Multiple Linear Regression - Estimated Regression Equation

liked[t] = + 6.68487647585358 + 0.0804780908515778findingFriends[t] + 0.171089311176097knowingPeople[t] + 0.554952662162986celebrity[t] + 0.00330749834696463friend[t] -0.00236012166624288secondbestfriend[t] + 0.00334213262966341thirdbestfriend[t] + 0.00590218756718479t + 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)	6.68487647585358	1.062645	6.2908	0	0
findingFriends	0.0804780908515778	0.081404	0.9886	0.32446	0.16223
knowingPeople	0.171089311176097	0.051901	3.2965	0.001226	0.000613
celebrity	0.554952662162986	0.122991	4.5121	1.3e-05	6e-06
friend	0.00330749834696463	0.003029	1.092	0.276588	0.138294
secondbestfriend	-0.00236012166624288	0.003057	-0.7719	0.441389	0.220695
thirdbestfriend	0.00334213262966341	0.002762	1.21	0.228211	0.114105
t	0.00590218756718479	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	12.2412764510369	0.758723548963133
2	13	12.5492510452934	0.450748954706599
3	16	12.890151654162	3.10984834583801
4	12	12.4095002419506	-0.409500241950625
5	11	12.1954898338014	-1.19548983380136
6	12	10.5485098561973	1.45149014380274
7	18	15.1400072724624	2.85999272753762
8	11	11.892234091914	-0.89223409191401
9	14	12.5427878319716	1.45721216802845
10	9	10.4731134123434	-1.47311341234342
11	14	13.6989839110600	0.301016088939985
12	12	13.3914843781074	-1.39148437810740
13	11	13.5077253284476	-2.50772532844756
14	12	13.0619744150281	-1.06197441502814
15	13	12.4274437124940	0.572556287505966
16	11	12.4166973187797	-1.41669731877967
17	12	12.9626491506296	-0.962649150629635
18	16	13.5052119045738	2.49478809542624
19	9	11.4569226873542	-2.45692268735425
20	11	11.2933506639583	-0.293350663958286
21	13	10.1062435201726	2.89375647982742
22	15	14.2632373618389	0.7367626381611
23	10	13.1535936044104	-3.15359360441045
24	11	11.1960564530903	-0.196056453090281
25	13	13.8643356966233	-0.864335696623341
26	16	14.119152223878	1.88084777612199
27	15	14.7006872971103	0.299312702889655
28	14	13.2155290369884	0.784470963011641
29	14	14.0035872018418	-0.00358720184175577
30	14	11.6357662210824	2.3642337789176
31	8	11.3402957711700	-3.34029577117001
32	13	14.0929366237416	-1.09293662374159
33	15	14.4012678820608	0.598732117939156
34	13	11.2922840338619	1.70771596613815
35	11	12.5385402892615	-1.53854028926155
36	15	14.0954218728495	0.904578127150489
37	15	13.4114761801123	1.58852381988770
38	9	12.1921086960505	-3.19210869605046
39	13	14.1414892414009	-1.14148924140091
40	16	14.9424633835402	1.05753661645983
41	13	13.6297203365311	-0.629720336531094
42	11	10.5875055087326	0.412494491267403
43	12	11.5419595736635	0.458040426336504
44	12	12.1938177720423	-0.193817772042344
45	12	12.94719430052	-0.947194300519994
46	14	14.0009860746851	-0.000986074685142166
47	14	13.6493363845900	0.35066361541002
48	8	11.4216993575606	-3.42169935756064
49	13	13.0582006172276	-0.0582006172276401
50	16	14.7287886262570	1.27121137374302
51	13	12.4327719919004	0.567228008099589
52	11	14.002539992185	-3.00253999218499
53	14	13.4747836359235	0.525216364076542
54	13	11.3181383597696	1.68186164023035
55	13	13.0546363292234	-0.0546363292234419
56	13	13.3887952814912	-0.388795281491174
57	12	12.5265099394571	-0.526509939457064
58	16	14.7118736660021	1.28812633399789
59	15	10.9098399872552	4.09016001274485
60	15	15.3544473216950	-0.354447321695036
61	12	11.0442194835685	0.955780516431483
62	14	14.2495576324261	-0.249557632426084
63	12	14.3956537173204	-2.39565371732038
64	15	14.1270905466144	0.872909453385647
65	12	11.8191166745717	0.180883325428266
66	13	13.1905657649825	-0.190565764982455
67	12	14.0285792972029	-2.02857929720291
68	12	12.2856431790989	-0.285643179098892
69	13	14.0578624192014	-1.05786241920144
70	5	10.1742054615072	-5.17420546150722
