Multiple Linear Regression - Estimated Regression Equation

liked[t] = + 6.89981578359029 + 0.097864463533243findingfriends[t] + 0.167368197229076knowingpeople[t] + 0.571325185382164celebrity[t] + 0.00243721157219217selectfbf[t] -0.00131784757087074selectsbf[t] + 0.00336547427871851`selecttbf `[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)	6.89981578359029	1.064182	6.4837	0	0
findingfriends	0.097864463533243	0.081463	1.2013	0.231527	0.115764
knowingpeople	0.167368197229076	0.05226	3.2026	0.001665	0.000833
celebrity	0.571325185382164	0.123606	4.6221	8e-06	4e-06
selectfbf	0.00243721157219217	0.003014	0.8087	0.419968	0.209984
selectsbf	-0.00131784757087074	0.003026	-0.4355	0.663859	0.33193
`selecttbf `	0.00336547427871851	0.002783	1.2091	0.228524	0.114262

Multiple Linear Regression - Regression Statistics
Multiple R	0.599396383338163
R-squared	0.35927602435887
Adjusted R-squared	0.333475058896811
F-TEST (value)	13.9249062166761
F-TEST (DF numerator)	6
F-TEST (DF denominator)	149
p-value	1.54498636106837e-12
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.77612967854698
Sum Squared Residuals	470.040858617294

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	13	12.7123575187548	0.287642481245227
2	13	12.8845640199319	0.115435980068071
3	16	13.3148298979646	2.68517010203537
4	12	12.7154672274008	-0.715467227400786
5	11	12.6192561672017	-1.61925616720165
6	12	10.9597422827392	1.04025771726075
7	18	15.6263145903790	2.37368540962098
8	11	12.2687821810591	-1.26878218105909
9	14	12.9459963179229	1.05400368207712
10	9	10.7765124896929	-1.77651248969288
11	14	13.9898487726522	0.0101512273477707
12	12	13.6847256776321	-1.68472567763207
13	11	13.8816918719569	-2.88169187195692
14	12	13.3914509439414	-1.39145094394135
15	13	12.8694467659522	0.130553234047775
16	11	12.8530802385107	-1.85308023851071
17	12	13.3431906278020	-1.34319062780204
18	16	13.9479570617974	2.05204293820256
19	9	11.6964218543849	-2.69642185438492
20	11	11.5361143499040	-0.536114349903987
21	13	10.3347025336618	2.66529746633819
22	15	14.6132979948784	0.386702005121559
23	10	13.4738439052489	-3.4738439052489
24	11	11.5311228768590	-0.531122876859011
25	13	14.1401208153346	-1.14012081533456
26	16	14.4461680652809	1.55383193471906
27	15	15.0404724977158	-0.040472497715783
28	14	13.429644790624	0.570355209376008
29	14	14.214715157704	-0.214715157703995
30	14	11.990399274892	2.009600725108
31	8	11.6763358944877	-3.6763358944877
32	13	14.3888421307032	-1.38884213070320
33	15	14.6659490542602	0.334050945739831
34	13	11.4409529102721	1.55904708972789
35	11	12.7541652147674	-1.75416521476742
36	15	14.3455180786581	0.654481921341931
37	15	13.7005485093376	1.29945149066236
38	9	12.2989755122997	-3.29897551229975
39	13	14.259570567836	-1.25957056783599
40	16	15.1898482184187	0.810151781581333
41	13	13.9120715295458	-0.91207152954582
42	11	10.6336267326332	0.366373267366805
43	12	11.7122876588586	0.287712341141435
44	12	12.2545823122326	-0.254582312232569
45	12	13.2002545990534	-1.20025459905342
46	14	14.2709431895937	-0.270943189593668
47	14	13.8358720926776	0.164127907322432
48	8	11.6572926614921	-3.65729266149206
49	13	13.2806889717270	-0.280688971727048
50	16	14.8320931587640	1.16790684123597
51	13	12.6394735177451	0.360526482254932
52	11	14.1509968986372	-3.15099689863719
53	14	13.5925151720557	0.407484827944284
54	13	11.5769790765825	1.42302092341754
55	13	13.2044663004113	-0.204466300411272
56	13	13.5644091448254	-0.564409144825376
57	12	12.5998424589847	-0.599842458984685
58	16	14.6946063645293	1.30539363547074
59	15	10.9369604928847	4.0630395071153
60	15	15.5013037913587	-0.501303791358683
61	12	11.1271104799683	0.872889520031678
62	14	14.4305603414301	-0.4305603414301
63	12	14.4864606211227	-2.48646062112272
64	15	14.1917477097745	0.808252290225537
65	12	12.0054050107979	-0.005405010797859
66	13	13.2998321688632	-0.299832168863224
