Multiple Linear Regression - Estimated Regression Equation

Talk[t] = + 34.200144640016 + 5.72914103472968Hands[t] -3.20162175385841`Anxiety `[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)	34.200144640016	10.558605	3.2391	0.001489	0.000745
Hands	5.72914103472968	1.783814	3.2117	0.001628	0.000814
`Anxiety `	-3.20162175385841	1.206926	-2.6527	0.008881	0.00444

Multiple Linear Regression - Regression Statistics
Multiple R	0.336414700021497
R-squared	0.113174850390554
Adjusted R-squared	0.100857834423756
F-TEST (value)	9.18849587397072
F-TEST (DF numerator)	2
F-TEST (DF denominator)	144
p-value	0.000175523819369916
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	22.6677401037284
Sum Squared Residuals	73991.0075630657

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	10	50.0393627982308	-40.0393627982308
2	20	39.2551832017585	-19.2551832017585
3	40	52.566882079102	-12.5668820791020
4	67	52.566882079102	14.4331179208980
5	38	56.4426063059476	-18.4426063059476
6	61	56.4426063059476	4.55739369405244
7	29	55.7685038329604	-26.7685038329604
8	0	40.4344975366555	-40.4344975366555
9	30	49.3652603252436	-19.3652603252436
10	39	50.0393627982307	-11.0393627982307
11	70	65.3733690945356	4.62663090546436
12	65	50.0393627982307	14.9606372017693
13	5	59.644228059806	-54.644228059806
14	30	41.1086000096427	-11.1086000096427
15	50	58.2960231138317	-8.2960231138317
16	90	46.8377410443723	43.1622589556277
17	45	44.3102217635011	0.689778236498927
18	75	58.9701255868188	16.0298744131812
19	76	52.566882079102	23.433117920898
20	15	46.8377410443724	-31.8377410443723
21	10	46.8377410443723	-36.8377410443723
22	0	50.0393627982307	-50.0393627982307
23	60	55.7685038329604	4.23149616703957
24	67	56.4426063059476	10.5573936940524
25	60	65.3733690945356	-5.37336909453564
26	70	62.1717473406772	7.82825265932276
27	70	53.2409845520892	16.7590154479108
28	87	58.9701255868188	28.0298744131812
29	27	62.1717473406772	-35.1717473406772
30	65	56.4426063059476	8.55739369405244
31	56	43.6361192905139	12.3638807094861
32	82	52.566882079102	29.433117920898
33	30	53.2409845520892	-23.2409845520892
34	38	52.566882079102	-14.5668820791020
35	56	52.566882079102	3.43311792089798
36	70	62.1717473406772	7.82825265932276
37	80	55.7685038329604	24.2314961670396
38	71	58.9701255868188	12.0298744131812
39	50	59.644228059806	-9.64422805980597
40	31	56.4426063059476	-25.4426063059476
41	40	52.566882079102	-12.5668820791020
42	71	62.1717473406772	8.82825265932276
43	71	56.4426063059476	14.5573936940524
44	10	46.8377410443723	-36.8377410443723
45	20	46.8377410443723	-26.8377410443723
46	40	62.1717473406772	-22.1717473406772
47	55	39.2551832017585	15.7448167982415
48	80	64.6992666215485	15.3007333784515
49	80	59.644228059806	20.3557719401940
50	72	67.9008883754069	4.09911162459309
51	60	62.1717473406772	-2.17174734067724
52	29	55.7685038329604	-26.7685038329604
53	70	56.4426063059476	13.5573936940524
54	60	41.1086000096427	18.8913999903573
55	63	62.1717473406772	0.828252659322764
56	70	67.9008883754069	2.09911162459309
57	38	56.4426063059476	-18.4426063059476
58	40	52.566882079102	-12.5668820791020
59	80	62.1717473406772	17.8282526593228
60	24	46.8377410443723	-22.8377410443723
61	40	50.0393627982307	-10.0393627982307
62	47	65.3733690945356	-18.3733690945356
63	70	59.644228059806	10.3557719401940
64	70	56.4426063059476	13.5573936940524
65	75	29.6503179401833	45.3496820598167
66	60	46.8377410443723	13.1622589556277
67	65	53.2409845520892	11.7590154479108
68	91	56.4426063059476	34.5573936940524
69	68	46.8377410443723	21.1622589556277
70	80	62.1717473406772	17.8282526593228
71	90	41.1086000096427	48.8913999903573
72	20	56.4426063059476	-36.4426063059476
