Multiple Linear Regression - Estimated Regression Equation

CoM[t] = + 13.6486392323600 -0.745977696548505GENDER[t] + 0.583058986338514PersSt[t] -0.087313326112899Popularity[t] -0.135563432124363FindFrie[t] -0.158138000123378`Liked `[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)	13.6486392323600	4.158206	3.2823	0.001281	0.00064
GENDER	-0.745977696548505	0.864467	-0.8629	0.389552	0.194776
PersSt	0.583058986338514	0.099148	5.8807	0	0
Popularity	-0.087313326112899	0.17293	-0.5049	0.614366	0.307183
FindFrie	-0.135563432124363	0.237003	-0.572	0.568184	0.284092
`Liked `	-0.158138000123378	0.231885	-0.682	0.496312	0.248156

Multiple Linear Regression - Regression Statistics
Multiple R	0.460249477153909
R-squared	0.211829581220446
Adjusted R-squared	0.185557233927794
F-TEST (value)	8.06283423634909
F-TEST (DF numerator)	5
F-TEST (DF denominator)	150
p-value	9.26157895819735e-07
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	5.14761948252781
Sum Squared Residuals	3974.69795053498

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	24	21.9428853492475	2.05711465075250
2	25	22.7488210938232	2.25117890617675
3	17	25.1988889110557	-8.19888891105572
4	18	20.5612731688371	-2.56127316883714
5	18	21.761673651529	-3.76167365152899
6	16	21.1577821349311	-5.15778213493108
7	20	21.5606276827433	-1.56062768274330
8	16	22.1609190997317	-6.16091909973167
9	18	17.9262112029918	0.0737887970082426
10	17	21.9498310678218	-4.94983106782178
11	23	20.8745642232007	2.12543577679927
12	30	19.4959185020284	10.5040814979716
13	23	17.8541083810190	5.14589161898096
14	18	17.8248679832158	0.175132016784232
15	15	21.3988895830104	-6.39888958301039
16	12	25.0645060894084	-13.0645060894084
17	21	22.0783864837054	-1.07838648370539
18	15	15.8216950236280	-0.821695023628023
19	20	22.6883639161999	-2.68836391619988
20	31	23.1006762386922	7.89932376130781
21	27	22.8226844401807	4.17731555981929
22	34	19.9739326020081	14.0260673979919
23	21	19.9477579343996	1.05224206560044
24	31	18.9836841897004	12.0163158102996
25	19	20.4048772064534	-1.40487720645338
26	16	20.9819125745618	-4.98191257456175
27	20	23.5760262005881	-3.57602620058806
28	21	19.5472695780533	1.45273042194666
29	22	22.3270010776215	-0.327001077621547
30	17	21.2382305267812	-4.23823052678124
31	24	23.7233246325760	0.276675367424035
32	25	24.348984640959	0.651015359041007
33	26	24.5901543867048	1.40984561329525
34	25	27.4598010528032	-2.4598010528032
35	17	24.0730147689572	-7.0730147689572
36	32	25.2970688631518	6.70293113684818
37	33	24.9276997491405	8.07230025085946
38	13	20.3153227130048	-7.31532271300477
39	32	24.5462481588503	7.45375184114975
40	25	25.1389308630284	-0.138930863028443
41	29	23.9032311244845	5.09676887551553
42	22	23.2098474121044	-1.20984741210440
43	18	17.4437909271887	0.556209072811322
44	17	24.1377535270711	-7.13775352707109
45	20	23.7128948385224	-3.7128948385224
46	15	19.4616982896801	-4.46169828968007
47	20	18.2082669908901	1.79173300910986
48	33	27.4761736807753	5.52382631922466
49	29	23.1463245042863	5.85367549571369
50	23	22.9330714638887	0.06692853611128
51	26	21.757329773372	4.24267022662798
52	18	22.4094090983149	-4.40940909831494
53	20	20.4213658585558	-0.421365858555804
54	11	17.2674845348897	-6.26748453488971
55	28	26.0999036377142	1.90009636228584
56	26	22.3013255396091	3.69867446039090
57	22	23.9840217027711	-1.98402170277113
58	17	21.7487850990361	-4.74878509903609
59	12	21.9141625676854	-9.91416256768541
60	14	15.8925196976385	-1.89251969763850
61	17	23.5064444347211	-6.50644443472111
62	21	22.4043484994583	-1.40434849945826
63	19	22.5559637517554	-3.5559637517554
64	18	21.6357962349107	-3.63579623491074
65	10	20.0772354506273	-10.0772354506273
66	29	26.8185260561770	2.18147394382296
67	31	21.245095461044	9.75490453895602
68	19	24.7317414370593	-5.73174143705926
69	9	18.9885271974535	-9.98852719745347
70	20	25.0999692099003	-5.09996920990034
