Multiple Linear Regression - Estimated Regression Equation
Totaal[t] = -5680.43696651265 + 2.83310391579326jaar[t] -0.0664729163826431t + 0.276473061307123voeding[t] + 0.157370406217016dranken[t] -0.0188633638381299tabak[t] + 0.280629544445438textiel[t] + 0.0234089042541094kleding[t] + 0.306111987175081`apparatuur\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)-5680.436966512652685.382244-2.11530.0361490.018074
jaar2.833103915793261.3421712.11080.0365390.018269
t-0.06647291638264310.128591-0.51690.6060060.303003
voeding0.2764730613071230.0766593.60650.0004290.000214
dranken0.1573704062170160.0262176.002600
tabak-0.01886336383812990.027974-0.67430.5012060.250603
textiel0.2806295444454380.0362577.7400
kleding0.02340890425410940.0151871.54140.1254560.062728
`apparatuur\r`0.3061119871750810.0458636.674500


Multiple Linear Regression - Regression Statistics
Multiple R0.942192359713627
R-squared0.887726442702733
Adjusted R-squared0.881401171869085
F-TEST (value)140.345997199085
F-TEST (DF numerator)8
F-TEST (DF denominator)142
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.63232813215805
Sum Squared Residuals1873.52068767268


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
175.580.368769032759-4.86876903275902
283.287.7598488123558-4.55984881235582
394.596.6325365096047-2.13253650960469
483.381.57486872265161.72513127734844
592.794.740179405327-2.04017940532701
689.891.0684772467176-1.26847724671757
774.874.2408577313020.559142268697994
881.577.76679906584613.73320093415386
992.893.0370859674289-0.237085967428943
1092.897.4877491421913-4.68774914219127
1191.794.1330511913776-2.43305119137765
1283.583.9679997710964-0.467999771096405
1392.889.86608917755362.93391082244637
1491.389.49739888944871.80260111055126
1599.5100.229175003241-0.729175003241153
1687.686.01579016269261.58420983730738
1795.394.35090418624380.949095813756247
1898.594.67344498810713.82655501189286
1980.187.8689532202763-7.76895322027626
2084.284.307346748035-0.107346748035005
2192.496.6476595174122-4.24765951741214
2298105.47568313378-7.47568313377964
2392.297.996505561337-5.79650556133702
248081.321322058157-1.321322058157
2588.789.672492642112-0.972492642112019
2687.490.0995910541377-2.69959105413774
2796.196.07611260030970.0238873996903083
2894.194.5494232664123-0.44942326641232
2991.992.6042463655975-0.704246365597498
3093.694.8991812964364-1.29918129643642
3183.588.29222830718-4.79222830718004
3280.883.0449144825089-2.24491448250895
3396.3100.598869309606-4.29886930960605
34101.5107.279432833275-5.77943283327532
3591.693.5714693069367-1.97146930693672
368486.4703263810307-2.47032638103066
3791.891.64886237392920.15113762607077
3890.491.0013069048551-0.601306904855095
399895.0476276021712.95237239782897
4095.594.49291017201711.00708982798285
4190.587.85062346789642.64937653210357
4297.193.85103033670453.24896966329545
4387.988.6369512243243-0.736951224324272
4479.878.18120489349961.61879510650038
45102101.3058092497390.694190750260944
46104.3106.202175739542-1.90217573954246
4792.190.69299606451.40700393549996
4895.988.41248426184317.48751573815694
4989.189.1124534888314-0.012453488831446
5092.289.55534470110162.64465529889837
51107.5106.4155084854331.0844915145672
5299.795.55281784187554.1471821581245
5392.290.7836122605661.41638773943395
54108.9106.2657821876052.63421781239457
5589.889.44205265985830.357947340141729
5689.483.94396431509375.45603568490633
57107.6105.3385894947552.26141050524512
58105.6103.8635574398811.7364425601189
59100.998.74595881905682.15404118094323
60102.994.2125205857378.68747941426303
6196.290.44960680869735.75039319130274
6294.793.00086352863171.69913647136831
63107.3103.9073519875443.39264801245572
6410399.82514726215793.17485273784206
6596.195.54275410275610.557245897243858
66109.8106.9637025866052.83629741339512
6785.486.6222183499002-1.22221834990016
6889.988.66847122896391.23152877103608
69109.3108.4853396534060.814660346593834
70101.2101.770551702991-0.570551702991123
71104.7104.4678505043590.232149495641317
72102.496.73268066724435.66731933275574
7397.795.41655040733212.2834495926679
7498.995.2856307991163.61436920088395
75115108.7089639112796.29103608872081
7697.596.02838454944571.47161545055432
77107.3103.7455113818833.55448861811659
78112.3111.2910508952191.00894910478124
7988.595.7628580394697-7.26285803946966
8092.992.62715091329570.272849086704345
81108.8111.426853465653-2.62685346565308
82112.3114.723562970943-2.42356297094342
83107.3110.864146200195-3.56414620019463
84101.896.76211675253215.03788324746788
85105104.8798021295340.120197870465513
86103.4103.1269137017290.273086298271018
87116.7116.908963999489-0.208963999488548
88103.6106.029781844187-2.4297818441866
89108.8107.5897981482441.21020185175569
90117116.0818368869380.91816311306183
91100.9100.4503313295340.449668670465624
92100.897.99214866783222.80785133216779
93109.7108.719179635620.980820364379551
