Multiple Linear Regression - Estimated Regression Equation
Totaal[t] = + 36.0532236457109 + 0.53350256785386inwoners[t] + 14.189577015682welvaart[t] -98.6666963550096`gem_ink `[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)36.053223645710919.251651.87270.0616040.030802
inwoners0.533502567853860.05095910.469200
welvaart14.1895770156828.5776481.65430.0986130.049307
`gem_ink `-98.666696355009658.408967-1.68920.0917070.045853


Multiple Linear Regression - Regression Statistics
Multiple R0.41123536785664
R-squared0.169114527776186
Adjusted R-squared0.164853576636577
F-TEST (value)39.6893844203275
F-TEST (DF numerator)3
F-TEST (DF denominator)585
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation60.5742017367118
Sum Squared Residuals2146501.84088332


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
18.155-0.3093283151491438.46432831514914
2278.295258.16418081052420.1308191894764
37.0143.329694897486963.68430510251304
49.68219.8612628161474-10.1792628161474
56.1960.5631086196831485.63289138031685
621.30316.63057578499584.67242421500423
715.03117.1446703233746-2.11367032337458
812.6374.25608218301438.3809178169857
99.35321.4446425439927-12.0916425439926
105.6067.93809063031538-2.33209063031538
114.5815.38472538992507-0.80372538992507
129.65510.1771018965029-0.522101896502875
1314.8516.90202115213287.9489788478672
1411.3329.590383828205321.74161617179468
154.50910.6703237102944-6.16132371029438
168.04314.1244335430644-6.08143354306437
1714.6267.737861793620816.88813820637919
185.3776.63276298671477-1.25576298671477
1910.1696.459018471779363.70998152822065
208.4525.334666768728893.11733323127111
214.5032.014415242839822.48858475716018
2210.76312.5817476618192-1.81874766181917
2319.20712.19492176495957.01207823504046
2410.19413.3175237447339-3.12352374473386
255.2824.987131258172920.294868741827082
267.122.701576348531694.41842365146831
2710.3748.283521801342162.09047819865784
287.09915.0775507566393-7.97855075663935
2911.8435.267932576645146.57506742335486
3011.19111.8552968406363-0.664296840636331
316.2023.338054986130872.86394501386913
328.259-1.018274208280909.2772742082809
3311.67313.6978073221167-2.02480732211674
349.64214.6840743264444-5.04207432644436
3523.07322.93561182913980.137388170860191
3620.10226.7521051758905-6.65010517589054
3747.03542.51119417196264.52380582803741
3812.18112.9291487295272-0.748148729527176
399.29311.5430876969477-2.25008769694774
409.3416.94406790675532.39693209324470
414.3891.234236899046733.15476310095327
4211.2937.47727238507393.81572761492609
4313.59422.0780613105236-8.48406131052358
446.9696.791659460585550.177340539414450
451.30611.5059869104904-10.1999869104904
4611.85515.0229719638673-3.16797196386730
479.2669.41415869222195-0.148158692221952
484.9834.522926522638720.460073477361282
4921.30525.217389379109-3.91238937910902
506.10515.4216468610569-9.31664686105692
5116.08123.9715080190859-7.89050801908588
524.983.366243449984071.61375655001593
538.2259.96184538967264-1.73684538967264
5410.57610.27136569686710.304634303132924
555.57615.4970256277647-9.92102562776465
5610.14312.1403075842608-1.99730758426075
578.88419.3681269239629-10.4841269239629
588.98511.7188784982048-2.73387849820484
595.63410.7628700408632-5.12887004086324
604.4858.32679846169384-3.84179846169384
6119.28522.9188824429032-3.63388244290315
626.67810.0100845899199-3.33208458991986
637.10113.804837479774-6.70383747977399
647.73916.0618089031273-8.32280890312726
655.7428.7771223698076-3.03512236980759
666.19217.2346074701651-11.0426074701651
6724.55419.75983546978924.79416453021082
684.3867.1265937932115-2.74059379321151
695.69710.0948751636159-4.39787516361592
7013.62520.4437929396949-6.8187929396949
7155.45769.3774168743082-13.9204168743082
7216.18124.2721563722172-8.09115637221722
7311.92715.8713531096984-3.94435310969845
7479.00984.3790208851205-5.37002088512046
7521.12940.3288903051272-19.1998903051272
7619.13226.4913643106420-7.35936431064203
7727.08838.5702694648866-11.4822694648865
7813.24120.218222010184-6.977222010184
7941.60254.3399088107383-12.7379088107383
8026.14137.1373424794309-10.9963424794309
8110.67819.7960258108704-9.11802581087039
8242.35665.5323688186953-23.1763688186953
8323.65840.0432194929338-16.3852194929338
8411.93630.0469689839543-18.1109689839543
8559.83681.1544122151406-21.3184122151406
8639.26749.1693231949921-9.90232319499213
