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Author's title

Author

*The author of this computation has been verified*

R Software Module

rwasp_multipleregression.wasp

Title produced by software

Multiple Regression

Date of computation

Tue, 13 Dec 2011 04:16:22 -0500

Cite this page as follows

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2011/Dec/13/t1323768111nemk9jt4e24y47k.htm/, Retrieved Thu, 02 May 2024 17:07:59 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=154300, Retrieved Thu, 02 May 2024 17:07:59 +0000

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Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

131

Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)

-       [Multiple Regression] [] [2011-12-13 09:16:22] [dfe1aa60d86cf4207f33712af6589424] [Current]

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Dataseries X:

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Boxplots

1418	210907	56	396	81	3	79	30	115	94	112285	24188	146283	144	145
869	120982	56	297	55	4	58	28	109	103	84786	18273	98364	103	101
1530	176508	54	559	50	12	60	38	146	93	83123	14130	86146	98	98
2172	179321	89	967	125	2	108	30	116	103	101193	32287	96933	135	132
901	123185	40	270	40	1	49	22	68	51	38361	8654	79234	61	60
463	52746	25	143	37	3	0	26	101	70	68504	9245	42551	39	38
3201	385534	92	1562	63	0	121	25	96	91	119182	33251	195663	150	144
371	33170	18	109	44	0	1	18	67	22	22807	1271	6853	5	5
1192	101645	63	371	88	0	20	11	44	38	17140	5279	21529	28	28
1583	149061	44	656	66	5	43	26	100	93	116174	27101	95757	84	84
1439	165446	33	511	57	0	69	25	93	60	57635	16373	85584	80	79
1764	237213	84	655	74	0	78	38	140	123	66198	19716	143983	130	127
1495	173326	88	465	49	7	86	44	166	148	71701	17753	75851	82	78
1373	133131	55	525	52	7	44	30	99	90	57793	9028	59238	60	60
2187	258873	60	885	88	3	104	40	139	124	80444	18653	93163	131	131
1491	180083	66	497	36	9	63	34	130	70	53855	8828	96037	84	84
4041	324799	154	1436	108	0	158	47	181	168	97668	29498	151511	140	133
1706	230964	53	612	43	4	102	30	116	115	133824	27563	136368	151	150
2152	236785	119	865	75	3	77	31	116	71	101481	18293	112642	91	91
1036	135473	41	385	32	0	82	23	88	66	99645	22530	94728	138	132
1882	202925	61	567	44	7	115	36	139	134	114789	15977	105499	150	136
1929	215147	58	639	85	0	101	36	135	117	99052	35082	121527	124	124
2242	344297	75	963	86	1	80	30	108	108	67654	16116	127766	119	118
1220	153935	33	398	56	5	50	25	89	84	65553	15849	98958	73	70
1289	132943	40	410	50	7	83	39	156	156	97500	16026	77900	110	107
2515	174724	92	966	135	0	123	34	129	120	69112	26569	85646	123	119
2147	174415	100	801	63	0	73	31	118	114	82753	24785	98579	90	89
2352	225548	112	892	81	5	81	31	118	94	85323	17569	130767	116	112
1638	223632	73	513	52	0	105	33	125	120	72654	23825	131741	113	108
1222	124817	40	469	44	0	47	25	95	81	30727	7869	53907	56	52
1812	221698	45	683	113	0	105	33	126	110	77873	14975	178812	115	112
1677	210767	60	643	39	3	94	35	135	133	117478	37791	146761	119	116
1579	170266	62	535	73	4	44	42	154	122	74007	9605	82036	129	123
