478426540850.08110431469182990.0405521573459149
230.9480791551650110.1038416896699780.0519208448349888
240.9383358591781540.1233282816436920.0616641408218458
250.9284205449502920.1431589100994160.071579455049708
260.9263289143050190.1473421713899630.0736710856949813
270.9055216308758980.1889567382482030.0944783691241017
280.8807678497467060.2384643005065870.119232150253294
290.857052793233530.285894413532940.14294720676647
300.8761479272285080.2477041455429840.123852072771492
310.8438760416860280.3122479166279450.156123958313972
320.819297334026730.3614053319465390.18070266597327
330.8037497432583960.3925005134832080.196250256741604
340.7789852284715440.4420295430569120.221014771528456
350.8371694688310780.3256610623378440.162830531168922
360.8637167359563640.2725665280872730.136283264043636
370.9138818328065530.1722363343868950.0861181671934473
380.8906896153765560.2186207692468890.109310384623444
390.8728671681224740.2542656637550520.127132831877526
400.846164290290430.3076714194191410.15383570970957
410.9060902541118720.1878194917762570.0939097458881283
420.8833912711172380.2332174577655230.116608728882761
430.8566030485676520.2867939028646970.143396951432348
440.83320650327060.33358699345880.1667934967294
450.8288706260007470.3422587479985070.171129373999253
460.917255927339450.1654881453211010.0827440726605503
470.9178813706149130.1642372587701740.0821186293850868
480.8980177442144090.2039645115711820.101982255785591
490.8826809866823450.234638026635310.117319013317655
500.8596143421856590.2807713156286820.140385657814341
510.8318064470478680.3363871059042640.168193552952132
520.8004504057394280.3990991885211440.199549594260572
530.8862268548763390.2275462902473210.113773145123661
540.8649135646553990.2701728706892030.135086435344601
550.8377646237919880.3244707524160250.162235376208012
560.8518889316634960.2962221366730090.148111068336504
570.846084025568020.307831948863960.15391597443198
580.8433181151590820.3133637696818360.156681884840918
590.8268794451118750.3462411097762490.173120554888124
600.7955817778983270.4088364442033470.204418222101673
610.7712036051966930.4575927896066150.228796394803308
620.7480856050313710.5038287899372570.251914394968629
630.7134948892754920.5730102214490150.286505110724508
640.674073387685610.651853224628780.32592661231439
650.6328796351557260.7342407296885470.367120364844274
660.599884618413280.800230763173440.40011538158672
670.68700118463260.6259976307347990.3129988153674
680.7090145285673640.5819709428652730.290985471432636
690.6690451062358750.6619097875282510.330954893764125
700.6412070794255430.7175858411489150.358792920574457
710.6004628097269330.7990743805461330.399537190273067
720.567823163282830.864353673434340.43217683671717
730.5275719574017950.9448560851964110.472428042598205
740.4848870232080490.9697740464160980.515112976791951
750.459063187596950.9181263751938990.54093681240305
760.4623467274349260.9246934548698520.537653272565074
770.4855660601646180.9711321203292370.514433939835382
780.8169812370753940.3660375258492110.183018762924606
790.8004838164185020.3990323671629950.199516183581498
800.7705504392371020.4588991215257960.229449560762898
810.7347985324278290.5304029351443430.265201467572171
820.8684232111688180.2631535776623630.131576788831182
830.8429668218506120.3140663562987770.157033178149388
840.8210903156407870.3578193687184260.178909684359213
850.7913612675966320.4172774648067360.208638732403368
860.7583694022795350.4832611954409310.241630597720465
870.7468307590925610.5063384818148780.253169240907439
880.7238556075885680.5522887848228640.276144392411432
890.6917531258283820.6164937483432360.308246874171618
900.7663646885139560.4672706229720880.233635311486044
910.7310267131504540.5379465736990920.268973286849546
920.69179650966680.6164069806664010.3082034903332