8713.66411.71741588128831.94658411871175
8825.69935.3381589818865-9.6391589818865
8919.01624.6507731983489-5.63477319834891
906.8492.202993367725164.64600663227484
9116.94213.90783408325493.03416591674514
9212.9889.718999024052033.26900097594797
931.134.80304512297064-3.67304512297064
9422.94319.20616488995633.73683511004373
952.8358.20680499032633-5.37180499032633
964.7320.7095748498113164.02242515018868
975.0161.019208827905393.99679117209461
9820.04220.01104427476570.030955725234267
9920.78625.8665517059462-5.08055170594624
1003.6664.87307702514774-1.20707702514774
1015.3818.37005959704182-2.98905959704182
1026.272-1.288321832558267.56032183255826
1035.2354.177855446836691.05714455316331
1046.09710.2583195207150-4.16131952071499
1054.931-1.585304888961686.51630488896168
1067.09310.0266741639203-2.93367416392031
1072.664-4.447210252520157.11121025252015
10810.0846.819116242934033.26488375706597
1097.2525.915544333926151.33645566607385
11010.4398.707331522567461.73166847743254
1118.66311.5720712992045-2.90907129920454
1127.14710.2299500485248-3.08295004852484
11312.0415.9555703168286-3.91557031682863
1142.479-2.042705750649324.52170575064932
1156.113.696688770625852.41331122937415
1169.1259.91684616599071-0.791846165990713
11717.72416.29688021925271.42711978074734
1186.361-1.099279150498377.46027915049837
1198.4814.328708029342514.15229197065749
12021.6721.19925354211140.470746457888581
1218.45512.7208718922386-4.26587189223857
1226.4310.9133215604813975.5176784395186
12315.69516.2724741333261-0.577474133326125
12412.2151.4056205288149510.8093794711850
12516.98516.30877868749000.676221312510034
1265.5097.02137831410225-1.51237831410225
1273.3499.56978218995316-6.22078218995316
1285.16.22291248546592-1.12291248546592
1295.0982.42195664323782.6760433567622
1306.4987.21513001528173-0.71713001528173
1314.2131.851346073369412.36165392663059
13213.67915.0216182754488-1.34261827544876
1333.33912.8044859086511-9.46548590865113
1342.8656.31054060668598-3.44554060668598
1357.813.161666203460684.64833379653932
13610.8481.703336442079109.1446635579209
1373.56-3.3353677751156.895367775115
1385.120.6504152118770064.46958478812299
1394.9943.64908518084691.34491481915310
1406.921-5.0263937497731111.9473937497731
1414.30814.3847040524872-10.0767040524872
14210.3728.023876947344682.34812305265532
1438.7888.13162667180140.656373328198597
14455.76753.82935578639871.93764421360129
1454.0196.68524708150712-2.66624708150712
1467.486-0.8533642565664878.33936425656649
1475.8894.199562427732791.68943757226721
1488.4793.680250415113774.79874958488622
14913.18721.6575246092641-8.47052460926405
1509.93312.2305449707258-2.29754497072580
1515.8216.33851964209653-0.517519642096526
15219.64521.2796561554741-1.63465615547410
1537.99110.8041783310232-2.81317833102319
1544.77914.4986167085736-9.71961670857357
1553.6020.5212748229086853.08072517709132
15621.50517.10964137522974.39535862477025
1575.3789.2674835477172-3.8894835477172
1583.6417.62153087949564-3.98053087949564
1595.8859.55939156868158-3.67439156868158
1605.1548.6107155071393-3.45671550713931
1617.97813.5821346303917-5.60413463039175
1626.8745.296167254853721.57783274514628
1631.7849.60362838386718-7.81962838386718
1642.5145.52271370745572-3.00871370745572
1653.4235.34394084167683-1.92094084167683
1667.27114.9092488637780-7.63824886377798
1673.9651.879099769896832.08590023010317
1687.124-1.653539245551078.77753924555106
1693.64510.9682075800471-7.32320758004711
17015.20210.57454621714984.62745378285018
1714.40810.0284510566660-5.62045105666598
17216.34120.3896570669489-4.04865706694893
1734.2949.91391921461802-5.61991921461802
1743.1753.52201640150112-0.347016401501118
1755.76113.3577147438140-7.59671474381399
17611.72715.3414726833829-3.61447268338294
17713.00520.9891019420348-7.98410194203483
1785.38613.1395235998140-7.75352359981397
1793.2694.8266852709954-1.55768527099540
18014.96811.03422932989893.93377067010105
18118.94322.7740380441336-3.83103804413364
1828.40511.8128754500918-3.40787545009176
18312.029.937681261522932.08231873847707
18470.51169.75860992228460.752390077715421
1856.15817.2762749184069-11.1182749184069
1867.39812.6307135253166-5.23271352531662
18721.30819.71695583478761.59104416521245
18812.31621.1857881236376-8.86978812363758
18911.5710.63378515048060.936214849519352
19011.97816.4462119844105-4.46821198441055
