Multiple Linear Regression - Estimated Regression Equation
TotalCharac[t] = + 13104.360048102 -0.0182887592067335TotalRFC[t] + 0.648198480280362TotalComp[t] + 29.9425763539401t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)13104.3600481025915.977062.21510.0281670.014084
TotalRFC-0.01828875920673350.054707-0.33430.7385870.369294
TotalComp0.6481984802803620.096776.698400
t29.942576353940140.2339810.74420.457840.22892


Multiple Linear Regression - Regression Statistics
Multiple R0.726420868551863
R-squared0.527687278267644
Adjusted R-squared0.518831414735162
F-TEST (value)59.5862025574562
F-TEST (DF numerator)3
F-TEST (DF denominator)160
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation23241.3769872251
Sum Squared Residuals86425856681.9708


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
19555684212.4434096311343.55659037
25456569006.5507515218-14441.5507515218
36301659091.13296973243924.86703026758
47977460943.185468824918830.8145311751
53125846169.4096863746-14911.4096863746
65249135261.057281140717229.9427188593
791256104753.848976974-13497.8489769737
82280717187.04798027435619.95201972573
97741149426.594088059827984.4059119402
104882154489.1169505166-5668.1169505166
115229582090.0940427678-29795.0940427678
126326248794.88353064114467.116469359
135046648605.43041282631860.56958717367
146293260548.33073244282383.66926755715
153843955100.7686182471-16661.7686182471
167081789750.1468448081-18933.1468448081
1710596581293.100623453224671.8993765468
187379559189.82906203214605.170937968
198204363282.274905300318760.7250946997
207434961236.469926600313112.5300733997
218220474647.06099569547556.93900430461
225570976925.2005047652-21216.2005047652
233713745385.7268619769-8248.72686197695
247078054431.296361070416348.7036389296
255502758211.0889832223-3184.08898322228
265669964176.1640741773-7477.16407417731
276591172876.1463001691-6965.14630016913
285631674670.5286879228-18354.5286879228
292698242242.6928052699-15260.6928052699
305462885226.9420389879-30598.9420389879
319675091505.97387276695244.02612723305
325300950192.22493511462816.77506488539
336466493212.4428793074-28548.4428793074
343699024420.477782701212569.5222172988
3585224109568.580306426-24344.5803064264
363704853179.1719747917-16131.1719747917
375963597857.32822691-38222.32822691
384205155131.26609828-13080.26609828
392699842600.7411366249-15602.7411366249
406371780110.8585782064-16393.8585782064
415507176835.3167720412-21764.3167720412
424000142483.9790554442-2482.97905544419
435450675104.7372393766-20598.7372393766
443583836703.4061859729-865.406185972902
455083848638.73693754562199.26306245444
468699759361.754717751527635.2452822485
473303249997.0779358582-16965.0779358582
486170461884.4066373429-180.406637342933
4911798694621.766351203823364.2336487962
505673359367.255847402-2634.25584740195
515506464961.3223946605-9897.32239466052
52595023973.7444405535-18023.7444405535
538460783831.2178394903775.782160509664
543255129807.57509011972743.42490988034
553170142660.7434475684-10959.7434475684
567117069713.55804575611456.44195424389
5710177382179.106649020419593.8933509796
5810165398250.68408819223402.31591180783
598149399595.1071165353-18102.1071165353
605590145201.794611236510699.2053887635
61109104107360.3090895241743.69091047564
62114425107038.0164178197386.98358218143
633631147968.6331321922-11657.6331321922
647002760116.34133685139910.65866314867
657371377293.6918010481-3580.69180104811
664067168348.0609256211-27677.0609256211
678904153499.890085442635541.1099145574
685723166239.7692254306-9008.76922543057
696860859080.40044221299527.59955778712
705915555957.64363032483197.35636967522
715582754264.72414254051562.27585745952
722261829432.367748934-6814.367748934
735842560831.4045411703-2406.40454117031
746572453845.296040254711878.7039597453
755697950257.36605410366721.63394589637
767236964650.90430703787718.09569296223
777919488184.4730172637-8990.47301726368
7820231659215.9512739488143100.048726051
794497046567.0904469931-1597.09044699307
804931948200.74169147241118.25830852761
