Multiple Linear Regression - Estimated Regression Equation
PM10[t] = + 1.23054751597176 + 0.32678291036685Cars[t] -0.00212248873738100Temp[t] -0.103338779289504Windspeed[t] + 0.0110718232100302Tempdiff[t] -4.56448970049517e-05Winddir[t] + 0.000317930999549815hour[t] + 0.000266198137725166day[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.230547515971760.2965064.15023.9e-052e-05
Cars0.326782910366850.0435617.501800
Temp-0.002122488737381000.006667-0.31840.7503440.375172
Windspeed-0.1033387792895040.02079-4.97061e-060
Tempdiff0.01107182321003020.0423630.26140.7939270.396963
Winddir-4.56448970049517e-050.000456-0.10010.9203380.460169
hour0.0003179309995498150.006460.04920.960770.480385
day0.0002661981377251660.0001851.4410.1502270.075113


Multiple Linear Regression - Regression Statistics
Multiple R0.420078639159281
R-squared0.176466063077913
Adjusted R-squared0.164749116820892
F-TEST (value)15.060755525115
F-TEST (DF numerator)7
F-TEST (DF denominator)492
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.81047251485717
Sum Squared Residuals323.177923090742


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
13.663563.372614265710130.290945734289873
23.044523.50306895475311-0.458548954753114
33.713572.375686286466861.33788371353314
42.944443.41951419038747-0.475074190387474
54.060443.202433456246460.858006543753539
63.688883.559248905716560.129631094283437
73.33223.61293695418916-0.280736954189165
83.36732.875613726323520.491686273676484
92.079443.29798836148575-1.21854836148575
101.945913.32978854546934-1.38387854546934
113.33222.789790795208230.542409204791772
123.218883.64284073940617-0.423960739406167
131.098612.19303410177854-1.09442410177854
145.38453.070422927865372.31407707213463
153.931833.646702675762350.285127324237649
163.36732.945120189648180.422179810351821
172.833213.63824666852882-0.80503666852882
183.044523.30232602497507-0.257806024975069
192.995732.804235901329490.191494098670508
204.219513.641698608429180.577811391570822
213.044523.62580209028985-0.58128209028985
223.76123.624274608084250.136925391915750
233.583523.62846405430732-0.044944054307317
242.484913.35105241254369-0.866142412543689
252.484913.69983193987672-1.21492193987672
263.33223.46820476803507-0.136004768035075
273.135493.69671616846449-0.561226168464492
282.079443.30199883611252-1.22255883611252
293.688883.05018251221780.6386974877822
302.995732.31334467609780.682385323902202
313.988983.549861531000040.439118468999958
323.044523.05399385879268-0.00947385879267545
333.555353.535792751315240.0195572486847613
341.791763.18885260944478-1.39709260944478
353.044522.741023742101710.303496257898288
362.564953.56518223106331-1.00023223106331
374.369453.590798905496210.778651094503793
383.465743.37182748329790.0939125167021008
394.605173.388943910897481.21622608910252
403.091043.21798961453139-0.126949614531385
414.158883.435320263413950.72355973658605
421.791763.23238567361750-1.44062567361750
432.484913.34875621972375-0.863846219723751
443.218883.36946155975178-0.150581559751777
453.737673.292377374640060.445292625359943
464.24853.189148271278701.05935172872130
473.87122.838608844007591.03259115599241
484.007333.423110063138250.584219936861753
492.944442.847892356022490.096547643977513
503.091042.172255566250990.918784433749007
511.945912.54677682585091-0.600866825850913
523.526363.416080183913020.110279816086979
533.87123.567548661863910.303651338136093
542.995733.56120317272594-0.565473172725938
554.077543.682089765968500.395450234031496
563.218883.36135748926800-0.142477489268004
573.496513.53222673309843-0.0357167330984298
583.25812.577779069446910.680320930553086
592.995733.39807901302201-0.402349013022008
602.708053.17136249222854-0.463312492228538
613.091043.25736393858322-0.166323938583223
624.060443.600227631797660.460212368202338
633.610923.61769077435327-0.00677077435327486
642.564953.10147583831473-0.536525838314729
651.609443.03934574483264-1.42990574483264
665.08763.711719045794721.37588095420528
672.302593.28942028862513-0.986830288625135
683.25813.42798031550935-0.169880315509354
693.663563.303405682724340.360154317275656
703.044523.57192815051480-0.527408150514795
