Multiple Linear Regression - Estimated Regression Equation
temperatuur[t] = + 39.3922331179793 -0.0022331709186157neerslag[t] + 8.19581189138838e-05Zonneschijn[t] + 0.119317101917587windsnelheid[t] + 1.45746560637251dampspanning[t] -0.0263665368442059Luchtdruk[t] -0.221090759300471`vochtigheid `[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)39.392233117979314.594542.69910.0074620.003731
neerslag-0.00223317091861570.001776-1.25730.2099160.104958
Zonneschijn8.19581189138838e-050.0022390.03660.9708330.485417
windsnelheid0.1193171019175870.1204150.99090.322770.161385
dampspanning1.457465606372510.02871450.758400
Luchtdruk-0.02636653684420590.014333-1.83950.067110.033555
`vochtigheid `-0.2210907593004710.016474-13.420200


Multiple Linear Regression - Regression Statistics
Multiple R0.990152355114916
R-squared0.980401686339614
Adjusted R-squared0.979897008734626
F-TEST (value)1942.62966426262
F-TEST (DF numerator)6
F-TEST (DF denominator)233
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.796309518809871
Sum Squared Residuals147.7473619911


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
15.25.1814672244120.0185327755879988
27.98.4806675365028-0.580667536502795
38.78.496389535933340.203610464066655
48.99.06860893181788-0.168608931817875
515.314.57597031004050.724029689959507
615.415.4476400114461-0.0476400114461066
718.118.3040642663188-0.204064266318766
819.720.697593125706-0.99759312570598
91312.4462901156930.553709884307011
1012.612.768897773257-0.168897773256978
116.25.866963078188420.33303692181158
123.53.6547910565718-0.1547910565718
133.43.92321399992685-0.523213999926855
1401.92096749610283-1.92096749610283
159.59.58935442405188-0.0893544240518823
168.99.04504563698406-0.145045636984062
1710.49.953178788695180.446821211304824
1813.212.90258189835110.297418101648924
1918.919.372272609304-0.472272609303969
201919.0166219479976-0.0166219479976069
2116.316.1175316859970.182468314002957
2210.610.04837123278430.551628767215748
235.85.209789594996520.59021040500348
243.63.77074027402462-0.170740274024619
252.62.8715047095003-0.271504709500302
2654.751850684013290.24814931598671
277.36.943226204076730.356773795923268
289.29.106477274726160.0935227252738379
2915.715.10262082812380.597379171876155
3016.816.63173187828790.168268121712146
3118.419.0938503652455-0.693850365245544
3218.119.2026118402874-1.10261184028742
3314.614.46261387296360.137386127036391
347.87.51127869812350.288721301876494
357.67.14726545344630.452734546553706
363.83.789419324208010.0105806757919875
375.66.05650272107059-0.456502721070589
382.21.874398465493490.325601534506513
396.87.66529032955347-0.865290329553468
4011.811.77093589404780.0290641059522393
4114.915.1724360701322-0.272436070132217
4216.716.67113842706260.0288615729374281
4316.717.0275929388578-0.327592938857818
4415.915.9512916900024-0.0512916900023974
4513.613.21230354686790.387696453132087
469.28.837415123450240.362584876549761
472.87.8451566029084-5.0451566029084
482.54.49107888630981-1.99107888630981
494.84.641254435243380.158745564756625
502.84.1377432475151-1.3377432475151
517.87.59848065331970.201519346680298
5299.30243799677182-0.302437996771821
5312.912.16503332075030.73496667924975
5416.416.27546442172920.124535578270766
5521.823.3684577704862-1.56845777048623
5617.818.3686319374818-0.56863193748183
5713.513.46441580318040.0355841968196445
58109.701006682452550.298993317547449
5910.49.660856208170650.73914379182935
605.54.89699976448710.603000235512895
6143.940428482231650.0595715177683522
626.85.173750541373751.62624945862625
635.76.34347293613845-0.643472936138451
649.18.768179564890020.331820435109979
6513.613.15016076325940.449839236740593
661514.5903963076460.409603692353994
6720.922.5794279222334-1.67942792223343
6820.420.9601369449912-0.56013694499121
691413.91783667224780.0821633277521832
7013.713.9423897123617-0.2423897123617
