Multiple Linear Regression - Estimated Regression Equation
TotCharacter[t] = + 2766.29701713803 + 8.15437585557299Pviews[t] + 5.09881226472687Logins[t] + 243.325012240268SubmittedFM[t] + 180.958034127624TotHyper[t] -0.134427557401616TotTimeRFC[t] + 0.466603004405211TotCompTime[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2766.297017138035932.7802570.46630.6416660.320833
Pviews8.154375855572995.510781.47970.1409540.070477
Logins5.0988122647268764.7943950.07870.9373780.468689
SubmittedFM243.32501224026861.8965563.93120.0001266.3e-05
TotHyper180.95803412762470.2871622.57460.0109610.00548
TotTimeRFC-0.1344275574016160.064314-2.09020.0382130.019107
TotCompTime0.4666030044052110.0912475.11371e-060


Multiple Linear Regression - Regression Statistics
Multiple R0.835466668040201
R-squared0.698004553406195
Adjusted R-squared0.686463326147833
F-TEST (value)60.4792313486824
F-TEST (DF numerator)6
F-TEST (DF denominator)157
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation29215.655019628
Sum Squared Residuals134008056221.469


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
1140824135674.6176670845149.38233291617
2110459101383.1783747499075.82162525145
3105079100091.7104761564987.28952384433
4112098111955.576255515142.423744485037
54392974392.1681288174-30463.1681288174
67617360974.193227794615198.8067722054
7187326157999.0633444729326.9366555298
82280721914.0751111361892.92488886389
9144408102546.23514650241861.7648534979
106648586324.0801379834-19839.0801379834
1179089127015.893868846-47926.8938688456
1281625106407.001767766-24782.0017677658
136878868719.6377181968.3622818099931
1410329798787.50892785014509.49107214989
156944696296.4854664164-26850.4854664164
16114948153868.959586007-38920.9595860072
17167949127558.0343107740390.9656892304
1812508199204.310285706225876.6897142938
19125818103240.79696308822577.2030369124
20136588135007.2507278751580.74927212502
21112431124072.842209896-11641.8422098957
2210303795874.32277864347162.67722135661
238231776285.06843890916031.93156109094
24118906117143.0276149771762.97238502269
2583515110289.404615404-26774.4046154038
26104581108360.626395744-3779.62639574357
27103129132729.317408256-29600.3174082559
2883243115446.605314907-32203.6053149075
293711067058.4874893569-29948.4874893569
30113344152931.290422357-39587.2904223569
31139165144701.785108903-5536.78510890256
3286652114921.3976013-28269.3976012997
33112302144875.860180419-32573.8601804191
346965256937.757574962612714.2424250374
35119442140125.414582444-20683.4145824439
366986788613.2141489109-18746.2141489109
37101629125367.166814897-23738.1668148967
387016892689.7424663762-22521.7424663762
393108143156.7004258176-12075.7004258176
40103925127750.218957158-23825.2189571581
4192622106598.153000524-13976.1530005245
427901184323.6838064935-5312.68380649349
4393487100642.819987981-7155.81998798091
446452076101.2381816609-11581.2381816609
459347392147.11308844251325.88691155751
4611436073726.9599862740633.04001373
473303250207.4823197634-17175.4823197634
4896125127267.217478372-31142.2174783718
49151911155683.592978088-3772.59297808785
5089256111960.134337688-22704.1343376878
5195676129649.687871725-33973.6878717248
52595014890.220176496-8940.22017649601
53149695135828.4676361913866.5323638099
543255131996.9722063035554.027793696481
553170139337.6765045948-7636.67650459481
56100087110556.600794915-10469.6007949148
57169707164025.1440792795681.85592072052
58150491160119.044869962-9628.04486996159
59120192144742.534874454-24550.5348744541
609589380041.602333556415851.3976664436
61151715155687.012498524-3972.01249852425
62176225163757.21010358512467.789896415
635990091245.4715812376-31345.4715812376
64104767109025.934104486-4258.93410448592
65114799114503.294929142295.705070858182
6672128104115.96198946-31987.9619894598
67143592110866.48271261732725.5172873834
6889626129226.181859669-39600.181859669
69131072114574.41394866516497.5860513351
7012681781348.157468743645468.8425312564
7181351101744.516537553-20393.5165375531
722261837555.8789022403-14937.8789022403
7388977104699.403484032-15722.4034840319