1731	260561	75	625	48	1	114	43	165	158	90183	27295	163253	127	125
807	84853	31	264	33	4	38	30	113	109	61542	2746	27032	27	27
2452	294424	77	992	59	2	107	33	127	124	101494	34461	171975	175	162
829	101011	34	238	41	0	30	13	52	39	27570	8098	65990	35	32
1940	215641	46	818	69	0	71	32	121	92	55813	4787	86572	64	64
2662	325107	99	937	64	0	84	36	136	126	79215	24919	159676	96	92
186	7176	17	70	1	0	0	0	0	0	1423	603	1929	0	0
1499	167542	66	507	59	2	59	28	108	70	55461	16329	85371	84	83
865	106408	30	260	32	1	33	14	46	37	31081	12558	58391	41	41
1793	96560	76	503	129	0	42	17	54	38	22996	7784	31580	47	47
2527	265769	146	927	37	2	96	32	124	120	83122	28522	136815	126	120
2747	269651	67	1269	31	10	106	30	115	93	70106	22265	120642	105	105
1324	149112	56	537	65	6	56	35	128	95	60578	14459	69107	80	79
2702	175824	107	910	107	0	57	20	80	77	39992	14526	50495	70	65
1383	152871	58	532	74	5	59	28	97	90	79892	22240	108016	73	70
1179	111665	34	345	54	4	39	28	104	80	49810	11802	46341	57	55
2099	116408	61	918	76	1	34	39	59	31	71570	7623	78348	40	39
4308	362301	119	1635	715	2	76	34	125	110	100708	11912	79336	68	67
918	78800	42	330	57	2	20	26	82	66	33032	7935	56968	21	21
1831	183167	66	557	66	0	91	39	149	138	82875	18220	93176	127	127
3373	277965	89	1178	106	8	115	39	149	133	139077	19199	161632	154	152
1713	150629	44	740	54	3	85	33	122	113	71595	19918	87850	116	113
1438	168809	66	452	32	0	76	28	118	100	72260	21884	127969	102	99
496	24188	24	218	20	0	8	4	12	7	5950	2694	15049	7	7
2253	329267	259	764	71	8	79	39	144	140	115762	15808	155135	148	141
744	65029	17	255	21	5	21	18	67	61	32551	3597	25109	21	21
1161	101097	64	454	70	3	30	14	52	41	31701	5296	45824	35	35
2352	218946	41	866	112	1	76	29	108	96	80670	25239	102996	112	109
2144	244052	68	574	66	5	101	44	166	164	143558	29801	160604	137	133
4691	341570	168	1276	190	1	94	21	80	78	117105	18450	158051	135	123
1112	103597	43	379	66	1	27	16	60	49	23789	7132	44547	26	26
2694	233328	132	825	165	5	92	28	107	102	120733	34861	162647	230	230
1973	256462	105	798	56	0	123	35	127	124	105195	35940	174141	181	166
1769	206161	71	663	61	12	75	28	107	99	73107	16688	60622	71	68
3148	311473	112	1069	53	8	128	38	146	129	132068	24683	179566	147	147
2474	235800	94	921	127	8	105	23	84	62	149193	46230	184301	190	179
2084	177939	82	858	63	8	55	36	141	73	46821	10387	75661	64	61
1954	207176	70	711	38	8	56	32	123	114	87011	21436	96144	105	101
1226	196553	57	503	50	2	41	29	111	99	95260	30546	129847	107	108
1389	174184	53	382	52	0	72	25	98	70	55183	19746	117286	94	90
1496	143246	103	464	42	5	67	27	105	104	106671	15977	71180	116	114
2269	187559	121	717	76	8	75	36	135	116	73511	22583	109377	106	103
1833	187681	62	690	67	2	114	28	107	91	92945	17274	85298	143	142
1268	119016	52	462	50	5	118	23	85	74	78664	16469	73631	81	79
1943	182192	52	657	53	12	77	40	155	138	70054	14251	86767	89	88
893	73566	32	385	39	6	22	23	88	67	22618	3007	23824	26	25
1762	194979	62	577	50	7	66	40	155	151	74011	16851	93487	84	83
1403	167488	45	619	77	2	69	28	104	72	83737	21113	82981	113	113
1425	143756	46	479	57	0	105	34	132	120	69094	17401	73815	120	118