717.16.74205636059590.357943639404103
720.81.85301210816076-1.05301210816076
732.13.89470144532826-1.79470144532826
741.33.16168503531301-1.86168503531301
753.95.26980579324327-1.36980579324327
7610.710.8192836454185-0.119283645418519
7711.110.9691817124430.130818287557026
7816.415.94418091164180.455819088358215
7917.116.93965991237940.160340087620576
8017.317.10705540267360.192944597326401
8112.912.12934535746860.770654642531369
8210.910.08652435901070.813475640989349
835.35.057243379310020.242756620689976
840.72.7768713023131-2.0768713023131
85-0.21.76254279779215-1.96254279779215
866.56.045521664074290.454478335925711
878.67.767673991107220.832326008892783
888.58.63100699714087-0.131006997140871
8913.312.80020309671220.499796903287801
9016.216.3255372914166-0.12553729141662
9117.518.2847487231645-0.784748723164516
9221.222.7713594829596-1.57135948295958
9314.814.73609408095490.0639059190450647
9410.310.3766001799766-0.0766001799766323
957.37.092031944973260.207968055026738
965.14.939719120177090.160280879822914
974.44.82985093808896-0.429850938088956
986.26.29305395142695-0.0930539514269503
997.77.4925924535760.207407546424006
1009.38.975872214602640.324127785397363
10115.615.26430781713990.335692182860137
10216.316.6516914925431-0.351691492543136
10316.616.8578685886827-0.257868588682707
10417.417.06599169841790.334008301582085
10515.315.27385646432630.0261435356736928
1069.78.956120075574520.743879924425475
1073.73.97479274563566-0.27479274563566
1084.64.101418517958780.498581482041218
1095.45.60590360465164-0.205903604651642
1103.13.5190342943726-0.419034294372601
1117.97.539464221813350.360535778186648
11210.19.883363235293560.216636764706437
1131515.063810144857-0.0638101448569551
11415.615.19054066339970.409459336600252
11519.720.5057943044882-0.805794304488216
11618.118.3017083251722-0.201708325172195
11717.718.4324501428992-0.732450142899205
11810.710.2573619361150.442638063884979
1196.25.747636128651960.452363871348038
1204.23.771639550140290.428360449859707
12143.716748768758810.283251231241189
1225.95.2923273316050.607672668395004
1237.16.447712181355220.652287818644782
12410.510.2990248422510.200975157749016
12515.115.158762293334-0.0587622933339502
12616.817.2078323222615-0.407832322261452
12715.315.8549765144121-0.554976514412088
12818.419.0798034695453-0.679803469545256
12916.116.6677731308184-0.567773130818393
13011.310.8818960504310.418103949568983
1317.97.84296443849270.0570355615073051
1325.66.09282694998897-0.492826949988966
1333.43.390535361751410.00946463824858606
1344.84.582742086227590.217257913772411
1356.56.436871163389640.0631288366103547
1368.57.959144874596430.540855125403574
13715.114.65298029910830.447019700891682
13815.715.34600272014990.353997279850129
13918.719.8312673516029-1.13126735160285
14019.219.777484271478-0.577484271477996
14112.912.07678825931140.823211740688632
14214.414.22180186255020.178198137449816
1436.25.087690807269731.11230919273027
1443.32.518348339940780.781651660059221
1454.64.577697734547950.0223022654520469
1467.27.083846169153520.116153830846484
1477.87.91541293583372-0.115412935833722
1489.99.717634225119690.182365774880314
14913.613.19228259517060.407717404829354
15017.117.1219713549613-0.0219713549613
15117.818.1881456430314-0.388145643031368
15218.619.4480009541226-0.84800095412263
15314.714.11443726394020.585562736059844
15410.59.985410221496240.51458977850376
1558.67.695776868611040.904223131388959
1564.44.59890704626816-0.198907046268158
1572.33.59647612561538-1.29647612561538
1582.84.3199943637391-1.5199943637391
1598.88.675278435873270.124721564126736
16010.710.7895747221937-0.08957472219366
16113.913.15790180519140.74209819480858
16219.319.986748346513-0.686748346513041
16319.520.1788696872421-0.678869687242113
16420.421.1940385555073-0.794038555507274
16515.314.79841301216380.501586987836243
1667.97.549594092598720.350405907401284