73	61	58.9701255868188	2.02987441318117
74	13	32.1778372210546	-19.1778372210546
75	80	58.9701255868188	21.0298744131812
76	40	50.0393627982307	-10.0393627982307
77	70	56.4426063059476	13.5573936940524
78	39	58.9701255868188	-19.9701255868188
79	93	52.566882079102	40.433117920898
80	10	52.566882079102	-42.566882079102
81	25	58.9701255868188	-33.9701255868188
82	61	56.4426063059476	4.55739369405244
83	18	35.379458974913	-17.379458974913
84	60	62.1717473406772	-2.17174734067724
85	74	58.9701255868188	15.0298744131812
86	35	59.644228059806	-24.6442280598060
87	0	46.8377410443723	-46.8377410443723
88	71	56.4426063059476	14.5573936940524
89	100	65.3733690945356	34.6266309054644
90	64	52.566882079102	11.4331179208980
91	50	62.1717473406772	-12.1717473406772
92	40	56.4426063059476	-16.4426063059476
93	35	44.3102217635011	-9.31022176350107
94	60	50.0393627982307	9.96063720176925
95	70	67.9008883754069	2.09911162459309
96	55	38.5810807287714	16.4189192712286
97	65	62.1717473406772	2.82825265932276
98	30	62.1717473406772	-32.1717473406772
99	25	42.4568049556169	-17.4568049556169
100	80	61.4976448676901	18.5023551323099
101	26	43.6361192905139	-17.6361192905139
102	78	55.7685038329604	22.2314961670396
103	10	40.4344975366555	-30.4344975366555
104	70	53.9150870250763	16.0849129749237
105	0	44.9843242364882	-44.9843242364882
106	65	65.3733690945356	-0.373369094535645
107	80	62.1717473406772	17.8282526593228
108	60	59.644228059806	0.355771940194033
109	67	52.566882079102	14.4331179208980
110	49	58.9701255868188	-9.97012558681883
111	70	56.4426063059476	13.5573936940524
112	66	58.9701255868188	7.02987441318117
113	65	47.5118435173595	17.4881564826405
114	65	52.566882079102	12.4331179208980
115	40	65.3733690945356	-25.3733690945356
116	40	56.4426063059476	-16.4426063059476
117	20	67.9008883754069	-47.9008883754069
118	90	52.566882079102	37.433117920898
119	48	62.1717473406772	-14.1717473406772
120	25	65.3733690945356	-40.3733690945356
121	35	56.4426063059476	-21.4426063059476
122	40	52.566882079102	-12.5668820791020
123	77	56.4426063059476	20.5573936940524
124	70	35.379458974913	34.620541025087
125	82	59.644228059806	22.3557719401940
126	80	56.4426063059476	23.5573936940524
127	52	35.379458974913	16.620541025087
128	71	50.0393627982308	20.9606372017692
129	70	56.4426063059476	13.5573936940524
130	50	52.566882079102	-2.56688207910202
131	72	52.566882079102	19.433117920898
132	80	58.9701255868188	21.0298744131812
133	91	65.3733690945356	25.6266309054644
134	18	39.2551832017585	-21.2551832017585
135	70	47.5118435173595	22.4881564826405
136	76	53.9150870250763	22.0849129749237
137	65	62.1717473406772	2.82825265932276
138	35	62.1717473406772	-27.1717473406772
139	62	62.1717473406772	-0.171747340677236
140	76	62.1717473406772	13.8282526593228
141	50	52.566882079102	-2.56688207910202
142	68	55.7685038329604	12.2314961670396
143	80	56.4426063059476	23.5573936940524
144	90	61.4976448676901	28.5023551323099
145	79	46.8377410443723	32.1622589556277
146	30	41.1086000096427	-11.1086000096427
147	60	46.8377410443723	13.1622589556277

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
6	0.62626081955159	0.747478360896819	0.373739180448409
7	0.558201534815135	0.88359693036973	0.441798465184865
8	0.464512249249046	0.929024498498092	0.535487750750954
9	0.339925016025662	0.679850032051324	0.660074983974338
10	0.242884093358746	0.485768186717493	0.757115906641254
11	0.159533952950602	0.319067905901205	0.840466047049398
12	0.256954712948185	0.51390942589637	0.743045287051815
13	0.617275243618171	0.765449512763657	0.382724756381829
14	0.545409358832404	0.909181282335192	0.454590641167596
