Multiple Linear Regression - Estimated Regression Equation

PS[t] = + 6.5867952337856 -0.878020762828454Roken[t] -1.3024665063434Geslacht[t] + 0.0879722811529304Leeftijd[t] + 0.401296015151827O[t] + 0.130024469727997CMD[t] + 0.169296265598382PEC[t] + 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)	6.5867952337856	3.140785	2.0972	0.037713	0.018857
Roken	-0.878020762828454	0.58383	-1.5039	0.134783	0.067391
Geslacht	-1.3024665063434	0.609028	-2.1386	0.034144	0.017072
Leeftijd	0.0879722811529304	0.085701	1.0265	0.306362	0.153181
O	0.401296015151827	0.079976	5.0177	2e-06	1e-06
CMD	0.130024469727997	0.042259	3.0769	0.002502	0.001251
PEC	0.169296265598382	0.058105	2.9136	0.004139	0.00207

Multiple Linear Regression - Regression Statistics
Multiple R	0.534702007831309
R-squared	0.285906237178833
Adjusted R-squared	0.256357529751751
F-TEST (value)	9.6757612116998
F-TEST (DF numerator)	6
F-TEST (DF denominator)	145
p-value	5.97857463535689e-09
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	3.5800265148466
Sum Squared Residuals	1858.40552781568

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	15	15.7877922709388	-0.787792270938764
2	23	21.65503012624	1.34496987376001
3	26	24.0175862643184	1.98241373568164
4	19	19.4622913577629	-0.462291357762933
5	19	19.490297355108	-0.490297355107969
6	16	21.5977515845095	-5.59775158450947
7	23	23.791812071016	-0.791812071015971
8	22	20.4376645627971	1.5623354372029
9	19	21.625800774412	-2.62580077441201
10	24	20.3097591619039	3.69024083809615
11	19	18.3979896430298	0.602010356970163
12	25	23.2383376481542	1.76166235184575
13	23	26.0262303065493	-3.02623030654934
14	31	24.5612663245339	6.43873367546606
15	29	23.9856240890254	5.01437591097461
16	18	19.4457413977479	-1.44574139774791
17	17	19.487793586323	-2.48779358632298
18	22	20.9684568953892	1.03154310461078
19	21	22.695281055053	-1.69528105505296
20	24	23.2600205010709	0.73997949892912
21	22	21.9928271954616	0.00717280453843304
22	16	19.2212329687135	-3.22123296871349
23	22	22.4621038151767	-0.462103815176689
24	21	22.2286948490178	-1.22869484901781
25	25	21.5852605426711	3.41473945732894
26	22	24.2415716931164	-2.24157169311641
27	24	20.8649789729619	3.13502102703813
28	21	24.9883851600922	-3.98838516009217
29	25	22.6030110885594	2.39698891144063
30	29	29.0028047616548	-0.00280476165483319
31	19	20.655661313678	-1.65566131367803
32	29	22.8089924430999	6.19100755690013
33	25	21.1182464441282	3.88175355587184
34	19	24.1004751106395	-5.10047511063948
35	27	20.9396169508821	6.06038304911788
36	25	22.6247517840676	2.37524821593241
37	23	23.2375899391693	-0.237589939169288
38	24	23.2201901215592	0.779809878440759
39	23	22.1508506216532	0.849149378346839
40	25	21.5118100982461	3.48818990175386
41	26	22.7123013247641	3.2876986752359
42	23	20.8162240920595	2.18377590794052
43	22	21.1400626155649	0.859937384435056
44	32	23.3209300684703	8.67906993152973
45	22	23.7164284198788	-1.7164284198788
46	18	24.5447171398881	-6.54471713988807
47	19	19.327324233938	-0.327324233937992
48	23	20.4667112849731	2.53328871502695
49	24	20.5059830808434	3.49401691915657
50	19	22.2746546871814	-3.27465468718143
51	16	21.2295069610283	-5.2295069610283
52	23	23.2041563279971	-0.204156327997115
53	17	20.1408329462216	-3.14083294622163
54	17	23.024638582614	-6.02463858261398
55	28	22.0402923478297	5.95970765217031
56	24	21.4911588028661	2.50884119713385
57	21	19.1837982819563	1.81620171804371
58	14	19.8254930673672	-5.8254930673672
59	21	22.1305199181195	-1.13051991811953
60	20	23.3928832060952	-3.39288320609515
61	25	23.5335138555581	1.46648614444186
62	20	21.758940103356	-1.75894010335598
63	17	22.6317269381337	-5.63172693813372
64	26	27.3214874520953	-1.32148745209528
65	17	20.5164901142594	-3.51649011425943
