Multiple Linear Regression - Estimated Regression Equation
Temp[t] = + 15.6573390895579 + 0.338889766628572Max[t] + 0.690572412192343Min[t] -0.00598952836620577Neerslag[t] + 2.39766006260503e-05Luchtdruk[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)15.65733908955796.3534992.46440.0144430.007221
Max0.3388897666285720.02111716.047900
Min0.6905724121923430.02923423.622100
Neerslag-0.005989528366205770.000905-6.615900
Luchtdruk2.39766006260503e-050.0006140.0390.9689060.484453


Multiple Linear Regression - Regression Statistics
Multiple R0.994671322830967
R-squared0.989371040462307
Adjusted R-squared0.98919012200209
F-TEST (value)5468.60192862997
F-TEST (DF numerator)4
F-TEST (DF denominator)235
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation5.52127602826185
Sum Squared Residuals7163.85491036085


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
16167.9238511658936-6.92385116589362
28181.3961033725705-0.396103372570479
38786.98971296053590.0102870394640635
48781.83177551633795.1682244836621
5136125.55419759081710.445802409183
6147148.011080280773-1.01108028077337
7168166.5892173461141.41078265388553
8185179.8661000037755.1338999962249
9137135.0577553123511.94224468764916
10125127.406428086649-2.40642808664945
116460.51605028264183.48394971735818
124548.7866690262829-3.78666902628287
133539.4321713822332-4.4321713822332
14-4-7.59179379378523.5917937937852
158888.7556722922433-0.755672292243292
168583.64684237730451.3531576226955
179594.48445492655380.515545073446223
18128124.1830200041093.81697999589094
19186186.390538559128-0.390538559127943
20182176.0136235859475.98637641405316
21151142.4858187183928.51418128160783
22106109.737358362195-3.73735836219463
236057.76201020051092.23798979948913
244449.049417475545-5.049417475545
253033.4772482432312-3.47724824323123
265455.8183197756072-1.81831977560721
277273.8203946008122-1.82039460081218
288887.82089826490450.179101735095451
29153147.4752566198025.52474338019795
30168162.9040523508745.09594764912552
31181178.5305725555922.46942744440779
32180179.0098792868450.990120713154545
33149161.135258541894-12.1352585418937
348481.05511295781182.94488704218822
358586.5647354292059-1.56473542920594
364246.0882115869429-4.08821158694293
375454.1002626035629-0.100262603562921
383035.6315203766505-5.63152037665048
399662.923546682670633.0764533173294
40110105.391863241154.60813675885049
41141139.4316529574931.56834704250734
42159155.929280898553.07071910145048
43164162.2637093954851.73629060451524
44155156.012728168014-1.01272816801442
45135145.715358827316-10.7153588273159
469396.9308149533485-3.93081495334855
472831.897977024616-3.89797702461602
485652.49772257463613.50227742536394
495657.3565487926634-1.35654879266337
502224.7792020126504-2.77920201265036
517676.0259457845668-0.0259457845668432
528379.67529901020973.32470098979029
53121119.6954409515551.30455904844483
54151149.0537922299951.9462077700052
55208207.0381248661020.961875133897579
56179180.34746263762-1.34746263762025
57139168.864597539008-29.8645975390079
589995.43821778617643.56178221382357
59103102.7872507292220.212749270778479
605754.3539252429852.64607475701498
614442.754991551491.24500844850998
627072.3380536136157-2.33805361361571
635854.23987777123783.76012222876225
649192.064882914872-1.06488291487199
65126117.5373103042938.46268969570681
66146139.6019245398466.39807546015378
67199195.9353521372833.06464786271731
68194189.9124355814514.08756441854921
69145168.529869469171-23.5298694691708
70131132.138342963185-1.13834296318501
717474.1555646132975-0.155564613297509
72-3-4.244349683843011.24434968384301
73715.0882429658397-8.0882429658397
741010.6317940030462-0.631794003046183
753437.2800171144316-3.28001711443157
769490.0953231944343.90467680556602
77105104.8507856005850.149214399414636
78151143.9191795983117.08082040168875
79162159.1659698587322.83403014126807