71	28	20.4531273124649	7.54687268753515
72	19	20.3292718223563	-1.32927182235629
73	30	23.9796778246142	6.02032217538584
74	29	22.5968227360603	6.40317726393971
75	26	23.7659256546205	2.23407434537952
76	23	19.8335261621307	3.16647383786932
77	13	20.4391597164682	-7.4391597164682
78	21	21.5418978633052	-0.541897863305159
79	19	21.9959161653455	-2.99591616534555
80	28	24.3349547472959	3.6650452527041
81	23	24.0895034210596	-1.08950342105963
82	18	18.8812411437589	-0.881241143758895
83	21	19.4829676518691	1.5170323481309
84	20	23.3527126104212	-3.35271261042115
85	23	19.3212918498026	3.67870815019736
86	21	20.6020784266782	0.397921573321803
87	21	24.2037974909950	-3.20379749099496
88	15	21.9442442815213	-6.94424428152128
89	28	23.3849731939263	4.61502680607371
90	19	18.5526772875887	0.447322712411326
91	26	17.5708719826436	8.42912801735643
92	10	19.2443812598956	-9.24438125989557
93	16	17.2606818982934	-1.26068189829341
94	22	21.0088310207177	0.991168979282265
95	19	20.7102865807169	-1.71028658071693
96	31	27.3211366506654	3.6788633493346
97	31	21.4436556135426	9.5563443864574
98	29	21.8506667177151	7.14933328228494
99	19	19.7266769403657	-0.72667694036575
100	22	18.5800948633408	3.41990513665925
101	23	21.6405769449974	1.35942305500264
102	15	18.5849378710938	-3.58493787109381
103	20	19.3430603415878	0.656939658412232
104	18	20.7750253388308	-2.77502533883082
105	23	22.0235513322012	0.976448667798765
106	25	17.2997451183948	7.70025488160516
107	21	19.9464527285896	1.05354727141042
108	24	19.6411056519925	4.35889434800752
109	25	21.4618863033846	3.53811369661535
110	17	17.6290256952648	-0.629025695264763
111	13	16.5354744343378	-3.53547443433784
112	28	19.2096619179511	8.7903380820489
113	21	22.2530754335976	-1.25307543359763
114	25	28.8344860012843	-3.83448600128434
115	9	24.3447030604685	-15.3447030604685
116	16	20.0447572760186	-4.04475727601858
117	19	22.2414297892483	-3.24142978924827
118	17	19.4464254878734	-2.44642548787344
119	25	21.4128571790070	3.58714282099297
120	20	15.8711880377830	4.12881196221698
121	29	23.3318800801618	5.66811991983824
122	14	18.2034239831371	-4.20342398313708
123	22	23.3917758305226	-1.39177583052259
124	15	19.4525114037700	-4.45251140377004
125	19	19.4890535677657	-0.489053567765694
126	20	20.2584471483458	-0.258447148345814
127	15	20.1759768299860	-5.17597682998598
128	20	22.1657621074847	-2.16576210748473
129	18	21.6339918995047	-3.63399189950467
130	33	26.7418601152213	6.25813988477869
131	22	21.342094802663	0.657905197336996
132	16	18.1208913671108	-2.12089136711079
133	17	22.0288934695504	-5.02889346955039
134	16	18.1282554309696	-2.12825543096963
135	21	17.8271899348631	3.17281006513695
136	26	24.0778577767103	1.92214222328973
137	18	19.0532659555674	-1.05326595556735
138	18	21.0112897791571	-3.01128977915707
139	17	20.2350935619806	-3.23509356198065
140	22	21.1126329989331	0.887367001066946
141	30	22.4642442498191	7.53575575018091
142	30	24.8356057129410	5.16439428705897
143	24	20.4262088663089	3.57379113369113
144	21	22.1439313180332	-1.14393131803316
145	21	21.5827031211462	-0.58270312114622
146	29	24.6999799831502	4.30002001684978
147	31	23.6859140947000	7.31408590530003
148	20	20.6142232006236	-0.614223200623649
149	16	13.7184217524078	2.28157824759218
150	22	19.1679968574323	2.83200314256767
151	20	24.1261078827217	-4.12610788272173
152	28	21.342094802663	6.657905197337
153	38	25.6366984497637	12.3633015502363
154	22	19.0306913875683	2.96930861243166
155	20	22.2848368875067	-2.28483688750668
156	17	19.2278926077931	-2.22789260779315

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
9	0.449149843603004	0.898299687206009	0.550850156396996
10	0.310175664966469	0.620351329932939	0.68982433503353
11	0.364590846620064	0.729181693240127	0.635409153379936
12	0.69739353688798	0.605212926224039	0.302606463112020
13	0.59582995960866	0.80834008078268	0.40417004039134