1857	275541	63	817	73	4	116	33	127	115	93133	23958	94552	110	110
1840	243199	75	752	34	3	88	28	108	105	95536	23567	132190	134	129
1502	182999	88	430	39	6	73	34	129	104	225920	13065	128754	54	51
1441	135649	46	451	46	2	99	30	116	108	62133	15358	66363	96	93
1420	152299	53	537	63	0	62	33	122	98	61370	14587	67808	78	76
1416	120221	37	519	35	1	53	22	85	69	43836	12770	61724	51	49
2970	346485	90	1000	106	0	118	38	147	111	106117	24021	131722	121	118
1317	145790	63	637	43	5	30	26	99	99	38692	9648	68580	38	38
1644	193339	78	465	47	2	100	35	87	71	84651	20537	106175	145	141
870	80953	25	437	31	0	49	8	28	27	56622	7905	55792	59	58
1654	122774	45	711	162	0	24	24	90	69	15986	4527	25157	27	27
1054	130585	46	299	57	5	67	29	109	107	95364	30495	76669	91	91
937	112611	41	248	36	0	46	20	78	73	26706	7117	57283	48	48
3004	286468	144	1162	263	1	57	29	111	107	89691	17719	105805	68	63
2008	241066	82	714	78	0	75	45	158	93	67267	27056	129484	58	56
2547	148446	91	905	63	1	135	37	141	129	126846	33473	72413	150	144
1885	204713	71	649	54	1	68	33	122	69	41140	9758	87831	74	73
1626	182079	63	512	63	2	124	33	124	118	102860	21115	96971	181	168
1468	140344	53	472	77	6	33	25	93	73	51715	7236	71299	65	64
2445	220516	62	905	79	1	98	32	124	119	55801	13790	77494	97	97
1964	243060	63	786	110	4	58	29	112	104	111813	32902	120336	121	117
1381	162765	32	489	56	2	68	28	108	107	120293	25131	93913	99	100
1369	182613	39	479	56	3	81	28	99	99	138599	30910	136048	152	149
1659	232138	62	617	43	0	131	31	117	90	161647	35947	181248	188	187
2888	265318	117	925	111	10	110	52	199	197	115929	29848	146123	138	127
1290	85574	34	351	71	0	37	21	78	36	24266	6943	32036	40	37
2845	310839	92	1144	62	9	130	24	91	85	162901	42705	186646	254	245
1982	225060	93	669	56	7	93	41	158	139	109825	31808	102255	87	87
1904	232317	54	707	74	0	118	33	126	106	129838	26675	168237	178	177
1391	144966	144	458	60	0	39	32	122	50	37510	8435	64219	51	49
602	43287	14	214	43	4	13	19	71	64	43750	7409	19630	49	49
1743	155754	61	599	68	4	74	20	75	31	40652	14993	76825	73	73
1559	164709	109	572	53	0	81	31	115	63	87771	36867	115338	176	177
2014	201940	38	897	87	0	109	31	119	92	85872	33835	109427	94	94
2143	235454	73	819	46	0	151	32	124	106	89275	24164	118168	120	117
2146	220801	75	720	105	1	51	18	72	63	44418	12607	84845	66	60
874	99466	50	273	32	0	28	23	91	69	192565	22609	153197	56	55
1590	92661	61	508	133	1	40	17	45	41	35232	5892	29877	39	39
1590	133328	55	506	79	0	56	20	78	56	40909	17014	63506	66	64
1210	61361	77	451	51	0	27	12	39	25	13294	5394	22445	27	26
2072	125930	75	699	207	4	37	17	68	65	32387	9178	47695	65	64
1281	100750	72	407	67	0	83	30	119	93	140867	6440	68370	58	58
1401	224549	50	465	47	4	54	31	117	114	120662	21916	146304	98	95
834	82316	32	245	34	4	27	10	39	38	21233	4011	38233	25	25
1105	102010	53	370	66	3	28	13	50	44	44332	5818	42071	26	26
1272	101523	42	316	76	0	59	22	88	87	61056	18647	50517	77	76
1944	243511	71	603	65	0	133	42	155	110	101338	20556	103950	130	129
391	22938	10	154	9	0	12	1	0	0	1168	238	5841	11	11
761	41566	35	229	42	5	0	9	36	27	13497	70	2341	2	2
1605	152474	65	577	45	0	106	32	123	83	65567	22392	84396	101	101
