Multiple Linear Regression - Estimated Regression Equation
Januari[t] = -0.551451565657725 + 0.211339172320776Februari[t] -0.161176407663073Maart[t] + 0.406456221416798April[t] -0.0493911292955149Mei[t] -0.127119532110078Juni[t] + 0.349858390873851Juli[t] + 0.157414505225682Augustus[t] -0.293970614510103September[t] + 0.436939349937676Oktober[t] + 0.195953051135933November[t] -0.114746516930332December[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-0.5514515656577254.360251-0.12650.8995420.449771
Februari0.2113391723207760.0644943.27690.0013280.000664
Maart-0.1611764076630730.067748-2.37910.0187260.009363
April0.4064562214167980.0577377.039800
Mei-0.04939112929551490.052093-0.94810.3447170.172358
Juni-0.1271195321100780.07305-1.74020.0840590.04203
Juli0.3498583908738510.0520596.720400
Augustus0.1574145052256820.0537652.92780.0039940.001997
September-0.2939706145101030.056435-5.20911e-060
Oktober0.4369393499376760.0769685.676900
November0.1959530511359330.0923652.12150.0356670.017834
December-0.1147465169303320.0547-2.09770.0377520.018876


Multiple Linear Regression - Regression Statistics
Multiple R0.999864889122961
R-squared0.99972979650087
Adjusted R-squared0.999708258540795
F-TEST (value)46417.1069587749
F-TEST (DF numerator)11
F-TEST (DF denominator)138
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation42.480165664603
Sum Squared Residuals249029.897535111


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
194929563.29036724962-71.2903672496193
292159344.0880571483-129.088057148302
397699821.08674513043-52.0867451304299
499289880.4183371268247.5816628731833
596599589.5871208520369.4128791479666
696769611.4548453425864.545154657418
798299786.788198981642.2118010183983
898499860.95526490621-11.9552649062089
91015810107.45479003950.5452099609701
101041110495.1772674068-84.177267406794
1110731132.45695053406-59.4569505340634
1211411157.98391875132-16.9839187513211
1312391208.6186834778430.3813165221565
1413231326.42617581493-3.42617581492667
1512741279.14372818245-5.14372818244935
1613171337.1697526337-20.1697526337036
1713901410.86680371736-20.8668037173586
1813181335.43451352445-17.4345135244538
1914721482.30526327664-10.3052632766356
2014361438.7688583589-2.76885835890392
2152815293.39261939131-12.3926193913123
2250555059.11087733529-4.11087733528866
2352195249.48593227893-30.4859322789261
2452305182.1844495115647.8155504884407
2552005147.3186566090852.6813433909221
2651395106.8299252571832.1700747428224
2752155201.0556110216913.9443889783055
2853445318.70587950725.2941204929989
2955505453.6522942032696.3477057967417
3057295680.6021773654248.3978226345772
3115161494.60832314421.3916768559986
3214361456.51170959154-20.5117095915434
3314771519.80715227108-42.8071522710756
3415221469.9569867212652.0430132787356
3515061463.1101954998442.8898045001615
3614711527.85424200684-56.8542420068424
3714931506.12122820132-13.121228201322
3815241512.6780311634511.3219688365516
3915701580.81055310398-10.8105531039755
4016761642.3540975627833.6459024372189
41666695.699541724903-29.6995417249035
42695679.5444382300315.4555617699695
43712662.12744876370149.8725512362994
44687686.2670057074370.732994292563043
45675638.10909375974936.8909062402508
46707660.20457307939146.7954269206085
47661667.671019948851-6.67101994885098
48663676.803885003663-13.803885003663
49672713.684427201129-41.6844272011285
50760731.74970946995928.2502905300409
5112281187.0829119414740.9170880585271
5211901153.5114366563836.4885633436209
5311601222.23903284494-62.2390328449416
5412221176.5538642498345.4461357501714
5512291193.7896108202335.2103891797734
5611881156.7057321077131.2942678922937
5712231231.31045649159-8.31045649158529
5812091284.41704503843-75.4170450384325
5913261265.4578371046160.5421628953908
6013411347.892343602-6.89234360199757
61856934.260967454487-78.2609674544868
62823826.168871580297-3.16887158029731
63886879.8042233893976.19577661060305
64832886.022533733104-54.0225337331037
65844915.605677229289-71.6056772292889
66853876.445014432179-23.4450144321789
67913929.892478320217-16.8924783202173
68928908.81056552945619.1894344705445
69969932.63432330723236.3656766927677
70945989.286840860207-44.2868408602068
711015979.53506886381935.464931136181
72911941.16861501441-30.1686150144096
73984963.30226874718320.6977312528173
74967961.1782528372975.82174716270314
75946934.49827303734611.5017269626541
76920883.4145573684336.5854426315703
77925863.8546217970961.1453782029098
781020933.79054650937386.2094534906272
791013958.85934722368454.140652776316
801007967.1133796078539.8866203921504
8131383136.337894192931.66210580707257
8230193125.89035793038-106.890357930378
8333113361.87922624235-50.8792262423453
8433753370.704808669024.29519133098409
8531853162.0218329291922.9781670708087
8632203166.3522643203953.6477356796142
