Multiple Linear Regression - Estimated Regression Equation

Textiel[t] = + 22933.3245377883 -11.4625923918182Jaar[t] -0.31542641429758Voedingsmiddelen[t] + 0.0405011063177686Tabaksproducten[t] + 0.0496012021407Kleding[t] -0.0397286124296505Leer[t] + 0.391928393429071Hout[t] + 0.607239921728974Papier[t] + 0.0309693470192784Uitgeverijen[t] -0.017570610781955Cokes[t] -0.225793819721557Chemische[t] + 0.795475450018092Rubber[t] -0.334148069816387Nietmetaalhoudende[t] + 0.841062777698478t + e[t]

Multiple Linear Regression - Ordinary Least Squares
Variable	Parameter	S.D.	T-STAT H0: parameter = 0	2-tail p-value	1-tail p-value
(Intercept)	22933.3245377883	4875.70385	4.7036	8e-06	4e-06
Jaar	-11.4625923918182	2.436011	-4.7055	7e-06	4e-06
Voedingsmiddelen	-0.31542641429758	0.115389	-2.7336	0.007312	0.003656
Tabaksproducten	0.0405011063177686	0.031055	1.3042	0.194925	0.097463
Kleding	0.0496012021407	0.035764	1.3869	0.168305	0.084152
Leer	-0.0397286124296505	0.022547	-1.7621	0.080863	0.040432
Hout	0.391928393429071	0.084308	4.6488	9e-06	5e-06
Papier	0.607239921728974	0.118009	5.1457	1e-06	1e-06
Uitgeverijen	0.0309693470192784	0.045324	0.6833	0.495875	0.247937
Cokes	-0.017570610781955	0.048461	-0.3626	0.717626	0.358813
Chemische	-0.225793819721557	0.062644	-3.6044	0.000473	0.000237
Rubber	0.795475450018092	0.104411	7.6187	0	0
Nietmetaalhoudende	-0.334148069816387	0.048979	-6.8223	0	0
t	0.841062777698478	0.229856	3.6591	0.000392	0.000196

Multiple Linear Regression - Regression Statistics
Multiple R	0.95818201544121
R-squared	0.918112774714979
Adjusted R-squared	0.908346408396582
F-TEST (value)	94.0076119186235
F-TEST (DF numerator)	13
F-TEST (DF denominator)	109
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	4.23012264480904
Sum Squared Residuals	1950.43919732376