71	13	13.3634865890547	-0.363486589054699
72	13	13.2811376779636	-0.281137677963608
73	14	13.1770608532435	0.822939146756531
74	17	13.7576458299441	3.24235417005586
75	13	13.8884682145868	-0.88846821458676
76	13	14.5393126769409	-1.53931267694091
77	12	13.7310812472200	-1.73108124722002
78	13	12.8078283904091	0.192171609590942
79	14	12.3862499975458	1.61375000245418
80	11	10.4543721653008	0.545627834699239
81	12	11.6639169019733	0.336083098026708
82	12	13.3317410554062	-1.33174105540616
83	16	13.9750870526317	2.02491294736828
84	12	13.1091272321134	-1.10912723211341
85	12	10.5463045392097	1.45369546079026
86	12	13.8069869235033	-1.80698692350329
87	10	11.6616138613276	-1.66161386132757
88	15	12.5853516984989	2.41464830150105
89	15	15.2872147832097	-0.287214783209684
90	12	12.0979694998763	-0.0979694998763441
91	16	13.2794291467672	2.72057085323278
92	15	13.9408797936226	1.05912020637738
93	16	15.2636191786083	0.73638082139174
94	13	14.9482687822939	-1.94826878229385
95	12	12.6663420064809	-0.666342006480868
96	11	12.1232685518916	-1.12326855189158
97	13	11.8348085235139	1.16519147648615
98	10	11.2414466685161	-1.24144666851609
99	15	13.3183250160991	1.68167498390088
100	13	13.9733775621092	-0.973377562109222
101	16	15.4806887212472	0.519311278752845
102	15	15.0685137262809	-0.0685137262809211
103	18	14.6990371527316	3.30096284726835
104	13	10.7240782413135	2.27592175868646
105	10	10.4210863327862	-0.421086332786167
106	16	15.0793533677046	0.920646632295383
107	13	11.5548791440735	1.44512085592652
108	15	15.4605022774142	-0.460502277414206
109	14	11.9458435343159	2.05415646568412
110	15	11.6638998049924	3.33610019500761
111	14	13.3191355817355	0.680864418264514
112	13	14.764795042679	-1.764795042679
113	13	13.3016576607498	-0.301657660749798
114	15	14.3561188776616	0.643881122338437
115	16	14.7803841209011	1.21961587909889
116	14	14.5997422003543	-0.599742200354304
117	14	14.2562178902544	-0.256217890254430
118	16	13.3053910537611	2.69460894623891
119	14	14.7100053530057	-0.710005353005712
120	12	12.9242922224764	-0.924292222476409
121	13	12.8091147825838	0.190885217416195
122	12	14.0030273251826	-2.00302732518263
123	12	12.2735552407858	-0.273555240785796
124	14	14.6227499100675	-0.62274991006753
125	14	14.5826488947704	-0.582648894770409
126	14	12.1955883774093	1.80441162259069
127	16	15.5201963586448	0.479803641355155
128	13	14.5858352055783	-1.58583520557830
129	14	13.3054114132075	0.69458858679251
130	4	11.3423321021088	-7.34233210210875
131	16	15.3978494898521	0.602150510147872
132	13	13.5934505145228	-0.593450514522831
133	16	12.0869721191611	3.91302788083886
134	15	13.7336831868418	1.26631681315817
135	14	13.9975315233723	0.00246847662768986
136	13	12.1170819570579	0.882918042942115
137	14	14.5911438736323	-0.591143873632274
138	12	12.3541344821222	-0.354134482122229
139	15	14.4759550365291	0.524044963470924
140	14	13.7577560818821	0.242243918117941
141	13	13.3727877505990	-0.372787750598958
142	14	14.3148335968670	-0.31483359686698
143	16	13.7165697344689	2.28343026553106
144	6	12.3421935818361	-6.34219358183612
145	13	12.9479737161740	0.0520262838259516
146	13	13.1810783373908	-0.181078337390839
147	14	12.9163903113887	1.08360968861134
148	15	14.8777635333202	0.122236466679821
149	14	14.4494877870511	-0.449487787051066
150	15	15.2846955848154	-0.284695584815378
151	13	14.2434534268062	-1.24345342680624
152	16	15.062457124864	0.937542875136014
153	12	12.0024567156971	-0.00245671569706484
154	15	14.2068656799723	0.793134320027697
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	0.423487303203682	0.846974606407363	0.576512696796318
14	0.518839327700192	0.962321344599617	0.481160672299808
15	0.408997650337009	0.817995300674019	0.59100234966299