530	61857	25	192	25	4	23	11	32	30	25162	3913	24610	31	28
1988	99923	66	617	115	0	44	25	99	80	32334	12237	35753	36	36
1386	132487	41	411	97	0	71	36	136	98	40735	8388	55515	120	89
2395	317394	86	975	53	1	116	31	117	82	91413	22120	209056	195	193
387	21054	16	146	2	0	4	0	0	0	855	338	6622	4	4
1742	209641	42	705	52	5	62	24	88	60	97068	11727	115814	89	84
620	22648	19	184	44	0	12	13	39	28	44339	3704	11609	24	23
449	31414	19	200	22	0	18	8	25	9	14116	3988	13155	39	39
800	46698	45	274	35	0	14	13	52	33	10288	3030	18274	14	14
1684	131698	65	502	74	0	60	19	75	59	65622	13520	72875	78	78
1050	91735	35	382	103	0	7	18	71	49	16563	1421	10112	15	14
2699	244749	95	964	144	2	98	33	124	115	76643	20923	142775	106	101
1606	184510	49	537	60	7	64	40	151	140	110681	20237	68847	83	82
1502	79863	37	438	134	1	29	22	71	49	29011	3219	17659	24	24
1204	128423	64	369	89	8	32	38	145	120	92696	3769	20112	37	36
1138	97839	38	417	42	2	25	24	87	66	94785	12252	61023	77	75
568	38214	34	276	52	0	16	8	27	21	8773	1888	13983	16	16
1459	151101	32	514	98	2	48	35	131	124	83209	14497	65176	56	55
2158	272458	65	822	99	0	100	43	162	152	93815	28864	132432	132	131
1111	172494	52	389	52	0	46	43	165	139	86687	21721	112494	144	131
1421	108043	62	466	29	1	45	14	54	38	34553	4821	45109	40	39
2833	328107	65	1255	125	3	129	41	159	144	105547	33644	170875	153	144
1955	250579	83	694	106	0	130	38	147	120	103487	15923	180759	143	139
2922	351067	95	1024	95	3	136	45	170	160	213688	42935	214921	220	211
1002	158015	29	400	40	0	59	31	119	114	71220	18864	100226	79	78
1060	98866	18	397	140	0	25	13	49	39	23517	4977	32043	50	50
956	85439	33	350	43	0	32	28	104	78	56926	7785	54454	39	39
2186	229242	247	719	128	4	63	31	120	119	91721	17939	78876	95	90
3604	351619	139	1277	142	4	95	40	150	141	115168	23436	170745	169	166
1035	84207	29	356	73	11	14	30	112	101	111194	325	6940	12	12
1417	120445	118	457	72	0	36	16	59	56	51009	13539	49025	63	57
3261	324598	110	1402	128	0	113	37	136	133	135777	34538	122037	134	133
1587	131069	67	600	61	4	47	30	107	83	51513	12198	53782	69	69
1424	204271	42	480	73	0	92	35	130	116	74163	26924	127748	119	119
1701	165543	65	595	148	1	70	32	115	90	51633	12716	86839	119	119
1249	141722	94	436	64	0	19	27	107	36	75345	8172	44830	75	65
946	116048	64	230	45	0	50	20	75	50	33416	10855	77395	63	61
1926	250047	81	651	58	0	41	18	71	61	83305	11932	89324	55	49
3352	299775	95	1367	97	9	91	31	120	97	98952	14300	103300	103	101
1641	195838	67	564	50	1	111	31	116	98	102372	25515	112283	197	196
2035	173260	63	716	37	3	41	21	79	78	37238	2805	10901	16	15
2312	254488	83	747	50	10	120	39	150	117	103772	29402	120691	140	136
1369	104389	45	467	105	5	135	41	156	148	123969	16440	58106	89	89
1577	136084	30	671	69	0	27	13	51	41	27142	11221	57140	40	40
2201	199476	70	861	46	2	87	32	118	105	135400	28732	122422	125	123
961	92499	32	319	57	0	25	18	71	55	21399	5250	25899	21	21
1900	224330	83	612	52	1	131	39	144	132	130115	28608	139296	167	163
1254	135781	31	433	98	2	45	14	47	44	24874	8092	52678	32	29
1335	74408	67	434	61	4	29	7	28	21	34988	4473	23853	36	35