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	102	102.990321916938	-0.990321916938441
2	99	96.3360015084692	2.66399849153083
3	108	110.94681645486	-2.94681645486023
4	92	94.4461773093823	-2.44617730938233
5	99	96.4739236934766	2.5260763065234
6	102	100.953486941539	1.04651305846138
7	87	92.6258585339911	-5.62585853399115
8	71	78.9495041168939	-7.94950411689395
9	105	102.722931758987	2.27706824101275
10	115	108.27911726299	6.72088273701029
11	103	97.6704166639077	5.32958333609225
12	75	78.2590280708524	-3.25902807085243
13	97	93.5634531522089	3.43654684779107
14	95	90.0344857607432	4.96551423925684
15	99	101.105260995938	-2.10526099593791
16	100	96.0667879040205	3.93321209597946
17	92	89.0884490745935	2.91155092540646
18	94	98.4434196387382	-4.44341963873823
19	89	84.6990740681952	4.30092593180476
20	67	70.0947257507869	-3.0947257507869
21	109	98.1326349528229	10.8673650471771
22	113	108.483179909464	4.51682009053588
23	106	96.610310002363	9.38968999763698
24	78	76.8196286295405	1.1803713704595
25	102	97.0192957687167	4.98070423128332
26	97	95.0204638832725	1.97953611672755
27	96	95.8549896192539	0.145010380746104
28	99	96.4104769554352	2.58952304456477
29	86	90.8767548187331	-4.87675481873311
30	92	97.7723416103046	-5.77234161030456
31	86	89.3725915825054	-3.37259158250541
32	62	70.6075741579139	-8.60757415791392
33	105	106.656348837884	-1.65634883788423
34	108	109.11258775668	-1.11258775667977
35	96	92.2062161127685	3.79378388723146
36	80	83.0368333016076	-3.03683330160757
37	95	92.1253896658194	2.87461033418057
38	94	92.7860074110583	1.21399258894171
39	108	113.134740400749	-5.13474040074865
40	97	105.277657918288	-8.27765791828822
41	89	89.3228214877206	-0.322821487720601
42	107	107.754066300075	-0.754066300075081
43	87	83.080615276567	3.919384723433
44	70	74.2006213241236	-4.20062132412365
45	111	109.389419575779	1.61058042422111
46	105	97.9754112848348	7.02458871516522
47	99	92.7277634527318	6.27223654726825
48	84	84.0921186994648	-0.0921186994648042
49	87	91.391007689164	-4.39100768916403
50	92	91.2035908650739	0.796409134926056
51	98	101.252081841715	-3.25208184171525
52	95	98.2589651605365	-3.25896516053648
53	85	88.4297142530883	-3.4297142530883
54	100	101.466918543533	-1.46691854353287
55	79	81.9381881675068	-2.93818816750679
56	66	75.3172488724027	-9.31724887240274
57	105	108.055967372863	-3.05596737286291
58	96	99.61463695197	-3.61463695197001
59	103	99.6797000588084	3.32029994119165
60	83	86.378919691384	-3.37891969138398
61	91	93.4641938391286	-2.46419383912858
62	95	92.4248568134529	2.57514318654705
63	109	108.108947337543	0.891052662457316
64	92	92.8031073207143	-0.803107320714256
65	99	101.602784868196	-2.60278486819648
66	110	106.785761928494	3.214238071506
67	88	82.1878092410395	5.81219075896054
68	73	76.9698303577189	-3.96983035771891
69	111	106.806617928355	4.19338207164453
70	112	110.008701916326	1.99129808367387
71	111	107.041659772608	3.95834022739188
72	84	86.0284636016348	-2.02846360163483
73	102	99.6471270460917	2.3528729539083
74	102	99.84722551371	2.15277448628997
75	114	114.796450097167	-0.796450097167489
76	99	97.2770577411667	1.72294225883331
77	100	104.310911233246	-4.3109112332459
78	110	120.629662934741	-10.6296629347406
79	93	95.6470659007711	-2.64706590077111
80	77	83.2285388648428	-6.22853886484277
81	108	107.58770349625	0.412296503749738
82	120	120.404977842262	-0.404977842261705
83	106	106.785295629908	-0.785295629907511
84	78	75.2269320660314	2.77306793396856
85	100	101.517947615428	-1.51794761542784
86	102	98.1448520912626	3.85514790873743
87	97	96.9029512035212	0.0970487964787866
88	101	104.017874592227	-3.01787459222664
89	89	91.035742284184	-2.035742284184
90	93	98.9199743053057	-5.91997430530573
91	89	88.9748468490055	0.0251531509944802
92	62	64.012027442854	-2.01202744285399
93	96	96.0146372509316	-0.0146372509316161
94	95	96.441917597501	-1.44191759750104
95	80	76.1205071773344	3.87949282266556
96	67	62.3321339459274	4.66786605407264
97	71	69.7751600193324	1.22483998066756
98	73	68.1738066630387	4.82619333696125
99	81	74.3869592925268	6.61304070747319
100	77	76.7367136327038	0.263286367296238
101	68	67.3625299359165	0.637470064083492
102	77	80.0125677818665	-3.01256778186653
103	73	70.8118365088434	2.18816349115664
104	54	55.9936136157726	-1.99361361577258
105	85	88.3634686745196	-3.36346867451956
106	86	82.5387009653386	3.46129903466138
107	79	80.7195774183249	-1.71957741832491
108	67	69.6515170047565	-2.65151700475645
109	72	74.07043968455	-2.07043968455
110	76	71.9513704289407	4.04862957105928
111	90	87.2473225940954	2.75267740590456
112	84	82.4532923829331	1.54670761706694
113	75	72.4663755884627	2.53362441153732
114	90	91.6769485925032	-1.67694859250317
115	77	72.2562362751147	4.74376372488526
116	60	63.5132066681557	-3.51320666815565
117	92	90.176330540009	1.823669459991
118	88	82.6548721797843	5.3451278202157
119	83	82.9969695168666	0.00303048313345005
120	69	77.0896348584839	-8.08963485848395
121	73	73.8482810662349	-0.848281066234868
122	78	76.7359240017601	1.26407599823991
123	92	85.6842077202497	6.31579227975034