749205989021.56077635313037.43922364694
758189797558.3450466229-15661.3450466229
7610814683286.159990629824859.8400093702
77126372124542.7973157251829.20268427487
78249771127275.300903063122495.699096937
797115490929.8791695255-19775.8791695255
807157180984.5167124926-9413.51671249257
815591878572.4805850487-22654.4805850487
82160141129704.20702392930436.7929760705
833869257641.1633386855-18949.1633386855
84102812109627.552119346-6815.55211934604
855662242628.099441804613993.9005581954
861598639145.1398324202-23159.1398324202
8712353492251.534729230731282.4652707693
8810853591268.519186343317266.4808136567
8993879130208.869629729-36329.8696297286
90144551114781.16487675629769.8351232442
915675093582.6338998308-36832.6338998308
92127654107667.75814336219986.2418566376
936559484012.0973448102-18418.0973448102
945993882726.9053659156-22788.9053659156
95146975108441.05984548938533.9401545114
96165904111809.28044907554094.7195509245
97169265123987.69600080145277.3039991991
98183500154918.05358576728581.9464142333
99165986169121.239050164-3135.23905016387
100184923172434.84061998912488.1593800111
101140358112337.69929139228020.3007086083
102149959150544.151749967-585.1517499671
1035722478952.1126694828-21728.1126694828
1044375037230.08549444236519.91450555769
1054802973719.5965399999-25690.5965399999
106104978132327.578798218-27349.5787982177
107100046109488.534844213-9442.53484421335
108101047111480.919537903-10433.9195379035
109197426116707.34673003480718.6532699659
110160902113574.41699788247327.5830021177
111147172116166.82757626131005.1724237388
112109432101629.7566071077802.24339289302
11311687608.20987820443-6440.20987820443
11483248105570.912064435-22322.9120644349
1152516223779.50049707531382.49950292469
1164572497557.1586891373-51833.1586891373
117110529153601.14405195-43072.1440519497
1188556987.06090762861-6132.06090762861
11910138291244.015699924310137.9843000757
1201411621872.6358057255-7756.6358057255
12189506123251.627423442-33745.6274234424
12213535696751.987776419438604.0122235807
12311606656489.854671493459576.1453285066
12414424485218.385522473259025.6144775268
125877318423.9411286862-9650.94112868615
12610215379720.156094447622432.8439055524
127117440128935.763238052-11495.7632380516
128104128125237.841471884-21109.8414718838
129134238141982.794304343-7744.7943043434
130134047161846.050270859-27799.0502708586
131279488190462.86996115889025.1300388422
13279756100612.431715686-20856.431715686
1336608971699.0325270426-5610.03252704262
13410207093837.49475174258232.50524825746
135146760148933.970136569-2173.97013656948
13615477147861.5024498526106909.497550147
137165933126004.49081205239928.5091879484
1386459382137.6701573689-17544.6701573689
13992280115635.492590267-23355.4925902673
14067150104185.781585144-37035.7815851443
14112869295431.619368158933260.3806318411
142124089109360.24498532414728.7550146763
143125386130629.375057958-5243.37505795779
1443723823595.202324547313642.7976754527
145140015129981.34665913210033.6533408677
146150047106236.07327672143810.926723279
147154451117294.75932531937156.2406746806
148156349140023.61057285716325.389427143
14902782.47134129179-2782.47134129179
15060237146.45284344675-1123.45284344675
15102798.99380805528-2798.99380805528
15202780.56510989434-2780.56510989434
15302766.29701713805-2766.29701713805
15402766.29701713805-2766.29701713805
1558460190831.1322225138-6230.13222251381
15668946139282.53323528-70336.5332352803
15702766.29701713805-2766.29701713805
15802792.02097546672-2792.02097546672
15916446121.83580538484-4477.83580538484
160617916499.5512386296-10320.5512386296
16139266677.77691950323-2751.77691950323
1625278951496.43532161591292.56467838409
16302882.71123835696-2882.71123835696
16410035067673.444641184532676.5553588155


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.5732036334221390.8535927331557220.426796366577861
110.4199955867874870.8399911735749740.580004413212513
120.3082304895505250.6164609791010510.691769510449475
130.2239309553089530.4478619106179060.776069044691047
140.1406642033339780.2813284066679560.859335796666022