813625247033.8638235865-10781.8638235865
827574178396.3479929433-2655.34799294326
833841755930.9635646823-17513.9635646823
846410262904.89681246731197.10318753273
855662250333.23872592616288.76127407389
861543029987.0451965274-14557.0451965274
877257149743.366900150722827.6330998493
886727166232.0737530671038.92624693296
894346077242.4871542506-33782.4871542506
909950152291.956064018947209.0439359811
912834054384.3752071526-26044.3752071526
927601366829.45951540399183.5404845961
933736146250.5294768455-8889.5294768455
944820457837.5763579132-9633.57635791316
957616867012.82319957979155.17680042029
968516862981.043977509822186.9560224902
9712541087711.170846165937698.8291538341
98123328102676.47782425220651.5221757485
998303883709.3812337109-671.381233710919
100120087112128.1070933417958.89290665901
1019193966996.614281804424942.3857181956
10210364695219.61010167948426.38989832061
1032946743835.6228024018-14368.6228024018
1044375028150.858637033415599.1413629666
1053449757494.37741849-22997.37741849
1066647769722.5533892301-3245.55338923013
1077118170626.4917237277554.508276272305
1087448275012.2395366576-530.239536657581
10917494970433.0062138426104515.993786157
1104676532322.752982278614442.2470177214
1119025784423.07933866675833.92066133328
1125137060907.7476395223-9537.74763952232
113116819854.4909407307-18686.4909407307
1145136058531.4470701129-7171.44707011285
1152516231368.6331502539-6206.63315025386
1162106734999.0299734661-13932.0299734661
11758233109601.058443875-51368.0584438751
11885520544.9028579449-19689.9028579449
1198590374214.847629756411688.1523702436
1201411624649.9971369426-10533.9971369426
1215763785801.0007100765-28164.0007100765
1229413751545.667807086542591.3321929135
1236214725977.960890155436169.0391098446
1246283241494.227355005321337.7726449947
125877325212.0547977787-16439.0547977787
1266378549124.712536842114660.2874631579
1276519677897.9693466631-12701.9693466631
1287308770383.98505461142703.0149453886
1297263197342.3290450491-24711.3290450491
1308628197750.583201718-11469.583201718
131162365115434.17959941546930.8204005849
1325653064103.0819480897-7573.08194808969
1333560647543.8956000155-11937.8956000155
1347011156616.543869016713494.4561309833
1359204694694.7701982625-2648.77019826247
1366398920652.888064320643336.1119356794
13710491177047.642517954427863.3574820456
1384344843289.566064167158.433935832992
1396002984394.6275875792-24365.6275875792
1403865056389.0346394102-17739.0346394102
1414726121455.952935850625805.0470641494
1427358676199.0034104513-2613.00341045132
1438304269284.82817027513757.171829725
1443723821313.392256446915924.6077435531
1456395873049.883549823-9091.88354982297
1467895638043.605377384140912.3946226159
1479951875649.71764245123868.282357549
14811143685024.954631066726411.0453689333
149017565.803924839-17565.803924839
150602322482.2437196342-16459.2437196342
151017623.8967791446-17623.8967791446
152017647.3102684618-17647.3102684618
153017685.5742302548-17685.5742302548
154017715.5168066087-17715.5168066087
1554256456408.9488597959-13844.9488597959
1563888584574.2939866572-45689.2939866572
157017805.3445356706-17805.3445356706
158017831.5744939055-17831.5744939055
159164420485.1714596393-18841.1714596393
160617930983.9198724965-24804.9198724965
161392622575.8843270361-18649.8843270361
1622323823507.0882975418-269.088297541821
163017967.2781861229-17967.2781861229
1644928842819.54903750256468.45096249753


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.3503383926966750.700676785393350.649661607303325
80.2039397792931520.4078795585863030.796060220706848
90.3136185836789270.6272371673578550.686381416321073
100.2193097956376580.4386195912753150.780690204362342
110.1505479570441940.3010959140883870.849452042955806
120.1200068884215480.2400137768430950.879993111578452
130.07509509985237030.1501901997047410.92490490014763
140.04310048113107550.08620096226215090.956899518868925
150.02899986580775420.05799973161550830.971000134192246
160.0159725412589850.031945082517970.984027458741015
170.1036744871749960.2073489743499910.896325512825004
