Multiple Linear Regression - Estimated Regression Equation

Perceived[t] = + 9.59342851434387 + 0.143519178982832Conected[t] -0.017337663001525Seperate[t] + 0.0252129423170627Age[t] + 0.513200298956685Gender[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)	9.59342851434387	2.187707	4.3852	2.1e-05	1.1e-05
Conected	0.143519178982832	0.056129	2.5569	0.011508	0.005754
Seperate	-0.017337663001525	0.05447	-0.3183	0.750684	0.375342
Age	0.0252129423170627	0.152805	0.165	0.869156	0.434578
Gender	0.513200298956685	0.371279	1.3823	0.168858	0.084429

Multiple Linear Regression - Regression Statistics
Multiple R	0.239791881622158
R-squared	0.0575001464918949
Adjusted R-squared	0.0334874113706694
F-TEST (value)	2.39456880699395
F-TEST (DF numerator)	4
F-TEST (DF denominator)	157
p-value	0.0527872879156295
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	2.21816119154834
Sum Squared Residuals	772.477534255507

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	16.0217748527149	-3.02177485271485
2	16	15.7883365881242	0.211663411875811
3	19	14.4446509882741	4.55534901172587
4	15	14.1096451943033	0.890354805696676
5	14	15.0596912051536	-1.05969120515359
6	13	15.2914858035145	-2.2914858035145
7	19	15.8056742511257	3.19432574887429
8	15	15.026602983521	-0.0266029835209918
9	14	15.3057660621711	-1.30576606217112
10	15	15.3720593098323	-0.372059309832312
11	16	15.1741677155033	0.825832284496741
12	16	15.3231037251726	0.676896274827357
13	16	15.0796041211801	0.920395878819904
14	16	15.7095235524321	0.290476447567899
15	17	14.8909590838537	2.1090409161463
16	15	14.2783773156032	0.721622684396782
17	15	14.8950046368531	0.104995363146867
18	20	15.5660043734493	4.43399562655073
19	18	15.2467491381095	2.75325086189046
20	16	14.8341282198785	1.16587178012151
21	16	14.2531643732862	1.74683562671384
22	16	14.6575208192631	1.34247918073694
23	19	15.7347364947492	3.26526350525084
24	16	15.430360473782	0.569639526218025
25	17	15.2751362891675	1.7248637108325
26	17	16.0501620037728	0.949837996227211
27	16	14.9186304747997	1.08136952520025
28	15	14.8657461415366	0.134253858463365
29	16	14.9098838512257	1.09011614877433
30	14	14.5402027312518	-0.540202731251819
31	15	14.7095338082676	0.290466191732366
32	12	13.5529061413735	-1.55290614137352
33	14	15.5438488354771	-1.54384883547711
34	16	14.9840523782024	1.0159476217976
35	14	14.5922157202564	-0.592215720256394
36	7	14.2531643732862	-7.25316437328616
37	10	13.8572821623407	-3.85728216234071
38	14	14.8272410892175	-0.827241089217482
39	16	14.3704824612974	1.6295175387026
40	16	14.6837219102347	1.31627808976535
41	16	14.9880979312018	1.01190206879816
42	14	15.1038289148426	-1.10382891484263
43	20	15.1316171101847	4.86838288981533
44	14	14.7089348525517	-0.708934852551713
45	14	15.7645939457816	-1.76459394578158
46	11	15.4997111257881	-4.49971112578807
47	14	15.5234537681307	-1.52345376813068
48	15	14.8925461882241	0.107453811775853
49	16	15.2285401308495	0.77145986915052
50	14	15.1316171101847	-1.13161711018467
51	16	14.6544634149182	1.34553658508185
52	14	14.3051773622907	-0.30517736229073
53	12	14.2531643732862	-2.25316437328616
54	16	15.017140599835	0.982859400164996
55	9	14.2705020362877	-5.27050203628768
56	14	15.5012982301585	-1.50129823015852
57	16	15.7788742044382	0.2211257955618
58	16	14.2932565299758	1.70674347002424
59	15	14.9439602215128	0.0560397784871984
60	16	15.2047974885069	0.795202511493126
61	12	14.0528143303281	-2.05281433032812
62	16	15.1473676688157	0.852632331184254
63	16	15.0439406465225	0.956059353477483
64	14	14.6638089942081	-0.663808994208147
65	16	15.1385042408457	0.861495759154321
66	17	14.6143712582285	2.38562874177145
67	18	15.3309790044882	2.66902099551182
68	18	14.0953649356467	3.90463506435329
69	12	15.649635284112	-3.64963528411199
70	16	14.6143712582286	1.38562874177145
71	10	15.0622664581786	-5.06226645817857
72	14	14.5361571782524	-0.536157178252384
73	18	14.9241641098823	3.07583589011771
74	18	15.000791085488	2.99920891451199
75	16	14.669441651578	1.33055834842197
76	17	15.8482248564443	1.1517751435557