713.40123.45867816293088-0.0574781629308787
723.044523.05480961651745-0.0102896165174459
733.40123.79764439379578-0.396444393795776
743.555353.129789924323640.425560075676362
753.970293.726066979642710.24422302035729
764.727393.312524250666831.41486574933317
774.304073.293141215501531.01092878449847
782.564953.21273119633899-0.64778119633899
793.784193.247070629300820.537119370699184
804.955833.294404681360661.66142531863934
813.663563.351047709186840.312512290813165
825.267863.506137221674751.76172277832525
833.465742.735505556440940.730234443559064
842.079442.89747885297113-0.818038852971127
853.36733.52903123987403-0.161731239874031
863.295843.47118772696543-0.175347726965426
872.197223.32627529947194-1.12905529947194
883.433993.76672374585954-0.332733745859536
893.25813.52710921074039-0.269009210740386
902.833213.20288407169552-0.369674071695523
913.637593.98739749215343-0.349807492153426
922.708053.10824645950444-0.400196459504444
932.995733.65257617214376-0.656846172143764
944.007333.769879744516580.237450255483415
953.433993.227099582294020.206890417705977
960.693153.26748997682473-2.57433997682473
973.526363.60649074219999-0.0801307421999939
982.639063.51250153341184-0.873441533411836
991.945913.45625111662678-1.51034111662678
1003.713573.611730175660830.101839824339168
1012.833213.17955048614001-0.346340486140005
1023.433993.44035777504435-0.00636777504435337
1033.295843.85679512635679-0.560955126356788
1043.178053.47075136328789-0.29270136328789
1054.812183.681210771188951.13096922881105
1064.634733.91820620254760.716523797452402
1073.044522.823359266065170.221160733934829
1083.87123.465948171083980.405251828916016
1093.688883.684608192121170.0042718078788268
1104.330733.152025874067491.17870412593251
1114.615123.404707926506231.21041207349377
1124.430823.042985161054661.38783483894534
1133.40122.967107729261290.434092270738706
1142.484913.62585336617278-1.14094336617278
1153.295843.78756316872347-0.491723168723473
1162.944443.56024859947109-0.615808599471088
1173.36733.262180877036160.105119122963836
1182.890373.27399509585958-0.383625095859577
1194.905273.311144964534361.59412503546564
1202.639063.22086395521298-0.581803955212983
1213.295843.286460995458810.00937900454118726
1223.713573.226224332087200.487345667912803
1234.394453.807861648563960.58658835143604
1243.828643.484950072841810.343689927158195
1252.564952.72179217436529-0.15684217436529
1263.33223.45553498145376-0.123334981453763
1273.135493.21713274662683-0.0816427466268335
1280.693152.95422751802715-2.26107751802715
1294.007333.742448555224450.264881444775547
1303.25812.967330590085030.290769409914967
1313.25813.209815840942570.0482841590574256
1324.844193.843743961458691.00044603854131
1332.639062.77648598040609-0.137425980406094
1341.386292.23318675141557-0.84689675141557
1353.25812.956049450713530.302050549286475
1362.302593.51543013352702-1.21284013352702
1373.091042.719804920025870.371235079974129
1382.944443.04513166109217-0.100691661092167
1393.40123.075463654410530.325736345589467
1402.995732.826707893064110.169022106935885
1413.828643.240652801991930.587987198008065
1422.302593.59154331525355-1.28895331525355
1434.290463.321659803279590.96880019672041
1444.418843.619741136271390.799098863728608
1453.36733.44132677187325-0.0740267718732475
1462.302592.272924864063510.029665135936492
1473.988983.60902697830620.379953021693802
1484.127132.554856639123791.57227336087621
1493.688883.119639926317050.569240073682952
1502.302592.67114060869048-0.368550608690480
1513.295843.53610635543966-0.240266355439659
1523.135493.18220289103497-0.046712891034975
1532.079443.30500190337161-1.22556190337161
1545.252273.857900121113621.39436987888638
1553.784193.499920004024740.284269995975265
1563.970293.112080951707350.858209048292646
1572.995732.765135457724130.230594542275867
1582.564953.22513266100679-0.660182661006795
1593.218883.187553450264190.0313265497358109
1601.386293.69920465410332-2.31291465410332
1613.135493.31655757826776-0.181067578267758
1624.060443.451977811419380.60846218858062
1634.276673.560425446024300.716244553975696
1643.496513.87200987255104-0.375499872551043
1653.218883.42536076953830-0.206480769538296
1664.077543.451957385064210.62558261493579
