Multiple Linear Regression - Estimated Regression Equation
Sport_Totaal[t] = + 8.93855171769655 + 0.134345700937438Sport_tv[t] + 0.417448994564574sport_live[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)8.938551717696551.4218076.286800
Sport_tv0.1343457009374380.1017921.31980.188820.09441
sport_live0.4174489945645740.2021482.06510.0405610.020281


Multiple Linear Regression - Regression Statistics
Multiple R0.22521342086788
R-squared0.0507210849390128
Adjusted R-squared0.0386283599063887
F-TEST (value)4.19434699806505
F-TEST (DF numerator)2
F-TEST (DF denominator)157
p-value0.0168041294646729
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation13.6370072181489
Sum Squared Residuals29196.9706412519


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
122.518.89968002023733.60031997976274
209.07289741863399-9.07289741863399
339.20724311957146-6.20724311957146
4210.1908987013903-8.19089870139028
539.4759345214463-6.4759345214463
64.88.93855171769656-4.13855171769656
70.913.9479396524714-13.0479396524714
8011.2800762006420-11.2800762006420
968.93855171769656-2.93855171769656
1022.523.0453461823785-0.54534618237849
11010.9969729070149-10.9969729070149
12129.207243119571432.79275688042857
1369.87897162425862-3.87897162425862
143010.579523912450319.4204760875497
15249.07289741863414.927102581366
1618.93855171769656-7.93855171769656
1738.93855171769656-5.93855171769656
1822.410.147663026133512.2523369738665
1948.93855171769656-4.93855171769656
201.69.90779540776314-8.30779540776314
21129.0728974186342.92710258136601
222412.460363725574511.5396362744255
23013.4872549826501-13.4872549826501
2409.74462592332118-9.74462592332118
2522.510.416354428008412.0836455719916
261818.4534072421682-0.453407242168185
272.29.34158882050887-7.14158882050887
28339.6102802223837523.3897197776163
292.511.5343557107647-9.03435571076465
3049.20724311957143-5.20724311957143
317512.383665591646162.616334408354
321.28.93855171769656-7.73855171769656
331810.01331732519617.98668267480394
341.69.61028022238375-8.01028022238375
35410.1476630261335-6.1476630261335
3639.4759345214463-6.4759345214463
3728.93855171769656-6.93855171769656
3816.811.86069467964864.93930532035143
399011.160142391456978.8398576085431
4019.210.60834769595488.59165230404515
41610.5795239124503-4.57952391245033
424.216.4093979446021-12.2093979446021
4329.61028022238375-7.61028022238375
4442.520.305423271787822.1945767282122
457.510.2820087270709-2.78200872707094
4609.34158882050887-9.34158882050887
473.910.0133173251961-6.11331732519606
48416.0398233004614-12.0398233004614
493012.460363725574517.5396362744255
5008.93855171769655-8.93855171769655
51810.2820087270709-2.28200872707094
521511.26566430888983.73433569111022
53410.2820087270709-6.28200872707093
54010.8482153143252-10.8482153143252
55611.6831133034544-5.68311330345435
564.410.0133173251961-5.61331732519606
572012.24931989070867.75068010929138
58016.1597571096466-16.1597571096466
5909.34158882050887-9.34158882050887
60010.9537372317581-10.9537372317581
61010.9681491235104-10.9681491235104
6209.61028022238374-9.61028022238374
63011.6831133034544-11.6831133034544
64014.1589834873373-14.1589834873373
6579.20724311957143-2.20724311957143
66613.1609160137662-7.16091601376617
671815.23374909483682.76625090516322
68910.1476630261335-1.14766302613350
691812.58029753475965.41970246524036
701511.35677433457043.64322566542956
714.59.49034641319857-4.99034641319857
721213.1130416633423-1.11304166334229
7308.93855171769655-8.93855171769655
743211.625465736445320.3745342635547
75511.4911200355079-6.49112003550788
76011.6254657364453-11.6254657364453
7709.072897418634-9.072897418634
7838.93855171769656-5.93855171769656
791516.5962566711305-1.59625667113052
801513.53512933307401.46487066692604
81428.9385517176965533.0614482823034
821814.75401385809613.24598614190394