67	12	14.1279522856312	-2.12795228563121
68	12	12.2949323677068	-0.294932367706756
69	13	14.0785196593001	-1.07851965930009
70	5	10.2389670051693	-5.23896700516926
71	13	13.4703508376377	-0.470350837637678
72	13	13.4021649515127	-0.402164951512716
73	14	13.2001487833488	0.799851216651212
74	17	13.7040940227608	3.29590597723922
75	13	13.8697255980051	-0.869725598005064
76	13	14.4908544275924	-1.49085442759242
77	12	13.7823222143317	-1.78232221433172
78	13	12.8634220057997	0.136577994200268
79	14	12.2882352779481	1.71176472205187
80	11	10.3648443828873	0.635155617112655
81	12	11.6422976000697	0.357702399930296
82	12	13.2433287040626	-1.24332870406259
83	16	13.9919771814129	2.00802281858713
84	12	13.0861354465583	-1.08613544655830
85	12	10.5904949818338	1.40950501816622
86	12	13.7982073841747	-1.79820738417470
87	10	11.6513627003967	-1.65136270039666
88	15	12.4719459389771	2.52805406102288
89	15	15.2625530019638	-0.262553001963804
90	12	12.0114436106825	-0.0114436106825331
91	16	13.2157828140342	2.78421718596579
92	15	13.9740894562125	1.02591054378752
93	16	15.1521059116221	0.84789408837793
94	13	14.6968684676904	-1.6968684676904
95	12	12.6175158882304	-0.617515888230369
96	11	11.9324079762809	-0.932407976280935
97	13	11.6822909295323	1.31770907046770
98	10	11.1087881892885	-1.10878818928852
99	15	13.2211543751644	1.77884562483565
100	13	13.7695983318829	-0.769598331882898
101	16	15.3650985426371	0.634901457362914
102	15	14.9696648326912	0.0303351673087509
103	18	14.5881313109644	3.41186868903559
104	13	10.5242405464358	2.47575945356424
105	10	10.2583143888960	-0.258314388895981
106	16	14.9906577559437	1.00934224405633
107	13	11.3939184601062	1.60608153989381
108	15	15.4119168050792	-0.411916805079173
109	14	11.7353498224795	2.2646501775205
110	15	11.4128629388248	3.58713706117522
111	14	13.1365886308155	0.863411369184523
112	13	14.5871194393257	-1.58711943932573
113	13	13.1350473306006	-0.135047330600562
114	15	14.0967466095669	0.903253390433103
115	16	14.6319261533586	1.36807384664139
116	14	14.3258520403142	-0.325852040314200
117	14	14.0619134694722	-0.0619134694722086
118	16	13.1500671971420	2.84993280285799
119	14	14.4556778137955	-0.45567781379547
120	12	12.7073996499909	-0.7073996499909
121	13	12.6921277059988	0.307872294001191
122	12	13.8202722473981	-1.82027224739813
123	12	12.0772875551874	-0.0772875551874363
124	14	14.4647687128416	-0.46476871284163
125	14	14.3526471017900	-0.352647101789961
126	14	11.9350244562745	2.0649755437255
127	16	15.2101495931576	0.78985040684242
128	13	14.4062231737777	-1.40622317377767
129	14	12.8837797357379	1.11622026426210
130	4	10.9722414167594	-6.97224141675937
131	16	15.2154399110779	0.78456008892208
132	13	13.3575331365584	-0.357533136558368
133	16	11.7447426852221	4.25525731477786
134	15	13.4410550913353	1.55894490866471
135	14	13.7372080514755	0.26279194852451
136	13	11.8658316679774	1.13416833202256
137	14	14.2497996829687	-0.249799682968701
138	12	11.9639514661137	0.0360485338862988
139	15	14.1295457774108	0.870454222589154
140	14	13.4724148121724	0.527585187827579
141	13	13.0231492252456	-0.023149225245558
142	14	14.0711827314672	-0.071182731467205
143	16	13.2362025908106	2.76379740918944
144	6	11.9077091725183	-5.90770917251825
145	13	12.5311653622845	0.46883463771553
146	13	12.8107850937838	0.189214906216212
147	14	12.4574261417914	1.54257385820855
148	15	14.5591646573811	0.440835342618876
149	14	14.1153252590265	-0.115325259026515
150	15	14.9927100066851	0.00728999331486742
151	13	13.9437068757845	-0.94370687578452
152	16	14.6525347302235	1.34746526977655
153	12	11.6428708259672	0.357129174032826
154	15	13.7063540772610	1.29364592273898
155	12	14.1001307898994	-2.10013078989944
156	14	11.4768347131229	2.52316528687711

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
10	0.626605660759603	0.746788678480794	0.373394339240397
11	0.484636911698697	0.969273823397394	0.515363088301303