1674.204693.022115763610821.18257423638918
1684.189653.069293657184001.12035634281600
1692.484913.49991806693173-1.01500806693173
1701.098613.01901122926141-1.92040122926141
1712.484913.41237827926239-0.927468279262386
1722.484913.54566220961134-1.06075220961134
1730.693153.52008422041535-2.82693422041535
1744.343813.892455309428950.451354690571047
1752.639063.51505576036003-0.875995760360028
1763.295843.45446810226272-0.158628102262721
1774.174393.377497062137370.796892937862625
1783.713573.94896380444413-0.235393804444129
1794.025353.352685184904120.672664815095884
1804.852033.470914704948621.38111529505138
1814.644393.286668041501411.35772195849859
1823.637593.101741412603390.535848587396606
1833.40123.41722800003298-0.0160280000329785
1841.791762.93270644425858-1.14094644425858
1854.110873.127573770643390.983296229356613
1863.36733.63043301189004-0.263133011890042
1874.442653.584457184600090.858192815399908
1882.772593.36651549809148-0.593925498091483
1893.713573.340192146295530.37337785370447
1905.170483.240314098855931.93016590114407
1913.091043.48253012213513-0.391490122135130
1922.708052.79426623249857-0.0862162324985663
1934.110873.388418119039600.722451880960396
1944.795793.645510841364531.15027915863547
1952.39793.12885297314528-0.73095297314528
1962.995732.848941510283010.146788489716992
1973.135493.39179669448550-0.256306694485495
1983.433993.54402226822102-0.110032268221020
1993.40123.056885623640580.344314376359425
2003.091043.76416840035499-0.67312840035499
2014.454353.341707948849521.11264205115048
2024.189653.745680558708440.443969441291562
2033.737673.575182657400670.16248734259933
2044.204692.989561874482421.21512812551758
2052.564952.88262463423447-0.317674634234473
2062.564953.14611801411747-0.581168014117466
2074.859813.471648663681051.38816133631895
2085.252272.968040653517692.28422934648231
2092.639063.15447120314681-0.515411203146808
2103.135492.935343389381190.200146610618805
2111.945913.30540210760479-1.35949210760479
2123.40123.13877100305350.262428996946498
2134.727393.593945094495091.13344490550491
2143.36732.915366257154230.451933742845774
2153.25813.57028938248245-0.312189382482454
2163.737673.84477804839344-0.107108048393443
2171.791763.26229573458224-1.47053573458224
2184.060443.258747336018140.801692663981858
2193.912023.878647651663650.033372348336351
2200.693153.09984761203875-2.40669761203875
2211.609442.76830998158047-1.15886998158047
2224.465913.072860596955571.39304940304443
2233.178053.85132952815137-0.673279528151367
2242.890373.36361479632846-0.473244796328457
2254.174393.507847366021540.666542633978463
2263.737673.83702314372922-0.0993531437292243
2274.007333.315892960234660.691437039765342
2283.044523.38864477581191-0.344124775811912
2292.639062.91591206032718-0.276852060327181
2304.110873.709459846198020.401410153801976
2314.477343.591956200368440.885383799631562
2323.178053.33387718691563-0.155827186915628
2333.33223.65845838432179-0.326258384321794
2340.693152.53247287702073-1.83932287702073
2354.584973.67510743148970.909862568510302
2360.693152.21338236861897-1.52023236861897
2373.40123.46809739136932-0.0668973913693187
2382.079443.73072312469563-1.65128312469563
2394.553883.143042532608181.41083746739182
2403.218882.855814456945950.363065543054045
2412.772592.748245478886930.0243445211130687
2423.295843.119288014608070.176551985391930
2433.33223.241072673015290.0911273269847122
2444.025353.59636016897120.428989831028802
2454.382033.604398330037180.777631669962816
2462.995732.738858032300020.256871967699979
2473.555353.196801523586940.358548476413056
2483.25813.40713507974006-0.149035079740058
2494.477343.775796050302570.701543949697426
2504.060442.909989311465051.15045068853495
2513.218883.40237469288508-0.183494692885082
2524.465913.357731066498961.10817893350104
2533.135493.08182424838420.0536657516157972
2542.302592.289766945882000.0128230541180041
2553.610923.450391632225340.160528367774661
2563.135493.18414121794353-0.0486512179435268
2573.891823.879901145967080.0119188540329179
2583.218883.46388506647288-0.245005066472879
2593.178052.48330513186490.694744868135099
2603.737673.637229369857650.100440630142353