80175173.2495391050861.75046089491437
81128137.087301997352-9.08730199735176
82115115.050088828017-0.0500888280172297
836259.33861157039422.66138842960583
841113.1214280079209-2.12142800792085
85-7-3.35488643680218-3.64511356319782
866462.5132082285241.48679177147601
878083.678151631632-3.67815163163203
887773.40979057146643.59020942853359
89127121.0609795714745.93902042852635
90158154.7916429240813.20835707591897
91173171.0387021604451.96129783955468
92206204.9266878237981.07331217620152
93147153.596300670205-6.59630067020517
9410399.7276655221083.27233447789204
957377.5673576044443-4.56735760444432
965251.96237007131310.03762992868688
975252.4902929407956-0.490292940795572
986871.7840705192665-3.78407051926655
997773.23542117091473.76457882908533
1009496.0658875474898-2.06588754748976
101147142.784226064124.21577393587972
102160160.13074527569-0.130745275690408
103166167.274544596304-1.27454459630403
104167160.5619822234776.4380177765233
105155158.735170099684-3.73517009968404
10610499.15785421747764.84214578252235
1074440.03082470742573.9691752925743
1085357.2608578167755-4.26085781677548
1095655.45582409787460.544175902125355
1103634.4547829928091.54521700719105
1117672.8872344872523.112765512748
1129999.0247426836515-0.0247426836515339
113142137.8995551201574.10044487984258
114150145.0036632221584.99633677784197
115190189.1631880201210.836811979878517
116176169.8855778645146.11442213548625
117175186.091413740825-11.0914137408255
118112113.287324146872-1.28732414687169
1197372.29626972907710.703730270922913
1205249.227773820692.77222617930997
1214852.1103015544708-4.11030155447084
1226158.83320488345792.16679511654214
1236866.9108614389611.08913856103898
1249799.1542307206327-2.15423072063265
125146142.9004892462943.09951075370588
126160158.8395147042481.16048529575234
127155154.195754991850.804245008149833
128175177.835646659337-2.83564665933656
129163164.479549135713-1.47954913571302
130117117.12146061007-0.121460610069661
1318282.8689473685259-0.868947368525867
1325557.9558890649099-2.9558890649099
1333234.3072930552387-2.30729305523866
1344847.775843431220.224156568780042
1355355.5761807185588-2.57618071855878
1368281.79493251988150.205067480118537
137139136.1541590067422.84584099325819
138150145.837561182394.16243881760954
139184184.232788865369-0.23278886536914
140185182.2307015537832.76929844621726
141138150.111795733876-12.1117957338757
142147154.018095966951-7.01809596695099
1437774.71835885485492.28164114514512
1443229.1526808308262.84731916917405
1454851.8189787040663-3.8189787040663
1467269.90051252744432.09948747255568
1477674.90816851590981.09183148409018
1489490.56817588582383.43182411417616
149133134.381437366574-1.38143736657421
150164162.1812949914561.81870500854374
151174173.1102982241310.889701775869114
152187182.1085706646524.89142933534771
153149157.959293708092-8.95929370809151
154102100.7511302620561.24886973794368
1558683.58052010669522.41947989330477
1563538.6845175219327-3.68451752193268
1573131.8478563326473-0.847856332647273
1582830.1292019076713-2.12920190767131
1597573.08697938514251.91302061485751
16010294.84810146983947.15189853016063
161133128.071523703954.9284762960504
162178170.9057777572137.09422224278734
163190188.7931531638491.20684683615092
164190189.4800537289340.519946271065647
165147151.935684966806-4.93568496680607
1668380.5185305840132.48146941598701
1678386.0967896014683-3.09678960146833
1684647.3110005866273-1.31100058662733
1694038.35450295669591.64549704330409
1705051.3351667392715-1.33516673927153
1716159.56786738523511.43213261476492
17210295.98023238577456.01976761422552
173117112.646418512024.35358148797973
174158152.0240021590775.97599784092293
175170168.2606319888831.73936801111741
176190186.7603873048533.23961269514736
177155161.876548296633-6.87654829663346
178117122.366515954857-5.36651595485659
1796866.81953477483121.1804652251688