832414.96505769296199.0349423070381
841814.48532245622123.51467754377881
85309.3560007122611320.6439992877389
86015.7376694399149-15.7376694399149
87611.5343557107647-5.53435571076466
884.59.74462592332118-5.24462592332118
8909.072897418634-9.072897418634
902110.685045829883210.3149541701168
913.69.34158882050887-5.74158882050887
921.29.61028022238374-8.41028022238375
9309.34158882050887-9.34158882050887
94248.9385517176965515.0614482823034
9519.29.47593452144639.72406547855369
9622.59.6102802223837412.8897197776163
9708.93855171769655-8.93855171769655
9810.415.1184539608187-4.7184539608187
9968.93855171769656-2.93855171769656
1002813.832644518453414.1673554815466
1012.58.93855171769656-6.43855171769656
102208.9385517176965511.0614482823034
1033219.815914818461912.1840851815381
104614.0436883533192-8.04368835331919
10508.93855171769655-8.93855171769655
106813.7847701680295-5.78477016802948
107189.878971624258628.12102837574138
10899.61028022238375-0.610280222383746
109210.7426933968923-8.74269339689229
1102023.6115527696328-3.61155276963276
11109.072897418634-9.072897418634
1122616.02541140870919.97458859129086
11309.4759345214463-9.4759345214463
11408.93855171769655-8.93855171769655
11509.072897418634-9.072897418634
11608.93855171769655-8.93855171769655
1171210.98256101526261.01743898473736
1181223.4051476099340-11.4051476099340
119329.475934521446322.5240654785537
120610.8482153143252-4.84821531432520
121010.4163544280084-10.4163544280084
122011.0880829326956-11.0880829326956
12348.93855171769656-4.93855171769656
12412.613.6648363588443-1.06483635884430
12525.511.371186226322714.1288137736773
1264.88.93855171769656-4.13855171769656
1274.512.1005622980189-7.60056229801893
1284.89.61028022238374-4.81028022238374
129169.893383516010886.10661648398912
130312.8155264779629-9.8155264779629
131712.9642840706526-5.96428407065259
132011.8318708961440-11.8318708961440
1332019.89774749380840.102252506191619
1344.89.34158882050887-4.54158882050887
13509.4759345214463-9.4759345214463
1364.810.1620749178858-5.36207491788576
13709.87897162425862-9.87897162425862
1383.29.61028022238375-6.41028022238375
13929.99.6102802223837520.2897197776163
140249.773449706825714.2265502931743
14135.212.234907998956422.9650920010436
1423010.685045829883319.3149541701167
143268.9385517176965617.0614482823034
14458.811.414421901579547.3855780984205
1451514.01022589464760.989774105352424
146149.47593452144634.52406547855369
1474.823.3953743933489-18.5953743933489
148308.9385517176965621.0614482823034
14914.48.938551717696565.46144828230344
150109.0728974186340.927102581366006
1519.610.1476630261335-0.547663026133498
152011.3567743345704-11.3567743345704
1532615.310447228765210.6895527712348
154011.6254657364453-11.6254657364453
15531.515.262572878341316.2374271216587
15608.93855171769655-8.93855171769655
157110.7426933968923-9.74269339689229
158249.475934521446314.5240654785537
1593.69.34158882050887-5.74158882050887
160311.0880829326956-8.08808293269556


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
60.007712581057368660.01542516211473730.992287418942631
70.004604421550472440.009208843100944870.995395578449528
80.006854391460810530.01370878292162110.99314560853919
90.004510752212201160.009021504424402320.995489247787799
100.001602474501992130.003204949003984260.998397525498008
110.001128261637292110.002256523274584210.998871738362708
120.001968605537605660.003937211075211320.998031394462394
130.0006941224196586470.001388244839317290.999305877580341
140.02584429543855640.05168859087711280.974155704561444
150.07168964436295580.1433792887259120.928310355637044
160.04695320941819410.09390641883638820.953046790581806
170.02868198647477000.05736397294954010.97131801352523
180.02098937958698410.04197875917396820.979010620413016
190.01221429005822700.02442858011645390.987785709941773
