Multiple Linear Regression - Estimated Regression Equation

liked[t] = + 6.68487647585357 + 0.0804780908515764findingfriends[t] + 0.171089311176096knowingpeople[t] + 0.554952662162989celebrity[t] + 0.00330749834696466selectfbf[t] -0.00236012166624288selectsbf[t] + 0.00334213262966336`selecttbf `[t] + 0.00590218756718485t + 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)	6.68487647585357	1.062645	6.2908	0	0
findingfriends	0.0804780908515764	0.081404	0.9886	0.32446	0.16223
knowingpeople	0.171089311176096	0.051901	3.2965	0.001226	0.000613
celebrity	0.554952662162989	0.122991	4.5121	1.3e-05	6e-06
selectfbf	0.00330749834696466	0.003029	1.092	0.276588	0.138294
selectsbf	-0.00236012166624288	0.003057	-0.7719	0.441389	0.220695
`selecttbf `	0.00334213262966336	0.002762	1.21	0.228211	0.114105
t	0.00590218756718485	0.003247	1.8178	0.071113	0.035557

Multiple Linear Regression - Regression Statistics
Multiple R	0.610957784065894
R-squared	0.373269413910707
Adjusted R-squared	0.343626751055132
F-TEST (value)	12.5923037255241
F-TEST (DF numerator)	7
F-TEST (DF denominator)	148
p-value	1.30406796472471e-12
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.76255186325910
Sum Squared Residuals	459.775182460365

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	12.2412764510371	0.758723548962934
2	13	12.5492510452934	0.450748954706606
3	16	12.8901516541620	3.10984834583802
4	12	12.4095002419506	-0.409500241950638
5	11	12.1954898338014	-1.19548983380136
6	12	10.5485098561972	1.45149014380275
7	18	15.1400072724624	2.85999272753762
8	11	11.892234091914	-0.892234091914003
9	14	12.5427878319715	1.45721216802846
10	9	10.4731134123434	-1.47311341234342
11	14	13.6989839110600	0.301016088939982
12	12	13.3914843781074	-1.39148437810740
13	11	13.5077253284476	-2.50772532844755
14	12	13.0619744150281	-1.06197441502812
15	13	12.4274437124940	0.57255628750597
16	11	12.4166973187797	-1.41669731877966
17	12	12.9626491506296	-0.962649150629632
18	16	13.5052119045738	2.49478809542624
19	9	11.4569226873542	-2.45692268735425
20	11	11.2933506639583	-0.293350663958290
21	13	10.1062435201726	2.89375647982743
22	15	14.2632373618389	0.736762638161104
23	10	13.1535936044104	-3.15359360441045
24	11	11.1960564530903	-0.196056453090276
25	13	13.8643356966233	-0.864335696623336
26	16	14.119152223878	1.88084777612199
27	15	14.7006872971103	0.299312702889659
28	14	13.2155290369884	0.78447096301165
29	14	14.0035872018418	-0.00358720184175349
30	14	11.6357662210824	2.36423377891761
31	8	11.34029577117	-3.34029577117001
32	13	14.0929366237416	-1.09293662374159
33	15	14.4012678820608	0.598732117939154
34	13	11.2922840338619	1.70771596613814
35	11	12.5385402892615	-1.53854028926154
36	15	14.0954218728495	0.90457812715049
37	15	13.4114761801123	1.58852381988771
38	9	12.1921086960505	-3.19210869605046
39	13	14.1414892414009	-1.14148924140091
40	16	14.9424633835402	1.05753661645984
41	13	13.6297203365311	-0.62972033653109
42	11	10.5875055087326	0.4124944912674
43	12	11.5419595736635	0.458040426336511
44	12	12.1938177720423	-0.193817772042343
45	12	12.94719430052	-0.947194300519995
46	14	14.0009860746851	-0.000986074685144223
47	14	13.6493363845900	0.350663615410032
48	8	11.4216993575606	-3.42169935756063
49	13	13.0582006172276	-0.0582006172276327
50	16	14.7287886262570	1.27121137374303
51	13	12.4327719919004	0.567228008099584
52	11	14.0025399921850	-3.00253999218499
53	14	13.4747836359235	0.52521636407655
54	13	11.3181383597696	1.68186164023035
55	13	13.0546363292234	-0.0546363292234351
56	13	13.3887952814912	-0.388795281491164
57	12	12.5265099394571	-0.52650993945706
58	16	14.7118736660021	1.28812633399790
59	15	10.9098399872551	4.09016001274485
60	15	15.3544473216950	-0.354447321695035
61	12	11.0442194835685	0.95578051643149
62	14	14.2495576324261	-0.249557632426077
63	12	14.3956537173204	-2.39565371732038
64	15	14.1270905466143	0.872909453385653