1597	81240	66	503	89	0	58	17	68	50	45549	1572	17306	13	13
207	14688	10	85	0	0	4	0	0	0	6023	2065	7953	5	5
1645	181633	70	564	48	2	47	30	110	73	64466	14817	89455	96	96
2429	271856	103	824	91	1	109	37	147	86	54990	16714	147866	151	151
151	7199	5	74	0	0	7	0	0	0	1644	556	4245	6	6
474	46660	20	259	7	0	12	5	15	13	6179	2089	21509	13	13
141	17547	5	69	3	0	0	1	4	4	3926	2658	7670	3	3
1639	133368	36	535	54	1	37	16	64	57	32755	10695	66675	57	56
872	95227	34	239	70	0	37	32	111	48	34777	1669	14336	23	23
1318	152601	48	438	36	2	46	24	85	46	73224	16267	53608	61	57
1018	98146	40	459	37	0	15	17	68	48	27114	7768	30059	21	14
1383	79619	43	426	123	3	42	11	40	32	20760	7252	29668	43	43
1314	59194	31	288	247	6	7	24	80	68	37636	6387	22097	20	20
1335	139942	42	498	46	0	54	22	88	87	65461	18715	96841	82	72
1403	118612	46	454	72	2	54	12	48	43	30080	7936	41907	90	87
910	72880	33	376	41	0	14	19	76	67	24094	8643	27080	25	21
616	65475	18	225	24	2	16	13	51	46	69008	7294	35885	60	56
1407	99643	55	555	45	1	33	17	67	46	54968	4570	41247	61	59
771	71965	35	252	33	1	32	15	59	56	46090	7185	28313	85	82
766	77272	59	208	27	2	21	16	61	48	27507	10058	36845	43	43
473	49289	19	130	36	1	15	24	76	44	10672	2342	16548	25	25
1376	135131	66	481	87	0	38	15	60	60	34029	8509	36134	41	38
1232	108446	60	389	90	1	22	17	68	65	46300	13275	55764	26	25
1521	89746	36	565	114	3	28	18	71	55	24760	6816	28910	38	38
572	44296	25	173	31	0	10	20	76	38	18779	1930	13339	12	12
1059	77648	47	278	45	0	31	16	62	52	21280	8086	25319	29	29
1544	181528	54	609	69	0	32	16	61	60	40662	10737	66956	49	47
1230	134019	53	422	51	0	32	18	67	54	28987	8033	47487	46	45
1206	124064	40	445	34	1	43	22	88	86	22827	7058	52785	41	40
1205	92630	40	387	60	4	27	8	30	24	18513	6782	44683	31	30
1255	121848	39	339	45	0	37	17	64	52	30594	5401	35619	41	41
613	52915	14	181	54	0	20	18	68	49	24006	6521	21920	26	25
721	81872	45	245	25	0	32	16	64	61	27913	10856	45608	23	23
1109	58981	36	384	38	7	0	23	91	61	42744	2154	7721	14	14
740	53515	28	212	52	2	5	22	88	81	12934	6117	20634	16	16
1126	60812	44	399	67	0	26	13	52	43	22574	5238	29788	25	26
728	56375	30	229	74	7	10	13	49	40	41385	4820	31931	21	21
689	65490	22	224	38	3	27	16	62	40	18653	5615	37754	32	27
592	80949	17	203	30	0	11	16	61	56	18472	4272	32505	9	9
995	76302	31	333	26	0	29	20	76	68	30976	8702	40557	35	33
1613	104011	55	384	67	6	25	22	88	79	63339	15340	94238	42	42
2048	98104	54	636	132	2	55	17	66	47	25568	8030	44197	68	68
705	67989	21	185	42	0	23	18	71	57	33747	9526	43228	32	32
301	30989	14	93	35	0	5	17	68	41	4154	1278	4103	6	6
1803	135458	81	581	118	3	43	12	48	29	19474	4236	44144	68	67
799	73504	35	248	68	0	23	7	25	3	35130	3023	32868	33	33
861	63123	43	304	43	1	34	17	68	60	39067	7196	27640	84	77
1186	61254	46	344	76	1	36	14	41	30	13310	3394	14063	46	46
1451	74914	30	407	64	0	35	23	90	79	65892	6371	28990	30	30
628	31774	23	170	48	1	0	17	66	47	4143	1574	4694	0	0
1161	81437	38	312	64	0	37	14	54	40	28579	9620	42648	36	36
1463	87186	54	507	56	0	28	15	59	48	51776	6978	64329	47	46
742	50090	20	224	71	0	16	17	60	36	21152	4911	21928	20	18
979	65745	53	340	75	0	26	21	77	42	38084	8645	25836	50	48