200.00738600348608020.01477200697216040.99261399651392
210.005047954332600830.01009590866520170.9949520456674
220.003247569611056580.006495139222113160.996752430388943
230.004781472247570640.009562944495141290.99521852775243
240.004546605092310390.009093210184620770.99545339490769
250.003327043219235090.006654086438470190.996672956780765
260.002004467748942380.004008935497884760.997995532251058
270.001279624139838810.002559248279677620.998720375860161
280.007657298890176550.01531459778035310.992342701109823
290.008151590954086230.01630318190817250.991848409045914
300.005262158714790490.01052431742958100.99473784128521
310.8100369586812480.3799260826375040.189963041318752
320.7751263235723070.4497473528553860.224873676427693
330.7352835834739420.5294328330521160.264716416526058
340.7087227731399610.5825544537200780.291277226860039
350.6853671654564010.6292656690871970.314632834543599
360.645633607382840.7087327852343210.354366392617161
370.5986523311391930.8026953377216140.401347668860807
380.5714576023791650.857084795241670.428542397620835
390.9999762285677954.75428644107711e-052.37714322053856e-05
400.9999663336376626.73327246768317e-053.36663623384158e-05
410.9999475769486870.0001048461026267375.24230513133686e-05
420.9999431823177560.0001136353644887325.68176822443661e-05
430.9999203806511720.0001592386976552827.9619348827641e-05
440.9999394452355770.0001211095288450296.05547644225146e-05
450.9999067608554830.0001864782890343659.32391445171824e-05
460.9998785592800350.0002428814399309820.000121440719965491
470.9998286805968620.0003426388062766110.000171319403138306
480.9998480258978210.0003039482043578330.000151974102178916
490.9998651070647040.0002697858705911470.000134892935295574
500.999819942580980.0003601148380392210.000180057419019611
510.9997251408368670.0005497183262656640.000274859163132832
520.9995859630855470.0008280738289053350.000414036914452668
530.9994342604659870.001131479068025070.000565739534012536
540.9993462906258070.001307418748386800.000653709374193398
550.9990915263459160.001816947308168780.000908473654084388
560.9987472849231930.002505430153613460.00125271507680673
570.9983668968958410.003266206208317170.00163310310415859
580.9987268292004930.002546341599014050.00127317079950702
590.998424301413880.003151397172238850.00157569858611943
600.9981851041758640.003629791648271810.00181489582413591
610.9979084568134740.004183086373052380.00209154318652619
620.9974675292438410.005064941512317250.00253247075615863
630.997196612369140.005606775261719520.00280338763085976
640.9972602211952280.005479557609543280.00273977880477164
650.9961567832656140.007686433468771260.00384321673438563
660.9950542099592810.009891580081437310.00494579004071866
670.993238408804940.01352318239011770.00676159119505886
680.9907701022959170.01845979540816600.00922989770408299
690.9881528431193760.02369431376124820.0118471568806241
700.9844732997117150.03105340057656940.0155267002882847
710.9801697641432440.03966047171351290.0198302358567565
720.974022735048240.05195452990351830.0259772649517591
730.969848685319760.06030262936048180.0301513146802409
740.9779341662573930.04413166748521310.0220658337426066
750.9730107907969720.05397841840605540.0269892092030277
760.9712970923804030.05740581523919380.0287029076195969
770.9670377955342690.06592440893146260.0329622044657313
780.959852880571160.0802942388576810.0401471194288405
790.9492064543750760.1015870912498470.0507935456249237
800.9361595416515670.1276809166968670.0638404583484335
810.9814969435615520.03700611287689650.0185030564384483
820.9760484538323480.04790309233530380.0239515461676519
830.9722325156542040.05553496869159290.0277674843457965
840.9648164796760690.07036704064786230.0351835203239312
850.9752205058306360.04955898833872760.0247794941693638
860.9771736991793140.0456526016413720.022826300820686
870.9714593842733170.05708123145336630.0285406157266831