16	0.312380412120604	0.624760824241208	0.687619587879396
17	0.231212437541905	0.462424875083809	0.768787562458095
18	0.312357243297684	0.624714486595369	0.687642756702316
19	0.252483372581925	0.504966745163851	0.747516627418075
20	0.276824932888767	0.553649865777533	0.723175067111233
21	0.737028280539688	0.525943438920624	0.262971719460312
22	0.689393732298444	0.621212535403111	0.310606267701556
23	0.75943098865341	0.48113802269318	0.24056901134659
24	0.698155808438477	0.603688383123045	0.301844191561523
25	0.632257905215795	0.73548418956841	0.367742094784205
26	0.675566841375881	0.648866317248238	0.324433158624119
27	0.614276576169618	0.771446847660764	0.385723423830382
28	0.563799888417966	0.872400223164068	0.436200111582034
29	0.501138558576353	0.997722882847293	0.498861441423647
30	0.521191951726216	0.957616096547568	0.478808048273784
31	0.70183979409575	0.596320411808501	0.298160205904250
32	0.665012059003458	0.669975881993085	0.334987940996542
33	0.632665535022914	0.734668929954173	0.367334464977086
34	0.677499959830683	0.645000080338633	0.322500040169317
35	0.641879201811496	0.716241596377007	0.358120798188504
36	0.607649647537516	0.784700704924968	0.392350352462484
37	0.602129748988721	0.795740502022557	0.397870251011279
38	0.661267635283085	0.67746472943383	0.338732364716915
39	0.613158769937379	0.773682460125243	0.386841230062621
40	0.577193041853473	0.845613916293055	0.422806958146527
41	0.528373732389965	0.94325253522007	0.471626267610035
42	0.518678369214611	0.962643261570777	0.481321630785389
43	0.475525896604226	0.951051793208452	0.524474103395774
44	0.424205051963234	0.848410103926468	0.575794948036766
45	0.381884302402740	0.763768604805481	0.61811569759726
46	0.331471297647055	0.662942595294111	0.668528702352945
47	0.287496774834936	0.574993549669873	0.712503225165064
48	0.39087790047982	0.78175580095964	0.60912209952018
49	0.341986307604583	0.683972615209166	0.658013692395417
50	0.328636372419606	0.657272744839212	0.671363627580394
51	0.298990946490516	0.597981892981032	0.701009053509484
52	0.364461527091621	0.728923054183243	0.635538472908379
53	0.3312780103594	0.6625560207188	0.6687219896406
54	0.332067148306613	0.664134296613227	0.667932851693387
55	0.287461438525093	0.574922877050187	0.712538561474907
56	0.246238663686031	0.492477327372062	0.753761336313969
57	0.209732743895579	0.419465487791157	0.790267256104421
58	0.206324929283364	0.412649858566729	0.793675070716636
59	0.381049200011986	0.762098400023972	0.618950799988014
60	0.335170618204117	0.670341236408235	0.664829381795883
61	0.302112272343655	0.60422454468731	0.697887727656345
62	0.263969812211943	0.527939624423886	0.736030187788057
63	0.314302389624288	0.628604779248576	0.685697610375712
64	0.287036858674757	0.574073717349515	0.712963141325243
65	0.249827130785926	0.499654261571852	0.750172869214074
66	0.214417744569917	0.428835489139833	0.785582255430083
67	0.220307346768124	0.440614693536247	0.779692653231876
68	0.186467072710080	0.372934145420159	0.81353292728992
69	0.164031220643570	0.328062441287140	0.83596877935643
70	0.454932838727764	0.909865677455529	0.545067161272236
71	0.409812775317801	0.819625550635601	0.5901872246822
72	0.366398948058751	0.732797896117502	0.633601051941249
73	0.337584577940802	0.675169155881604	0.662415422059198
74	0.457991320705650	0.915982641411301	0.54200867929435
75	0.419977311007082	0.839954622014165	0.580022688992918
76	0.407903753309981	0.815807506619961	0.592096246690019
77	0.413785803975964	0.827571607951929	0.586214196024036
78	0.368424788697395	0.736849577394791	0.631575211302605
79	0.367035237739053	0.734070475478105	0.632964762260947
80	0.331861000674945	0.66372200134989	0.668138999325055
81	0.295336120486012	0.590672240972025	0.704663879513988