675	56653	45	168	39	0	38	18	68	49	27717	8987	22779	30	29
1241	158399	39	443	42	0	23	18	72	57	32928	5544	40820	30	28
676	46455	20	204	39	0	22	17	67	12	11342	3083	27530	34	34
1049	73624	24	367	93	0	30	17	64	40	19499	6909	32378	33	33
620	38395	31	210	38	0	16	16	63	43	16380	3189	10824	34	34
1081	91899	35	335	60	0	18	15	59	33	36874	6745	39613	37	33
1688	139526	151	364	71	0	28	21	84	77	48259	16724	60865	83	80
736	52164	52	178	52	0	32	16	64	43	16734	4850	19787	32	32
617	51567	30	206	27	2	21	14	56	45	28207	7025	20107	30	30
812	70551	31	279	59	0	23	15	54	47	30143	6047	36605	43	41
1051	84856	29	387	40	1	29	17	67	43	41369	7377	40961	41	41
1656	102538	57	490	79	1	50	15	58	45	45833	9078	48231	51	51
705	86678	40	238	44	0	12	15	59	50	29156	4605	39725	19	18
945	85709	44	343	65	0	21	10	40	35	35944	3238	21455	37	34
554	34662	25	232	10	0	18	6	22	7	36278	8100	23430	33	31
1597	150580	77	530	124	0	27	22	83	71	45588	9653	62991	41	39
982	99611	35	291	81	0	41	21	81	67	45097	8914	49363	54	54
222	19349	11	67	15	0	13	1	2	0	3895	786	9604	14	14
1212	99373	63	397	92	1	12	18	72	62	28394	6700	24552	25	24
1143	86230	44	467	42	0	21	17	61	54	18632	5788	31493	25	24
435	30837	19	178	10	0	8	4	15	4	2325	593	3439	8	8
532	31706	13	175	24	0	26	10	32	25	25139	4506	19555	26	26
882	89806	42	299	64	0	27	16	62	40	27975	6382	21228	20	19
608	62088	38	154	45	1	13	16	58	38	14483	5621	23177	11	11
459	40151	29	106	22	0	16	9	36	19	13127	3997	22094	14	14
578	27634	20	189	56	0	2	16	59	17	5839	520	2342	3	1
826	76990	27	194	94	0	42	17	68	67	24069	8891	38798	40	39
509	37460	20	135	19	0	5	7	21	14	3738	999	3255	5	5
717	54157	19	201	35	0	37	15	55	30	18625	7067	24261	38	37
637	49862	37	207	32	0	17	14	54	54	36341	4639	18511	32	32
857	84337	26	280	35	0	38	14	55	35	24548	5654	40798	41	38
830	64175	42	260	48	0	37	18	72	59	21792	6928	28893	46	47
652	59382	49	227	49	0	29	12	41	24	26263	1514	21425	47	47
707	119308	30	239	48	0	32	16	61	58	23686	9238	50276	37	37
954	76702	49	333	62	0	35	21	67	42	49303	8204	37643	51	51
1461	103425	67	428	96	1	17	19	76	46	25659	5926	30377	49	45
672	70344	28	230	45	0	20	16	64	61	28904	5785	27126	21	21
778	43410	19	292	63	0	7	1	3	3	2781	4	13	1	1
1141	104838	49	350	71	1	46	16	63	52	29236	5930	42097	44	42
680	62215	27	186	26	0	24	10	40	25	19546	3710	24451	26	26
1090	69304	30	326	48	6	40	19	69	40	22818	705	14335	21	21
616	53117	22	155	29	3	3	12	48	32	32689	443	5084	4	4
285	19764	12	75	19	1	10	2	8	4	5752	2416	9927	10	10
1145	86680	31	361	45	2	37	14	52	49	22197	7747	43527	43	43
733	84105	20	261	45	0	17	17	66	63	20055	5432	27184	34	34
888	77945	20	299	67	0	28	19	76	67	25272	4913	21610	32	31
849	89113	39	300	30	0	19	14	43	32	82206	2650	20484	20	19
1182	91005	29	450	36	3	29	11	39	23	32073	2370	20156	34	34
528	40248	16	183	34	1	8	4	14	7	5444	775	6012	6	6
642	64187	27	238	36	0	10	16	61	54	20154	5576	18475	12	11
947	50857	21	165	34	0	15	20	71	37	36944	1352	12645	24	24
819	56613	19	234	37	1	15	12	44	35	8019	3080	11017	16	16
757	62792	35	176	46	0	28	15	60	51	30884	10205	37623	72	72
894	72535	14	329	44	0	17	16	64	39	19540	6095	35873	27	21