1911.54610.3912988896078-8.84529888960777
1929.1320.8646512890873-11.7346512890873
1935.22620.2196041187084-14.9936041187084
1944.83719.0702534042127-14.2332534042127
1956.83715.7378395769480-8.90083957694798
1961.83913.9403726120557-12.1013726120557
1974.5520.8275386637779-16.2775386637779
19820.4718.36985730294192.10014269705809
1994.27312.3385340702200-8.06553407021999
200560534.46609773087425.5339022691262
20111.14721.5591760316366-10.4121760316366
2022.04211.9615208862372-9.91952088623724
20310.10722.7033102905011-12.5963102905011
2046.69310.2903646772762-3.59736467727618
2057.69614.2720228286201-6.5760228286201
2065.5213.7929624133876-8.2729624133876
2076.30515.2723798505973-8.96737985059729
20815.0913.63390060340751.45609939659253
20943.41340.40717210729053.00582789270953
2107.1317.128120061413770.00287993858622775
2113.0927.5306365212672-4.4386365212672
21218.74320.8026243890605-2.05962438906052
2131.1383.38385272087502-2.24585272087502
21420.38225.6796826223027-5.29768262230268
21517.30424.9770846311396-7.6730846311396
21613.14213.9446033513396-0.80260335133963
2179.19615.0909179915778-5.89491799157776
2187.5853.675801542980523.90919845701948
2196.36513.0685070032364-6.70350700323636
2207.5712.865797388747-5.29579738874701
22111.34415.1000830169211-3.7560830169211
22245.03747.8141924162465-2.77719241624646
2235.03715.1453931875999-10.1083931875999
2245.42514.9778470017438-9.55284700174382
2255.92318.8238392641096-12.9008392641096
22615.46125.6088374739787-10.1478374739787
2275.19518.7013082938427-13.5063082938427
2284.64210.5621365543061-5.92013655430612
2296.1059.3002349057364-3.19523490573640
23032.79336.9362476374898-4.14324763748978
2316.0988.34121298606882-2.24321298606882
2325.1977.95933705368231-2.76233705368231
2334.1615.66460081329748-1.50360081329748
2346.1410.9261697242181-4.78616972421807
2354.0924.27165022347826-0.179650223478262
2363.59714.0619038769844-10.4649038769844
2372.88515.0384293925970-12.1534293925970
23810.79917.7311086480935-6.93210864809351
2394.9725.6009822290804-0.628982229080399
2407.35415.6345474666712-8.28054746667118
2412.74612.2067261684127-9.4607261684127
2426.5211.3384881896262-4.81848818962618
24313.28414.8197037617229-1.53570376172295
2446.97914.1670728282450-7.18807282824503
2456.92221.1921446109092-14.2701446109092
24647.35242.09032645687375.26167354312634
24710.53512.4590259225591-1.92402592255907
24811.34116.2780630371002-4.93706303710016
24918.58813.68369883940434.90430116059571
25010.32512.8730387317648-2.54803873176477
2519.8415.418887699651064.42211230034894
2529.9317.3495751357885-7.41957513578845
25321.17129.2006120170571-8.02961201705707
2545.5166.85265157131766-1.33665157131766
25514.67518.0419525403647-3.36695254036473
2568.2129.57832775348187-1.36632775348187
2578.0273.200728853005564.82627114699444
25825.97825.55500403820960.422995961790425
25913.56522.0950478660478-8.53004786604783
2606.8876.786210569620770.100789430379233
26110.21814.2908845795320-4.07288457953203
2625.7332.285875702633163.44712429736684
26314.07617.9920636027197-3.91606360271972
2646.1972.839289232284633.35771076771537
26511.41317.7465654060103-6.33356540601034
2667.86110.3177492606790-2.45674926067895
26712.04716.3047350686872-4.25773506868719
2683.4941.082834232719902.41116576728010
26912.80613.0172359570668-0.211235957066827
2703.812.3878994227002-8.5878994227002
2717.3377.24290048744930.0940995125506958
27210.4948.854010509970671.63998949002933
2735.661.769293409115383.89070659088463
27416.51424.3111284392205-7.79712843922051
2759.9922.543542350502327.44845764949768
27618.5123.1245097998153-4.61450979981531
2776.9478.80873213205632-1.86173213205632
278145.933133.39085920917912.5421407908206
2794.5746.89479353177651-2.32079353177651
28011.40517.4756940288369-6.07069402883686
2815.2572.784387816596722.47261218340328
2826.1275.674792942138840.452207057861159
28312.8574.322798029142148.53420197085786
2843.3434.07100536037368-0.72800536037368
2856.3435.711998190545810.631001809454189
2866.31711.6319341608984-5.31493416089836
2877.34212.8838110477689-5.54181104776888
2884.6050.06326559216545044.54173440783455
2894.50612.3490557240408-7.84305572404084
2904.00811.8031540720360-7.79515407203595
2914.65814.0253109939414-9.36731099394139
2928.33413.288650716571-4.954650716571
2938.15414.9749832314168-6.82098323141684
2941.143-0.6707426125669671.81374261256697