77	16	15.439822857468	0.560177142532038
78	16	15.1385042408457	0.861495759154321
79	13	13.7137629833579	-0.713762983357878
80	16	15.1252121308436	0.874787869156411
81	16	14.3698835055815	1.63011649441853
82	20	14.8840719531927	5.11592804680731
83	16	15.1275715571852	0.872428442814764
84	15	14.9455473258833	0.0544526741167487
85	15	14.8246658361925	0.175334163807496
86	16	15.0201980041799	0.97980199582009
87	14	15.010253469174	-1.010253469174
88	16	14.8925461882241	1.10745381177585
89	16	14.3783577406129	1.62164225938707
90	15	14.8846709089086	0.11532909109139
91	12	14.5708325042554	-2.57083250425543
92	17	15.3577790511757	1.64222094882431
93	16	15.0582209051791	0.941779094820864
94	15	14.8530529872505	0.146947012749535
95	13	14.413033066616	-1.41303306661598
96	16	15.7441988784352	0.255801121564849
97	16	15.4492852411539	0.550714758846051
98	16	15.2568104775114	0.743189522488552
99	16	14.9534226051988	1.04657739480121
100	14	14.2515772689157	-0.251577268915706
101	16	15.5754667571353	0.424533242864744
102	16	14.9612978845143	1.03870211548567
103	20	15.2963036784851	4.70369632151487
104	15	14.3650656306108	0.634934369389157
105	16	14.7806449308995	1.21935506910054
106	13	15.4186554681503	-2.41865546815033
107	17	15.5928044201368	1.40719557986322
108	16	15.4912368907566	0.508763109243383
109	16	14.8177787055315	1.18222129446851
110	12	16.2898884433085	-4.28988844330852
111	16	14.4872015935927	1.51279840640729
112	16	14.6480584355771	1.35194156442293
113	17	14.6276633682306	2.37233663176936
114	13	14.2783773156032	-1.27837731560322
115	12	15.4666229041555	-3.46662290415548
116	18	15.063736758153	2.93626324184697
117	14	14.8389460948491	-0.838946094849123
118	14	14.9320393891978	-0.932039389197829
119	13	14.9256344098567	-1.92563440985675
120	16	15.6006796994523	0.399320300547681
121	13	14.8657461415366	-1.86574614153663
122	16	14.8277232405374	1.17227675946259
123	13	15.5738796527648	-2.57387965276481
124	16	15.4224851944664	0.577514805533563
125	15	14.9445591772287	0.0554408227712777
126	16	14.62284549326	1.37715450673999
127	15	15.3003492314846	-0.300349231484565
128	17	16.4097817843447	0.590218215655266
129	15	14.9082967468552	0.0917032531447773
130	12	15.1969222091913	-3.19692220919134
131	16	14.2531643732862	1.74683562671384
132	10	13.6964253203564	-3.69642532035635
133	16	15.8703803944165	0.129619605583543
134	12	13.5623685250595	-1.56236852505951
135	14	14.8840719531927	-0.884071953192689
136	15	14.8861412088831	0.113858791116934
137	13	13.8698019503716	-0.869801950371603
138	15	14.5559532898829	0.444046710117106
139	11	14.4950768729083	-3.49507687290825
140	12	15.2047974885069	-3.20479748850687
141	8	14.0749698683003	-6.07496986830027
142	16	14.8246658361925	1.1753341638075
143	15	13.948788352319	1.05121164768103
144	17	14.4446509882741	2.55534901172587
145	16	14.2830218243186	1.71697817568143
146	10	15.9744063724256	-5.97440637242561
147	18	14.8451777079349	3.15482229206507
148	13	14.7752281002129	-1.77522810021291
149	16	14.2878396992892	1.71216030071079
150	13	14.7514854578703	-1.7514854578703
151	10	15.5486667104477	-5.54866671044774
152	15	16.1826316946992	-1.18263169469918
153	16	14.5795791278295	1.42042087217049
154	16	15.1181091734992	0.881890826500751
155	14	15.255223373141	-1.255223373141
156	10	14.9193462349117	-4.91934623491166
157	17	15.3577790511757	1.64222094882431
158	13	14.7222269625538	-1.7222269625538
159	15	14.9082967468552	0.0917032531447773
160	16	15.1211665778442	0.878833422155846
161	12	14.7569022885569	-2.75690228855685
162	13	15.026602983521	-2.02660298352099

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
8	0.585009105821407	0.829981788357185	0.414990894178593
9	0.704215988902272	0.591568022195455	0.295784011097728
10	0.663218312829901	0.673563374340197	0.336781687170099
11	0.610634340490298	0.778731319019404	0.389365659509702
12	0.494108431984788	0.988216863969575	0.505891568015212
13	0.393108888525907	0.786217777051815	0.606891111474092
14	0.33089932485672	0.66179864971344	0.66910067514328