1678.37.661407031890140.638592968109858
1684.54.370278029339580.129721970660423
1693.23.58403063920997-0.384030639209967
17055.34025767176264-0.340257671762643
1716.66.98098756065808-0.380987560658082
17211.110.65577122584180.444228774158195
17312.812.08379970267210.716200297327888
17416.316.13583279986190.164167200138129
17517.417.452832872823-0.0528328728229722
17618.919.8956180876399-0.995618087639925
17715.815.68433385010780.115666149892176
17811.711.44607524594060.253924754059406
1796.45.534474168472460.86552583152754
1802.92.69098526605570.209014733944297
1814.75.24242217872173-0.542422178721731
1822.43.63067202229538-1.23067202229538
1837.27.45074661644316-0.250746616443157
18410.710.24505064400090.454949355999097
18513.412.8761609259070.523839074093005
18618.518.06356564183560.436434358164388
18718.319.0657604255219-0.765760425521923
18816.817.0391132072216-0.239113207221551
18916.616.9506819882238-0.35068198822377
19014.113.77769596702850.322304032971539
1916.15.484439054682780.615560945317219
1923.53.349851519955950.15014848004405
1931.72.82294227647861-1.12294227647861
1942.32.85710676660645-0.557106766606453
1954.55.75954724827446-1.25954724827446
1969.38.922574166959760.377425833040241
19714.213.58172239254650.61827760745347
19817.316.99972080662130.300279193378719
1992323.8225947284494-0.82259472844943
20016.316.25003305110030.0499669488997437
20118.414.4520150034163.94798499658404
20214.214.087851597860.112148402140043
2039.18.367002690125620.732997309874376
2045.95.112014718502250.787985281497748
2057.27.011841606485370.188158393514626
2066.86.362444988684520.437555011315476
20787.562569171390910.437430828609086
20814.313.54802515558390.751974844416093
20914.614.12191205712670.478087942873276
21017.517.9092907189959-0.409290718995871
21117.217.4439925983257-0.243992598325692
21217.217.3045848822701-0.104584882270077
21314.113.72810471275520.371895287244812
21410.59.644452146776360.855547853223642
2156.86.010722717581290.789277282418711
2164.14.62245553758052-0.522455537580517
2176.56.62014273552609-0.120142735526087
2186.16.86530031893648-0.765300318936478
2196.36.72931564405048-0.429315644050479
2209.39.42370997916598-0.123709979165984
22116.415.65372152256780.746278477432159
22216.115.57274619668280.527253803317249
2231817.38999836730880.610001632691177
22417.617.27306139346990.326938606530056
2251412.69535721965161.30464278034845
22610.59.332714538393591.16728546160641
2276.96.012916630171720.887083369828276
2282.82.443173506173410.356826493826594
2290.72.09164938181036-1.39164938181036
2303.63.57626503414390.0237349658560997
2316.76.55215623552460.147843764475399
23212.510.58878689830371.91121310169628
23314.413.37321503269291.02678496730711
23416.515.9411164707940.558883529206031
23518.718.10832682932960.591673170670432
23619.418.09264276798611.30735723201393
23715.815.36620899234490.433791007655086
23811.310.22956706944361.0704329305564
2399.79.004559983666750.695440016333253
2402.93.5185272393242-0.618527239324199


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.3176941590387330.6353883180774660.682305840961267
110.2520266919731360.5040533839462710.747973308026864
120.1518346770956730.3036693541913450.848165322904327
130.08176063485781960.1635212697156390.91823936514218
140.6865352717637960.6269294564724090.313464728236204
150.5898016132551320.8203967734897370.410198386744868
160.4957763274182240.9915526548364470.504223672581776
170.4386817898118030.8773635796236060.561318210188197
180.3623228682984410.7246457365968820.637677131701559
190.3013812434333170.6027624868666350.698618756566683
200.2304466798036740.4608933596073490.769553320196326
210.1753263155291730.3506526310583470.824673684470827
220.1586091268776090.3172182537552180.841390873122391
230.1979705165001890.3959410330003790.80202948349981
240.1485904379918340.2971808759836670.851409562008166