94121121.870167254496-0.870167254496408
95114.1113.0586751192871.04132488071348
96105.597.14159994604118.35840005395893
97112.5110.38040625732.11959374269985
98113.8112.6336506277321.16634937226811
99115.3114.8492271561730.450772843826548
100120.4116.2017126381534.19828736184748
101111.1107.6414531825093.45854681749125
102120.1112.2657096876897.83429031231101
103106.1107.629781059392-1.52978105939208
10495.992.23558784945683.66441215054322
105119.4114.8171670468594.5828329531413
106117.4116.606915672550.793084327449667
10798.6100.082649811688-1.48264981168839
10899.798.23923153849421.46076846150585
10987.496.0455711624641-8.6455711624641
11090.895.7623933595302-4.96239335953018
111101.3106.21324277637-4.91324277636957
11293.2100.433784809846-7.23378480984639
11395.194.0399849138761.06001508612398
114101.9106.575142168604-4.67514216860382
1158797.0999442489081-10.0999442489081
11686.287.5435371676199-1.34353716761991
117105108.384162202808-3.38416220280804
118104.1108.399973150019-4.2999731500191
11999.2100.591845725022-1.39184572502176
12095.2101.327305936411-6.12730593641124
12192.793.5062156007897-0.80621560078974
12299.398.70113451903550.598865480964536
123113.5114.953794436651-1.45379443665056
124104.7107.611651407331-2.91165140733134
125100.599.59684399570140.903156004298552
126116.2116.574597035299-0.374597035298774
12794.199.4438572380664-5.34385723806641
12894.895.3182285047418-0.518228504741754
129115.1110.2540899078654.84591009213521
130110112.334536386952-2.33453638695176
131108.4107.1737204760741.22627952392603
132103.9101.6621862231112.23781377688928
133102.9102.929454098686-0.0294540986859869
134107.7101.6560282233886.04397177661183
135126.7120.2045388044926.4954611955081
136108.8104.8559242948733.94407570512658
137117.1113.948268441523.15173155847957
138112.2110.4656150040061.73438499599443
13994.795.6009161451453-0.900916145145288
140102.798.9756864716583.72431352834202
141119.1116.4963428265522.603657173448
142110.6110.643660889714-0.0436608897137277
143109.1107.8239027445421.27609725545791
144105.3104.1471862941241.15281370587562
145103.4106.089585217016-2.68958521701647
146103.7110.003175054364-6.30317505436385
147117119.304723605719-2.30472360571876
148101.2105.591358805043-4.39135880504301
149105.4109.10787735946-3.70787735945996
150110.3114.528153143334-4.22815314333428
15197.7103.724921701417-6.02492170141717


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
120.3030683196391890.6061366392783770.696931680360811
130.1619568693550830.3239137387101660.838043130644917
140.08111220088095260.1622244017619050.918887799119047
150.06072064092871940.1214412818574390.939279359071281
160.03952935700675210.07905871401350430.960470642993248
170.03369084490977480.06738168981954970.966309155090225
180.02102111030331090.04204222060662180.978978889696689
190.5001032021661750.999793595667650.499896797833825
200.4392692014100240.8785384028200480.560730798589976
210.4514195767880410.9028391535760820.548580423211959
220.4695169929768640.9390339859537280.530483007023136
230.4879792917939320.9759585835878640.512020708206068
240.4608329864298390.9216659728596790.539167013570161
250.3854342896161020.7708685792322040.614565710383898
260.3593676273339010.7187352546678030.640632372666099
270.2987081077419840.5974162154839680.701291892258016
280.2431076156253880.4862152312507750.756892384374612
290.1994651125273820.3989302250547630.800534887472618
300.1707000875784680.3414001751569360.829299912421532
310.1608979372200820.3217958744401650.839102062779918
320.1452099329570080.2904198659140160.854790067042992
330.1309774551123160.2619549102246320.869022544887684
340.1306951720290960.2613903440581930.869304827970904
350.1232202013134320.2464404026268640.876779798686568
360.1260873758543750.252174751708750.873912624145625
370.1030141695947650.2060283391895310.896985830405235
380.08148030944500220.1629606188900040.918519690554998
390.0761298309486450.152259661897290.923870169051355
400.05875967310662610.1175193462132520.941240326893374
410.04566954513363320.09133909026726650.954330454866367
420.03775217351338850.07550434702677690.962247826486612
430.02741643676103290.05483287352206590.972583563238967
440.02032365620421470.04064731240842930.979676343795785
450.02438450212907350.04876900425814690.975615497870926
460.02146483781781580.04292967563563160.978535162182184
470.0211295832002220.04225916640044390.978870416799778
480.05595924230179570.1119184846035910.944040757698204
490.04768732373398170.09537464746796340.952312676266018
500.03540355009742570.07080710019485150.964596449902574
510.02618535924323450.05237071848646890.973814640756765
520.0191906249155460.0383812498310920.980809375084454
530.01737785060600220.03475570121200440.982622149393998
540.01250544567586110.02501089135172230.987494554324139
550.009429134745459380.01885826949091880.990570865254541
560.009123929212304020.0182478584246080.990876070787696
