Multiple Linear Regression - Estimated Regression Equation
Totaal[t] = -12.0473600348214 + 0.2007174838492t + 0.190621181423909Voeding[t] + 0.149532587564484Dranken[t] -0.0112917989525946Tabaksproducten[t] + 0.304063576941629Textiel[t] + 0.0338657309913272Kleding[t] + 0.302088320113641`Apparatuur\r\r\r`[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-12.04736003482145.928764-2.0320.0440030.022002
t0.20071748384920.0229218.757100
Voeding0.1906211814239090.0657612.89870.0043380.002169
Dranken0.1495325875644840.0262655.693300
Tabaksproducten-0.01129179895259460.028076-0.40220.688150.344075
Textiel0.3040635769416290.034938.704900
Kleding0.03386573099132720.0145292.33090.0211560.010578
`Apparatuur\r\r\r`0.3020883201136410.0463746.514200


Multiple Linear Regression - Regression Statistics
Multiple R0.94032098696102
R-squared0.884203558519347
Adjusted R-squared0.87853520124407
F-TEST (value)155.989383798356
F-TEST (DF numerator)7
F-TEST (DF denominator)143
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.67595420984379
Sum Squared Residuals1932.30742746017


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
175.579.5215699772843-4.02156997728427
283.287.5045208608799-4.3045208608799
394.596.1610771812353-1.6610771812353
483.380.81186239463442.48813760536563
592.793.9390556549073-1.23905565490728
689.890.6634206621855-0.86342066218554
774.874.64844853271330.15155146728672
881.577.88137098871213.61862901128793
992.893.9557142470597-1.15571424705973
1092.897.8760039012703-5.07600390127028
1191.794.7197414381534-3.01974143815344
1283.584.4778856772192-0.97788567721925
1392.888.89107915489073.90892084510933
1491.389.3151939256671.984806074333
1599.599.49353345498360.00646654501638756
1687.685.4524594626612.14754053733905
1795.393.58251786522541.71748213477462
1898.594.34712413918194.15287586081811
1980.187.9991565230471-7.89915652304707
2084.284.04839406313080.151605936869223
2192.497.2256039306572-4.82560393065721
2298105.622014822077-7.62201482207727
2392.298.328211429387-6.12821142938696
248081.819485243174-1.81948524317404
2588.788.69558484112940.0044151588706099
2687.489.9156199383594-2.51561993835942
2796.195.55401252980690.545987470193116
2894.193.97040043040420.129599569595769
2991.992.0508544018852-0.150854401885177
3093.694.8167350550966-1.2167350550966
3183.588.6095271250733-5.10952712507335
3280.883.3370770666894-2.53707706668938
3396.3101.482308326677-5.18230832667709
34101.5107.796796549956-6.29679654995568
3591.694.6336181051519-3.03361810515187
368486.9129817915615-2.91298179156152
3791.890.69896244095691.10103755904314
3890.490.6823438303382-0.282343830338209
399894.37755559269043.62244440730962
4095.593.73347182164151.76652817835847
4190.587.49377151885443.00622848114556
4297.193.66495168625893.43504831374108
4387.988.83326819182-0.933268191820021
4479.878.71191498839641.08808501160363
45102102.305817833001-0.305817833001088
46104.3106.724699099262-2.42469909926187
4792.191.94358898835070.156411011649262
4895.989.10119096367016.79880903632992
4989.188.65944614492570.440553855074265
5092.289.65103102077822.54896897922178
51107.5105.8575211620521.64247883794786
5299.795.18610114354184.51389885645822
5392.290.5130094447851.68699055521496
54108.9106.0414680300032.85853196999671
5589.890.0068135292362-0.206813529236155
5689.484.70516916132554.69483083867449
57107.6106.3856597850861.21434021491408
58105.6104.6255235712620.974476428737499
59100.999.69045789222971.20954210777034
60102.994.62699828656898.27300171343114
6196.289.56550117100156.63449882899854
6294.793.39598373342311.30401626657693
63107.3103.6775837679473.62241623205328
6410399.44781234721743.55218765278264
6596.195.32042955967420.779570440325837
66109.8106.6992741562563.10072584374374
6785.487.7269649558495-2.32696495584949
6889.989.09217049572390.807829504276113
69109.3109.2202914060450.079708593954661
70101.2102.441867632434-1.24186763243372
71104.7104.91997021308-0.219970213079813
72102.496.83496383497575.56503616502427
7397.794.51486729407633.18513270592372
7498.995.51277724877413.38722275122592
75115108.086326023026.9136739769797
7697.595.57823467527711.92176532472288
77107.3102.9081592908044.39184070919606
78112.3111.4541136379130.845886362086815
7988.596.5078418766296-8.00784187662958
8092.992.71874985446610.181250145533862
81108.8112.442084211358-3.64208421135835
82112.3115.267899199446-2.96789919944611
83107.3111.662678108986-4.36267810898561
84101.897.66478196526554.13521803473447
85105104.0182872481560.981712751843576
86103.4103.622556510045-0.222556510045169
87116.7116.495348331460.204651668540165
88103.6105.842403693537-2.24240369353704
89108.8107.3342453098671.46575469013252
90117116.2002992384950.799700761505388
91100.9101.194584345518-0.294584345518433
92100.898.23693171256842.56306828743157
93109.7109.6812597628050.0187402371954519
94121122.307694882888-1.30769488288775