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
17	0.292123470657714	0.584246941315427	0.707876529342287
18	0.879370008414687	0.241259983170625	0.120629991585313
19	0.836071312847101	0.327857374305798	0.163928687152899
20	0.874362285596822	0.251275428806356	0.125637714403178
21	0.864090897145807	0.271818205708386	0.135909102854193
22	0.837679947625502	0.324640104748996	0.162320052374498
23	0.828525198873287	0.342949602253426	0.171474801126713
24	0.792065629850769	0.415868740298463	0.207934370149231
25	0.847397939207843	0.305204121584314	0.152602060792157
26	0.827284097816706	0.345431804366588	0.172715902183294
27	0.812645788030955	0.37470842393809	0.187354211969045
28	0.771726021561566	0.456547956876868	0.228273978438434
29	0.858026767822543	0.283946464354915	0.141973232177457
30	0.885783044089297	0.228433911821407	0.114216955910703
31	0.84973022219038	0.300539555619239	0.15026977780962
32	0.84997866804265	0.300042663914701	0.15002133195735
33	0.824296774834202	0.351406450331596	0.175703225165798
34	0.77668715277498	0.44662569445004	0.22331284722502
35	0.786824148643709	0.426351702712582	0.213175851356291
36	0.745615232083888	0.508769535832224	0.254384767916112
37	0.858829947570196	0.282340104859608	0.141170052429804
38	0.849613604299229	0.300772791401543	0.150386395700771
39	0.838055251663633	0.323889496672734	0.161944748336367
40	0.864486582580257	0.271026834839486	0.135513417419743
41	0.845683278399191	0.308633443201617	0.154316721600809
42	0.82182580538675	0.356348389226499	0.17817419461325
43	0.874058334394658	0.251883331210684	0.125941665605342
44	0.86908397331312	0.26183205337376	0.13091602668688
45	0.841750425836995	0.31649914832601	0.158249574163005
46	0.947074201798147	0.105851596403706	0.0529257982018531
47	0.969994347993038	0.0600113040139244	0.0300056520069622
48	0.962639140606737	0.0747217187865256	0.0373608593932628
49	0.949683896556835	0.100632206886331	0.0503161034431653
50	0.936273216508474	0.127453566983053	0.0637267834915264
51	0.918507196412468	0.162985607175065	0.0814928035875324
52	0.894571467335677	0.210857065328647	0.105428532664323
53	0.867963631155826	0.264072737688349	0.132036368844174
54	0.83576219500738	0.328475609985239	0.16423780499262
55	0.803786235202922	0.392427529594156	0.196213764797078
56	0.897065362774275	0.205869274451449	0.102934637225725
57	0.885319208278929	0.229361583442143	0.114680791721071
58	0.875121199572454	0.249757600855091	0.124878800427545
59	0.868438624474471	0.263122751051058	0.131561375525529
60	0.845278267528265	0.309443464943471	0.154721732471735
61	0.819250731327464	0.361498537345072	0.180749268672536
62	0.791583064152833	0.416833871694335	0.208416935847167
63	0.753434260627095	0.49313147874581	0.246565739372905
64	0.712532217115793	0.574935565768414	0.287467782884207
65	0.686355606212261	0.627288787575479	0.313644393787739
66	0.689903888361396	0.620192223277207	0.310096111638604
67	0.765173211360023	0.469653577279953	0.234826788639977
68	0.784657169710562	0.430685660578877	0.215342830289438
69	0.785458476358364	0.429083047283272	0.214541523641636
70	0.804476411778658	0.391047176442684	0.195523588221342
71	0.842100860728363	0.315798278543273	0.157899139271637
72	0.827125172522231	0.345749654955538	0.172874827477769
73	0.794941923585302	0.410116152829397	0.205058076414698
74	0.78454113689948	0.43091772620104	0.21545886310052
75	0.744859822582125	0.510280354835751	0.255140177417875
76	0.74099946531178	0.518001069376439	0.25900053468822
77	0.721832951749594	0.556334096500812	0.278167048250406
78	0.872495196364929	0.255009607270141	0.127504803635071
79	0.840653771868686	0.318692456262629	0.159346228131314
80	0.875237467856393	0.249525064287214	0.124762532143607
81	0.842532858268983	0.314934283462034	0.157467141731017
82	0.826747968495501	0.346504063008997	0.173252031504499
83	0.784495162867068	0.431009674265864	0.215504837132932
84	0.78442508008407	0.431149839831859	0.21557491991593
85	0.745174008069595	0.509651983860809	0.254825991930405
86	0.791656052093381	0.416687895813238	0.208343947906619
87	0.872821238290695	0.254357523418609	0.127178761709305
88	0.833323957267782	0.333352085464437	0.166676042732218
89	0.791343698327278	0.417312603345445	0.208656301672722
90	0.79014229179114	0.41971541641772	0.20985770820886
91	0.751599165777462	0.496801668445076	0.248400834222538
92	0.832756612619417	0.334486774761166	0.167243387380583
93	0.793758927656467	0.412482144687066	0.206241072343533
94	0.851074154563758	0.297851690872485	0.148925845436242
95	0.816391098199984	0.367217803600032	0.183608901800016
96	0.820256510253186	0.359486979493629	0.179743489746814
97	0.852619979406035	0.294760041187931	0.147380020593966
98	0.834725578691389	0.330548842617223	0.165274421308611
99	0.860806271931581	0.278387456136838	0.139193728068419
100	0.794783319595088	0.410433360809824	0.205216680404912
101	0.750797473340614	0.498405053318772	0.249202526659386
102	0.771711165827029	0.456577668345941	0.22828883417297
103	0.668224641003354	0.663550717993292	0.331775358996646
104	0.573599032859201	0.852801934281597	0.426400967140799
105	0.439062115642597	0.878124231285194	0.560937884357403
106	0.357004506865163	0.714009013730325	0.642995493134837

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	0	0	OK
5% type I error level	0	0	OK
10% type I error level	2	0.0222222222222222	OK