Multiple Linear Regression - Estimated Regression Equation
Talk[t] = + 2.45451506198987 + 0.107073554497237Driver[t] + 0.00408452725909042M1[t] + 0.902963220784294M2[t] + 0.455762701774012M3[t] + 0.0304762330688719M4[t] + 0.684908072788722M5[t] + 0.163430441120555M6[t] + 1.05686793887865M7[t] + 1.00251923175277M8[t] + 0.51987770481297M9[t] + 0.883285710527861M10[t] + 0.422283179117521M11[t] -0.00330628375724843t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.454515061989870.4290835.720400
Driver0.1070735544972370.0867891.23370.2194030.109702
M10.004084527259090420.4451750.00920.9926930.496346
M20.9029632207842940.4455812.02650.0446420.022321
M30.4557627017740120.4457361.02250.3083360.154168
M40.03047623306887190.4448210.06850.9454760.472738
M50.6849080727887220.446151.53520.1270360.063518
M60.1634304411205550.4465010.3660.7149070.357454
M71.056867938878650.4449762.37510.0189190.00946
M81.002519231752770.4461342.24710.0262190.01311
M90.519877704812970.4557591.14070.2559770.127988
M100.8832857105278610.4541581.94490.0538220.026911
M110.4222831791175210.4536690.93080.3535730.176786
t-0.003306283757248430.00206-1.60470.1108360.055418


Multiple Linear Regression - Regression Statistics
Multiple R0.37294609650926
R-squared0.139088790901494
Adjusted R-squared0.0579884596096057
F-TEST (value)1.7150212420329
F-TEST (DF numerator)13
F-TEST (DF denominator)138
p-value0.0640730433665606
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation1.11110924197453
Sum Squared Residuals170.369797168967


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
122.77651396898342-0.776513968983421
243.779159933248620.220840066751383
343.114506021486610.885493978513386
422.9000603780187-0.900060378018698
543.337038824986830.662961175013173
632.919328464058650.080671535941352
743.80945967805950.190540321940502
853.858878241673611.14112175832639
943.158783321982080.841216678017919
1053.73303215293421.2669678470658
1123.26872333776661-1.26872333776661
1242.73606032039461.2639396796054
1342.843912118393681.15608788160632
1443.525337419167160.474662580832837
1543.074830616399630.925169383600367
1622.64623786393724-0.646237863937244
1733.29736341989985-0.297363419899845
1822.66550594997719-0.665505949977194
1953.662710718475281.33728928152472
2053.819202836586631.18079716341337
2123.33325502588957-1.33325502588957
2243.479209638852740.520790361147258
2333.22904793267963-0.229047932679628
2422.58931136081039-0.589311360810385
2532.80423671330670.1957632866933
2633.37858845958294-0.378588459582945
2713.03515521131265-2.03515521131265
2822.49948890435303-0.499488904353026
2933.3647615693101-0.364761569310101
3022.83997765388469-0.839977653884686
3153.62303531338831.3769646866117
3233.77952743149965-0.779527431499645
3343.186506066305360.813493933694645
3443.439534233765760.560465766234239
3523.18937252759265-1.18937252759265
3612.44256240122617-1.44256240122617
3732.550414199225250.449585800774754
3823.66013371798767-1.66013371798767
3943.316700469717380.68329953028262
4042.566887053763281.43311294623672
4143.432159718720360.567840281279644
4222.69322869430047-0.693228694300468
4343.690433462798550.309566537201445
4453.739852026412661.26014797358734
4523.14683066121837-1.14683066121837
4633.61400593767325-0.614005937673253
4712.82847645901396-1.82847645901396
4822.7241076596309-0.724107659630896
4932.61781234863550.382187651364499
5023.29923764940898-1.29923764940898
5142.955804401138691.04419559886131
5222.74135875767077-0.741358757670774
5343.392484313633380.607515686366625
5422.65355328921349-0.653553289213487
5523.54368450321434-1.54368450321434
5623.37895595783397-1.37895595783397
5753.000081701634161.99991829836584
5833.3601834235918-0.360183423591799
5942.788801053926971.21119894607303
6022.47028514554944-0.470285145549441
6122.47106338905128-0.471063389051283
6243.580782907813710.419217092186288
6343.130276105046180.869723894953818
6422.48753624358932-0.487536243589319
6533.35280890854639-0.352808908546394
6612.61387788412651-1.61387788412651
6743.504009098127360.495990901872644
6833.6605012162387-0.660501216238702
6923.17455340554165-1.17455340554165
7013.53465512749929-2.53465512749929
7142.856199203337231.14380079666277
7232.430609740462460.56939025953754
7342.645535092958781.35446490704122
7423.54110750272673-1.54110750272673
7523.0906006999592-1.0906006999592
7622.55493439299957-0.554934392999575
7723.31313350345941-1.31313350345941
7812.788349588034-1.788349588034
7933.67848080203485-0.678480802034848
8053.513752256654481.48624774334552
8143.134878000454670.865121999545333
8223.28083261341784-1.28083261341784
8352.816523798250252.18347620174975