1804040.8450630005796-0.845063000579554
1815660.7030768900218-4.70307689002183
1822828.7811796842296-0.781179684229586
1836666.9003064009767-0.900306400976725
184103101.0094950938941.99050490610571
185122117.9377230451544.06227695484552
186166162.0847219812493.91527801875052
187176174.1240634381521.87593656184756
188164160.8373567148833.16264328511651
189160162.688812955301-2.68881295530109
190139143.385577698713-4.38557769871256
1917573.09351311333491.90648688666514
1924446.433515886296-2.43351588629605
1932226.1043038294024-4.10430382940236
1943239.1171650348306-7.11716503483057
1954241.76506442943490.23493557056508
1968689.3256351688394-3.32563516883938
197140137.3797153171622.62028468283758
198163158.1681801624384.83181983756155
199222218.9857003677023.01429963229774
200166158.398084280367.60191571964028
201183205.719805095426-22.7198050954256
202140135.4621980286154.53780197138515
2039898.7023910012507-0.702391001250689
2046972.3140705703015-3.31407057030148
2057576.1090385972568-1.10903859725678
2066364.5514508813456-1.55145088134561
2078178.69104417758252.3089558224175
208126122.0850082274593.91499177254093
209139134.0400892412124.95991075878755
210171174.983173868949-3.98317386894902
211170167.8115857999752.18841420002543
212173172.2367794799070.763220520093211
213144150.249163804685-6.24916380468495
214105106.604620109459-1.60462010945901
2157575.8264441969851-0.826444196985075
2164144.6281267573715-3.62812675737148
2176871.19722290636-3.19722290635996
2185351.2140563671691.78594363283103
2196156.61484294348554.38515705651451
2208786.69030795072760.309692049272369
221155145.8128766608989.18712333910214
222159160.267587568867-1.26758756886697
223180178.2066449458381.79335505416211
224175175.026121779224-0.0261217792235521
225138151.014716609584-13.0147166095844
226105101.4538613338733.54613866612718
2277372.85548261675580.144517383244182
2282627.8043487370205-1.80434873702049
2291216.6014417873303-4.60144178733027
2303534.97119838090010.0288016190999152
2316463.65172065216760.348279347832432
232115111.1339102374063.86608976259388
233138133.6772525716184.32274742838153
234138155.636703737211-17.6367037372107
235182184.40772401455-2.40772401455023
236191189.0286600875791.97133991242089
237155168.134263596346-13.1342635963459
238113109.6326271480363.36737285196438
2399898.7965301187159-0.796530118715896
2402927.93105509126821.06894490873183


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
80.002082859071362440.004165718142724890.997917140928638
90.0002585245072603280.0005170490145206570.99974147549274
103.96051958955247e-057.92103917910493e-050.999960394804104
115.34801617218323e-050.0001069603234436650.999946519838278
128.70660545707763e-061.74132109141553e-050.999991293394543
139.56334676985574e-061.91266935397115e-050.99999043665323
143.14719774683551e-066.29439549367102e-060.999996852802253
155.25978275658092e-071.05195655131618e-060.999999474021724
164.54760537476681e-079.09521074953361e-070.999999545239463
178.59684143222506e-081.71936828644501e-070.999999914031586
181.64788562887808e-083.29577125775617e-080.999999983521144
191.06447338592479e-082.12894677184959e-080.999999989355266
207.37040404554883e-081.47408080910977e-070.99999992629596
212.37780738553565e-084.75561477107131e-080.999999976221926
221.69566702749148e-083.39133405498297e-080.99999998304333
235.42121864684227e-091.08424372936845e-080.999999994578781
241.28882182269629e-092.57764364539258e-090.999999998711178
252.97359595243954e-105.94719190487907e-100.99999999970264
269.38837742550862e-111.87767548510172e-100.999999999906116
272.11476965232179e-114.22953930464358e-110.999999999978852
284.46681927451422e-128.93363854902843e-120.999999999995533
299.81612547575019e-131.96322509515004e-120.999999999999018
304.69993284745347e-139.39986569490695e-130.99999999999953
319.84292299205565e-141.96858459841113e-130.999999999999902