180.07850221264500240.1570044252900050.921497787354998
190.07192442477375570.1438488495475110.928075575226244
200.04987112342994430.09974224685988860.950128876570056
210.03248614567037670.06497229134075350.967513854329623
220.03349062758933640.06698125517867280.966509372410664
230.03027520567593920.06055041135187840.969724794324061
240.02179799467453160.04359598934906320.978202005325468
250.01479202765993750.0295840553198750.985207972340063
260.01039882300170580.02079764600341150.989601176998294
270.006669341665248080.01333868333049620.993330658334752
280.005517924645394150.01103584929078830.994482075354606
290.004934889502821590.009869779005643170.995065110497178
300.005055757668936940.01011151533787390.994944242331063
310.0047156560804590.0094313121609180.995284343919541
320.002976817932384580.005953635864769170.997023182067615
330.002593540478933740.005187080957867480.997406459521066
340.001723880403537170.003447760807074330.998276119596463
350.001135128562538510.002270257125077020.998864871437461
360.0008113325483133130.001622665096626630.999188667451687
370.0008895441713810410.001779088342762080.999110455828619
380.0005568108738335830.001113621747667170.999443189126166
390.0003887126444676880.0007774252889353750.999611287355532
400.0002424419141439950.000484883828287990.999757558085856
410.0001581097378058440.0003162194756116880.999841890262194
429.3469198861586e-050.0001869383977231720.999906530801138
435.89759069852797e-050.0001179518139705590.999941024093015
443.39566422502132e-056.79132845004264e-050.99996604335775
452.3016220062394e-054.6032440124788e-050.999976983779938
468.43249070901924e-050.0001686498141803850.99991567509291
475.4550591593592e-050.0001091011831871840.999945449408406
483.80053044729848e-057.60106089459695e-050.999961994695527
490.0003144823936708770.0006289647873417540.999685517606329
500.000201578713044150.00040315742608830.999798421286956
510.0001272743549646360.0002545487099292720.999872725645035
520.0001159241434651860.0002318482869303720.999884075856535
538.32855884238418e-050.0001665711768476840.999916714411576
545.03832593024585e-050.0001007665186049170.999949616740697
553.24351037198517e-056.48702074397034e-050.99996756489628
562.33836397168281e-054.67672794336563e-050.999976616360283
575.58489079021277e-050.0001116978158042550.999944151092098
585.13422141566415e-050.0001026844283132830.999948657785843
593.67769455347106e-057.35538910694211e-050.999963223054465
602.52525418076655e-055.05050836153309e-050.999974747458192
612.03689198260162e-054.07378396520324e-050.999979631080174
621.9939244615151e-053.9878489230302e-050.999980060755385
631.43509771304178e-052.87019542608356e-050.99998564902287
649.94501671207614e-061.98900334241523e-050.999990054983288
656.13273085629924e-061.22654617125985e-050.999993867269144
668.6800224298634e-061.73600448597268e-050.99999131997757
672.89025175168472e-055.78050350336944e-050.999971097482483
681.95698358539913e-053.91396717079826e-050.999980430164146
691.30733710900351e-052.61467421800703e-050.99998692662891
708.08902420917926e-061.61780484183585e-050.999991910975791
714.80764355778365e-069.6152871155673e-060.999995192356442
723.31057231632812e-066.62114463265624e-060.999996689427684
732.00230975467279e-064.00461950934559e-060.999997997690245
741.31205890745883e-062.62411781491766e-060.999998687941093
757.76239137725303e-071.55247827545061e-060.999999223760862
764.55801524448462e-079.11603048896925e-070.999999544198476
772.96686212203288e-075.93372424406577e-070.999999703313788
780.3084457552838450.616891510567690.691554244716155
790.275429242090.5508584841799990.72457075791
800.2411781588523980.4823563177047970.758821841147602
810.2271605634343720.4543211268687430.772839436565628
820.1973474634273940.3946949268547880.802652536572606
830.199628880545710.3992577610914190.80037111945429
840.1709215401372730.3418430802745460.829078459862727
850.1437060051420670.2874120102841350.856293994857933
860.1427497767133310.2854995534266620.857250223286669
870.129722074703820.259444149407640.87027792529618