930.6504762508235360.6990474983529290.349523749176464
940.6369885467679770.7260229064640460.363011453232023
950.6311803293862390.7376393412275220.368819670613761
960.588674692426390.8226506151472190.41132530757361
970.5433124380788650.9133751238422710.456687561921135
980.5021485743548040.9957028512903920.497851425645196
990.4862614484522260.9725228969044530.513738551547774
1000.5556985924482540.8886028151034930.444301407551746
1010.5377549740750970.9244900518498070.462245025924903
1020.5073233574047920.9853532851904170.492676642595208
1030.5796252506618420.8407494986763160.420374749338158
1040.5893772235703030.8212455528593950.410622776429697
1050.5651922173964630.8696155652070730.434807782603537
1060.5768780544170350.846243891165930.423121945582965
1070.5522787902233980.8954424195532040.447721209776602
1080.5260358148688350.9479283702623310.473964185131166
1090.741978954630520.5160420907389610.25802104536948
1100.7712423830019560.4575152339960880.228757616998044
1110.7484764446970270.5030471106059470.251523555302973
1120.7085746818972480.5828506362055040.291425318102752
1130.6676576443059160.6646847113881680.332342355694084
1140.6264914251790470.7470171496419050.373508574820953
1150.5783407226142820.8433185547714350.421659277385718
1160.5415941604403420.9168116791193160.458405839559658
1170.8096585765369290.3806828469261420.190341423463071
1180.7737083337954130.4525833324091730.226291666204587
1190.7863688555719030.4272622888561940.213631144428097
1200.7510043278020360.4979913443959280.248995672197964
1210.7279152136282230.5441695727435530.272084786371777
1220.7053562991525880.5892874016948240.294643700847412
1230.7709307128862860.4581385742274270.229069287113714
1240.7749412437906380.4501175124187250.225058756209362
1250.7396951158124450.520609768375110.260304884187555
1260.7184963310399380.5630073379201240.281503668960062
1270.687871865331330.6242562693373410.31212813466867
1280.670941144065180.6581177118696410.32905885593482
1290.7941118821595730.4117762356808530.205888117840427
1300.7520417708037520.4959164583924970.247958229196248
1310.7038655726302350.5922688547395290.296134427369765
1320.685062927873190.6298741442536190.314937072126809
1330.6443180993570880.7113638012858240.355681900642912
1340.9835197961687760.03296040766244760.0164802038312238
1350.9774269226154540.04514615476909280.0225730773845464
1360.9712104424174190.05757911516516260.0287895575825813
1370.9711735699926370.05765286001472590.028826430007363
1380.9688619015638750.06227619687224950.0311380984361248
1390.9884475821178370.02310483576432590.0115524178821629
1400.9815145859073580.03697082818528370.0184854140926418
1410.9999999518628049.62743925794442e-084.81371962897221e-08
1420.999999942303811.15392379214597e-075.76961896072986e-08
1430.9999998067054323.86589135712995e-071.93294567856498e-07
1440.9999993748451761.25030964758685e-066.25154823793426e-07
1450.9999992646998611.47060027886255e-067.35300139431276e-07
1460.9999999998102123.79575812322054e-101.89787906161027e-10
1470.9999999989086692.1826611102213e-091.09133055511065e-09
1480.9999999982260163.54796820221849e-091.77398410110924e-09
1490.9999999869969742.60060515242326e-081.30030257621163e-08
1500.9999999499156771.0016864700133e-075.00843235006651e-08
1510.9999996149046067.70190787247422e-073.85095393623711e-07
1520.9999973310479725.33790405516174e-062.66895202758087e-06
1530.9999819844649353.60310701309463e-051.80155350654732e-05
1540.9998862056627450.000227588674510980.00011379433725549
1550.9999637099253337.25801493348042e-053.62900746674021e-05
1560.9996425525517450.0007148948965100250.000357447448255013
1570.9971417039050350.005716592189930060.00285829609496503


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level170.112582781456954NOK
5% type I error level210.139072847682119NOK
10% type I error level250.165562913907285NOK