2612.39793.47157306683045-1.07367306683045
2623.688883.8858245038922-0.196944503892202
2634.262683.558491751309380.704188248690617
2644.941643.746227354766121.19541264523388
2653.295843.44495951226678-0.149119512266777
2662.079442.79794311257719-0.718503112577186
2672.197223.50945394456123-1.31223394456123
2682.079442.96776511047247-0.888325110472475
2694.543293.35898358558121.18430641441880
2702.079443.60490037447673-1.52546037447673
2714.369453.553447508939820.816002491060177
2723.970293.533240276216570.437049723783434
2733.988983.199426676373090.789553323626913
2742.995733.01965451823610-0.0239245182360963
2753.526363.183590221045220.342769778954779
2762.995733.51310527158511-0.517375271585115
2775.393633.095566346485762.29806365351424
2783.637593.3787444797720.258845520228003
2792.302592.72578524862604-0.423195248626043
2804.927253.860445569703271.06680443029673
2812.944443.36782069053123-0.423380690531226
2822.708053.44401939192998-0.735969391929975
2832.079443.6648804906697-1.5854404906697
2843.40123.53779933786704-0.136599337867040
2855.056253.570956848544711.48529315145529
2864.934473.617475953345791.31699404665421
2872.564953.38626058525621-0.82131058525621
2883.044523.73532513036665-0.690805130366649
2891.386292.34345979015862-0.957169790158617
2902.772592.735079968290790.0375100317092106
2913.912022.874826717224741.03719328277526
2924.356713.806065888362210.550644111637788
2933.40123.73265323056083-0.331453230560835
2944.025353.363721118846890.661628881153114
2953.737673.420307947031060.317362052968945
2962.944443.54024220252199-0.595802202521985
2974.094343.020091809549231.07424819045077
2983.044522.878958808670360.165561191329637
2993.178053.47056757466464-0.292517574664637
3002.564953.33886314847782-0.773913148477817
3012.639062.91960574434736-0.280545744347357
3023.091043.59005653632993-0.499016536329931
3033.40123.48990350143054-0.0887035014305428
3042.197222.48811916981161-0.290899169811611
3053.76122.841818285351380.91938171464862
3062.772593.16853835514919-0.395948355149190
3073.40122.631846257371370.76935374262863
3083.610923.046920729808050.56399927019195
3093.36733.113859887182040.253440112817957
3100.693152.46085594320395-1.76770594320395
3112.944442.778869673122290.165570326877707
3124.174393.637558947777990.53683105222201
3132.833213.45616061173866-0.622950611738659
3143.044522.99216929972790.0523507002720995
3153.25813.46928795598689-0.211187955986893
3163.218883.050007975543920.168872024456084
3174.234113.619912190312130.614197809687874
3184.812183.465682722541451.34649727745855
3194.394453.316925359014671.07752464098533
3202.639062.91583643434338-0.276776434343378
3213.25813.53811395851495-0.280013958514945
3221.945912.98473263302033-1.03882263302033
3232.944443.19136326112840-0.246923261128403
3242.564953.18809779470572-0.623147794705718
3253.218882.890566262934820.32831373706518
3262.772593.33560476844357-0.563014768443572
3274.615123.425125483157911.18999451684209
3281.609442.62824745753836-1.01880745753836
3292.079442.67828919544767-0.598849195447675
3303.87123.065311164015290.805888835984706
3313.178053.61782136671866-0.439771366718657
3323.583523.378625361516260.204894638483739
3334.682133.538591702038751.14353829796125
3342.564953.30455238670421-0.739602386704215
3352.302592.89932758781601-0.596737587816005
3363.555353.61577129342301-0.0604212934230136
3373.465743.327838580773530.137901419226468
3382.484913.53050067640921-1.04559067640921
3394.219512.843935687421391.37557431257861
3402.302593.06793830809078-0.765348308090777
3412.708053.27916028290452-0.571110282904518
3422.995733.61195291750201-0.616222917502008
3432.484912.91509351899604-0.430183518996036
3443.135493.76566156879092-0.630171568790923
3454.158883.518093790618860.640786209381135
3461.791763.08842838214483-1.29666838214483
3473.295843.57106790341297-0.275227903412971
3482.833212.97933052148152-0.146120521481521
3493.526362.585095674967930.941264325032071
3503.25812.473941072433830.78415892756617
3513.988983.006766634830830.98221336516917
3521.609443.20175919424339-1.59231919424339
3533.496513.56940508389629-0.07289508389629
3543.178053.2738144414727-0.0957644414727009
3554.672833.480565091307431.19226490869257