8732243173.7628811112350.2371188887661
8831873205.71196874344-18.7119687434392
8931363170.39432942782-34.3943294278208
9032463374.70332855115-128.703328551152
916363.2436358988087-0.243635898808721
926062.2910009517879-2.29100095178787
935154.6964395242673-3.69643952426733
945846.615447202113311.3845527978867
955054.8362189792556-4.83621897925563
965551.59198215997613.40801784002386
976048.539730517490311.4602694825097
985656.7178665116164-0.717866511616453
994432.400517089946411.5994829100536
1004742.51301476503124.48698523496875
101295334.915301047868-39.9153010478678
102315317.906582599962-2.90658259996205
103289353.471761925796-64.4717619257958
104347328.54194693694818.4580530630524
105344317.72053159605726.2794684039427
106310349.611571040436-39.6115710404363
107363334.03913570853228.9608642914683
108314324.789328157209-10.7893281572092
109328358.632374038165-30.6323740381652
110315344.347777952925-29.3477779529249
11111901171.9517240679818.0482759320212
11211801194.65420551272-14.6542055127226
11312921311.51470156525-19.514701565255
11412791308.24308329651-29.243083296509
11512201199.3263567375120.6736432624888
11612371203.2236996414133.77630035859
11712281204.0310836998123.9689163001874
11812261224.452524126491.54747587350858
11911771214.22174011653-37.2217401165328
12012601285.04131068238-25.0413106823761
121932947.436709796771-15.4367097967705
122872923.453598768583-51.4535987685825
123982998.036537713553-16.0365377135528
124996999.793716931659-3.79371693165875
1258921000.40061969752-108.400619697522
126964908.7283465609855.2716534390203
127974928.11465065945145.8853493405493
128964945.71490473492918.2850952650714
129960928.76223203586431.2377679641359
130971981.511467078598-10.5114670785982
131247252.338310361661-5.33831036166124
132249255.544974262682-6.54497426268151
133271283.103892651265-12.1038926512645
134270268.4824749016661.5175250983343
135276232.43226090499543.5677390950054
136264260.1522013241753.84779867582489
137227241.523871463029-14.5238714630295
138247251.33598484057-4.33598484056962
139253224.00104673770128.9989532622992
140277281.039852738962-4.03985273896161
141474427.49004265601946.5099573439808
142403432.125190523799-29.1251905237988
143477413.54652612384763.4534738761527
144483463.43778033960519.5622196603951
145453409.93625773047743.0637422695234
146445442.4306394907552.56936050924521
147432463.848333317779-31.8483333177794
148436457.213420621611-21.2134206216105
149418442.571130236928-24.5711302369281
150423480.557113835662-57.5571138356615


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
150.8456345087419930.3087309825160150.154365491258007
160.7370774955236170.5258450089527650.262922504476383
170.8441223840239510.3117552319520990.155877615976049
180.7618612487381330.4762775025237340.238138751261867
190.6799508281566690.6400983436866610.320049171843331
200.5808450762548370.8383098474903270.419154923745163
210.6820835122339250.635832975532150.317916487766075
220.8925414261281660.2149171477436680.107458573871834
230.8989695574814120.2020608850371770.101030442518588
240.8901956525588410.2196086948823180.109804347441159
250.8737402922875780.2525194154248450.126259707712422
260.8656365838302870.2687268323394260.134363416169713
270.8492213763699340.3015572472601330.150778623630066
280.824601975681720.3507960486365590.17539802431828
290.9594862908628780.08102741827424430.0405137091371221
300.9661131721721550.06777365565568960.0338868278278448
310.9533743207803610.09325135843927750.0466256792196388
320.9486172118570290.1027655762859420.051382788142971
330.94709589949660.10580820100680.0529041005034002
340.958400596446540.08319880710691920.0415994035534596
350.9662411671605930.06751766567881370.0337588328394068
360.9846868332356540.03062633352869150.0153131667643458
370.9790467966622830.04190640667543320.0209532033377166
380.970287747107530.05942450578493930.0297122528924697
390.9600610684207810.07987786315843860.0399389315792193
400.9606395655299670.07872086894006690.0393604344700334
410.9653213849963830.06935723000723310.0346786150036165
420.953469955696920.09306008860616040.0465300443030802
430.9558827983825650.0882344032348710.0441172016174355
440.94121176102430.11757647795140.0587882389757
450.9317939619054460.1364120761891070.0682060380945537
460.9362268199013460.1275463601973080.063773180098654
470.9225902519348490.1548194961303020.0774097480651509
480.9029151906138890.1941696187722230.0970848093861113
490.938929473931920.1221410521361590.0610705260680795
500.9302256698468440.1395486603063130.0697743301531564
510.9309834487698780.1380331024602430.0690165512301217
520.9296311731598850.140737653680230.070368826840115
530.9546093448862780.09078131022744470.0453906551137224
540.9571220295149790.08575594097004140.0428779704850207
550.949745496086980.100509007826040.0502545039130202