8422.39093433537548-0.390934335375479
8522.60585968787179-0.605859687871794
8653.287284988645281.71271501135472
8743.050925294872220.94907470512778
8842.622332542409831.37766745759017
8933.27345809837243-0.273458098372432
9012.74867418294702-1.74867418294702
9143.638805396947870.361194603052133
9243.581150406064740.418849593935261
9333.09520259536769-0.0952025953676858
9453.134083653833621.86591634616638
9532.776848393163270.223151606836733
9622.3512589302885-0.351258930288498
9732.566184282784810.433815717215187
9853.247609583558291.75239041644171
9943.011249889785240.988750110214762
10022.58265713732285-0.582657137322849
10143.233782693285450.76621730671455
10242.494851668865561.50514833113444
10323.49205643736365-1.49205643736365
10433.54147500097776-0.541475000977758
10522.84138008128623-0.841380081286232
10643.415628912238350.584371087761652
10722.73717298807629-0.737172988076286
10852.525730634195992.47426936580401
10922.31236176870336-0.312361768703359
11043.315007732968550.68499226703145
11132.757427375703780.242572624296217
11242.32883462324141.67116537675861
11342.9799601792041.020039820796
11452.455176263778582.54482373622142
11543.345307477779430.654692522220569
11643.501799595890780.498200404109223
11753.015851785193721.98414821480628
11833.37595350715137-0.375953507151366
11932.911644691983780.0883553080162218
12032.486055229109010.513944770890991
12122.27268636361638-0.272686363616378
12233.16825877338433-0.168258773384332
12322.93189907961128-0.931899079611275
12422.18208566365718-0.182085663657177
12513.04735832861425-2.04735832861425
12632.41550085869160.5844991413084
12733.30563207269245-0.30563207269245
12823.14090352731209-1.14090352731209
12922.97617638010674-0.976176380106743
13033.33627810206439-0.336278102064385
13132.87196928689680.128030713103203
13222.44637982402203-0.446379824022028
13312.12593740403216-1.12593740403216
13443.128583368297350.871416631702649
13522.89222367452429-0.892223674524294
13622.46363092206191-0.463630922061906
13732.900609369030030.0993906309699663
13842.375825453604621.62417454639538
13943.480103776599940.519896223400058
14043.422448785716810.577551214283185
14122.93650097501976-0.936500975019761
14243.29660269697740.703397303022596
14332.725220327312580.274779672687421
14422.40670441893505-0.406704418935047
14522.40748266243689-0.407482662436889
14623.08890796321037-1.08890796321037
14712.63840116044284-1.63840116044284
14832.423955516974920.576044483025076
14943.075081072937530.924918927062474
15042.336150048517641.66384995148236
15123.22628126251849-1.22628126251849
15213.06155271713812-2.06155271713812


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
170.3165368686508610.6330737373017230.683463131349138
180.1943110931978770.3886221863957550.805688906802123
190.153439458268520.306878916537040.84656054173148
200.09211330293211150.1842266058642230.907886697067888
210.2459072226827940.4918144453655880.754092777317206
220.1949936178443720.3899872356887430.805006382155628
230.1676914300307680.3353828600615360.832308569969232
240.2053063334866910.4106126669733810.79469366651331
250.1437159729630480.2874319459260970.856284027036952
260.1024804230876120.2049608461752240.897519576912388
270.2614867101610520.5229734203221040.738513289838948
280.2151688198286840.4303376396573670.784831180171316
290.1599134194013690.3198268388027380.840086580598631
300.1173814692030350.234762938406070.882618530796965
310.1148255854762650.2296511709525290.885174414523735
320.1199772702427190.2399545404854380.880022729757281
330.1410104131496940.2820208262993890.858989586850305
340.1061938757354180.2123877514708360.893806124264582
350.0810366725715980.1620733451431960.918963327428402
360.08916843764767270.1783368752953450.910831562352327
370.07510986543014770.1502197308602950.924890134569852
380.07006494098553570.1401298819710710.929935059014464
390.08799757134511350.1759951426902270.912002428654887
400.1972359144643550.3944718289287110.802764085535645
410.174049230894110.3480984617882210.82595076910589
420.1391472413740660.2782944827481320.860852758625934
430.1120880558125460.2241761116250930.887911944187454
440.111231774596610.2224635491932190.88876822540339
450.1033056324602820.2066112649205640.896694367539718
460.09423508434726740.1884701686945350.905764915652733
470.09371153707980090.1874230741596020.906288462920199
480.07358638103865640.1471727620773130.926413618961344
490.05964333887908350.1192866777581670.940356661120917
500.05260803882577680.1052160776515540.947391961174223
510.0590520343325140.1181040686650280.940947965667486
520.04609497361878890.09218994723757770.953905026381211