3563.433993.17379093033860.260199069661398
3572.079443.42534767321138-1.34590767321138
3583.295843.73126562718545-0.435425627185452
3592.302593.02360410325715-0.72101410325715
3602.079442.67056556703633-0.591125567036331
3610.693152.37032725207314-1.67717725207314
3623.135493.31903324599046-0.183543245990462
3633.828643.563500625851050.265139374148952
3643.87123.751867135299610.119332864700386
3652.995732.45068873171980.545041268280201
3663.25813.64341278411419-0.385312784114188
3673.33223.43219574328557-0.0999957432855654
3683.496513.447772949992030.0487370500079716
3691.945913.17214609507099-1.22623609507099
3704.574713.669358339585230.905351660414767
3713.912023.397495275891320.51452472410868
3723.806663.278948435893440.527711564106561
3733.931832.528845497826511.40298450217349
3742.484912.59643316267624-0.111523162676243
3753.135493.28696095151434-0.151470951514336
3762.944443.41564011210053-0.471200112100534
3773.40123.63496278204376-0.233762782043763
3781.945912.69462238074212-0.748712380742118
3793.178052.838034699469140.340015300530859
3803.218883.152826399088790.0660536009112145
3812.639063.11955718077200-0.480497180771996
3823.33223.40883946342121-0.0766394634212073
3832.708052.472782928170150.235267071829852
3843.784193.456542449663060.327647550336942
3853.784193.615152873433020.169037126566983
3861.609443.54654470375942-1.93710470375942
3873.36733.4791420663459-0.111842066345897
3883.044522.777131166830050.267388833169953
3894.454353.476221356281510.978128643718488
3901.945912.94849255233157-1.00258255233157
3912.639062.617999748938900.0210602510610969
3923.33223.49141205082772-0.159212050827723
3933.433992.776892727143440.65709727285656
3943.891823.208376363342110.683443636657885
3952.197223.54307248651152-1.34585248651152
3964.595123.351228601120761.24389139887924
3973.496512.991341800212680.505168199787321
3982.833213.37172585727866-0.538515857278663
3992.197223.15251209784754-0.955292097847535
4002.890372.94266467639002-0.0522946763900218
4013.40123.49608684920465-0.0948868492046484
4022.995733.12206817900645-0.126338179006452
4033.737673.511824602957780.225845397042217
4042.944442.831147792723580.113292207276419
4053.583523.64862755672633-0.0651075567263265
4063.295843.48668499612859-0.190844996128589
4074.87523.490466909072611.38473309092739
4084.330733.574793525327510.755936474672493
4093.295843.38887690466521-0.0930369046652127
4103.784193.577974735755130.206215264244874
4113.610922.494237646208031.11668235379197
4122.833213.15160703205219-0.318397032052192
4133.76123.072286848139630.688913151860374
4143.583522.878213873592920.70530612640708
4153.178052.795373751328310.382676248671688
4163.526362.861170257189820.66518974281018
4174.219513.528100288486230.69140971151377
4183.931833.547169904171140.384660095828861
4192.302592.84336056223226-0.540770562232265
4203.25812.720793215474990.537306784525005
4212.708053.30112752473515-0.593077524735149
4223.555352.799979174622190.75537082537781
4231.945912.93313267202192-0.987222672021918
4244.369452.822396635149641.54705336485036
4254.700483.113709275260011.58677072473999
4262.484912.81552250156380-0.330612501563804
4271.609443.15775357841319-1.54831357841319
4283.784193.747047910841650.0371420891583493
4291.945912.55061452509379-0.60470452509379
4303.091043.7084938789866-0.617453878986601
4313.218883.32984884315862-0.110968843158616
4322.484913.39322551571586-0.90831551571586
4332.197222.96938244534641-0.77216244534641
4344.934473.539378912822131.39509108717787
4354.043053.533921287381620.509128712618379
4364.510863.719091378923650.791768621076354
4371.945912.19447016692617-0.248560166926170
4383.091043.88573643322791-0.794696433227908
4394.605173.548522591774201.05664740822580
4403.637593.144753025870450.492836974129546
4413.465743.423902294301930.041837705698065
4423.87123.91048373197228-0.0392837319722808
4435.153293.667178303231861.48611169676814
4443.044523.39705155237952-0.352531552379522
4453.496513.65021537334007-0.153705373340071
4462.564952.56352989630740.00142010369260253
4473.850153.454046683880030.396103316119968
4482.484912.73835408192363-0.253444081923633
4492.079443.29977088289596-1.22033088289596