880.1084446821174790.2168893642349580.891555317882521
890.154906907204420.309813814408840.84509309279558
900.2159876659907170.4319753319814340.784012334009283
910.2534730165869280.5069460331738550.746526983413072
920.2197652331081430.4395304662162850.780234766891857
930.2049085899191460.4098171798382910.795091410080854
940.1927254247988290.3854508495976580.807274575201171
950.1648452908629610.3296905817259220.835154709137039
960.1490800486762930.2981600973525860.850919951323707
970.1755267751650890.3510535503301780.824473224834911
980.1601556884948830.3203113769897660.839844311505117
990.1365083171933980.2730166343867960.863491682806602
1000.1136353030250460.2272706060500920.886364696974954
1010.1040948090211080.2081896180422160.895905190978892
1020.08489528080592660.1697905616118530.915104719194073
1030.0840673031884980.1681346063769960.915932696811502
1040.0688396946655310.1376793893310620.931160305334469
1050.08066932768038520.161338655360770.919330672319615
1060.06736068782398840.1347213756479770.932639312176012
1070.05445237524991850.1089047504998370.945547624750081
1080.04415942472033740.08831884944067490.955840575279663
1090.7403620853626890.5192758292746220.259637914637311
1100.7023412599241160.5953174801517680.297658740075884
1110.6658434880960670.6683130238078650.334156511903933
1120.6362585859321070.7274828281357850.363741414067893
1130.6405403513348580.7189192973302840.359459648665142
1140.6037676097706140.7924647804587710.396232390229386
1150.5684576420557370.8630847158885250.431542357944263
1160.5693577838145470.8612844323709060.430642216185453
1170.7871210089891130.4257579820217740.212878991010887
1180.8107090055917080.3785819888165830.189290994408292
1190.7747325733451310.4505348533097390.225267426654869
1200.7707938205340430.4584123589319130.229206179465957
1210.8343634799760230.3312730400479540.165636520023977
1220.8582238149490290.2835523701019430.141776185050971
1230.8607547073951930.2784905852096130.139245292604807
1240.8446824097185620.3106351805628760.155317590281438
1250.851240392297210.297519215405580.14875960770279
1260.8213251117389950.3573497765220110.178674888261005
1270.819064306748650.36187138650270.18093569325135
1280.7790158104585280.4419683790829450.220984189541472
1290.8401856440205630.3196287119588740.159814355979437
1300.8320393222292020.3359213555415970.167960677770798
1310.9209104784629370.1581790430741270.0790895215370634
1320.9067161756933230.1865676486133550.0932838243066774
1330.9015380887372860.1969238225254290.0984619112627143
1340.8751711134948790.2496577730102420.124828886505121
1350.8626043862817280.2747912274365450.137395613718272
1360.9027003841619360.1945992316761280.0972996158380641
1370.8867555424071920.2264889151856160.113244457592808
1380.8528026512902290.2943946974195420.147197348709771
1390.8769210651482010.2461578697035970.123078934851799
1400.9031139468542890.1937721062914230.0968860531457114
1410.8884463208764570.2231073582470870.111553679123543
1420.8831008483126950.2337983033746110.116899151687305
1430.8431324605073770.3137350789852450.156867539492623
1440.796766300109710.4064673997805790.20323369989029
1450.8607377525000720.2785244949998570.139262247499928
1460.9300731761770980.1398536476458040.0699268238229022
1470.9703010926577830.05939781468443480.0296989073422174
1480.9999967155788246.56884235176414e-063.28442117588207e-06
1490.9999874114427862.51771144282319e-051.25885572141159e-05
1500.9999584568006058.30863987906455e-054.15431993953227e-05
1510.999851633942230.0002967321155403560.000148366057770178
1520.9994912916094140.001017416781173050.000508708390586525
1530.9983846346050240.00323073078995210.00161536539497605
1540.9954188132585930.009162373482812990.0045811867414065
1550.9906826510748990.01863469785020130.00931734892510065
1560.9850808378737430.0298383242525140.014919162126257
1570.9571169858548090.08576602829038290.0428830141451915


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level550.364238410596026NOK
5% type I error level640.423841059602649NOK
10% type I error level730.483443708609272NOK