560.9410635317126490.1178729365747020.0589364682873508
570.9270075344704820.1459849310590360.072992465529518
580.9690297396865950.06194052062681080.0309702603134054
590.9737339281169950.05253214376600990.0262660718830049
600.9681224605024220.06375507899515510.0318775394975775
610.984566802227490.03086639554501940.0154331977725097
620.9821010682329580.03579786353408450.0178989317670423
630.9758979321218990.04820413575620180.0241020678781009
640.9807694234271160.03846115314576780.0192305765728839
650.9923941333926120.01521173321477610.00760586660738807
660.9901110945658880.01977781086822310.00988890543411153
670.9873415524478840.02531689510423180.0126584475521159
680.9835449004911760.03291019901764890.0164550995088244
690.9829263860518020.0341472278963950.0170736139481975
700.9845968698453220.03080626030935520.0154031301546776
710.984357218733080.03128556253384050.0156427812669202
720.9822308262963930.0355383474072140.017769173703607
730.9773283437553610.04534331248927870.0226716562446393
740.9757085662726920.0485828674546160.024291433727308
750.974505624919040.0509887501619190.0254943750809595
760.9698599485421140.06028010291577150.0301400514578857
770.9709489583855040.05810208322899190.029051041614496
780.9961003960214270.007799207957146870.00389960397857344
790.9980422227012020.003915554597595750.00195777729879788
800.9975536404806090.004892719038782210.0024463595193911
810.9965058743676250.006988251264750410.0034941256323752
820.9999947120165681.05759668640581e-055.28798343202905e-06
830.9999975196510434.96069791488568e-062.48034895744284e-06
840.9999985512923622.89741527506932e-061.44870763753466e-06
850.9999989149305522.17013889550379e-061.0850694477519e-06
860.999999038569221.92286156035155e-069.61430780175777e-07
870.9999985487469982.90250600311374e-061.45125300155687e-06
880.9999983450811043.30983779107076e-061.65491889553538e-06
890.9999976102717074.7794565864205e-062.38972829321025e-06
900.9999994244216691.15115666123531e-065.75578330617657e-07
910.9999988331541732.33369165312898e-061.16684582656449e-06
920.9999977101403794.57971924152377e-062.28985962076188e-06
930.9999956289536178.74209276492165e-064.37104638246082e-06
940.9999918519347451.6296130510439e-058.14806525521951e-06
950.9999845659992583.08680014833235e-051.54340007416617e-05
960.9999711575825335.76848349348965e-052.88424174674482e-05
970.999950079973349.98400533208807e-054.99200266604403e-05
980.9999094331496130.0001811337007735549.05668503867772e-05
990.9998531866449830.0002936267100330860.000146813355016543
1000.9997416403890030.0005167192219943460.000258359610997173
1010.9997105657979110.0005788684041781410.00028943420208907
1020.9995275548406720.0009448903186558670.000472445159327934
1030.9995130694904390.0009738610191225340.000486930509561267
1040.9992041894282290.001591621143541380.000795810571770692
1050.9994591065354870.001081786929027010.000540893464513503
1060.9994123772889260.001175245422147370.000587622711073685
1070.9990882649579660.001823470084068820.000911735042034409
1080.99855385963170.002892280736599690.00144614036829985
1090.9976677936864970.004664412627005640.00233220631350282
1100.9966166548679820.006766690264035220.00338334513201761
1110.9960162302966640.007967539406671860.00398376970333593
1120.9973495920046140.005300815990772430.00265040799538622
1130.9956312601731760.008737479653647140.00436873982682357
1140.9933723561754670.0132552876490650.00662764382453252
1150.9908220261779960.01835594764400780.00917797382200388
1160.9906811839953280.01863763200934390.00931881600467194
1170.9911826849243090.01763463015138120.00881731507569061
1180.9882959945860790.02340801082784240.0117040054139212
1190.9872192578282910.02556148434341770.0127807421717088
1200.9810378736143570.03792425277128650.0189621263856433
1210.969574176295040.06085164740991920.0304258237049596
1220.992998902234230.01400219553153920.00700109776576958
1230.9880448736986730.02391025260265360.0119551263013268
1240.9793935815597830.04121283688043350.0206064184402167
1250.9934100777488220.01317984450235640.00658992225117818
1260.9896512700849760.02069745983004740.0103487299150237
1270.9895816643512230.02083667129755330.0104183356487766
1280.9839873101932520.03202537961349570.0160126898067479
1290.969324682750510.06135063449897970.0306753172494898
1300.9553806917832610.0892386164334780.044619308216739
1310.9646684768782410.07066304624351850.0353315231217592
1320.9291521957088970.1416956085822060.0708478042911031
1330.8761439857756160.2477120284487670.123856014224383
1340.7712798500433140.4574402999133710.228720149956685
1350.7069743341709590.5860513316580830.293025665829041


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level360.297520661157025NOK
5% type I error level660.545454545454545NOK
10% type I error level890.735537190082645NOK