250.109182699102930.2183653982058610.89081730089707
260.0861309960161830.1722619920323660.913869003983817
270.06823750185535520.136475003710710.931762498144645
280.04776302472331060.09552604944662130.95223697527669
290.04282884273168580.08565768546337150.957171157268314
300.02937145865381740.05874291730763480.970628541346183
310.02876324468137450.0575264893627490.971236755318626
320.03650328171873920.07300656343747840.96349671828126
330.02630019151795310.05260038303590620.973699808482047
340.01869252267905820.03738504535811640.981307477320942
350.0160233872675650.03204677453512990.983976612732435
360.01072502298702740.02145004597405470.989274977012973
370.007466347528162610.01493269505632520.992533652471837
380.005459620815751820.01091924163150360.994540379184248
390.007871433344365670.01574286668873130.992128566655634
400.005222428297995840.01044485659599170.994777571702004
410.003540013635925810.007080027271851620.996459986364074
420.002304309907456710.004608619814913410.997695690092543
430.001495732259839360.002991464519678720.99850426774016
440.000933247634115020.001866495268230040.999066752365885
450.0006672038526684140.001334407705336830.999332796147332
460.0004596378510638910.0009192757021277830.999540362148936
470.9500050385153250.09998992296934920.0499949614846746
480.97869028147830.04261943704339760.0213097185216988
490.9739278332582270.05214433348354620.0260721667417731
500.9828827727443970.03423445451120590.0171172272556029
510.9790514599749380.04189708005012310.0209485400250616
520.9733750568761310.05324988624773750.0266249431238687
530.9731558927329750.05368821453405070.0268441072670254
540.9659084039097740.06818319218045280.0340915960902264
550.9800610910060630.03987781798787340.0199389089939367
560.9756507648603620.04869847027927520.0243492351396376
570.9704713636622030.05905727267559350.0295286363377967
580.9648454765671120.07030904686577680.0351545234328884
590.9657349092915240.06853018141695140.0342650907084757
600.967698805319650.06460238936069920.0323011946803496
610.9606480412533750.0787039174932490.0393519587466245
620.9809160676392040.0381678647215910.0190839323607955
630.9787633176756560.04247336464868790.0212366823243439
640.9740671582955780.05186568340884410.0259328417044221
650.9700735151412750.05985296971744920.0299264848587246
660.9658548699107850.06829026017842940.0341451300892147
670.9812987937609390.0374024124781230.0187012062390615
680.977829334225120.04434133154976080.0221706657748804
690.9718444330948540.05631113381029280.0281555669051464
700.964997136412380.0700057271752420.035002863587621
710.9582272809866490.08354543802670220.0417727190133511
720.9629951795385550.07400964092289070.0370048204614454
730.9852229482894660.02955410342106890.0147770517105345
740.9949243678823050.01015126423539040.00507563211769522
750.996705057210170.006589885579659120.00329494278982956
760.9956215174161280.008756965167743330.00437848258387166
770.9942618695407820.01147626091843660.0057381304592183
780.993269460764930.0134610784701390.0067305392350695
790.9913228717444010.01735425651119710.00867712825559854
800.989073220521990.02185355895602070.0109267794780104
810.9893857413849840.02122851723003220.0106142586150161
820.9900736705412730.01985265891745370.00992632945872684
830.9879033954626730.02419320907465460.0120966045373273
840.997051285786360.005897428427280820.00294871421364041
850.9993296276776520.001340744644695610.000670372322347805
860.9991608571707970.001678285658406610.000839142829203303
870.999215007837690.001569984324618840.00078499216230942
880.998938980817810.002122038364380410.0010610191821902
890.9987782688752840.002443462249431320.00122173112471566
900.998341019954070.003317960091858640.00165898004592932
910.9982962015748810.003407596850237190.0017037984251186
920.9993048679936560.001390264012688240.000695132006344119
930.9990614837780740.001877032443852160.000938516221926079