324.4514476695047e-148.90289533900939e-140.999999999999955
330.003427664237258550.006855328474517090.996572335762741
340.002122559591828620.004245119183657230.997877440408171
350.001289302220773510.002578604441547020.998710697779226
360.0008428381795125430.001685676359025090.999157161820487
370.0005000714631762880.001000142926352580.999499928536824
380.0003137257975583140.0006274515951166290.999686274202442
390.8986690065618830.2026619868762340.101330993438117
400.8801942717671170.2396114564657670.119805728232884
410.8545253975398910.2909492049202180.145474602460109
420.8282218903287170.3435562193425670.171778109671283
430.798359643533610.403280712932780.20164035646639
440.7621770277949050.475645944410190.237822972205095
450.9324607470196820.1350785059606360.067539252980318
460.9189634291807980.1620731416384040.0810365708192019
470.9058506184068740.1882987631862530.0941493815931265
480.9023856422457560.1952287155084890.0976143577542444
490.8822968936319640.2354062127360720.117703106368036
500.8678261572042210.2643476855915590.132173842795779
510.8419475014663450.3161049970673090.158052498533655
520.8173371509997820.3653256980004360.182662849000218
530.7876340760428660.4247318479142670.212365923957134
540.7557525278935250.4884949442129510.244247472106475
550.7204243934422730.5591512131154540.279575606557727
560.6824249205987520.6351501588024970.317575079401248
570.9998833405236380.0002333189527239930.000116659476361997
580.9998879098563990.0002241802872011950.000112090143600598
590.9998376397497490.0003247205005021880.000162360250251094
600.9998126360812740.0003747278374516120.000187363918725806
610.9997443943141380.0005112113717249030.000255605685862451
620.9996541772626950.0006916454746093330.000345822737304666
630.999559567206040.0008808655879205630.000440432793960282
640.9994335594345390.00113288113092240.000566440565461201
650.9995442062774230.0009115874451535140.000455793722576757
660.9995311733121630.0009376533756733970.000468826687836699
670.9993784964313660.001243007137267160.000621503568633578
680.9992294418102570.001541116379486820.000770558189743411
690.9999992854448291.42911034176532e-067.14555170882659e-07
700.9999989599620932.08007581409335e-061.04003790704667e-06
710.9999983700429993.25991400182323e-061.62995700091162e-06
720.9999974718178815.0563642384367e-062.52818211921835e-06
730.9999991138703531.77225929320225e-068.86129646601126e-07
740.9999985810487312.83790253744153e-061.41895126872077e-06
750.9999982705810013.45883799797422e-061.72941899898711e-06
760.9999976829169684.63416606493348e-062.31708303246674e-06
770.9999963853746187.22925076345182e-063.61462538172591e-06
780.9999972348460855.53030783063948e-062.76515391531974e-06
790.9999961624376637.6751246741658e-063.8375623370829e-06
800.9999944634964571.10730070862617e-055.53650354313083e-06
810.9999975871591274.82568174607156e-062.41284087303578e-06
820.9999962033782147.59324357099863e-063.79662178549931e-06
830.999995205470019.58905997939403e-064.79452998969701e-06
840.9999932238029221.35523941556599e-056.77619707782994e-06
850.999991570699631.68586007392053e-058.42930036960265e-06
860.9999877316487062.45367025887676e-051.22683512943838e-05
870.9999845281593763.09436812478334e-051.54718406239167e-05
880.9999804338948973.91322102058654e-051.95661051029327e-05
890.9999820423178373.5915364325702e-051.7957682162851e-05
900.999976465390844.70692183206641e-052.3534609160332e-05
910.9999670117816436.59764367138511e-053.29882183569255e-05
920.9999539780620939.20438758139579e-054.6021937906979e-05
930.9999616640117097.66719765824285e-053.83359882912142e-05
940.9999525434779749.49130440518509e-054.74565220259255e-05
950.999950734579239.85308415391361e-054.9265420769568e-05
960.9999276303776580.0001447392446836057.23696223418025e-05
970.9998946698747370.000210660250526450.000105330125263225