95114.1113.5241697025420.575830297458006
96105.597.82262657845367.67737342154637
97112.5108.9897508969143.51024910308555
98113.8112.2308965957891.56910340421078
99115.3114.4397853047850.860214695215459
100120.4115.2633649920295.13663500797115
101111.1107.1163974375833.98360256241713
102120.1112.3056991955277.79430080447341
103106.1107.492892541702-1.39289254170182
10495.992.38906335424643.51093664575363
105119.4115.003900416884.39609958311968
106117.4116.3900344255471.00996557445269
10798.6100.771458263333-2.17145826333277
10899.798.36343786736821.33656213263179
10987.495.1101223982225-7.71012239822247
11090.895.2186147550788-4.41861475507885
111101.3105.034901465628-3.73490146562849
11293.299.2878287659415-6.08782876594152
11395.193.59665440401131.5033455959887
114101.9106.025297360077-4.12529736007713
1158797.0644469630481-10.0644469630481
11686.287.584291045574-1.38429104557396
117105108.572686921189-3.57268692118915
118104.1108.478338028097-4.37833802809655
11999.2101.261193675477-2.06119367547681
12095.2101.747767824288-6.54776782428821
12192.792.735054365963-0.0350543659630296
12299.398.39305071253310.906949287466863
123113.5113.4299727996610.0700272003387706
124104.7106.673235574905-1.97323557490533
125100.599.38613093364681.1138690663532
126116.2116.386551914172-0.186551914172217
12794.1100.065972659407-5.96597265940678
12894.895.5061516231939-0.706151623193895
129115.1111.190539312843.90946068715996
130110113.051915824049-3.05191582404928
131108.4108.0621813379930.337818662007183
132103.9102.3981604553351.50183954466522
133102.9102.1447842869330.75521571306748
134107.7101.5391731020266.16082689797444
135126.7119.3486547378737.35134526212722
136108.8104.782453235274.01754676472968
137117.1113.5786369878153.52136301218544
138112.2110.7612846478311.43871535216904
13994.796.7068228846693-2.00682288466926
140102.798.99433544424773.70566455575228
141119.1116.7503708916312.34962910836947
142110.6110.931243185096-0.331243185095704
143109.1108.2130088353360.886991164663607
144105.3104.8622122374170.437787762583501
145103.4105.296823044429-1.89682304442904
146103.7110.017244052423-6.31724405242316
147117117.712121723607-0.712121723607345
148101.2105.460335922974-4.26033592297387
149105.4108.647068371652-3.24706837165172
150110.3114.674885142309-4.37488514230898
15197.7104.237367059286-6.53736705928589


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.291417148763760.5828342975275190.70858285123624
120.1561182681774170.3122365363548340.843881731822583
130.1886857988183340.3773715976366680.811314201181666
140.1341575724260810.2683151448521630.865842427573918
150.07869754484192170.1573950896838430.921302455158078
160.04281097307831210.08562194615662420.957189026921688
170.03665448198639150.07330896397278310.963345518013608
180.02503967034728320.05007934069456650.974960329652717
190.6601652685404520.6796694629190960.339834731459548
200.5945854113533130.8108291772933740.405414588646687
210.6234137400067240.7531725199865530.376586259993276
220.6829998408376260.6340003183247470.317000159162374
230.6974048648982910.6051902702034180.302595135101709
240.6431820566126550.713635886774690.356817943387345
250.5765793339199620.8468413321600750.423420666080038
260.530397450330120.9392050993397610.46960254966988
270.4877331405091130.9754662810182260.512266859490887
280.4260779571201380.8521559142402770.573922042879861
290.3618630382679010.7237260765358020.638136961732099
300.3113213703442170.6226427406884340.688678629655783
310.3744102189325210.7488204378650410.625589781067479
320.3412562042282710.6825124084565430.658743795771729
330.3511475746728750.7022951493457490.648852425327125
340.3751668330808720.7503336661617440.624833166919128
350.3598667199217290.7197334398434580.640133280078271
360.368227068257030.736454136514060.63177293174297
370.3483614739788080.6967229479576150.651638526021192
380.3059881405071210.6119762810142430.694011859492879
390.3785567879847090.7571135759694180.621443212015291
400.3506252595002120.7012505190004250.649374740499788
410.3209481482459620.6418962964919250.679051851754038
420.303675231444810.6073504628896210.69632476855519
430.2724063322995970.5448126645991940.727593667700403
440.2284530990835790.4569061981671570.771546900916421
450.2030096118687860.4060192237375720.796990388131214
460.1903472295931180.3806944591862370.809652770406882
470.1590126191632540.3180252383265080.840987380836746
480.2424283336379750.4848566672759490.757571666362025
490.2048970725850720.4097941451701440.795102927414928
500.1694559358628080.3389118717256150.830544064137192
510.1441956533068290.2883913066136570.855804346693171
520.1222809899974050.2445619799948110.877719010002595
530.09856418790379560.1971283758075910.901435812096204
540.08382718244072330.1676543648814470.916172817559277
550.07264737648947910.1452947529789580.927352623510521
560.06212814805667780.1242562961133560.937871851943322