65	12	11.8191166745717	0.180883325428266
66	13	13.1905657649825	-0.190565764982453
67	12	14.0285792972029	-2.02857929720291
68	12	12.2856431790989	-0.285643179098895
69	13	14.0578624192014	-1.05786241920144
70	5	10.1742054615072	-5.17420546150722
71	13	13.3634865890547	-0.363486589054693
72	13	13.2811376779636	-0.281137677963601
73	14	13.1770608532435	0.822939146756533
74	17	13.7576458299441	3.24235417005586
75	13	13.8884682145868	-0.888468214586758
76	13	14.5393126769409	-1.5393126769409
77	12	13.73108124722	-1.73108124722001
78	13	12.8078283904091	0.192171609590942
79	14	12.3862499975458	1.61375000245418
80	11	10.4543721653008	0.545627834699243
81	12	11.6639169019733	0.336083098026707
82	12	13.3317410554062	-1.33174105540617
83	16	13.9750870526317	2.02491294736828
84	12	13.1091272321134	-1.10912723211341
85	12	10.5463045392097	1.45369546079026
86	12	13.8069869235033	-1.80698692350330
87	10	11.6616138613276	-1.66161386132758
88	15	12.5853516984990	2.41464830150104
89	15	15.2872147832097	-0.287214783209686
90	12	12.0979694998763	-0.0979694998763433
91	16	13.2794291467672	2.72057085323277
92	15	13.9408797936226	1.05912020637738
93	16	15.2636191786083	0.73638082139174
94	13	14.9482687822939	-1.94826878229385
95	12	12.6663420064809	-0.666342006480869
96	11	12.1232685518916	-1.12326855189158
97	13	11.8348085235139	1.16519147648613
98	10	11.2414466685161	-1.24144666851609
99	15	13.3183250160991	1.68167498390088
100	13	13.9733775621092	-0.973377562109227
101	16	15.4806887212472	0.519311278752849
102	15	15.0685137262809	-0.0685137262809203
103	18	14.6990371527316	3.30096284726836
104	13	10.7240782413135	2.27592175868646
105	10	10.4210863327862	-0.421086332786162
106	16	15.0793533677046	0.920646632295382
107	13	11.5548791440735	1.44512085592652
108	15	15.4605022774142	-0.460502277414208
109	14	11.9458435343159	2.05415646568413
110	15	11.6638998049924	3.33610019500760
111	14	13.3191355817355	0.680864418264513
112	13	14.764795042679	-1.76479504267901
113	13	13.3016576607498	-0.301657660749802
114	15	14.3561188776616	0.643881122338433
115	16	14.7803841209011	1.21961587909889
116	14	14.5997422003543	-0.599742200354303
117	14	14.2562178902544	-0.256217890254429
118	16	13.3053910537611	2.69460894623890
119	14	14.7100053530057	-0.710005353005711
120	12	12.9242922224764	-0.9242922224764
121	13	12.8091147825838	0.190885217416204
122	12	14.0030273251826	-2.00302732518263
123	12	12.2735552407858	-0.273555240785795
124	14	14.6227499100675	-0.622749910067525
125	14	14.5826488947704	-0.582648894770411
126	14	12.1955883774093	1.80441162259069
127	16	15.5201963586449	0.479803641355146
128	13	14.5858352055783	-1.58583520557829
129	14	13.3054114132075	0.694588586792506
130	4	11.3423321021088	-7.34233210210876
131	16	15.3978494898521	0.602150510147868
132	13	13.5934505145228	-0.593450514522837
133	16	12.0869721191611	3.91302788083886
134	15	13.7336831868418	1.26631681315817
135	14	13.9975315233723	0.00246847662768872
136	13	12.1170819570579	0.882918042942112
137	14	14.5911438736323	-0.591143873632276
138	12	12.3541344821222	-0.354134482122223
139	15	14.4759550365291	0.524044963470921
140	14	13.7577560818821	0.242243918117944
141	13	13.3727877505990	-0.372787750598957
142	14	14.3148335968670	-0.314833596866979
143	16	13.7165697344689	2.28343026553106
144	6	12.3421935818361	-6.34219358183612
145	13	12.9479737161740	0.0520262838259557
146	13	13.1810783373908	-0.181078337390845
147	14	12.9163903113887	1.08360968861134
148	15	14.8777635333202	0.122236466679822
149	14	14.4494877870511	-0.449487787051067
150	15	15.2846955848154	-0.284695584815386
151	13	14.2434534268062	-1.24345342680624
152	16	15.062457124864	0.93754287513601
153	12	12.0024567156971	-0.00245671569706828
154	15	14.2068656799723	0.79313432002769
155	12	14.5793882744699	-2.57938827446993
156	14	12.0809652568081	1.91903474319191

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