530.03973647045977340.07947294091954680.960263529540227
540.03092221224887830.06184442449775650.969077787751122
550.05007284745847260.1001456949169450.949927152541527
560.05712272648506040.1142454529701210.94287727351494
570.1460640043404110.2921280086808210.85393599565959
580.1188597545659460.2377195091318920.881140245434054
590.2090430799294410.4180861598588810.79095692007056
600.1776528971824190.3553057943648390.822347102817581
610.148328890822450.2966577816449010.85167110917755
620.1397828306707430.2795656613414860.860217169329257
630.128966914906740.257933829813480.87103308509326
640.1066928203813610.2133856407627220.893307179618639
650.08616067872525740.1723213574505150.913839321274743
660.099912189636040.199824379272080.90008781036396
670.08294129606089480.165882592121790.917058703939105
680.07010840281424710.1402168056284940.929891597185753
690.07016946177645480.140338923552910.929830538223545
700.1651671045100320.3303342090200640.834832895489968
710.2029558796216060.4059117592432120.797044120378394
720.1913191402964550.3826382805929090.808680859703545
730.2181131567598610.4362263135197210.78188684324014
740.2548458532896740.5096917065793490.745154146710326
750.2495680126826050.4991360253652090.750431987317395
760.2297900322678320.4595800645356640.770209967732168
770.2467297187787460.4934594375574920.753270281221254
780.3901102855153430.7802205710306870.609889714484657
790.368014079976030.736028159952060.63198592002397
800.409337684046240.818675368092480.59066231595376
810.39721860108430.79443720216860.6027813989157
820.4486891758752230.8973783517504470.551310824124777
830.6053554230713650.789289153857270.394644576928635
840.5805289844498330.8389420311003340.419471015550167
850.5503294009405660.8993411981188670.449670599059434
860.6111973003330570.7776053993338860.388802699666943
870.5965519288802980.8068961422394040.403448071119702
880.6166930747207020.7666138505585960.383306925279298
890.5843827915062640.8312344169874720.415617208493736
900.889063328572540.221873342854920.11093667142746
910.8636381273299350.272723745340130.136361872670065
920.832943197277580.3341136054448390.167056802722419
930.8036059807987870.3927880384024260.196394019201213
940.871961669657190.256076660685620.12803833034281
950.8417951062431040.3164097875137920.158204893756896
960.8227918149540970.3544163700918060.177208185045903
970.7860698889776950.427860222044610.213930111022305
980.8143140010709470.3713719978581060.185685998929053
990.8084534829329420.3830930341341160.191546517067058
1000.8402673784292630.3194652431414740.159732621570737
1010.8103434044316520.3793131911366950.189656595568348
1020.8243571253506820.3512857492986370.175642874649318
1030.9069749524171280.1860500951657440.093025047582872
1040.9145674249734270.1708651500531450.0854325750265727
1050.9079636776441160.1840726447117680.0920363223558838
1060.8843364216347710.2313271567304570.115663578365229
1070.8824289842785360.2351420314429270.117571015721464
1080.9415628732935540.1168742534128920.058437126706446
1090.9241921797268780.1516156405462430.0758078202731217
1100.9012867781302560.1974264437394880.0987132218697442
1110.896173419435160.2076531611296810.103826580564841
1120.9161638035769350.1676723928461310.0838361964230654
1130.9189304438433560.1621391123132880.081069556156644
1140.9323694797127350.1352610405745290.0676305202872646
1150.9231072794506280.1537854410987440.076892720549372
1160.8969801997743870.2060396004512270.103019800225613
1170.983069900780790.03386019843842090.0169300992192105
1180.9760117278204920.04797654435901620.0239882721795081
1190.9639479478355970.07210410432880520.0360520521644026
1200.957998747588990.0840025048220210.0420012524110105
1210.9473882286086160.1052235427827680.0526117713913838
1220.9220643129771040.1558713740457920.0779356870228959
1230.8926982049264310.2146035901471380.107301795073569
1240.8918495273971420.2163009452057160.108150472602858
1250.9852092579441970.0295814841116060.014790742055803
1260.9892402633192420.02151947336151690.0107597366807584
1270.9803852281199050.03922954376019020.0196147718800951
1280.9661568341274460.0676863317451080.033843165872554
1290.9413523840415160.1172952319169680.0586476159584841
1300.941458607786730.1170827844265420.058541392213271
1310.9269670623125950.146065875374810.0730329376874052
1320.8762021326581590.2475957346836820.123797867341841
1330.81239134513430.3752173097313990.187608654865699
1340.9229959339661040.1540081320677910.0770040660338956
1350.8720453464701060.2559093070597890.127954653529894


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level50.0420168067226891OK
10% type I error level110.092436974789916OK