15	0.337941823413809	0.675883646827618	0.662058176586191
16	0.259885933420624	0.519771866841248	0.740114066579376
17	0.192115868931762	0.384231737863524	0.807884131068238
18	0.449201268241409	0.898402536482818	0.550798731758591
19	0.49126751917717	0.982535038354339	0.50873248082283
20	0.424642947932889	0.849285895865778	0.575357052067111
21	0.354381010093129	0.708762020186259	0.645618989906871
22	0.289464247924748	0.578928495849495	0.710535752075252
23	0.338969449367633	0.677938898735266	0.661030550632367
24	0.27903142771201	0.55806285542402	0.72096857228799
25	0.23656548622537	0.47313097245074	0.76343451377463
26	0.190300967138034	0.380601934276068	0.809699032861966
27	0.151345422934402	0.302690845868804	0.848654577065598
28	0.123721170452902	0.247442340905805	0.876278829547098
29	0.0937403362356035	0.187480672471207	0.906259663764396
30	0.0879314752594776	0.175862950518955	0.912068524740522
31	0.064734990041105	0.12946998008221	0.935265009958895
32	0.0771299356346783	0.154259871269357	0.922870064365322
33	0.0719147497650853	0.143829499530171	0.928085250234915
34	0.0535749956963444	0.107149991392689	0.946425004303656
35	0.0417552525341099	0.0835105050682198	0.95824474746589
36	0.489389845418953	0.978779690837906	0.510610154581047
37	0.564395432580024	0.871209134839953	0.435604567419976
38	0.514220149348874	0.971559701302251	0.485779850651126
39	0.49132363591253	0.98264727182506	0.50867636408747
40	0.460604295016545	0.921208590033091	0.539395704983455
41	0.419423520887179	0.838847041774358	0.580576479112821
42	0.390004645041807	0.780009290083614	0.609995354958193
43	0.57355882738983	0.85288234522034	0.42644117261017
44	0.528506921169177	0.942986157661646	0.471493078830823
45	0.507297904900618	0.985404190198764	0.492702095099382
46	0.686059304130129	0.627881391739741	0.313940695869871
47	0.691617293325342	0.616765413349315	0.308382706674658
48	0.645467478547375	0.709065042905251	0.354532521452625
49	0.600658146720925	0.798683706558151	0.399341853279075
50	0.56833055116651	0.863338897666981	0.43166944883349
51	0.528421579698805	0.943156840602389	0.471578420301195
52	0.478801205921308	0.957602411842617	0.521198794078692
53	0.47871664562484	0.95743329124968	0.52128335437516
54	0.435264708518911	0.870529417037821	0.564735291481089
55	0.637238300393545	0.725523399212909	0.362761699606455
56	0.614196585076058	0.771606829847884	0.385803414923942
57	0.568301540668821	0.863396918662357	0.431698459331179
58	0.54847060942396	0.90305878115208	0.45152939057604
59	0.500598103717488	0.998803792565025	0.499401896282512
60	0.457904678410479	0.915809356820959	0.542095321589521
61	0.437925108122181	0.875850216244363	0.562074891877819
62	0.398150960401897	0.796301920803795	0.601849039598103
63	0.359613749575736	0.719227499151472	0.640386250424264
64	0.319256361334201	0.638512722668402	0.680743638665799
65	0.287565101296036	0.575130202592072	0.712434898703964
66	0.284862471302283	0.569724942604566	0.715137528697717
67	0.296843003721714	0.593686007443429	0.703156996278286
68	0.428399620033379	0.856799240066759	0.571600379966621
69	0.531229631659783	0.937540736680434	0.468770368340217
70	0.500217204611191	0.999565590777618	0.499782795388809
71	0.684752372945042	0.630495254109915	0.315247627054958
72	0.646299494233107	0.707401011533787	0.353700505766893
73	0.679784362057905	0.640431275884191	0.320215637942095
74	0.706118339779045	0.58776332044191	0.293881660220955
75	0.683070767872326	0.633858464255347	0.316929232127674
76	0.652927057396266	0.694145885207468	0.347072942603734
77	0.613543759451225	0.772912481097549	0.386456240548775
78	0.575580120607517	0.848839758784966	0.424419879392483
79	0.535117920264646	0.929764159470708	0.464882079735354
80	0.497178520857465	0.99435704171493	0.502821479142535
81	0.473885289419896	0.947770578839793	0.526114710580104
82	0.666185879972839	0.667628240054323	0.333814120027161
83	0.632641796396672	0.734716407206656	0.367358203603328
84	0.589865243845872	0.820269512308255	0.410134756154128
85	0.544924897663347	0.910150204673307	0.455075102336653
86	0.507271553889231	0.985456892221539	0.492728446110769