11	0.614183251547004	0.771633496905992	0.385816748452996
12	0.457004356795727	0.914008713591454	0.542995643204273
13	0.423487303203681	0.846974606407362	0.576512696796319
14	0.518839327700192	0.962321344599616	0.481160672299808
15	0.408997650337011	0.817995300674023	0.591002349662989
16	0.312380412120605	0.624760824241209	0.687619587879395
17	0.231212437541904	0.462424875083808	0.768787562458096
18	0.312357243297686	0.624714486595372	0.687642756702314
19	0.252483372581924	0.504966745163848	0.747516627418076
20	0.276824932888765	0.55364986577753	0.723175067111235
21	0.737028280539688	0.525943438920624	0.262971719460312
22	0.689393732298444	0.621212535403111	0.310606267701556
23	0.75943098865341	0.481138022693179	0.240569011346590
24	0.698155808438477	0.603688383123046	0.301844191561523
25	0.632257905215796	0.735484189568408	0.367742094784204
26	0.67556684137588	0.64886631724824	0.32443315862412
27	0.614276576169619	0.771446847660761	0.385723423830381
28	0.563799888417966	0.872400223164068	0.436200111582034
29	0.501138558576353	0.997722882847294	0.498861441423647
30	0.521191951726215	0.95761609654757	0.478808048273785
31	0.701839794095751	0.596320411808497	0.298160205904249
32	0.665012059003457	0.669975881993085	0.334987940996543
33	0.632665535022916	0.734668929954167	0.367334464977083
34	0.677499959830684	0.645000080338631	0.322500040169316
35	0.641879201811494	0.716241596377011	0.358120798188506
36	0.607649647537517	0.784700704924966	0.392350352462483
37	0.602129748988718	0.795740502022563	0.397870251011282
38	0.661267635283085	0.67746472943383	0.338732364716915
39	0.613158769937377	0.773682460125245	0.386841230062623
40	0.577193041853473	0.845613916293054	0.422806958146527
41	0.528373732389966	0.943252535220069	0.471626267610034
42	0.51867836921461	0.96264326157078	0.48132163078539
43	0.475525896604225	0.95105179320845	0.524474103395775
44	0.424205051963235	0.84841010392647	0.575794948036765
45	0.381884302402740	0.763768604805481	0.61811569759726
46	0.331471297647056	0.662942595294112	0.668528702352944
47	0.287496774834937	0.574993549669874	0.712503225165063
48	0.390877900479821	0.781755800959642	0.609122099520179
49	0.341986307604583	0.683972615209165	0.658013692395417
50	0.328636372419606	0.657272744839212	0.671363627580394
51	0.298990946490515	0.59798189298103	0.701009053509485
52	0.364461527091621	0.728923054183243	0.635538472908379
53	0.331278010359398	0.662556020718796	0.668721989640602
54	0.332067148306613	0.664134296613227	0.667932851693387
55	0.287461438525094	0.574922877050188	0.712538561474906
56	0.246238663686031	0.492477327372062	0.753761336313969
57	0.209732743895579	0.419465487791159	0.79026725610442
58	0.206324929283367	0.412649858566733	0.793675070716633
59	0.381049200011986	0.762098400023972	0.618950799988014
60	0.335170618204117	0.670341236408235	0.664829381795883
61	0.302112272343655	0.604224544687311	0.697887727656345
62	0.263969812211942	0.527939624423884	0.736030187788058
63	0.314302389624287	0.628604779248574	0.685697610375713
64	0.287036858674757	0.574073717349515	0.712963141325243
65	0.249827130785926	0.499654261571853	0.750172869214074
66	0.214417744569918	0.428835489139835	0.785582255430082
67	0.220307346768124	0.440614693536248	0.779692653231876
68	0.186467072710080	0.372934145420159	0.81353292728992
69	0.164031220643572	0.328062441287143	0.835968779356429
70	0.454932838727764	0.909865677455529	0.545067161272236
71	0.409812775317801	0.819625550635603	0.590187224682199
72	0.36639894805875	0.7327978961175	0.63360105194125
73	0.337584577940799	0.675169155881597	0.662415422059201
74	0.457991320705653	0.915982641411306	0.542008679294347
75	0.419977311007081	0.839954622014162	0.580022688992919
76	0.407903753309977	0.815807506619955	0.592096246690023
77	0.413785803975965	0.82757160795193	0.586214196024035
78	0.368424788697396	0.736849577394792	0.631575211302604
79	0.367035237739052	0.734070475478104	0.632964762260948