570.04792396990899120.09584793981798250.952076030091009
580.03940833989440830.07881667978881670.960591660105592
590.03050375283671840.06100750567343680.969496247163282
600.06784937494342570.1356987498868510.932150625056574
610.08368525066275760.1673705013255150.916314749337242
620.06596942521936590.1319388504387320.934030574780634
630.056884816311640.113769632623280.94311518368836
640.04742968094546220.09485936189092440.952570319054538
650.04051366393249530.08102732786499050.959486336067505
660.03339781536178920.06679563072357830.966602184638211
670.05227805086583360.1045561017316670.947721949134166
680.04131472706568580.08262945413137170.958685272934314
690.03196116571860590.06392233143721170.968038834281394
700.02753628064085040.05507256128170070.97246371935915
710.02143905608002610.04287811216005210.978560943919974
720.02459822648221730.04919645296443460.975401773517783
730.01994556892481160.03989113784962320.980054431075188
740.01662929968854320.03325859937708650.983370700311457
750.03930928737646380.07861857475292750.960690712623536
760.03110972654407920.06221945308815830.968890273455921
770.03027807924336360.06055615848672720.969721920756636
780.02307841542622340.04615683085244680.976921584573777
790.101408965999020.2028179319980390.89859103400098
800.08264201507988240.1652840301597650.917357984920118
810.0886446599650490.1772893199300980.911355340034951
820.08591604679045310.1718320935809060.914083953209547
830.1047676427956780.2095352855913560.895232357204322
840.09932802095383430.1986560419076690.900671979046166
850.07969324093363860.1593864818672770.920306759066361
860.0639889895451930.1279779790903860.936011010454807
870.05309019169892110.1061803833978420.946909808301079
880.04884466184398950.0976893236879790.95115533815601
890.0379207739530660.07584154790613210.962079226046934
900.03035140619510740.06070281239021480.969648593804893
910.02558360842267960.05116721684535910.97441639157732
920.02156961582997960.04313923165995920.97843038417002
930.01617540395400090.03235080790800180.983824596045999
940.01416362454744590.02832724909489190.985836375452554
950.01072836942716850.02145673885433710.989271630572832
960.02430473822429060.04860947644858110.975695261775709
970.02043610304307390.04087220608614780.979563896956926
980.01537446874780120.03074893749560240.984625531252199
990.01366500136781920.02733000273563840.986334998632181
1000.01338792198782670.02677584397565340.986612078012173
1010.01267414654540890.02534829309081770.987325853454591
1020.02343235388296290.04686470776592580.976567646117037
1030.02085946085201580.04171892170403160.979140539147984
1040.02829397326391040.05658794652782080.97170602673609
1050.02882041768996310.05764083537992620.971179582310037
1060.02380348819856170.04760697639712330.976196511801438
1070.03020134149977470.06040268299954930.969798658500225
1080.03274236243881870.06548472487763730.967257637561181
1090.1205942368006150.241188473601230.879405763199385
1100.1455547383842110.2911094767684210.854445261615789
1110.1546844770664650.309368954132930.845315522933535
1120.2014770840279070.4029541680558150.798522915972093
1130.2265788464185760.4531576928371520.773421153581424
1140.2272258867437810.4544517734875620.772774113256219
1150.5129238246939120.9741523506121760.487076175306088
1160.459785517336380.919571034672760.54021448266362
1170.4782517134236940.9565034268473890.521748286576306
1180.5851938465537040.8296123068925920.414806153446296
1190.538732428596380.9225351428072390.46126757140362
1200.7045431775819830.5909136448360340.295456822418017
1210.6577151773020390.6845696453959230.342284822697961
1220.5936832263820430.8126335472359150.406316773617957
1230.6156082130962920.7687835738074150.384391786903708
1240.5991063656138840.8017872687722330.400893634386116
1250.5917416782481830.8165166435036330.408258321751817
1260.6028509336453620.7942981327092750.397149066354638
1270.8517285424471720.2965429151056570.148271457552828
1280.9506193066167320.09876138676653550.0493806933832678
1290.9265402180499540.1469195639000920.0734597819500462
1300.9873454865983460.02530902680330720.0126545134016536
1310.9873279575570390.02534408488592220.0126720424429611
1320.9955278172527910.008944365494417160.00447218274720858
1330.9995405033126630.0009189933746749760.000459496687337488
1340.9998450065343880.0003099869312233640.000154993465611682
1350.9999230879748060.0001538240503875777.69120251937885e-05
1360.9998749709400230.0002500581199543490.000125029059977175
1370.9995297295704570.0009405408590858240.000470270429542912
1380.9977593892309840.004481221538032690.00224061076901635
1390.9917153191850390.01656936162992240.00828468081496121
1400.9763730995790180.04725380084196330.0236269004209816


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level70.0538461538461538NOK
5% type I error level290.223076923076923NOK
10% type I error level530.407692307692308NOK