2953.6089.0491314245727-5.4411314245727
2964.46212.6591178056099-8.19711780560988
2973.623-0.6105590870465484.23355908704655
2983.6990.6228545192852323.07614548071477
29917.10319.8815402611676-2.77854026116764
30013.82627.0152642272342-13.1892642272342
3013.36611.12082400345-7.75482400345
3023.9323.302634783169690.629365216830306
3034.4062.788853583476771.61714641652323
30425.95323.62834321679662.32465678320343
3058.7468.8537043868419-0.1077043868419
30621.62427.2396244150084-5.61562441500838
30710.16218.8067799579334-8.6447799579334
30841.540.46445298279191.03554701720808
3099.66314.1543623268571-4.49136232685714
31015.25217.9234508049494-2.67145080494939
31116.21118.6167193813258-2.40571938132577
3127.78310.6114442861786-2.82844428617856
3136.59311.4314939023682-4.83849390236823
3141.93212.5488280371549-10.6168280371549
3153.56113.7060773799249-10.1450773799249
3163.3173.316766153666940.000233846333056334
3171.90510.897978245026-8.992978245026
3186.3559.1290315758525-2.77403157585249
3195.97611.6913788741597-5.71537887415974
3208.17413.6525458765894-5.47854587658938
321117.696122.322537546953-4.62653754695329
32220.77629.0400792087699-8.26407920876992
32317.1823.5900884097069-6.41008840970689
3246.0226.2446451508227-20.2246451508227
32512.9915.54661149526-2.55661149525999
3269.78815.0388308783092-5.25083087830917
3276.8532.985477088576733.86752291142327
3285.1125.039040811043160.0729591889568415
32912.928.9043229754633-16.0043229754633
3306.0215.331536739270960.689463260729038
3319.19815.0126807862909-5.81468078629095
3326.03314.4138424402779-8.38084244027794
33311.79420.3875402272775-8.59354022727753
33411.41617.2508528970216-5.83485289702155
3359.87326.662614406588-16.7896144065880
33612.23521.2549132570671-9.01991325706709
3373.8114.9080654858970-11.0980654858970
3382.84314.7792097020161-11.9362097020161
3394.9214.7359989717188-9.81599897171875
3402.1878.22379479940267-6.03679479940267
34153.20663.8147548878877-10.6087548878877
34210.87223.3865247479299-12.5145247479299
3434.4024.66081061643246-0.258810616432462
3443.9412.0720628057253-8.13206280572526
34513.35621.6430428227317-8.28704282273167
3469.89923.5062269127196-13.6072269127196
34730.53139.3501085230435-8.81910852304349
34811.721.001125525064-9.301125525064
3495.87115.0077115825448-9.13671158254479
3507.1852.370470489081194.81452951091881
35144.60157.9459485435122-13.3449485435122
3524.47510.5157876418508-6.04078764185076
35310.54310.6201118300535-0.0771118300535032
3544.3212.599308677546821.72169132245318
35514.13522.8805628811153-8.74556288111525
3566.82511.7398815125855-4.91488151258549
3573.78211.4138539044856-7.63185390448556
35819.2933.5840954377338-14.2940954377338
3595.62221.8220731336512-16.2000731336512
3605.50112.3267361019273-6.82573610192733
3614.21615.1300765177723-10.9140765177723
3622.08513.8886854203697-11.8036854203697
3637.5084.089168786674683.41883121332532
3643.08312.8810023905907-9.79800239059074
3652.18719.2631214626427-17.0761214626427
3662.91416.1056439943874-13.1916439943874
36711.03313.3210067386624-2.28800673866236
3682.65710.6623859641149-8.00538596411487
3698.30816.8241132057478-8.51611320574784
3704.48211.3262277047151-6.84422770471507
3714.32512.4067911202075-8.08179112020745
3723.0565.11805551723041-2.06205551723041
3735.35114.3782922610169-9.02729226101688
3747.7568.98173210802507-1.22573210802507
3751.9184.85147054419609-2.93347054419609
3762.9337.59827454203954-4.66527454203954
3779.48916.0213039417113-6.53230394171129
3782.88811.0203891563959-8.13238915639588
37940.37845.7448314372312-5.36683143723117
3807.74412.3004097816138-4.55640978161377
3812.2610.2611892838279571.99981071617204
3821.5831.82526418398817-0.242264183988174
3832.382.60384707597241-0.22384707597241
3843.287.24117529755358-3.96117529755358
3852.55114.8897649492055-12.3387649492055
3862.1166.37369181277642-4.25769181277642
3872.53212.3888676925938-9.8568676925938
38812.49912.5898412531188-0.0908412531187546
3892.8963.40536226892725-0.509362268927255
3902.0917.5350395740046-5.4440395740046
3913.169-2.366112060265575.53511206026557
3921.4870.8139392969719090.673060703028091
3931.2880.03110484659192241.25689515340808
3941.9466.26830347803023-4.32230347803023
3953.37414.3190240895441-10.9450240895441
3967.2216.5889077945709-9.36890779457092
39716.34920.3699703877845-4.02097038778453
3984.99615.2968996074234-10.3008996074234