12	0.520346848664111	0.959306302671777	0.479653151335889
13	0.700057106752454	0.599885786495091	0.299942893247546
14	0.607191420704711	0.785617158590578	0.392808579295289
15	0.573822910713607	0.852354178572786	0.426177089286393
16	0.539473403270087	0.921053193459825	0.460526596729913
17	0.56529373627126	0.869412527457481	0.434706263728740
18	0.532873163928164	0.934253672143672	0.467126836071836
19	0.50588163949299	0.98823672101402	0.49411836050701
20	0.438740788256906	0.877481576513811	0.561259211743094
21	0.704306430220637	0.591387139558727	0.295693569779363
22	0.635870322700154	0.728259354599692	0.364129677299846
23	0.765067555202112	0.469864889595776	0.234932444797888
24	0.708147319516	0.583705360968	0.291852680484
25	0.658441985766152	0.683116028467697	0.341558014233848
26	0.655488654003096	0.689022691993808	0.344511345996904
27	0.59021280359449	0.819574392811019	0.409787196405510
28	0.525868473627253	0.948263052745494	0.474131526372747
29	0.459544418908209	0.919088837816418	0.540455581091791
30	0.450558675199423	0.901117350398845	0.549441324800577
31	0.676682980560075	0.64663403887985	0.323317019439925
32	0.661030467136266	0.677939065727468	0.338969532863734
33	0.609720104693853	0.780559790612294	0.390279895306147
34	0.621515450853456	0.756969098293087	0.378484549146544
35	0.599584653686105	0.800830692627789	0.400415346313895
36	0.553430319691868	0.893139360616265	0.446569680308132
37	0.536903818117344	0.926192363765312	0.463096181882656
38	0.620537935798791	0.758924128402417	0.379462064201209
39	0.579285884367846	0.841428231264309	0.420714115632154
40	0.534518478619203	0.930963042761595	0.465481521380797
41	0.495485345224264	0.990970690448529	0.504514654775736
42	0.470305868808528	0.940611737617057	0.529694131191472
43	0.422990175885572	0.845980351771144	0.577009824114428
44	0.373970956515633	0.747941913031265	0.626029043484367
45	0.338213364775215	0.67642672955043	0.661786635224785
46	0.291335422001395	0.58267084400279	0.708664577998605
47	0.248636731176697	0.497273462353393	0.751363268823303
48	0.375048706115342	0.750097412230685	0.624951293884658
49	0.326640039978192	0.653280079956385	0.673359960021808
50	0.303678565397221	0.607357130794442	0.696321434602779
51	0.272631556549256	0.545263113098511	0.727368443450744
52	0.357333928618386	0.714667857236773	0.642666071381614
53	0.319472786572987	0.638945573145974	0.680527213427013
54	0.308208038600901	0.616416077201801	0.691791961399099
55	0.265455253703486	0.530910507406971	0.734544746296514
56	0.227757825804347	0.455515651608693	0.772242174195653
57	0.194566084094292	0.389132168188583	0.805433915905708
58	0.187452539620762	0.374905079241523	0.812547460379238
59	0.351029386760414	0.702058773520827	0.648970613239586
60	0.309488122765953	0.618976245531906	0.690511877234047
61	0.278782500719443	0.557565001438886	0.721217499280557
62	0.240995461656116	0.481990923312231	0.759004538343884
63	0.289989478751717	0.579978957503435	0.710010521248283
64	0.264049867668584	0.528099735337168	0.735950132331416
65	0.230096481353080	0.460192962706161	0.76990351864692
66	0.195913093038669	0.391826186077338	0.804086906961331
67	0.206209365942371	0.412418731884742	0.793790634057629
68	0.174927492648356	0.349854985296711	0.825072507351644
69	0.155260345930577	0.310520691861154	0.844739654069423
70	0.457804563031556	0.915609126063112	0.542195436968444
71	0.413007996052974	0.826015992105948	0.586992003947026
72	0.369188841114309	0.738377682228617	0.630811158885692
73	0.337579923430674	0.675159846861348	0.662420076569326
74	0.454855562351489	0.909711124702978	0.545144437648511
75	0.417679806992468	0.835359613984936	0.582320193007532
76	0.406443495534585	0.812886991069169	0.593556504465415
77	0.408662969389943	0.817325938779887	0.591337030610056
78	0.364266115350939	0.728532230701877	0.635733884649061
79	0.362155250556527	0.724310501113055	0.637844749443472
80	0.32676734161317	0.65353468322634	0.67323265838683