4502.995733.71433728451629-0.718607284516291
4511.386293.08948811659787-1.70319811659787
4523.178053.56443769859199-0.386387698591988
4532.197222.65871731878204-0.461497318782044
4543.555353.59370944540704-0.0383594454070413
4553.87123.750879409267090.120320590732908
4563.40123.48384246311578-0.0826424631157822
4573.044523.44368293686847-0.399162936868474
4584.343813.345194474248150.998615525751849
4592.39793.06154402687230-0.663644026872297
4602.639063.53103595518752-0.891975955187524
4612.564952.73979857701213-0.174848577012134
4623.33222.695412423229910.636787576770086
4632.564953.53920119566180-0.974251195661796
4643.688883.224059594134980.46482040586502
4652.39793.56369759058502-1.16579759058502
4662.39792.81956257297870-0.421662572978696
4674.682133.811550655437550.870579344562446
4683.044523.51189661651613-0.467376616516134
4693.044523.41196351434744-0.36744351434744
4702.197222.42592485820441-0.228704858204410
4713.178053.55127830022768-0.373228300227675
4724.488643.700274260801820.788365739198184
4732.302593.53318113150615-1.23059113150615
4743.295843.85740656023556-0.561566560235555
4753.178053.43283474834439-0.254784748344390
4764.060442.925098970260891.13534102973911
4774.158883.128858842487241.03002115751276
4783.091042.822862039446940.268177960553062
4794.418843.865387910537390.553452089462615
4802.890373.29214562722978-0.401775627229782
4811.098612.37901076491087-1.28040076491087
4823.433993.358440702964210.0755492970357948
4833.526363.62522987423169-0.0988698742316937
4843.135493.31501002438850-0.179520024388505
4852.197223.44595453258393-1.24873453258393
4863.135493.62415604710286-0.48866604710286
4872.079442.86074691608603-0.78130691608603
4883.637592.725843045728360.911746954271641
4893.737673.089085075952470.648584924047529
4902.484912.89805608950403-0.413146089504025
4911.945912.73578439580118-0.789874395801181
4921.945913.05520170354835-1.10929170354835
4932.772592.584430712104130.188159287895875
4942.708053.33699030109203-0.628940301092035
4951.791762.56218100739247-0.770421007392468
4962.302592.90502961310921-0.602439613109213
4974.110873.719006541932570.391863458067428
4983.40123.205432161010290.195767838989705
4993.688883.299173394520860.389706605479139
5004.174393.864285631323680.310104368676324


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.05268692683784380.1053738536756880.947313073162156
120.2661147611455010.5322295222910020.7338852388545
130.2711995900310950.542399180062190.728800409968905
140.3654810511509010.7309621023018010.634518948849099
150.2984636076266660.5969272152533330.701536392373334
160.6210054853052110.7579890293895780.378994514694789
170.5243708870825780.9512582258348450.475629112917422
180.428243985180270.856487970360540.57175601481973
190.8496077053960880.3007845892078250.150392294603912
200.8198635774181340.3602728451637320.180136422581866
210.7720322251132290.4559355497735430.227967774886771
220.7492478028558080.5015043942883850.250752197144192
230.6873861183963920.6252277632072150.312613881603608
240.6842778721873490.6314442556253020.315722127812651
250.6251454766258480.7497090467483040.374854523374152
260.5869601779589990.8260796440820010.413039822041001
270.5213794788540060.9572410422919890.478620521145994
280.6327099710653170.7345800578693670.367290028934683
290.6042686682451250.791462663509750.395731331754875
300.5506947704745930.8986104590508130.449305229525407
310.5130372594738150.973925481052370.486962740526185
320.4687760907283130.9375521814566270.531223909271687
330.4112769905462750.822553981092550.588723009453725
340.5734900916753730.8530198166492530.426509908324627
350.5390925699186080.9218148601627830.460907430081392
360.5401344027297450.9197311945405110.459865597270255
370.5343462682363690.9313074635272620.465653731763631
380.4886306943526540.9772613887053080.511369305647346
390.5638253859932680.8723492280134640.436174614006732
400.517630388895170.964739222209660.48236961110483
410.5028403806618780.9943192386762430.497159619338122
420.6706576960053230.6586846079893540.329342303994677
430.6704534402801980.6590931194396030.329546559719802
440.6269328070717010.7461343858565990.373067192928299
450.5953794016499760.8092411967000480.404620598350024