980.999872750255980.0002544994880392430.000127249744019622
990.999854373967070.0002912520658602250.000145626032930113
1000.9998030866412560.0003938267174870310.000196913358743515
1010.9997743419327150.0004513161345700880.000225658067285044
1020.9996819880375920.0006360239248163060.000318011962408153
1030.9995683566238330.0008632867523335190.000431643376166759
1040.9996300758747490.0007398482505015820.000369924125250791
1050.9995777673663740.0008444652672509470.000422232633625473
1060.9995616126820840.0008767746358328760.000438387317916438
1070.9995045837703410.0009908324593177330.000495416229658867
1080.9994266057556670.00114678848866630.000573394244333151
1090.9992095797631090.001580840473782650.000790420236891326
1100.9989440424998450.002111915000309910.00105595750015495
1110.9986997522196250.002600495560749530.00130024778037477
1120.998239317995440.003521364009119260.00176068200455963
1130.9980120579289360.003975884142128380.00198794207106419
1140.997923564280670.004152871438659730.00207643571932987
1150.9973133838665440.00537323226691260.0026866161334563
1160.9974878723139120.005024255372176180.00251212768608809
1170.9990127964830480.001974407033903220.000987203516951609
1180.998678419689840.00264316062032060.0013215803101603
1190.9982198113516610.00356037729667860.0017801886483393
1200.9977887072284330.004422585543134360.00221129277156718
1210.9974561005488780.005087798902243560.00254389945112178
1220.9967516457028050.006496708594390420.00324835429719521
1230.9957568882947950.008486223410409020.00424311170520451
1240.9946054588781790.01078908224364110.00539454112182056
1250.9935253029559290.01294939408814130.00647469704407066
1260.9918143330460790.01637133390784280.0081856669539214
1270.9895046113179760.02099077736404710.0104953886820236
1280.987349075032520.02530184993495940.0126509249674797
1290.9841381434240710.03172371315185790.0158618565759289
1300.9800023521972880.03999529560542290.0199976478027115
1310.9752683326783850.04946333464322930.0247316673216147
1320.9709091754148840.05818164917023140.0290908245851157
1330.965208185781780.06958362843643920.0347918142182196
1340.9572637944738130.0854724110523740.042736205526187
1350.949524439418870.1009511211622590.0504755605811296
1360.9388632584754960.1222734830490080.0611367415245041
1370.9315020150629490.1369959698741020.0684979849370511
1380.9282296220916070.1435407558167860.071770377908393
1390.9142255140350860.1715489719298270.0857744859649135
1400.9023544071810570.1952911856378850.0976455928189427
1410.9810295043876010.03794099122479740.0189704956123987
1420.9810621181105830.03787576377883480.0189378818894174
1430.9769001223623370.04619975527532590.0230998776376629
1440.9721569780387950.05568604392240940.0278430219612047
1450.9684269558402790.06314608831944110.0315730441597206
1460.9619367908436510.07612641831269830.0380632091563491
1470.9539361346000880.09212773079982450.0460638653999123
1480.9477343068936270.1045313862127460.0522656931063731
1490.9372407568129690.1255184863740630.0627592431870315
1500.9262632600005010.1474734799989980.0737367399994991
1510.9154737439832540.1690525120334920.0845262560167461
1520.90857179691070.1828564061786010.0914282030893004
1530.9321397004719240.1357205990561530.0678602995280763
1540.9192236503666920.1615526992666150.0807763496333077
1550.9060921418907910.1878157162184180.093907858109209
1560.8967958241798910.2064083516402180.103204175820109
1570.877990836675390.2440183266492210.12200916332461
1580.8591194761626440.2817610476747130.140880523837356
1590.8392051144303460.3215897711393090.160794885569655
1600.8562962239545490.2874075520909030.143703776045451
1610.8512998669730250.297400266053950.148700133026975
1620.8834699629643480.2330600740713030.116530037035652
1630.8715214440330660.2569571119338680.128478555966934
1640.8613646616821520.2772706766356950.138635338317848
1650.8813129448896180.2373741102207640.118687055110382