880.96452396975260.07095206049479930.0354760302473997
890.9595875442788220.08082491144235520.0404124557211776
900.954896485177200.09020702964560170.0451035148228009
910.9453475674431420.1093048651137160.0546524325568582
920.9375455545060280.1249088909879450.0624544454939723
930.9306017068534640.1387965862930730.0693982931465363
940.9334496099541720.1331007800916570.0665503900458285
950.9252313328431260.1495373343137480.0747686671568739
960.9231564148129430.1536871703741140.0768435851870568
970.9137921359802360.1724157280395280.086207864019764
980.8965683880912720.2068632238174570.103431611908728
990.8750018068225580.2499963863548830.124998193177442
1000.8770379648029740.2459240703940520.122962035197026
1010.8581089687724670.2837820624550670.141891031227533
1020.8475778575435280.3048442849129440.152422142456472
1030.8500498871223180.2999002257553640.149950112877682
1040.827973424515650.3440531509687020.172026575484351
1050.812555068221520.3748898635569610.187444931778481
1060.7845236886927090.4309526226145820.215476311307291
1070.759369421437220.481261157125560.24063057856278
1080.719525677581420.5609486448371590.280474322418579
1090.6975591103451580.6048817793096850.302440889654842
1100.6553418657616030.6893162684767940.344658134238397
1110.6347806201664710.7304387596670580.365219379833529
1120.624775688256150.75044862348770.37522431174385
1130.6052573327746830.7894853344506350.394742667225317
1140.5869116329098740.8261767341802510.413088367090126
1150.570131536305350.85973692738930.42986846369465
1160.5555940766806210.8888118466387590.444405923319379
1170.5038739882187930.9922520235624140.496126011781207
1180.4723747568579710.9447495137159420.527625243142029
1190.542756916280810.914486167438380.45724308371919
1200.4990194665926680.9980389331853350.500980533407332
1210.4803994701453070.9607989402906140.519600529854693
1220.4638109164449170.9276218328898350.536189083555083
1230.4277705931911030.8555411863822060.572229406808897
1240.3778159614723820.7556319229447630.622184038527618
1250.3756756231719580.7513512463439150.624324376828042
1260.3380751668761640.6761503337523290.661924833123836
1270.3102829176012410.6205658352024810.689717082398759
1280.2753611014453330.5507222028906650.724638898554667
1290.2322516333715650.464503266743130.767748366628435
1300.2263921552949860.4527843105899710.773607844705015
1310.2097069647964610.4194139295929210.79029303520354
1320.2229624188840230.4459248377680450.777037581115977
1330.2708028156320720.5416056312641450.729197184367928
1340.2411776386139790.4823552772279580.75882236138602
1350.2398426529367420.4796853058734830.760157347063258
1360.2190093563995720.4380187127991430.780990643600428
1370.2165133601235600.4330267202471190.78348663987644
1380.2045015310896310.4090030621792630.795498468910369
1390.2126548176843850.425309635368770.787345182315615
1400.1736919526913130.3473839053826270.826308047308687
1410.1770935852514950.3541871705029910.822906414748505
1420.2203908213081240.4407816426162480.779609178691876
1430.1987243491797070.3974486983594130.801275650820293
1440.8048164656735450.390367068652910.195183534326455
1450.7375276908389910.5249446183220180.262472309161009
1460.6616438538834490.6767122922331020.338356146116551
1470.7209019728503260.5581960542993490.279098027149674
1480.8813930992134450.237213801573110.118606900786555
1490.8584826586100530.2830346827798930.141517341389947
1500.8029185774714220.3941628450571560.197081422528578
1510.719464516728750.5610709665425010.280535483271250
1520.639177028685350.72164594262930.36082297131465
1530.5313426528988410.9373146942023180.468657347101159
1540.4221102530175680.8442205060351360.577889746982432


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level400.268456375838926NOK
5% type I error level590.395973154362416NOK
10% type I error level740.496644295302013NOK