66	17	20.8737980699247	-3.87379806992467
67	24	22.6201774748072	1.37982252519276
68	30	25.3710131055139	4.62898689448607
69	25	22.4038285239453	2.59617147605475
70	15	21.790197578471	-6.79019757847097
71	25	22.9675822691833	2.03241773081669
72	18	25.5699234228905	-7.56992342289053
73	20	23.0677204398956	-3.06772043989557
74	32	27.6931745675202	4.30682543247979
75	14	15.0959826315886	-1.09598263158855
76	20	20.3422511945641	-0.342251194564103
77	25	23.5491197566125	1.45088024338749
78	25	24.7105733939914	0.289426606008589
79	25	22.5073642889642	2.49263571103581
80	35	22.1461328600553	12.8538671399447
81	29	24.165574287349	4.83442571265101
82	25	25.8814100477762	-0.881410047776233
83	21	22.6201774748072	-1.62017747480724
84	21	21.2736331370505	-0.273633137050487
85	24	25.6690172748622	-1.66901727486218
86	26	22.066796477942	3.93320352205802
87	24	24.1987267141688	-0.198726714168755
88	20	24.9549707593868	-4.95497075938679
89	24	24.2490706227881	-0.249070622788071
90	18	19.1104003443211	-1.1104003443211
91	17	19.1417029008237	-2.14170290082371
92	22	22.8699470918869	-0.869947091886888
93	22	24.1574241234088	-2.15742412340876
94	22	20.9021802283569	1.09781977164312
95	24	25.4701691767594	-1.47016917675935
96	32	24.0574796384729	7.94252036152708
97	19	20.5529383248676	-1.55293832486762
98	21	21.4789497207493	-0.478949720749304
99	23	23.7549074253766	-0.754907425376594
100	26	21.3554274311921	4.64457256880795
101	18	23.0795016295047	-5.07950162950466
102	19	19.5797669430609	-0.579766943060935
103	22	24.5765478486784	-2.57654784867839
104	27	20.5743824106202	6.4256175893798
105	21	20.9549388564469	0.0450611435531078
106	20	21.4534421563874	-1.45344215638739
107	21	24.1106031644278	-3.11060316442777
108	20	24.776673696884	-4.776673696884
109	29	22.1817736302569	6.81822636974314
110	30	23.6850402536303	6.31495974636969
111	23	23.1565001614552	-0.15650016145517
112	29	19.7725095467781	9.22749045322193
113	19	22.6820303257981	-3.68203032579812
114	26	24.7233989023411	1.2766010976589
115	22	21.3335130357434	0.666486964256646
116	26	26.2698303211394	-0.269830321139417
117	27	25.2073830371562	1.79261696284381
118	19	22.5497362940165	-3.54973629401647
119	24	23.3416789520276	0.658321047972382
120	26	21.1291345835847	4.8708654164153
121	22	19.7302231514717	2.26977684852833
122	23	24.7830704652235	-1.78307046522347
123	25	22.8798036738068	2.1201963261932
124	19	23.6649475418916	-4.66494754189157
125	20	22.4456472811581	-2.44564728115814
126	25	23.6901280651443	1.3098719348557
127	14	19.122372548104	-5.12237254810401
128	20	18.7560127867263	1.24398721327374
129	27	25.5380495215427	1.46195047845731
130	21	22.9821585015312	-1.98215850153116
131	21	21.2947998235142	-0.294799823514223
132	14	19.3077908812097	-5.30779088120966
133	21	24.5187816830184	-3.51878168301841
134	23	21.916120712834	1.08387928716601
135	18	20.8043062838964	-2.80430628389641
136	20	21.7989217514557	-1.79892175145568
137	19	22.2076156611301	-3.20761566113006
138	15	20.456567023009	-5.45656702300905
139	23	21.7382490623902	1.26175093760978
140	26	25.6139053712061	0.386094628793907
141	21	23.3127367119725	-2.31273671197253
142	13	16.1424490270512	-3.14244902705121
143	24	21.0414967689431	2.95850323105694
144	17	18.2144582077956	-1.21445820779565
145	21	24.4858383673783	-3.48583836737829
146	28	25.9701751193018	2.02982488069825
147	22	22.0836230618767	-0.0836230618766936
148	25	19.4428607452633	5.55713925473672
149	18	20.8929452247211	-2.89294522472114
150	27	24.7899124477074	2.21008755229263
151	25	23.6429302224637	1.35706977753635
152	21	21.9006150715596	-0.900615071559567

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.432356550720764	0.864713101441527	0.567643449279236
11	0.40025026463314	0.80050052926628	0.59974973536686
12	0.27265282388051	0.54530564776102	0.72734717611949