1660.8624053485436320.2751893029127360.137594651456368
1670.8415529066150420.3168941867699160.158447093384958
1680.8178302233998260.3643395532003470.182169776600174
1690.7909102688716580.4181794622566840.209089731128342
1700.7609714478822780.4780571042354440.239028552117722
1710.7298361560893550.540327687821290.270163843910645
1720.7267061086244810.5465877827510370.273293891375519
1730.7284888919420040.5430222161159920.271511108057996
1740.7467212695617390.5065574608765230.253278730438261
1750.7202461577582540.5595076844834930.279753842241746
1760.6889484607629950.6221030784740090.311051539237005
1770.7039489184928120.5921021630143750.296051081507188
1780.6807617625690930.6384764748618140.319238237430907
1790.6427616233257780.7144767533484440.357238376674222
1800.6016131860087030.7967736279825940.398386813991297
1810.5763638635747010.8472722728505980.423636136425299
1820.5338470440284650.9323059119430710.466152955971535
1830.4921029773045970.9842059546091930.507897022695403
1840.4561350905446690.9122701810893380.543864909455331
1850.4527720249607950.9055440499215910.547227975039205
1860.4407522468445470.8815044936890930.559247753155453
1870.4017570667648410.8035141335296810.598242933235159
1880.3860370213512350.7720740427024710.613962978648765
1890.3521239869334680.7042479738669350.647876013066532
1900.3191397123120520.6382794246241040.680860287687948
1910.2810772845293080.5621545690586160.718922715470692
1920.245143309145890.4902866182917790.75485669085411
1930.2160313928159550.432062785631910.783968607184045
1940.221421622159480.442843244318960.77857837784052
1950.1873106466798650.374621293359730.812689353320135
1960.1594134458012160.3188268916024320.840586554198784
1970.1385586054819210.2771172109638420.861441394518079
1980.1645996539534530.3291993079069070.835400346046547
1990.2158550795006630.4317101590013260.784144920499337
2000.1966337709791670.3932675419583340.803366229020833
2010.7022917436283050.5954165127433890.297708256371694
2020.6845056342113060.6309887315773880.315494365788694
2030.634466251930270.731067496139460.36553374806973
2040.5928162541774970.8143674916450070.407183745822504
2050.5392657219077940.9214685561844110.460734278092206
2060.4857341542686030.9714683085372050.514265845731398
2070.4361557928380130.8723115856760260.563844207161987
2080.4609080748642130.9218161497284260.539091925135787
2090.4349633128067630.8699266256135270.565036687193237
2100.3898669776367780.7797339552735560.610133022363222
2110.3342509604941290.6685019209882590.665749039505871
2120.305354504404780.6107090088095610.69464549559522
2130.3273750728972920.6547501457945840.672624927102708
2140.2830013689752070.5660027379504130.716998631024793
2150.2315119426308320.4630238852616640.768488057369168
2160.1995496051414460.3990992102828930.800450394858554
2170.1584183435211550.3168366870423090.841581656478845
2180.1279953848789070.2559907697578140.872004615121093
2190.09781757716135220.1956351543227040.902182422838648
2200.07664442382783220.1532888476556640.923355576172168
2210.1639030333002660.3278060666005310.836096966699734
2220.1329661650364060.2659323300728130.867033834963594
2230.102783291970420.205566583940840.89721670802958
2240.07113516509780120.1422703301956020.928864834902199
2250.2223285071551690.4446570143103380.777671492844831
2260.1621101726475490.3242203452950980.837889827352451
2270.1162324411859650.232464882371930.883767558814035
2280.07911061325328010.158221226506560.92088938674672
2290.0486300156004230.0972600312008460.951369984399577
2300.0326548995714060.0653097991428120.967345100428594
2310.02347674920608250.0469534984121650.976523250793918
2320.01591208702284440.03182417404568880.984087912977156


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level980.435555555555556NOK
5% type I error level1110.493333333333333NOK
10% type I error level1200.533333333333333NOK