14	0.523893485072347	0.952213029855307	0.476106514927653
15	0.50422347907114	0.99155304185772	0.49577652092886
16	0.477048619221325	0.95409723844265	0.522951380778675
17	0.445533958048086	0.891067916096171	0.554466041951914
18	0.563408872257626	0.873182255484747	0.436591127742374
19	0.483877293064469	0.967754586128938	0.516122706935531
20	0.677518591517262	0.644962816965477	0.322481408482738
21	0.69063373660551	0.61873252678898	0.30936626339449
22	0.93177439288514	0.136451214229719	0.0682256071148595
23	0.90577393008262	0.188452139834759	0.0942260699173795
24	0.960477656544275	0.0790446869114502	0.0395223434557251
25	0.944422830464106	0.111154339071789	0.0555771695358943
26	0.942666121880165	0.114667756239670	0.0573338781198348
27	0.924552077747891	0.150895844504218	0.0754479222521089
28	0.903208823992572	0.193582352014856	0.096791176007428
29	0.873480297558236	0.253039404883528	0.126519702441764
30	0.847149058868341	0.305701882263318	0.152850941131659
31	0.815104956191173	0.369790087617655	0.184895043808827
32	0.804407288339321	0.391185423321357	0.195592711660679
33	0.798450527884033	0.403098944231934	0.201549472115967
34	0.761720400733752	0.476559198532496	0.238279599266248
35	0.747360544510943	0.505278910978114	0.252639455489057
36	0.843541850512588	0.312916298974824	0.156458149487412
37	0.916622689559555	0.166754620880891	0.0833773104404453
38	0.934602284685727	0.130795430628545	0.0653977153142727
39	0.951695682292024	0.0966086354159522	0.0483043177079761
40	0.936530197802065	0.126939604395871	0.0634698021979354
41	0.93811787036936	0.123764259261281	0.0618821296306405
42	0.922050873170317	0.155898253659365	0.0779491268296826
43	0.90205522148358	0.195889557032839	0.0979447785164195
44	0.90604346365224	0.187913072695520	0.0939565363477602
45	0.891181788269272	0.217636423461457	0.108818211730729
46	0.898246539237701	0.203506921524597	0.101753460762299
47	0.875452115501979	0.249095768996042	0.124547884498021
48	0.89441943828501	0.211161123429978	0.105580561714989
49	0.899956216236305	0.200087567527391	0.100043783763695
50	0.87592390089626	0.248152198207481	0.124076099103741
51	0.864394641946146	0.271210716107707	0.135605358053854
52	0.85109968628666	0.297800627426679	0.148900313713340
53	0.820426190854944	0.359147618290113	0.179573809145057
54	0.837629793738342	0.324740412523316	0.162370206261658
55	0.81035357736533	0.379292845269341	0.189646422634671
56	0.791008288167243	0.417983423665515	0.208991711832757
57	0.759031546694227	0.481936906611545	0.240968453305773
58	0.759603463272288	0.480793073455425	0.240396536727712
59	0.832923145574848	0.334153708850305	0.167076854425152
60	0.808552614920142	0.382894770159716	0.191447385079858
61	0.820724021181165	0.358551957637669	0.179275978818834
62	0.79057423814451	0.41885152371098	0.20942576185549
63	0.773637660815885	0.452724678368230	0.226362339184115
64	0.758885007718297	0.482229984563405	0.241114992281702
65	0.84551944736446	0.308961105271082	0.154480552635541
66	0.820777072751557	0.358445854496885	0.179222927248443
67	0.889805091768424	0.220389816463152	0.110194908231576
68	0.896236540653996	0.207526918692007	0.103763459346003
69	0.94638684316408	0.107226313671839	0.0536131568359194
70	0.949563179704243	0.100873640591513	0.0504368202957566
71	0.961045679247015	0.0779086415059708	0.0389543207529854
72	0.950917495062785	0.0981650098744298	0.0490825049372149
73	0.956170597084793	0.0876588058304136	0.0438294029152068
74	0.963736743401594	0.0725265131968117	0.0362632565984058
75	0.955408828246482	0.0891823435070361	0.0445911717535181
76	0.947725502602412	0.104548994795177	0.0522744973975885
77	0.961992006461092	0.0760159870778155	0.0380079935389078
78	0.951182861333833	0.0976342773323345	0.0488171386661673
79	0.943909218252887	0.112181563494226	0.0560907817471131
80	0.937095850910504	0.125808298178992	0.0629041490894958
81	0.924943359711019	0.150113280577962	0.0750566402889811