82	0.272097884900499	0.544195769800998	0.727902115099501
83	0.281398798744627	0.562797597489254	0.718601201255373
84	0.259392943494830	0.518785886989661	0.74060705650517
85	0.242219490767261	0.484438981534522	0.757780509232739
86	0.257697519815526	0.515395039631052	0.742302480184474
87	0.275922905341538	0.551845810683075	0.724077094658462
88	0.305551735700859	0.611103471401719	0.69444826429914
89	0.267357535021409	0.534715070042817	0.732642464978591
90	0.234571133084295	0.469142266168591	0.765428866915705
91	0.270146250926023	0.540292501852045	0.729853749073977
92	0.240633529899203	0.481267059798406	0.759366470100797
93	0.208060289400301	0.416120578800603	0.791939710599698
94	0.218902808932399	0.437805617864798	0.781097191067601
95	0.19433943718582	0.38867887437164	0.80566056281418
96	0.199074517383941	0.398149034767881	0.80092548261606
97	0.183268095915685	0.366536191831369	0.816731904084315
98	0.217515388165901	0.435030776331802	0.782484611834099
99	0.228412157091936	0.456824314183872	0.771587842908064
100	0.248770574210542	0.497541148421084	0.751229425789458
101	0.21293228314101	0.42586456628202	0.78706771685899
102	0.185098109330496	0.370196218660991	0.814901890669504
103	0.210122691609740	0.420245383219481	0.78987730839026
104	0.204251649476032	0.408503298952065	0.795748350523968
105	0.182476204697328	0.364952409394656	0.817523795302672
106	0.154547609643946	0.309095219287892	0.845452390356054
107	0.134546527078346	0.269093054156691	0.865453472921654
108	0.110116738341792	0.220233476683583	0.889883261658208
109	0.111958448277659	0.223916896555318	0.88804155172234
110	0.340131954969686	0.680263909939371	0.659868045030314
111	0.318159515191706	0.636319030383412	0.681840484808294
112	0.310535262972547	0.621070525945094	0.689464737027453
113	0.2776594680261	0.5553189360522	0.7223405319739
114	0.235438326244055	0.470876652488110	0.764561673755945
115	0.204146615117633	0.408293230235267	0.795853384882367
116	0.170974072692955	0.34194814538591	0.829025927307045
117	0.139273778367052	0.278547556734104	0.860726221632948
118	0.171380838770516	0.342761677541033	0.828619161229484
119	0.150019750296179	0.300039500592358	0.849980249703821
120	0.124217470941768	0.248434941883537	0.875782529058232
121	0.0979099273722539	0.195819854744508	0.902090072627746
122	0.0919249210132654	0.183849842026531	0.908075078986735
123	0.0705726563710113	0.141145312742023	0.929427343628989
124	0.0633689080904408	0.126737816180882	0.93663109190956
125	0.0530501968955791	0.106100393791158	0.94694980310442
126	0.0526621157411017	0.105324231482203	0.947337884258898
127	0.0377844618074189	0.0755689236148378	0.962215538192581
128	0.0462599951954562	0.0925199903909125	0.953740004804544
129	0.0602030153845773	0.120406030769155	0.939796984615423
130	0.322348276296454	0.644696552592908	0.677651723703546
131	0.264270569673596	0.528541139347193	0.735729430326404
132	0.209553802727002	0.419107605454003	0.790446197272998
133	0.388494368269312	0.776988736538624	0.611505631730688
134	0.362987501582569	0.725975003165138	0.637012498417431
135	0.303624538910124	0.607249077820248	0.696375461089876
136	0.282805992019736	0.565611984039472	0.717194007980264
137	0.215645392194044	0.431290784388088	0.784354607805956
138	0.158051546998319	0.316103093996637	0.841948453001681
139	0.130211236414436	0.260422472828873	0.869788763585564
140	0.100507098063979	0.201014196127958	0.899492901936021
141	0.0727070136492167	0.145414027298433	0.927292986350783
142	0.0486336146706975	0.097267229341395	0.951366385329303
143	0.147018009191067	0.294036018382134	0.852981990808933
144	0.591898819402207	0.816202361195586	0.408101180597793
145	0.428247259168518	0.856494518337035	0.571752740831482

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