15	0.457670295962503	0.915340591925006	0.542329704037497
16	0.81001057652429	0.379978846951421	0.189989423475710
17	0.768246089928463	0.463507820143073	0.231753910071537
18	0.767704621695244	0.464590756609512	0.232295378304756
19	0.786530802858973	0.426938394282055	0.213469197141027
20	0.793259663348507	0.413480673302986	0.206740336651493
21	0.817179955606889	0.365640088786223	0.182820044393111
22	0.893448614021584	0.213102771956833	0.106551385978416
23	0.866566607793897	0.266866784412205	0.133433392206103
24	0.853631591253781	0.292736817492438	0.146368408746219
25	0.81401860069273	0.371962798614538	0.185981399307269
26	0.778045918775494	0.443908162449012	0.221954081224506
27	0.781276168992587	0.437447662014825	0.218723831007413
28	0.807412093291475	0.38517581341705	0.192587906708525
29	0.852432243024425	0.295135513951151	0.147567756975575
30	0.829469431027383	0.341061137945234	0.170530568972617
31	0.821795911223965	0.356408177552070	0.178204088776035
32	0.850343987566976	0.299312024866048	0.149656012433024
33	0.837439383579813	0.325121232840375	0.162560616420187
34	0.812465405326418	0.375069189347163	0.187534594673582
35	0.774385522346359	0.451228955307282	0.225614477653641
36	0.737023788552955	0.52595242289409	0.262976211447045
37	0.744899410165122	0.510201179669756	0.255100589834878
38	0.71180169565614	0.576396608687719	0.288198304343859
39	0.667263022197964	0.665473955604073	0.332736977802036
40	0.66010507879753	0.67978984240494	0.33989492120247
41	0.624204519945568	0.751590960108863	0.375795480054432
42	0.580644186627951	0.838711626744098	0.419355813372049
43	0.56590503471797	0.86818993056406	0.43409496528203
44	0.61729176853751	0.76541646292498	0.38270823146249
45	0.61575836540858	0.76848326918284	0.38424163459142
46	0.616580754663692	0.766838490672615	0.383419245336308
47	0.658652148915474	0.682695702169053	0.341347851084526
48	0.628940161830054	0.742119676339892	0.371059838169946
49	0.625003731441061	0.749992537117878	0.374996268558939
50	0.576624592878214	0.846750814243572	0.423375407121786
51	0.527229773526389	0.945540452947222	0.472770226473611
52	0.542124598067477	0.915750803865046	0.457875401932523
53	0.515504947255514	0.968990105488973	0.484495052744486
54	0.52931317279249	0.94137365441502	0.47068682720751
55	0.479739989741036	0.959479979482072	0.520260010258964
56	0.430693964955552	0.861387929911103	0.569306035044449
57	0.410462589770664	0.820925179541329	0.589537410229336
58	0.376381228060864	0.752762456121728	0.623618771939136
59	0.358767561080039	0.717535122160077	0.641232438919961
60	0.353071583866205	0.70614316773241	0.646928416133795
61	0.316505885935383	0.633011771870766	0.683494114064617
62	0.304917223436945	0.60983444687389	0.695082776563055
63	0.273941520520899	0.547883041041798	0.726058479479101
64	0.251852852570749	0.503705705141497	0.748147147429251
65	0.417199649753728	0.834399299507456	0.582800350246272
66	0.390365005854292	0.780730011708584	0.609634994145708
67	0.358164014284545	0.716328028569091	0.641835985715455
68	0.419098978858889	0.838197957717778	0.580901021141111
69	0.415295407545502	0.830590815091004	0.584704592454498
70	0.397298074484193	0.794596148968386	0.602701925515807
71	0.564543413064678	0.870913173870644	0.435456586935322
72	0.636441695927622	0.727116608144756	0.363558304072378
73	0.591461394858395	0.81707721028321	0.408538605141605
74	0.580196864580578	0.839606270838844	0.419803135419422
75	0.572621755859684	0.854756488280632	0.427378244140316
76	0.535542225253131	0.928915549493737	0.464457774746869
77	0.504141798908733	0.991716402182533	0.495858201091267
78	0.494047255482559	0.988094510965119	0.505952744517441
79	0.590839625429806	0.818320749140389	0.409160374570194