150.1002410305131710.2004820610263420.899758969486829
160.1380837670078310.2761675340156610.861916232992169
170.1101557257534180.2203114515068350.889844274246582
180.318356170577310.636712341154620.68164382942269
190.2509862136304170.5019724272608340.749013786369583
200.1928026372945390.3856052745890780.807197362705461
210.1424215919569330.2848431839138650.857578408043067
220.1084761439204310.2169522878408620.891523856079569
230.07474190560344920.1494838112068980.925258094396551
240.06380949137120580.1276189827424120.936190508628794
250.07083352235242190.1416670447048440.929166477647578
260.05212065191787160.1042413038357430.947879348082128
270.04070702450401270.08141404900802540.959292975495987
280.0397905658322670.07958113166453390.960209434167733
290.04431029549825580.08862059099651170.955689704501744
300.04017686651997810.08035373303995620.959823133480022
310.03042951418063090.06085902836126170.969570485819369
320.03887740986163910.07775481972327820.961122590138361
330.03150404907592870.06300809815185740.968495950924071
340.03306755160203250.06613510320406490.966932448397968
350.03507824222547170.07015648445094350.964921757774528
360.02788275281496950.05576550562993910.97211724718503
370.02062113238975470.04124226477950940.979378867610245
380.01721478963973160.03442957927946320.982785210360268
390.01359996358550560.02719992717101120.986400036414494
400.009700060087837630.01940012017567530.990299939912162
410.007182064129477620.01436412825895520.992817935870522
420.004746292784254320.009492585568508640.995253707215746
430.003328926840206120.006657853680412250.996671073159794
440.002171052799406190.004342105598812370.997828947200594
450.001914909921159190.003829819842318390.998085090078841
460.002607091210760210.005214182421520420.99739290878924
470.001834629346672140.003669258693344280.998165370653328
480.001652146625847680.003304293251695360.998347853374152
490.001113318751397530.002226637502795060.998886681248602
500.0009702903336276170.001940580667255230.999029709666372
510.0008347109348717610.001669421869743520.999165289065128
520.0006755544391410170.001351108878282030.999324445560859
530.0009831496149065690.001966299229813140.999016850385093
540.0006217485749272490.00124349714985450.999378251425073
550.0004230031660506280.0008460063321012550.999576996833949
560.0002778693156931540.0005557386313863080.999722130684307
570.000339452716924460.000678905433848920.999660547283076
580.0002396393946715970.0004792787893431940.999760360605328
590.0002143206793205930.0004286413586411870.999785679320679
600.000154276184654990.0003085523693099790.999845723815345
610.000106815399563530.000213630799127060.999893184600437
626.9731408802136e-050.0001394628176042720.999930268591198
637.37433977717032e-050.0001474867955434060.999926256602228
644.48775729436691e-058.97551458873381e-050.999955122427056
652.9687157804668e-055.9374315609336e-050.999970312842195
663.59936426968228e-057.19872853936457e-050.999964006357303
675.82823173425912e-050.0001165646346851820.999941717682657
688.06897075314926e-050.0001613794150629850.999919310292468
695.33970502580566e-050.0001067941005161130.999946602949742
700.0001564272427566320.0003128544855132630.999843572757243
710.0001218109270074630.0002436218540149270.999878189072993
728.85438245819919e-050.0001770876491639840.999911456175418
736.23353890805778e-050.0001246707781611560.999937664610919
743.78553353593417e-057.57106707186835e-050.999962144664641
752.86657830664256e-055.73315661328513e-050.999971334216934
762.54694450588325e-055.09388901176651e-050.999974530554941
771.54505739922947e-053.09011479845894e-050.999984549426008
780.06839402763266630.1367880552653330.931605972367334
790.06107055259951990.122141105199040.93892944740048
800.04978964480565770.09957928961131530.950210355194342
810.04656032165419820.09312064330839640.953439678345802
820.0494663650424760.09893273008495210.950533634957524
830.04387440054068840.08774880108137670.956125599459312
840.0345626607377650.069125321475530.965437339262235
850.02783553913420190.05567107826840390.972164460865798