13	0.186051669671825	0.37210333934365	0.813948330328175
14	0.542168424752701	0.915663150494598	0.457831575247299
15	0.50533126121678	0.98933747756644	0.49466873878322
16	0.495370815000722	0.990741630001444	0.504629184999278
17	0.445440151396905	0.89088030279381	0.554559848603095
18	0.388733663585913	0.777467327171825	0.611266336414087
19	0.306882365923537	0.613764731847075	0.693117634076463
20	0.23386823460055	0.467736469201099	0.76613176539945
21	0.176081090253413	0.352162180506826	0.823918909746587
22	0.156692866161707	0.313385732323414	0.843307133838293
23	0.112447546274893	0.224895092549785	0.887552453725107
24	0.0828561644736478	0.165712328947296	0.917143835526352
25	0.0892839624721971	0.178567924944394	0.910716037527803
26	0.0773165705974768	0.154633141194954	0.922683429402523
27	0.066056318703121	0.132112637406242	0.933943681296879
28	0.111914519376095	0.223829038752191	0.888085480623905
29	0.0896828436951455	0.179365687390291	0.910317156304854
30	0.0668473718766257	0.133694743753251	0.933152628123374
31	0.0550948608540267	0.110189721708053	0.944905139145973
32	0.0839051837389558	0.167810367477912	0.916094816261044
33	0.0749804827154979	0.149960965430996	0.925019517284502
34	0.124122204730737	0.248244409461475	0.875877795269263
35	0.117783398901176	0.235566797802352	0.882216601098824
36	0.101334670187886	0.202669340375771	0.898665329812114
37	0.0784069829338158	0.156813965867632	0.921593017066184
38	0.0617346298717905	0.123469259743581	0.93826537012821
39	0.0470602024237269	0.0941204048474538	0.952939797576273
40	0.0474262489454695	0.094852497890939	0.95257375105453
41	0.0491130073079332	0.0982260146158665	0.950886992692067
42	0.0481278502174837	0.0962557004349675	0.951872149782516
43	0.0541456792460446	0.108291358492089	0.945854320753955
44	0.148082754862538	0.296165509725077	0.851917245137461
45	0.13122573246677	0.26245146493354	0.86877426753323
46	0.20194823812014	0.403896476240279	0.79805176187986
47	0.168262767368326	0.336525534736652	0.831737232631674
48	0.149178113032168	0.298356226064337	0.850821886967831
49	0.14131300241136	0.28262600482272	0.85868699758864
50	0.137347983331985	0.27469596666397	0.862652016668015
51	0.157829625882356	0.315659251764712	0.842170374117644
52	0.130817353170346	0.261634706340692	0.869182646829654
53	0.123172217673059	0.246344435346118	0.876827782326941
54	0.162758152874464	0.325516305748928	0.837241847125536
55	0.19288708377865	0.385774167557299	0.80711291622135
56	0.170863481201804	0.341726962403608	0.829136518798196
57	0.165768255604088	0.331536511208175	0.834231744395912
58	0.200783697501669	0.401567395003339	0.799216302498331
59	0.174315153008965	0.34863030601793	0.825684846991035
60	0.178811801185642	0.357623602371284	0.821188198814358
61	0.160868835217006	0.321737670434012	0.839131164782994
62	0.157826746926803	0.315653493853605	0.842173253073197
63	0.202423279404688	0.404846558809377	0.797576720595312
64	0.174864983397951	0.349729966795902	0.825135016602049
65	0.18045281933459	0.36090563866918	0.81954718066541
66	0.276142697274443	0.552285394548886	0.723857302725557
67	0.243922112131126	0.487844224262251	0.756077887868874
68	0.287802315419413	0.575604630838826	0.712197684580587
69	0.270287842701227	0.540575685402453	0.729712157298773
70	0.370989449034487	0.741978898068974	0.629010550965513
71	0.345029399920885	0.69005879984177	0.654970600079115
72	0.483391881514233	0.966783763028466	0.516608118485767
73	0.46780796587608	0.93561593175216	0.53219203412392
74	0.512918501491588	0.974162997016824	0.487081498508412
75	0.4736857521619	0.9473715043238	0.5263142478381
76	0.429264121107502	0.858528242215003	0.570735878892498
77	0.393514671342652	0.787029342685303	0.606485328657348
78	0.367181406171089	0.734362812342178	0.632818593828911