80	0.709264232595666	0.581471534808669	0.290735767404335
81	0.76303239215609	0.47393521568782	0.23696760784391
82	0.725524947217339	0.548950105565322	0.274475052782661
83	0.713548703702237	0.572902592595526	0.286451296297763
84	0.671625629808135	0.65674874038373	0.328374370191865
85	0.644429839736224	0.711140320527551	0.355570160263776
86	0.652078241124593	0.695843517750813	0.347921758875407
87	0.807683566593329	0.384632866813343	0.192316433406671
88	0.786382208035178	0.427235583929643	0.213617791964822
89	0.836360704473474	0.327278591053053	0.163639295526526
90	0.81017643107319	0.379647137853621	0.189823568926810
91	0.786058891386536	0.427882217226929	0.213941108613464
92	0.770146673756549	0.459706652486903	0.229853326243451
93	0.744377741357708	0.511244517284584	0.255622258642292
94	0.707772195522755	0.58445560895449	0.292227804477245
95	0.663206726970579	0.673586546058842	0.336793273029421
96	0.633418196101197	0.733163607797606	0.366581803898803
97	0.585068913176361	0.829862173647278	0.414931086823639
98	0.642128081303267	0.715743837393466	0.357871918696733
99	0.623078428400202	0.753843143199595	0.376921571599798
100	0.598105444768831	0.803789110462338	0.401894555231169
101	0.610585188649569	0.778829622700861	0.389414811350431
102	0.595347256735213	0.809305486529574	0.404652743264787
103	0.731303177515652	0.537393644968696	0.268696822484348
104	0.714863006284395	0.570273987431211	0.285136993715605
105	0.872266474089325	0.25546705182135	0.127733525910675
106	0.841950938050455	0.316098123899089	0.158049061949545
107	0.832595873676285	0.334808252647429	0.167404126323715
108	0.795413970963888	0.409172058072223	0.204586029036112
109	0.75978186488856	0.480436270222881	0.240218135111440
110	0.729513823666943	0.540972352666113	0.270486176333057
111	0.694938891963887	0.610122216072225	0.305061108036113
112	0.645176365591123	0.709647268817755	0.354823634408877
113	0.604984272822686	0.790031454354629	0.395015727177314
114	0.553030755113392	0.893938489773216	0.446969244886608
115	0.551515964016705	0.89696807196659	0.448484035983295
116	0.536153534436892	0.927692931126216	0.463846465563108
117	0.756703844549345	0.48659231090131	0.243296155450655
118	0.788068002867614	0.423863994264772	0.211931997132386
119	0.776136092580635	0.447727814838731	0.223863907419365
120	0.919801621629331	0.160396756741338	0.080198378370669
121	0.951364395770867	0.0972712084582663	0.0486356042291331
122	0.959932450164564	0.0801350996708724	0.0400675498354362
123	0.947502326400089	0.104995347199822	0.0524976735999109
124	0.962023339414332	0.0759533211713354	0.0379766605856677
125	0.952005603769173	0.0959887924616532	0.0479943962308266
126	0.942869292067369	0.114261415865262	0.0571307079326311
127	0.928411448104016	0.143177103791967	0.0715885518959837
128	0.911260193238157	0.177479613523686	0.088739806761843
129	0.876740741498404	0.246518517003192	0.123259258501596
130	0.856053294104574	0.287893411790852	0.143946705895426
131	0.808519048841897	0.382961902316207	0.191480951158103
132	0.75749459867745	0.4850108026451	0.24250540132255
133	0.730464381988872	0.539071236022255	0.269535618011128
134	0.771286241909231	0.457427516181538	0.228713758090769
135	0.712920232941342	0.574159534117316	0.287079767058658
136	0.701278626609414	0.597442746781172	0.298721373390586
137	0.595555018200887	0.808889963598226	0.404444981799113
138	0.810784136356572	0.378431727286856	0.189215863643428
139	0.796119130194666	0.407761739610668	0.203880869805334
140	0.709037650853336	0.581924698293329	0.290962349146664
141	0.688006732033195	0.62398653593361	0.311993267966805

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	4	0.0294117647058824	OK