80	0.331861000674946	0.663722001349893	0.668138999325054
81	0.295336120486016	0.590672240972032	0.704663879513984
82	0.272097884900502	0.544195769801003	0.727902115099498
83	0.281398798744628	0.562797597489256	0.718601201255372
84	0.259392943494830	0.518785886989660	0.74060705650517
85	0.242219490767259	0.484438981534517	0.757780509232741
86	0.257697519815525	0.51539503963105	0.742302480184475
87	0.275922905341536	0.551845810683073	0.724077094658464
88	0.305551735700861	0.611103471401723	0.694448264299139
89	0.267357535021409	0.534715070042818	0.732642464978591
90	0.234571133084293	0.469142266168587	0.765428866915707
91	0.270146250926026	0.540292501852051	0.729853749073974
92	0.240633529899204	0.481267059798409	0.759366470100796
93	0.208060289400303	0.416120578800606	0.791939710599697
94	0.218902808932398	0.437805617864796	0.781097191067602
95	0.194339437185819	0.388678874371639	0.80566056281418
96	0.199074517383941	0.398149034767882	0.800925482616059
97	0.183268095915686	0.366536191831371	0.816731904084314
98	0.217515388165898	0.435030776331796	0.782484611834102
99	0.228412157091936	0.456824314183872	0.771587842908064
100	0.248770574210544	0.497541148421088	0.751229425789456
101	0.212932283141011	0.425864566282021	0.78706771685899
102	0.185098109330496	0.370196218660992	0.814901890669504
103	0.210122691609742	0.420245383219484	0.789877308390258
104	0.204251649476032	0.408503298952065	0.795748350523968
105	0.182476204697326	0.364952409394653	0.817523795302674
106	0.154547609643945	0.30909521928789	0.845452390356055
107	0.134546527078346	0.269093054156691	0.865453472921655
108	0.110116738341792	0.220233476683584	0.889883261658208
109	0.111958448277658	0.223916896555317	0.888041551722342
110	0.340131954969683	0.680263909939367	0.659868045030317
111	0.318159515191705	0.63631903038341	0.681840484808295
112	0.310535262972548	0.621070525945096	0.689464737027452
113	0.277659468026099	0.555318936052198	0.722340531973901
114	0.235438326244052	0.470876652488105	0.764561673755948
115	0.204146615117632	0.408293230235265	0.795853384882368
116	0.170974072692954	0.341948145385909	0.829025927307046
117	0.139273778367050	0.278547556734099	0.86072622163295
118	0.171380838770516	0.342761677541031	0.828619161229484
119	0.150019750296178	0.300039500592357	0.849980249703822
120	0.124217470941768	0.248434941883536	0.875782529058232
121	0.097909927372255	0.19581985474451	0.902090072627745
122	0.0919249210132654	0.183849842026531	0.908075078986735
123	0.0705726563710108	0.141145312742022	0.92942734362899
124	0.0633689080904404	0.126737816180881	0.93663109190956
125	0.0530501968955802	0.106100393791160	0.94694980310442
126	0.0526621157411015	0.105324231482203	0.947337884258898
127	0.0377844618074192	0.0755689236148384	0.962215538192581
128	0.046259995195456	0.092519990390912	0.953740004804544
129	0.0602030153845756	0.120406030769151	0.939796984615424
130	0.322348276296455	0.644696552592911	0.677651723703545
131	0.264270569673596	0.528541139347192	0.735729430326404
132	0.209553802727002	0.419107605454003	0.790446197272998
133	0.388494368269311	0.776988736538621	0.611505631730689
134	0.362987501582569	0.725975003165138	0.637012498417431
135	0.303624538910124	0.607249077820249	0.696375461089876
136	0.282805992019736	0.565611984039472	0.717194007980264
137	0.215645392194042	0.431290784388085	0.784354607805958
138	0.158051546998318	0.316103093996637	0.841948453001682
139	0.130211236414436	0.260422472828871	0.869788763585564
140	0.100507098063979	0.201014196127958	0.899492901936021
141	0.072707013649217	0.145414027298434	0.927292986350783
142	0.0486336146706985	0.097267229341397	0.951366385329302
143	0.147018009191066	0.294036018382132	0.852981990808934
144	0.591898819402207	0.816202361195586	0.408101180597793
145	0.428247259168519	0.856494518337038	0.571752740831481

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	3	0.0222222222222222	OK