940.9987191011962740.002561797607451190.0012808988037256
950.9983752127689150.003249574462169890.00162478723108495
960.9978653889134460.004269222173108160.00213461108655408
970.9973609789590760.005278042081846970.00263902104092349
980.9966045466062460.006790906787508660.00339545339375433
990.995563288472820.008873423054361290.00443671152718065
1000.9945806859172370.01083862816552680.00541931408276341
1010.9933228378935890.01335432421282230.00667716210641113
1020.9917259694061840.01654806118763130.00827403059381563
1030.9897802431379940.02043951372401120.0102197568620056
1040.9876733759522020.02465324809559710.0123266240477985
1050.9843476076536390.03130478469272230.0156523923463611
1060.9842444282232280.03151114355354490.0157555717767724
1070.9808549432124080.03829011357518450.0191450567875922
1080.9781907450327220.04361850993455610.021809254967278
1090.9730598231644870.05388035367102560.0269401768355128
1100.9688604308952780.06227913820944450.0311395691047223
1110.9637743094370620.07245138112587680.0362256905629384
1120.9566776789662790.0866446420674430.0433223210337215
1130.9477775302191170.1044449395617660.0522224697808829
1140.9405778448789440.1188443102421110.0594221551210557
1150.9410978787250910.1178042425498180.058902121274909
1160.930307647951660.139384704096680.0696923520483402
1170.9312040143772680.1375919712454640.0687959856227322
1180.9228286506569340.1543426986861320.077171349343066
1190.9133295547193970.1733408905612070.0866704452806034
1200.9046080771248520.1907838457502960.0953919228751482
1210.8901075867431040.2197848265137910.109892413256896
1220.88372305266080.2325538946784010.116276947339201
1230.876670004699550.2466599906008980.123329995300449
1240.8591480966530040.2817038066939910.140851903346996
1250.8376814122546580.3246371754906840.162318587745342
1260.8222418475809640.3555163048380730.177758152419036
1270.8105333487293550.3789333025412890.189466651270645
1280.8135743553970170.3728512892059670.186425644602983
1290.8107094684312350.3785810631375310.189290531568765
1300.7915095169958980.4169809660082050.208490483004102
1310.7639972142200960.4720055715598080.236002785779904
1320.7548086140217990.4903827719564030.245191385978201
1330.7250288269454750.549942346109050.274971173054525
1340.6951029388939820.6097941222120370.304897061106018
1350.6641458033933550.671708393213290.335854196606645
1360.6501046374822650.6997907250354690.349895362517735
1370.6258831469106020.7482337061787970.374116853089398
1380.5963776966776860.8072446066446280.403622303322314
1390.638990142356450.72201971528710.36100985764355
1400.6399918569828560.7200162860342880.360008143017144
1410.6593760545322840.6812478909354330.340623945467716
1420.6273640476465290.7452719047069420.372635952353471
1430.6771129723954010.6457740552091970.322887027604599
1440.6908320132101120.6183359735797750.309167986789888
1450.6573947394836240.6852105210327510.342605260516376
1460.6495676344612650.700864731077470.350432365538735
1470.613106023553970.7737879528920590.38689397644603
1480.5778491218448930.8443017563102150.422150878155107
1490.5473798355046730.9052403289906540.452620164495327
1500.5111505880111840.9776988239776310.488849411988816
1510.4865759003677650.973151800735530.513424099632235
1520.4821606827296930.9643213654593860.517839317270307
1530.4589579973347480.9179159946694960.541042002665252
1540.4350359920914790.8700719841829570.564964007908521
1550.4321204803598150.864240960719630.567879519640185
1560.3946361509349290.7892723018698580.605363849065071
1570.4369887487171210.8739774974342410.56301125128288
1580.5475550937145590.9048898125708830.452444906285441
1590.509023303031610.981953393936780.49097669696839
1600.4705570460567460.941114092113490.529442953943254
1610.4665276423300070.9330552846600140.533472357669993
1620.4981471191912190.9962942383824380.501852880808781