81	0.290287181503088	0.580574363006176	0.709712818496912
82	0.265828683955170	0.531657367910341	0.73417131604483
83	0.280004841610118	0.560009683220235	0.719995158389882
84	0.255415485879630	0.510830971759261	0.74458451412037
85	0.24182185309562	0.48364370619124	0.75817814690438
86	0.248067619354358	0.496135238708716	0.751932380645642
87	0.252003539218687	0.504007078437373	0.747996460781313
88	0.292876276312184	0.585752552624368	0.707123723687816
89	0.253943644770861	0.507887289541721	0.74605635522914
90	0.218910747904128	0.437821495808257	0.781089252095872
91	0.270881540162896	0.541763080325793	0.729118459837104
92	0.246080856661528	0.492161713323056	0.753919143338472
93	0.217393645449175	0.434787290898349	0.782606354550825
94	0.218248043259423	0.436496086518846	0.781751956740577
95	0.188399588413989	0.376799176827979	0.81160041158601
96	0.178838420100661	0.357676840201322	0.821161579899339
97	0.171755452191583	0.343510904383166	0.828244547808417
98	0.177418759392209	0.354837518784418	0.822581240607791
99	0.202207917407672	0.404415834815345	0.797792082592328
100	0.193037326214067	0.386074652428134	0.806962673785933
101	0.167110839450987	0.334221678901974	0.832889160549013
102	0.138362597943410	0.276725195886820	0.86163740205659
103	0.193130643170219	0.386261286340439	0.80686935682978
104	0.207888410244812	0.415776820489624	0.792111589755188
105	0.180859287357751	0.361718574715501	0.81914071264225
106	0.156186060152569	0.312372120305138	0.84381393984743
107	0.150461286637543	0.300922573275086	0.849538713362457
108	0.123218786226758	0.246437572453516	0.876781213773242
109	0.136145312561381	0.272290625122762	0.86385468743862
110	0.421800702746304	0.843601405492608	0.578199297253696
111	0.399484515847186	0.798969031694373	0.600515484152814
112	0.377673576822669	0.755347153645338	0.622326423177331
113	0.346021710897982	0.692043421795965	0.653978289102018
114	0.305211055403091	0.610422110806183	0.694788944596909
115	0.273119570494567	0.546239140989135	0.726880429505433
116	0.232718536888901	0.465437073777802	0.767281463111099
117	0.193661742554469	0.387323485108937	0.806338257445531
118	0.234161620363707	0.468323240727413	0.765838379636293
119	0.210982401926002	0.421964803852004	0.789017598073998
120	0.175912920314809	0.351825840629617	0.824087079685191
121	0.142143541846721	0.284287083693442	0.857856458153279
122	0.130407970282829	0.260815940565659	0.86959202971717
123	0.102118012279423	0.204236024558845	0.897881987720577
124	0.092057723457829	0.184115446915658	0.907942276542171
125	0.0748950828149751	0.149790165629950	0.925104917185025
126	0.080328979723429	0.160657959446858	0.919671020276571
127	0.0603565250983604	0.120713050196721	0.93964347490164
128	0.0670544592100745	0.134108918420149	0.932945540789926
129	0.0930650572418516	0.186130114483703	0.906934942758148
130	0.354383128786614	0.708766257573228	0.645616871213386
131	0.30514448313802	0.61028896627604	0.69485551686198
132	0.24641519766001	0.49283039532002	0.75358480233999
133	0.468604875560527	0.937209751121054	0.531395124439473
134	0.441075467932021	0.882150935864042	0.558924532067979
135	0.372044962022081	0.744089924044162	0.62795503797792
136	0.330558538171301	0.661117076342602	0.669441461828699
137	0.266105128118774	0.532210256237547	0.733894871881226
138	0.200583478555536	0.401166957111072	0.799416521444464
139	0.149547386887267	0.299094773774534	0.850452613112733
140	0.107930059693819	0.215860119387637	0.892069940306181
141	0.0700660512997336	0.140132102599467	0.929933948700266
142	0.042465611330776	0.084931222661552	0.957534388669224
143	0.0318707359795203	0.0637414719590407	0.96812926402048
144	0.718990272693581	0.562019454612838	0.281009727306419
145	0.577332554994687	0.845334890010626	0.422667445005313
146	0.427104158357889	0.854208316715777	0.572895841642111

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	0.0145985401459854	OK