3996.43519.9311832070875-13.4961832070875
4004.90515.7786673994931-10.8736673994931
4016.77915.1159319763202-8.33693197632024
4027.30410.9058469643453-3.60184696434533
40311.93510.52033646222221.41466353777781
4043.17315.0047957615712-11.8317957615712
4053.6774.24338924718632-0.566389247186317
4067.85112.9219466235209-5.07094662352089
40714.7516.1731508978073-1.42315089780729
4089.39521.7237880129225-12.3287880129225
40912.68723.3244340398708-10.6374340398708
41022.12425.6482934565356-3.52429345653563
4114.8867.07227852008459-2.18627852008459
412112.237115.953104637295-3.71610463729515
4135.427.02712972351025-1.60712972351025
41413.89722.9260687575753-9.02906875757528
41513.1128.8898213164853-15.7798213164853
41636.63140.9000732948952-4.26907329489516
4178.81316.3718874468434-7.55888744684339
4187.3259.78237772868835-2.45737772868835
4194.33414.2100116918104-9.87601169181043
4209.66511.2951622995799-1.6301622995799
4212.35212.5688211153012-10.2168211153012
4222.3071.93740186877830.3695981312217
4238.0227.3920229909381-19.3720229909381
4249.4169.51814900800322-0.102149008003221
4254.52411.0305895946838-6.50658959468381
4261.87316.6465315227536-14.7735315227536
4273.19416.8743617340745-13.6803617340745
4286.8698.84258843775991-1.97358843775991
4292.099-0.7072300965169112.80623009651691
4305.37614.7371830956926-9.36118309569264
4315.40410.5388699859539-5.13486998595386
4326.60118.9739791004131-12.3729791004131
4333.92610.1198663358540-6.19386633585399
4341.6885.70457078329627-4.01657078329627
4356.6684.608681993569912.05931800643009
4362.83711.2550247304122-8.41802473041223
4371.4526.63038733215963-5.17838733215963
43831.38942.7108439625468-11.3218439625468
4393.78419.5023461536282-15.7183461536282
4405.42911.1204371337156-5.69143713371561
4412.6867.96892230565389-5.28292230565389
4422.60112.0554535160256-9.4544535160256
4431.9969.41858232585805-7.42258232585805
4442.9311.6775277989477-8.74752779894768
4459.78711.9757830510710-2.18878305107104
4465.35920.8772415748313-15.5182415748313
4472.61110.2875640160515-7.67656401605154
4485.02813.8861738684204-8.85817386842039
4494.93919.8189090012533-14.8799090012533
4501.5654.27219199785286-2.70719199785286
4513.1665.41138793670957-2.24538793670957
4521.6010.5290997633882981.07190023661170
4531.5740.6050711797610410.96892882023896
4541.988-1.361447429600663.34944742960066
4551.73210.4098315481398-8.67783154813985
4561.5857.77592094209197-6.19092094209197
4578.2328.85202160604332-0.620021606043321
4581.7380.3410269968181531.39697300318185
4592.00311.7168141041399-9.7138141041399
4602.94410.2583183077189-7.31431830771887
4613.8475.02171050333461-1.17471050333461
4628.63511.1535913910163-2.51859139101626
4631.4247.57802292486283-6.15402292486283
4644.2514.43659960659104-0.185599606591039
46523.0524.864706276849-1.81470627684901
46610.05212.4104542196333-2.35845421963331
46735.96448.2368552509304-12.2728552509304
4684.5366.01894686155047-1.48294686155047
4695.05615.3380221468450-10.2820221468450
4705.6118.98520318782152-3.37420318782152
47143.9739.14432037803664.82567962196338
4726.78813.3422365054956-6.5542365054956
47317.04719.2844834688353-2.23748346883529
4748.48817.6781291123887-9.19012911238871
4757.9288.50179859109569-0.573798591095691
4763.8796.12924862560422-2.25024862560422
4775.289.77515594462308-4.49515594462308
47823.52528.1228115960938-4.5978115960938
4799.9816.013991803542333.96700819645767
48011.47122.3282247851526-10.8572247851526
4813.9186.83057398844748-2.91257398844748
4826.8769.13264262463156-2.25664262463156
4838.42918.2010505658311-9.77205056583113
48410.79320.8585241027038-10.0655241027038
4857.69322.3624467560419-14.6694467560419
4866.3915.4107168194600-9.02071681946003
48716.51323.2961366475198-6.78313664751981
4886.51620.6461738944041-14.1301738944041
48917.93727.1544898947413-9.21748989474133
49013.58922.623729195092-9.03472919509202
4916.85718.5484991799974-11.6914991799974
4929.0058.788804902498060.21619509750194
4937.42710.7022680910575-3.27526809105752
4949.01519.8946084317878-10.8796084317878
4956.2165.518099737425960.697900262574043
49617.45529.1874032538044-11.7324032538044
4976.01416.5842018722567-10.5702018722567
4983.97813.8298384126681-9.85183841266812
4995642.698105821449813.3018941785502
5005.4099.71180907039127-4.30280907039127
5014.6856.32055858542755-1.63555858542755
50214.21322.0810647363401-7.86806473634012