570.007618146875336290.01523629375067260.992381853124664
580.005675638930995510.0113512778619910.994324361069004
590.004128086782143830.008256173564287660.995871913217856
600.009984089904579860.01996817980915970.99001591009542
610.008453295983901170.01690659196780230.991546704016099
620.006032303567816780.01206460713563360.993967696432183
630.004257653741101960.008515307482203930.995742346258898
640.003009797934691250.006019595869382490.996990202065309
650.003359072305148950.006718144610297910.996640927694851
660.002295866227397360.004591732454794720.997704133772603
670.002362942387370320.004725884774740630.99763705761263
680.00176844904386120.00353689808772240.998231550956139
690.001192575499177950.00238515099835590.998807424500822
700.0009094872588531230.001818974517706250.999090512741147
710.0006223926908021410.001244785381604280.999377607309198
720.0006035370883709450.001207074176741890.999396462911629
730.0004795487824839060.0009590975649678130.999520451217516
740.0003724415735567360.0007448831471134720.999627558426443
750.0008412457214991390.001682491442998280.999158754278501
760.000684243558504250.00136848711700850.999315756441496
770.0005729043949704610.001145808789940920.99942709560503
780.0003737474464103680.0007474948928207360.99962625255359
790.002906461981039470.005812923962078940.997093538018961
800.002046849036592980.004093698073185950.997953150963407
810.00197103728253730.003942074565074610.998028962717463
820.001810595791439590.003621191582879180.99818940420856
830.002246550723599840.004493101447199680.9977534492764
840.002736174514785360.005472349029570720.997263825485215
850.002840712509319720.005681425018639450.99715928749068
860.0020102749369780.004020549873955990.997989725063022
870.001412593879440270.002825187758880530.99858740612056
880.001449303894319360.002898607788638720.998550696105681
890.0009698149722462620.001939629944492520.999030185027754
900.0006760928542067650.001352185708413530.999323907145793
910.0004667925883664620.0009335851767329240.999533207411634
920.0003587505188971580.0007175010377943160.999641249481103
930.0002644748661129540.0005289497322259080.999735525133887
940.0002362659563528250.0004725319127056490.999763734043647
950.0001667674674570030.0003335349349140070.999833232532543
960.0006764036121854860.001352807224370970.999323596387815
970.000737238027341050.00147447605468210.999262761972659
980.0006428030040818170.001285606008163630.999357196995918
990.0007896237319136050.001579247463827210.999210376268086
1000.0007204211418442150.001440842283688430.999279578858156
1010.0007213983774048720.001442796754809740.999278601622595
1020.001535717172247370.003071434344494740.998464282827753
1030.00160218485516410.00320436971032820.998397815144836
1040.002251408103264810.004502816206529610.997748591896735
1050.002274043949469630.004548087898939250.99772595605053
1060.002063163395619840.004126326791239680.99793683660438
1070.002670006269847720.005340012539695440.997329993730152
1080.003495829503176850.00699165900635370.996504170496823
1090.04880319266719480.09760638533438970.951196807332805
1100.07227797807963960.1445559561592790.92772202192036
1110.09529237540923210.1905847508184640.904707624590768
1120.1568329615982520.3136659231965040.843167038401748
1130.1714174813472880.3428349626945750.828582518652712
1140.179209518538260.3584190370765190.82079048146174
1150.4536214804985240.9072429609970470.546378519501476
1160.4000910242839870.8001820485679730.599908975716013
1170.4140103591273860.8280207182547720.585989640872614
1180.5136358735132270.9727282529735460.486364126486773
1190.461997167943580.923994335887160.53800283205642
1200.6253998093006880.7492003813986230.374600190699312
1210.575432181203250.8491356375934990.424567818796749
1220.507307571607170.9853848567856610.492692428392831
1230.5463422460503630.9073155078992730.453657753949637
1240.5718574393572540.8562851212854920.428142560642746
1250.5319355467408660.9361289065182680.468064453259134
1260.5507120431869350.898575913626130.449287956813065
1270.8399665933526790.3200668132946430.160033406647321
1280.9510139298889020.09797214022219670.0489860701110984
1290.9302306962378070.1395386075243870.0697693037621933
1300.9791818360738030.04163632785239450.0208181639261972
1310.9770667863872720.0458664272254560.022933213612728
1320.9896559078906780.02068818421864490.0103440921093224
1330.999786585482730.0004268290345403190.00021341451727016
1340.9999292664108370.0001414671783252377.07335891626186e-05
1350.9999514692278179.70615443658444e-054.85307721829222e-05
1360.9997626842283410.0004746315433184990.000237315771659249
1370.9987674498078580.002465100384284060.00123255019214203
1380.9938802180272550.01223956394549080.00611978197274542
1390.9889625550456270.02207488990874660.0110374449543733


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level520.40625NOK
5% type I error level720.5625NOK
10% type I error level820.640625NOK