82	0.907240198126503	0.185519603746993	0.0927598018734967
83	0.887451474220757	0.225097051558486	0.112548525779243
84	0.875543564331595	0.248912871336810	0.124456435668405
85	0.861248956385484	0.277502087229032	0.138751043614516
86	0.834957265245764	0.330085469508471	0.165042734754236
87	0.822991981746708	0.354016036506584	0.177008018253292
88	0.84889477679186	0.302210446416280	0.151105223208140
89	0.84537205300792	0.309255893984159	0.154627946992079
90	0.816138108269137	0.367723783461727	0.183861891730863
91	0.871329423681885	0.25734115263623	0.128670576318115
92	0.92550928142583	0.148981437148341	0.0744907185741704
93	0.908159865930719	0.183680268138563	0.0918401340692813
94	0.88718300895334	0.225633982093321	0.112816991046660
95	0.867018442757499	0.265963114485003	0.132981557242501
96	0.850786774689867	0.298426450620265	0.149213225310133
97	0.908383231224314	0.183233537551372	0.091616768775686
98	0.914007462459829	0.171985075080343	0.0859925375401715
99	0.89491195093965	0.2101760981207	0.10508804906035
100	0.880880191126805	0.238239617746389	0.119119808873195
101	0.855902752778525	0.28819449444295	0.144097247221475
102	0.83812340075783	0.323753198484339	0.161876599242170
103	0.805407241248054	0.389185517503893	0.194592758751946
104	0.782594023532291	0.434811952935417	0.217405976467709
105	0.755268946145143	0.489462107709715	0.244731053854857
106	0.818334063050485	0.36333187389903	0.181665936949515
107	0.785268628021567	0.429462743956865	0.214731371978433
108	0.769935395306455	0.460129209387089	0.230064604693545
109	0.742489085632706	0.515021828734589	0.257510914367294
110	0.704288750185034	0.591422499629933	0.295711249814966
111	0.692937966584408	0.614124066831185	0.307062033415592
112	0.761707429800842	0.476585140398315	0.238292570199158
113	0.720804670716655	0.55839065856669	0.279195329283345
114	0.701553713324773	0.596892573350454	0.298446286675227
115	0.960917619586651	0.0781647608266971	0.0390823804133485
116	0.957170292495802	0.0856594150083952	0.0428297075041976
117	0.955122557232714	0.0897548855345717	0.0448774427672859
118	0.942262128113584	0.115475743772832	0.057737871886416
119	0.929900440659942	0.140199118680115	0.0700995593400577
120	0.940969109165244	0.118061781669511	0.0590308908347557
121	0.93635177541822	0.127296449163562	0.0636482245817809
122	0.925374128816836	0.149251742366327	0.0746258711831637
123	0.912074081433844	0.175851837132312	0.0879259185661562
124	0.907125762683583	0.185748474632833	0.0928742373164166
125	0.877032982975456	0.245934034049088	0.122967017024544
126	0.841138047213152	0.317723905573697	0.158861952786848
127	0.858440369188894	0.283119261622212	0.141559630811106
128	0.848465742840752	0.303068514318496	0.151534257159248
129	0.861680296082617	0.276639407834765	0.138319703917383
130	0.84091248429131	0.31817503141738	0.15908751570869
131	0.801222261869934	0.397555476260133	0.198777738130066
132	0.748928197776579	0.502143604446842	0.251071802223421
133	0.865097170276716	0.269805659446568	0.134902829723284
134	0.829691395012636	0.340617209974728	0.170308604987364
135	0.823288063498986	0.353423873002029	0.176711936501014
136	0.76521040763914	0.46957918472172	0.23478959236086
137	0.708820143726534	0.582359712546933	0.291179856273466
138	0.759584393467222	0.480831213065556	0.240415606532778
139	0.686322647804708	0.627354704390584	0.313677352195292
140	0.675605966398197	0.648788067203605	0.324394033601802
141	0.733831155396905	0.532337689206189	0.266168844603095
142	0.644604198060763	0.710791603878475	0.355395801939238
143	0.607584542229154	0.784830915541693	0.392415457770846
144	0.502692480073742	0.994615039852516	0.497307519926258
145	0.462013750911528	0.924027501823056	0.537986249088472
146	0.376875889746633	0.753751779493266	0.623124110253367
147	0.311058583670905	0.62211716734181	0.688941416329095

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	12	0.0863309352517986	OK