50320.8927.2335914973186-6.34359149731858
5048.98711.7002570594736-2.7132570594736
50517.81319.6195098728525-1.80650987285252
5062.29811.0436640341949-8.74566403419487
5074.0652.513492294815931.55150770518407
50814.44312.70382744025331.73917255974669
5092.249-3.160489231099915.40948923109991
5108.04518.4326219589777-10.3876219589777
5118837.1215587785174875.878441221483
5123.9554.15900674777317-0.204006747773168
5137.90510.0905991847597-2.18559918475966
5141.57614.9860788411499-13.4100788411499
5151.0736.55982815866575-5.48682815866575
5162.60613.9179275616571-11.3119275616571
5172.75515.3095262277604-12.5545262277604
5181.315.73262437170132-4.42262437170132
5192.4875.84125789565446-3.35425789565446
5204.28511.2128369881977-6.92783698819771
5216.2769.29748186625023-3.02148186625023
5221.6728.1185698354902-6.4465698354902
5232.80717.6958142683771-14.8888142683771
5242.52118.6090522136018-16.0880522136018
5251.8697.90546513318116-6.03646513318116
5269.60616.3225105313643-6.71651053136431
5272.7726.35194006873423-3.57994006873423
5281.37110.0073453107350-8.63634531073498
5291.46917.0272021266176-15.5582021266176
5304.6787.52206759352741-2.84406759352741
5313.27818.9646299699272-15.6866299699272
53277817.53750570177760.46249429823
53389316.5287082395034876.471291760497
5342.2168.59033418951593-6.37433418951593
5352.6236.66323221277942-4.04023221277942
5365.56718.2355226095575-12.6685226095575
5373.6610.3297584597569-6.66975845975688
5382.82914.4192520189510-11.5902520189510
5393.2948.86187218000263-5.56787218000263
5401.32115.6599963378461-14.3389963378461
5411.636.21438875347225-4.58438875347225
5422.75818.0390621617979-15.2810621617979
5432.6414.93617366979588-2.29517366979588
5443.25910.4200324566677-7.16103245666771
5454.0974.86388401229838-0.766884012298377
5461.4747.67783074674835-6.20383074674835
5472.16713.1566273932832-10.9896273932832
5481.0811.1845500649556-10.1045500649556
5491.64710.1417760813420-8.49477608134203
5501.90713.8852389177804-11.9782389177804
5515.8918.4635702829145-12.5735702829145
5524.02214.8364788954120-10.8144788954120
5534.8528.05556200868113-3.20356200868113
5541.8228.12807579206565-6.30607579206565
5558.81617.8791196491268-9.0631196491268
5567.87214.0253110315816-6.15331103158161
5572.5318.46394523207823-5.93294523207823
5583.5958.56640218320673-4.97140218320673
5593.26114.6651654240337-11.4041654240337
5602.70213.6532014786102-10.9512014786102
5612.6139.9485873967257-7.33558739672569
5621.74713.3718266744655-11.6248266744655
5636.81610.3636143328605-3.54761433286054
5642.63112.9047138380581-10.2737138380581
5651.5867.84575584402498-6.25975584402498
5664.83110.5540483323946-5.72304833239459
56714.23723.4099013386697-9.17290133866968
5683.4477.20381824131168-3.75681824131168
5698.17811.9370761493090-3.75907614930901
5703.6714.71339685676543-1.04239685676543
5714.19412.2263501334345-8.03235013343445
5725.13213.4555089278186-8.32350892781855
57312.5821.1323834621563-8.55238346215633
5743.57812.4830028111210-8.90500281112097
57510.00613.1982499969122-3.19224999691223
5764.5023.243292372195381.25870762780462
5776.7316.6402015717783-9.9102015717783
57864.77157.28526347824987.48573652175018
5792.45315.9599580484719-13.5069580484719
5806.3693.350450659983363.01854934001664
58115.96821.23537262139-5.26737262139002
5824.2476.78033581012341-2.53333581012342
5832.5795.87996981567107-3.30096981567107
5847.87214.8517214824848-6.97972148248482
5851.6415.2407539020547-13.6007539020547
5866.1613.3291049970832-7.16910499708323
5874.98919.4591999021761-14.4701999021761
5883.4938.94936675787728-5.45636675787728
5899.95212.5266096953824-2.57460969538235


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
77.5325923589887e-071.50651847179774e-060.999999246740764
85.89091708164021e-091.17818341632804e-080.999999994109083
95.02444580550034e-111.00488916110007e-100.999999999949756
103.17676400813407e-136.35352801626814e-130.999999999999682
113.50789385782765e-157.01578771565529e-150.999999999999996
123.32955937279132e-176.65911874558263e-171
133.27250947689761e-196.54501895379523e-191
142.39638283186547e-214.79276566373094e-211
151.84403869893444e-233.68807739786888e-231
161.09102643265256e-252.18205286530513e-251
171.39360416513262e-272.78720833026523e-271
181.15150754778849e-292.30301509557697e-291
197.97215957721279e-321.59443191544256e-311