860.02573871100643850.05147742201287710.974261288993561
870.02741534461224290.05483068922448580.972584655387757
880.02347143495366820.04694286990733650.976528565046332
890.02937188137365150.0587437627473030.970628118626348
900.03063332652983950.0612666530596790.96936667347016
910.03703672574617640.07407345149235270.962963274253824
920.03349877924872820.06699755849745650.966501220751272
930.02977026296320080.05954052592640160.970229737036799
940.02782812111510640.05565624223021280.972171878884894
950.03472827117398930.06945654234797850.965271728826011
960.06069250141703050.1213850028340610.939307498582969
970.0833953698585560.1667907397171120.916604630141444
980.08323711659575040.1664742331915010.91676288340425
990.07019824609016080.1403964921803220.929801753909839
1000.06978217484531070.1395643496906210.930217825154689
1010.06751064992055540.1350212998411110.932489350079445
1020.05380248406246530.1076049681249310.946197515937535
1030.05347612805822470.1069522561164490.946523871941775
1040.04204414860994330.08408829721988670.957955851390057
1050.04245625909323720.08491251818647430.957543740906763
1060.03992572990443520.07985145980887040.960074270095565
1070.03445005519545140.06890011039090280.965549944804549
1080.0275917192007310.05518343840146210.972408280799269
1090.103776594442750.2075531888855010.89622340555725
1100.1205512004310050.2411024008620110.879448799568995
1110.1379746965701050.2759493931402090.862025303429895
1120.1143198017258370.2286396034516730.885680198274163
1130.09334920043668380.1866984008733680.906650799563316
1140.09451545800945270.1890309160189050.905484541990547
1150.07526582269760090.1505316453952020.924734177302399
1160.1868516629197950.373703325839590.813148337080205
1170.1920873771829560.3841747543659130.807912622817044
1180.1600874808130930.3201749616261860.839912519186907
1190.137457358650270.2749147173005390.86254264134973
1200.1147350128250870.2294700256501730.885264987174913
1210.1595204758864860.3190409517729720.840479524113514
1220.1663424990636240.3326849981272490.833657500936376
1230.2436211279214480.4872422558428960.756378872078552
1240.3088852474254110.6177704948508220.691114752574589
1250.2718001370196810.5436002740393620.728199862980319
1260.2366623295123550.473324659024710.763337670487645
1270.1969475177440430.3938950354880860.803052482255957
1280.1769370131990910.3538740263981820.823062986800909
1290.1458140798369380.2916281596738770.854185920163062
1300.1325855500873890.2651711001747790.867414449912611
1310.7800719301784850.4398561396430310.219928069821515
1320.735140413916880.5297191721662410.26485958608312
1330.7187074577031560.5625850845936870.281292542296844
1340.6801852712646880.6396294574706230.319814728735312
1350.6252241569348070.7495516861303850.374775843065193
1360.9526015699251980.09479686014960380.0473984300748019
1370.9447780067112780.1104439865774440.055221993288722
1380.9605184273842860.07896314523142760.0394815726157138
1390.94223700219660.1155259956068010.0577629978034003
1400.964054855950910.07189028809818090.0359451440490905
1410.999905377377170.0001892452456604379.46226228302186e-05
1420.9999517408586539.65182826942651e-054.82591413471325e-05
1430.999866559865810.0002668802683810050.000133440134190502
1440.9998845394993370.0002309210013268190.000115460500663409
1450.9999964098816137.18023677409045e-063.59011838704523e-06
1460.9999872169134782.55661730441226e-051.27830865220613e-05
1470.9999729114414575.41771170856826e-052.70885585428413e-05
1480.9999999999925861.48287134500382e-117.41435672501912e-12
1490.9999999998260623.47875740036184e-101.73937870018092e-10
1500.9999999999769874.60264158118228e-112.30132079059114e-11
1510.9999999989670172.06596696705345e-091.03298348352673e-09
1520.99999996059847.88032003876684e-083.94016001938342e-08
1530.9999985047498932.99050021448024e-061.49525010724012e-06
1540.9999488374341960.0001023251316080095.11625658040046e-05


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level500.344827586206897NOK
5% type I error level560.386206896551724NOK
10% type I error level890.613793103448276NOK