87	0.473214028908564	0.946428057817129	0.526785971091436
88	0.440613825035293	0.881227650070585	0.559386174964707
89	0.419303434431938	0.838606868863875	0.580696565568062
90	0.376036554276866	0.752073108553731	0.623963445723134
91	0.389953736635264	0.779907473270529	0.610046263364736
92	0.374831498443931	0.749662996887861	0.625168501556069
93	0.345171551400572	0.690343102801144	0.654828448599428
94	0.303980467369937	0.607960934739874	0.696019532630063
95	0.279226660082188	0.558453320164375	0.720773339917812
96	0.24591437703366	0.49182875406732	0.75408562296634
97	0.216891138203783	0.433782276407567	0.783108861796217
98	0.189679544934141	0.379359089868282	0.810320455065859
99	0.170044876442442	0.340089752884884	0.829955123557558
100	0.14248103768326	0.284962075366521	0.85751896231674
101	0.122865136978013	0.245730273956026	0.877134863021987
102	0.108207669569302	0.216415339138603	0.891792330430698
103	0.226553149711547	0.453106299423094	0.773446850288453
104	0.195846035308321	0.391692070616642	0.804153964691679
105	0.187785345094499	0.375570690188999	0.812214654905501
106	0.182048099673652	0.364096199347304	0.817951900326348
107	0.181743005397821	0.363486010795641	0.818256994602179
108	0.162005801845978	0.324011603691955	0.837994198154022
109	0.150277949501744	0.300555899003487	0.849722050498256
110	0.223147612255261	0.446295224510523	0.776852387744739
111	0.208699843129037	0.417399686258073	0.791300156870963
112	0.193203630301731	0.386407260603461	0.80679636969827
113	0.249008686260012	0.498017372520024	0.750991313739988
114	0.219463339492263	0.438926678984526	0.780536660507737
115	0.244309974080558	0.488619948161116	0.755690025919442
116	0.269478598079733	0.538957196159465	0.730521401920267
117	0.234631942043596	0.469263884087192	0.765368057956404
118	0.205741453377114	0.411482906754228	0.794258546622886
119	0.188595752082638	0.377191504165277	0.811404247917362
120	0.166590512383901	0.333181024767803	0.833409487616099
121	0.14611773818182	0.292235476363641	0.853882261818179
122	0.119908914752559	0.239817829505118	0.880091085247441
123	0.112965419876605	0.225930839753209	0.887034580123395
124	0.101040678904573	0.202081357809146	0.898959321095427
125	0.0814922596344041	0.162984519268808	0.918507740365596
126	0.0806619183765786	0.161323836753157	0.919338081623421
127	0.062159682392109	0.124319364784218	0.937840317607891
128	0.0635023757409768	0.127004751481954	0.936497624259023
129	0.0496745474167305	0.0993490948334611	0.95032545258327
130	0.0490360754002225	0.0980721508004449	0.950963924599778
131	0.052620676608008	0.105241353216016	0.947379323391992
132	0.0707561243953749	0.14151224879075	0.929243875604625
133	0.0687805629224952	0.13756112584499	0.931219437077505
134	0.0583924428205269	0.116784885641054	0.941607557179473
135	0.0487160526656044	0.0974321053312088	0.951283947334396
136	0.0348955618145146	0.0697911236290293	0.965104438185485
137	0.036864713058767	0.073729426117534	0.963135286941233
138	0.0277453508911209	0.0554907017822418	0.972254649108879
139	0.0539092494504829	0.107818498900966	0.946090750549517
140	0.0528683839961581	0.105736767992316	0.947131616003842
141	0.244187547652699	0.488375095305397	0.755812452347302
142	0.191923178666268	0.383846357332536	0.808076821333732
143	0.145877439790469	0.291754879580938	0.854122560209531
144	0.148783758926263	0.297567517852527	0.851216241073737
145	0.110201702560329	0.220403405120659	0.889798297439671
146	0.260291607644637	0.520583215289274	0.739708392355363
147	0.330478559581198	0.660957119162396	0.669521440418802
148	0.253602094791561	0.507204189583122	0.746397905208439
149	0.30570874617778	0.61141749235556	0.69429125382222
150	0.234959146926572	0.469918293853143	0.765040853073428
151	0.433768923417284	0.867537846834568	0.566231076582716
152	0.655662016201961	0.688675967596079	0.344337983798039
153	0.510881015942733	0.978237968114534	0.489118984057267
154	0.348591766763092	0.697183533526183	0.651408233236908

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	7	0.0476190476190476	OK