204.50568530566914e-349.01137061133828e-341
212.47465565638024e-364.94931131276048e-361
221.59493057554362e-383.18986115108724e-381
231.13865309529565e-402.27730619059130e-401
247.07762922369151e-431.41552584473830e-421
256.5144839592398e-451.30289679184796e-441
263.60751110960378e-477.21502221920755e-471
277.71488968713789e-491.54297793742758e-481
285.81181512285645e-511.16236302457129e-501
293.92231921375838e-537.84463842751677e-531
301.50893113577808e-543.01786227155616e-541
318.69399303145915e-571.73879860629183e-561
324.6202905710895e-599.240581142179e-591
332.40973403896499e-614.81946807792998e-611
342.72227433726748e-635.44454867453496e-631
351.82366450379278e-653.64732900758557e-651
365.18929126963863e-671.03785825392773e-661
373.94685884936335e-697.8937176987267e-691
382.17469585530553e-714.34939171061106e-711
391.25664394810135e-732.51328789620270e-731
406.55973718508485e-761.31194743701697e-751
413.34073357799975e-786.6814671559995e-781
421.95571785159866e-803.91143570319732e-801
431.01389924673807e-822.02779849347614e-821
445.90357160961425e-851.18071432192285e-841
453.08868687312414e-876.17737374624827e-871
461.52542278622906e-893.05084557245813e-891
471.37191585328160e-912.74383170656319e-911
486.57460452975168e-941.31492090595034e-931
496.11967296766619e-961.22393459353324e-951
502.93336141750591e-985.86672283501181e-981
512.62445427539353e-995.24890855078705e-991
521.62792426294684e-1013.25584852589367e-1011
538.84046515801702e-1041.76809303160340e-1031
541.35301821872541e-1052.70603643745082e-1051
557.19693134640376e-1081.43938626928075e-1071
565.37997042729639e-1101.07599408545928e-1091
572.81794103351637e-1125.63588206703275e-1121
581.41375345298354e-1142.82750690596708e-1141
598.51846878731898e-1171.70369375746380e-1161
604.96674284945608e-1199.93348569891216e-1191
612.93346128818486e-1215.86692257636972e-1211
621.45805909065260e-1232.91611818130520e-1231
638.23552224121532e-1261.64710444824306e-1251
649.77155666608534e-1281.95431133321707e-1271
655.89940129249298e-1301.17988025849860e-1291
662.84375779420003e-1325.68751558840006e-1321
679.61752093530766e-1321.92350418706153e-1311
686.42041677766735e-1341.28408335553347e-1331
693.35507536283318e-1366.71015072566636e-1361
701.67766187443238e-1383.35532374886477e-1381
713.59229777081965e-1317.1845955416393e-1311
727.8343439943318e-1321.56686879886636e-1311
735.61914870162903e-1341.12382974032581e-1331
741.43091570496214e-1132.86183140992428e-1131
759.44632292709311e-1141.88926458541862e-1131
761.48264666615791e-1152.96529333231583e-1151
772.40890967747591e-1174.81781935495183e-1171
789.17031461866832e-1191.83406292373366e-1181
798.3045806934424e-1181.66091613868848e-1171
802.54523814706054e-1195.09047629412108e-1191
817.75583905564207e-1211.55116781112841e-1201
824.59225919108204e-1209.18451838216408e-1201
838.35079677895818e-1221.67015935579164e-1211
842.47439737988154e-1234.94879475976309e-1231
854.37028826209742e-1218.74057652419483e-1211
862.16156092923853e-1194.32312185847705e-1191
874.84571323797517e-1219.69142647595035e-1211
882.76553630985034e-1225.53107261970068e-1221
899.59296946884932e-1231.91859389376986e-1221
902.25573247802676e-1244.51146495605352e-1241
915.07516343465576e-1261.01503268693115e-1251
921.45832793763653e-1272.91665587527306e-1271
933.22067061549826e-1296.44134123099652e-1291
947.55522602835951e-1311.51104520567190e-1301
952.06183278893727e-1324.12366557787455e-1321
964.40916471452429e-1348.81832942904859e-1341
979.69902299922985e-1361.93980459984597e-1351
982.13446418016147e-1374.26892836032293e-1371
995.05320512267465e-1391.01064102453493e-1381
1001.04860744293527e-1402.09721488587053e-1401
1012.31921164942402e-1424.63842329884804e-1421
1025.59968345514282e-1441.11993669102856e-1431
1031.14472647131231e-1452.28945294262462e-1451
1044.07614311720337e-1478.15228623440674e-1471
1059.59118697263946e-1491.91823739452789e-1481
1062.05682216346333e-1504.11364432692666e-1501
1074.44328632524441e-1528.88657265048882e-1521
1088.94929738657528e-1541.78985947731506e-1531
1091.83213861129353e-1553.66427722258706e-1551
1104.78206325810938e-1579.56412651621875e-1571
1119.4649549403944e-1591.89299098807888e-1581
1121.85422820042724e-1603.70845640085447e-1601
1131.30954544844444e-1612.61909089688889e-1611
1142.63474315716115e-1635.26948631432229e-1631
1155.17698460176373e-1651.03539692035275e-1641