1630.5178327394138770.9643345211722460.482167260586123
1640.59171595593990.8165680881201990.408284044060099
1650.5621711748102070.8756576503795860.437828825189793
1660.525040804533220.949918390933560.47495919546678
1670.4981200169053650.996240033810730.501879983094635
1680.4571972437819760.9143944875639520.542802756218024
1690.4211811458432750.842362291686550.578818854156725
1700.3907462315061630.7814924630123260.609253768493837
1710.3716565323448880.7433130646897770.628343467655112
1720.3405684947511070.6811369895022130.659431505248893
1730.319235538616220.638471077232440.68076446138378
1740.2837186740443290.5674373480886570.716281325955671
1750.2491393221100960.4982786442201920.750860677889904
1760.2998462965068190.5996925930136380.700153703493181
1770.2646523636129850.5293047272259690.735347636387015
1780.2362825261557610.4725650523115220.763717473844239
1790.2450503615768530.4901007231537060.754949638423147
1800.2142950597732440.4285901195464880.785704940226756
1810.1980521669024090.3961043338048180.801947833097591
1820.2214585472426530.4429170944853050.778541452757348
1830.2103937552308080.4207875104616150.789606244769192
1840.1851895665734950.370379133146990.814810433426505
1850.1631124686766080.3262249373532150.836887531323392
1860.1403096754596170.2806193509192350.859690324540383
1870.1494847955609090.2989695911218170.850515204439091
1880.1453107307166710.2906214614333430.854689269283329
1890.1504040343807490.3008080687614970.849595965619251
1900.1332332807047920.2664665614095850.866766719295208
1910.1138818342962920.2277636685925830.886118165703708
1920.09338721780856250.1867744356171250.906612782191437
1930.1360024713849970.2720049427699940.863997528615003
1940.1259230099044890.2518460198089780.87407699009551
1950.1934006714318110.3868013428636230.806599328568189
1960.1644064949614960.3288129899229920.835593505038504
1970.1509651646692230.3019303293384470.849034835330777
1980.1358913678267290.2717827356534580.864108632173271
1990.2810388632174790.5620777264349590.71896113678252
2000.2522086093243730.5044172186487460.747791390675627
2010.9377508834177480.1244982331645040.062249116582252
2020.9254715203504250.1490569592991510.0745284796495754
2030.9082324496685650.183535100662870.0917675503314352
2040.9043938714990160.1912122570019680.0956061285009842
2050.8806314588093950.2387370823812090.119368541190605
2060.8597291682501480.2805416634997050.140270831749852
2070.824650588608760.350698822782480.17534941139124
2080.7911296527151960.4177406945696080.208870347284804
2090.7452223166757330.5095553666485330.254777683324267
2100.7662061465872340.4675877068255310.233793853412766
2110.818878520812850.36224295837430.18112147918715
2120.8523926532210650.2952146935578690.147607346778935
2130.8314763286751420.3370473426497160.168523671324858
2140.7886888803993040.4226222392013910.211311119600696
2150.7752818805814590.4494362388370820.224718119418541
2160.723961443962780.5520771120744410.27603855603722
2170.6574851069160740.6850297861678530.342514893083926
2180.680125033836910.639749932326180.31987496616309
2190.6207381203615650.758523759276870.379261879638435
2200.5620499362148730.8759001275702550.437950063785127
2210.4909566189887730.9819132379775460.509043381011227
2220.4255403661422650.851080732284530.574459633857735
2230.3618477942308090.7236955884616180.638152205769191
2240.3882841426195960.7765682852391920.611715857380404
2250.3225246230456720.6450492460913440.677475376954328
2260.4146301976329580.8292603952659150.585369802367042
2270.4122303976664760.8244607953329520.587769602333524
2280.6700897133608670.6598205732782660.329910286639133
2290.547295456715250.90540908656950.45270454328475
2300.8218445651185570.3563108697628860.178155434881443


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level240.108597285067873NOK
5% type I error level580.262443438914027NOK
10% type I error level850.384615384615385NOK