460.5922976850975040.8154046298049920.407702314902496
470.6018045834925890.7963908330148210.398195416507411
480.5882734879228750.8234530241542490.411726512077125
490.5529828466654240.8940343066691510.447017153334576
500.5173176440838450.965364711832310.482682355916155
510.5107576285567820.9784847428864360.489242371443218
520.4658980973232180.9317961946464370.534101902676782
530.4455301519474160.8910603038948330.554469848052584
540.4041158535744830.8082317071489660.595884146425517
550.3797078999712980.7594157999425970.620292100028702
560.3391337156258180.6782674312516350.660866284374182
570.3031736979998780.6063473959997560.696826302000122
580.2728106896001950.5456213792003910.727189310399805
590.250048556098580.500097112197160.74995144390142
600.2420198700841580.4840397401683160.757980129915842
610.2164284616445980.4328569232891960.783571538355402
620.1967415300846530.3934830601693050.803258469915347
630.1701906194008630.3403812388017260.829809380599137
640.1524239616762840.3048479233525680.847576038323716
650.2251273575318150.4502547150636310.774872642468185
660.2930174143999950.586034828799990.706982585600005
670.3014140904468290.6028281808936590.69858590955317
680.2680071704821810.5360143409643620.731992829517819
690.2405227948475830.4810455896951660.759477205152417
700.2185163052333410.4370326104666810.78148369476666
710.1907479789601250.3814959579202490.809252021039875
720.1652752152015690.3305504304031390.83472478479843
730.1432183558838190.2864367117676380.85678164411618
740.1240427599213310.2480855198426620.87595724007867
750.1068103715859220.2136207431718430.893189628414078
760.1754822193532440.3509644387064880.824517780646756
770.185249751681070.370499503362140.81475024831893
780.1776451042125700.3552902084251400.82235489578743
790.1662999418184320.3325998836368640.833700058181568
800.2056476237647740.4112952475295470.794352376235226
810.1944943656379860.3889887312759720.805505634362014
820.2653667580568590.5307335161137180.734633241943141
830.2518369680093350.5036739360186710.748163031990665
840.2477173788827880.4954347577655750.752282621117212
850.2206132781162190.4412265562324370.779386721883781
860.1958531571161380.3917063142322770.804146842883862
870.1956840250841550.3913680501683110.804315974915845
880.1833803042615430.3667606085230860.816619695738457
890.1620419688418370.3240839376836740.837958031158163
900.142977578480470.285955156960940.85702242151953
910.1282387483330500.2564774966661000.87176125166695
920.1146831238586050.2293662477172090.885316876141395
930.1031212736547840.2062425473095680.896878726345216
940.09476989360373210.1895397872074640.905230106396268
950.08380641602661880.1676128320532380.916193583973381
960.2112725891104510.4225451782209020.78872741088955
970.1883672949659000.3767345899318010.8116327050341
980.2319787454463630.4639574908927250.768021254553637
990.3547433588212760.7094867176425510.645256641178724
1000.3244253110641470.6488506221282950.675574688935853
1010.3156534067952820.6313068135905630.684346593204718
1020.2927344280958190.5854688561916370.707265571904181
1030.2827016519303150.5654033038606290.717298348069685
1040.2629858435811070.5259716871622150.737014156418893
1050.2871660181635950.574332036327190.712833981836405
1060.2940857741345860.5881715482691710.705914225865414
1070.2690880782885670.5381761565771330.730911921711433
1080.245578370086120.491156740172240.75442162991388
1090.2210081643836380.4420163287672750.778991835616362
1100.2604985446310040.5209970892620090.739501455368996
1110.2882086571220860.5764173142441720.711791342877914
1120.3799734106917770.7599468213835550.620026589308223
1130.3631695500998990.7263391001997990.6368304499001
1140.389413024681680.778826049363360.61058697531832
1150.3704848515714580.7409697031429160.629515148428542
1160.3490770984056530.6981541968113060.650922901594347
1170.320870653196050.64174130639210.67912934680395
1180.296257508820370.592515017640740.70374249117963
1190.3684050634247190.7368101268494380.631594936575281
1200.3682876491765080.7365752983530160.631712350823492
1210.340062027769920.680124055539840.65993797223008
1220.3165390783655790.6330781567311570.683460921634421