1162.48041177704822e-1664.96082355409644e-1661
1174.82020949810554e-1689.64041899621108e-1681
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1895.66157414908329e-2871.13231482981666e-2861
1908.95590181415918e-2891.79118036283184e-2881
1911.63720543154206e-2903.27441086308411e-2901
1923.81099636180949e-2927.62199272361898e-2921
1939.7373028237451e-2941.94746056474902e-2931
1942.37626089744071e-2954.75252179488143e-2951
1954.82354139766395e-2979.6470827953279e-2971
1961.30182135775693e-2982.60364271551387e-2981
1973.11504683314903e-3006.23009366629807e-3001
1986.19116699114881e-3021.23823339822976e-3011
1991.17634773400231e-3032.35269546800462e-3031
2002.77433317206887e-2945.54866634413773e-2941
2015.12136504994277e-2961.02427300998855e-2951
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2165.33590897508546e-3221.06718179501709e-3211
2179.88131291682493e-3241.97626258336499e-3231
218001
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5112.21440097509045e-674.4288019501809e-671
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5141.29061778208841e-682.58123556417682e-681
5153.7856775990678e-697.5713551981356e-691
5161.49927749001894e-692.99855498003789e-691
5177.50324788942931e-701.50064957788586e-691
5182.17951034041162e-704.35902068082324e-701
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5201.91306354830204e-713.82612709660409e-711
5215.6541299576362e-721.13082599152724e-711
5221.57525486360917e-723.15050972721833e-721
5231.2119560559092e-722.4239121118184e-721
5241.51770703736694e-723.03541407473388e-721
5254.14665894334921e-738.29331788669843e-731
5261.16039465145973e-732.32078930291945e-731
5273.25502647572998e-746.51005295145995e-741
5289.95952399041231e-751.99190479808246e-741
5291.41457701022036e-742.82915402044072e-741
5304.08041271565837e-758.16082543131674e-751
5318.4798071393763e-751.69596142787526e-741
5326.03099588586299e-251.20619917717260e-241
53312.70795385439514e-1211.35397692719757e-121
53419.19934159909747e-1194.59967079954873e-119
53512.45440336813651e-1161.22720168406826e-116
53616.89829386926235e-1143.44914693463117e-114
53712.16006832136822e-1111.08003416068411e-111
53816.99210534469452e-1093.49605267234726e-109
53911.93202644900728e-1069.66013224503642e-107
54014.84957037962725e-1042.42478518981363e-104
54111.52477835795687e-1017.62389178978435e-102
54214.82765675240663e-992.41382837620331e-99
54311.50721079685008e-967.5360539842504e-97
54412.40611021769902e-941.20305510884951e-94
54515.98593862187053e-922.99296931093526e-92
54611.25743225182541e-896.28716125912707e-90
54713.85637878894668e-871.92818939447334e-87
54811.03696426819700e-845.18482134098499e-85
54911.48875618247169e-827.44378091235843e-83
55014.43753479082911e-802.21876739541455e-80
55112.39935586157527e-791.19967793078764e-79
55217.0932731095619e-773.54663655478095e-77
55312.29308409062128e-741.14654204531064e-74
55416.39168263116749e-723.19584131558374e-72
55512.01837583161726e-691.00918791580863e-69
55613.41460101480247e-671.70730050740124e-67
55719.43451610692868e-654.71725805346434e-65
55812.84546904504321e-621.42273452252161e-62
55913.93716355501646e-601.96858177750823e-60
56011.19268221603885e-575.96341108019424e-58
56111.76334487404731e-558.81672437023656e-56
56213.55032645866728e-531.77516322933364e-53
56317.13052891338809e-513.56526445669404e-51
56412.00524232846188e-481.00262116423094e-48
56515.64015757600953e-462.82007878800477e-46
56611.30768540572842e-436.53842702864209e-44
56711.18629834164605e-415.93149170823027e-42
56811.50260592038731e-397.51302960193655e-40
56914.14239045523836e-372.07119522761918e-37
57019.32855085589458e-354.66427542794729e-35
57111.76747213686122e-328.83736068430612e-33
57213.43283777630952e-301.71641888815476e-30
57315.33225663803836e-282.66612831901918e-28
57411.24998522121906e-256.24992610609529e-26
57511.22371313548098e-246.1185656774049e-25
57612.82716389467713e-221.41358194733857e-22
57713.35873818646337e-201.67936909323169e-20
57819.96021677978048e-194.98010838989024e-19
57914.9182721115862e-162.4591360557931e-16
5800.9999999999999081.84063229479279e-139.20316147396396e-14
5810.9999999999928741.42517788634405e-117.12588943172023e-12
5820.9999999962597347.48053229667605e-093.74026614833802e-09


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level5761NOK
5% type I error level5761NOK
10% type I error level5761NOK