79	0.349867922590938	0.699735845181876	0.650132077409062
80	0.862771485983476	0.274457028033049	0.137228514016524
81	0.900051160313747	0.199897679372507	0.0999488396862534
82	0.877891057707669	0.244217884584662	0.122108942292331
83	0.856035954344368	0.287928091311264	0.143964045655632
84	0.82832969534546	0.343340609309079	0.171670304654539
85	0.800990549361206	0.398018901277588	0.199009450638794
86	0.80586501948417	0.388269961031662	0.194134980515831
87	0.772365994015475	0.45526801196905	0.227634005984525
88	0.79408443054432	0.411831138911361	0.20591556945568
89	0.757509246799424	0.484981506401152	0.242490753200576
90	0.725003413302563	0.549993173394874	0.274996586697437
91	0.707011668740476	0.585976662519049	0.292988331259524
92	0.669285129641017	0.661429740717966	0.330714870358983
93	0.641951138631042	0.716097722737916	0.358048861368958
94	0.59766386780529	0.80467226438942	0.40233613219471
95	0.555233330904036	0.889533338191928	0.444766669095964
96	0.73035085125937	0.53929829748126	0.26964914874063
97	0.695045214392768	0.609909571214465	0.304954785607232
98	0.649406329588502	0.701187340822995	0.350593670411498
99	0.601557119986164	0.796885760027672	0.398442880013836
100	0.648782922314135	0.70243415537173	0.351217077685865
101	0.664912428839276	0.670175142321448	0.335087571160724
102	0.617087891562988	0.765824216874023	0.382912108437012
103	0.610094581644188	0.779810836711623	0.389905418355812
104	0.738421364790522	0.523157270418956	0.261578635209478
105	0.694305138628639	0.611389722742722	0.305694861371361
106	0.657393110025726	0.685213779948547	0.342606889974274
107	0.623805969738312	0.752388060523376	0.376194030261688
108	0.703702135655018	0.592595728689963	0.296297864344982
109	0.848891904298643	0.302216191402713	0.151108095701357
110	0.88929959545351	0.221400809092979	0.11070040454649
111	0.863170307744806	0.273659384510389	0.136829692255194
112	0.966044069189913	0.0679118616201731	0.0339559308100866
113	0.96663864861835	0.0667227027632984	0.0333613513816492
114	0.954376575717685	0.0912468485646305	0.0456234242823153
115	0.937782239302536	0.124435521394927	0.0622177606974636
116	0.917060896492614	0.165878207014771	0.0829391035073855
117	0.898749047289424	0.202501905421151	0.101250952710576
118	0.884356447722752	0.231287104554495	0.115643552277248
119	0.85752686349467	0.284946273010661	0.142473136505331
120	0.918129342164077	0.163741315671846	0.0818706578359229
121	0.917370628117356	0.165258743765288	0.082629371882644
122	0.895151673206679	0.209696653586642	0.104848326793321
123	0.873723756895788	0.252552486208423	0.126276243104212
124	0.882429460546323	0.235141078907354	0.117570539453677
125	0.860757239595526	0.278485520808949	0.139242760404475
126	0.839248574305046	0.321502851389908	0.160751425694954
127	0.85284910418387	0.294301791632259	0.147150895816129
128	0.841327584367174	0.317344831265651	0.158672415632826
129	0.794939328051083	0.410121343897834	0.205060671948917
130	0.736095660511103	0.527808678977793	0.263904339488897
131	0.683011516413236	0.633976967173528	0.316988483586764
132	0.725630614850558	0.548738770298884	0.274369385149442
133	0.785274823897846	0.429450352204308	0.214725176102154
134	0.719805899989074	0.560388200021853	0.280194100010926
135	0.76393604723597	0.472127905528061	0.236063952764031
136	0.681687268779393	0.636625462441214	0.318312731220607
137	0.626277774224825	0.74744445155035	0.373722225775175
138	0.778740438034608	0.442519123930784	0.221259561965392
139	0.793958362932702	0.412083274134595	0.206041637067298
140	0.680255016095074	0.639489967809853	0.319744983904926
141	0.539045594429851	0.921908811140297	0.460954405570149
142	0.954125271943062	0.0917494561138752	0.0458747280569376

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	8	0.0601503759398496	OK