1230.3168453652484380.6336907304968760.683154634751562
1240.3074016925742590.6148033851485170.692598307425741
1250.286056735050390.572113470100780.71394326494961
1260.2620063383342130.5240126766684260.737993661665787
1270.238102675966940.476205351933880.76189732403306
1280.430913984365940.861827968731880.56908601563406
1290.403454786766710.806909573533420.59654521323329
1300.3765503171848800.7531006343697610.62344968281512
1310.3498638781893070.6997277563786140.650136121810693
1320.3552210231773130.7104420463546260.644778976822687
1330.3289472239209510.6578944478419030.671052776079049
1340.3389765075760990.6779530151521990.661023492423901
1350.3178237635746110.6356475271492220.682176236425389
1360.3715339677404550.743067935480910.628466032259545
1370.3479956682998390.6959913365996770.652004331700161
1380.3258502995435410.6517005990870820.674149700456459
1390.3028921753183400.6057843506366810.69710782468166
1400.2784302794973150.5568605589946290.721569720502685
1410.2644978850562430.5289957701124860.735502114943757
1420.3053427394752140.6106854789504280.694657260524786
1430.3094174410270370.6188348820540750.690582558972963
1440.3235650536827760.6471301073655520.676434946317224
1450.2985912458608750.597182491721750.701408754139125
1460.2750081678304310.5500163356608610.72499183216957
1470.2559092074188040.5118184148376090.744090792581195
1480.3167142433880810.6334284867761630.683285756611919
1490.2996529733936350.5993059467872690.700347026606365
1500.2819339330116310.5638678660232630.718066066988369
1510.2659108433187330.5318216866374670.734089156681267
1520.2449480387707340.4898960775414690.755051961229266
1530.2626050326622940.5252100653245890.737394967337706
1540.3243449234195770.6486898468391540.675655076580423
1550.3044920848571220.6089841697142450.695507915142878
1560.3088082799635140.6176165599270290.691191720036486
1570.2871754327950160.5743508655900310.712824567204984
1580.2849926972113850.569985394422770.715007302788615
1590.2618517952318570.5237035904637150.738148204768143
1600.4338342042029090.8676684084058170.566165795797091
1610.4118487856713420.8236975713426850.588151214328658
1620.3966443023984490.7932886047968980.603355697601551
1630.3919905009731010.7839810019462020.608009499026899
1640.3690291937372080.7380583874744170.630970806262792
1650.3443108558509720.6886217117019440.655689144149028
1660.334390116846480.668780233692960.66560988315352
1670.3558412763175000.7116825526350010.6441587236825
1680.3767180550006550.7534361100013110.623281944999345
1690.3856550636262960.7713101272525920.614344936373704
1700.5269451410135470.9461097179729060.473054858986453
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4660.9484427496047580.1031145007904850.0515572503952423
4670.9385357417723240.1229285164553510.0614642582276756
4680.9178813017152140.1642373965695720.082118698284786
4690.8985392662841560.2029214674316880.101460733715844
4700.8663946961340290.2672106077319420.133605303865971
4710.8348077242572850.3303845514854300.165192275742715
4720.7954339843301140.4091320313397720.204566015669886
4730.8407714303820920.3184571392358160.159228569617908
4740.8374277272828190.3251445454343620.162572272717181
4750.8132910625168460.3734178749663080.186708937483154
4760.8638762492390130.2722475015219750.136123750760988
4770.9108046525003670.1783906949992660.089195347499633
4780.948899896860350.1022002062792990.0511001031396497
4790.9234614057936640.1530771884126730.0765385942063363
4800.8868614179138520.2262771641722950.113138582086148
4810.8468813243450090.3062373513099830.153118675654991
4820.7867945844936950.4264108310126090.213205415506305
4830.7376349120173640.5247301759652730.262365087982636
4840.6453969523438340.7092060953123320.354603047656166
4850.7051310093155430.5897379813689150.294868990684458
4860.7190230769232380.5619538461535230.280976923076762
4870.6025908502312610.7948182995374780.397409149768739
4880.5460191677006620.9079616645986770.453980832299338
4890.8682954714729840.2634090570540320.131704528527016


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level80.0167014613778706NOK
5% type I error level1100.229645093945720NOK
10% type I error level1810.377870563674321NOK