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	13 seconds
R Server	'Gwilym Jenkins' @ jenkins.wessa.net

\begin{tabular}{lllllllll}
\hline
Summary of computational transaction \tabularnewline
Raw Input & view raw input (R code)  \tabularnewline
Raw Output & view raw output of R engine  \tabularnewline
Computing time & 13 seconds \tabularnewline
R Server & 'Gwilym Jenkins' @ jenkins.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=0

[TABLE]
[ROW][C]Summary of computational transaction[/C][/ROW]
[ROW][C]Raw Input[/C][C]view raw input (R code) [/C][/ROW]
[ROW][C]Raw Output[/C][C]view raw output of R engine [/C][/ROW]
[ROW][C]Computing time[/C][C]13 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Gwilym Jenkins' @ jenkins.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=0

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	13 seconds
R Server	'Gwilym Jenkins' @ jenkins.wessa.net

Multiple Linear Regression - Estimated Regression Equation
totsize[t] = + 1046.85043649439 + 0.723453931010926pageviews[t] -0.0848516699026227time_in_rfc[t] + 39.7578363955823logins[t] -7.71169019147843compendium_views_info[t] + 40.0651356104937compendium_views_pr[t] + 2166.01564651134shared_compendiums[t] + 47.6185218772658blogged_computations[t] + 886.236677769623compendiums_reviewed[t] -198.878378771229feedback_messages_p1[t] + 187.16938135951feedback_messages_p120[t] + 1.00592930450229totrevisions[t] + 0.369776777467763totseconds[t] + 18.1851426169592tothyperlinks[t] + 55.1357136513045totblogs[t] + e[t]

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Estimated Regression Equation \tabularnewline
totsize[t] =  +  1046.85043649439 +  0.723453931010926pageviews[t] -0.0848516699026227time_in_rfc[t] +  39.7578363955823logins[t] -7.71169019147843compendium_views_info[t] +  40.0651356104937compendium_views_pr[t] +  2166.01564651134shared_compendiums[t] +  47.6185218772658blogged_computations[t] +  886.236677769623compendiums_reviewed[t] -198.878378771229feedback_messages_p1[t] +  187.16938135951feedback_messages_p120[t] +  1.00592930450229totrevisions[t] +  0.369776777467763totseconds[t] +  18.1851426169592tothyperlinks[t] +  55.1357136513045totblogs[t]  + e[t] \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=1

[TABLE]
[ROW][C]Multiple Linear Regression - Estimated Regression Equation[/C][/ROW]
[ROW][C]totsize[t] =  +  1046.85043649439 +  0.723453931010926pageviews[t] -0.0848516699026227time_in_rfc[t] +  39.7578363955823logins[t] -7.71169019147843compendium_views_info[t] +  40.0651356104937compendium_views_pr[t] +  2166.01564651134shared_compendiums[t] +  47.6185218772658blogged_computations[t] +  886.236677769623compendiums_reviewed[t] -198.878378771229feedback_messages_p1[t] +  187.16938135951feedback_messages_p120[t] +  1.00592930450229totrevisions[t] +  0.369776777467763totseconds[t] +  18.1851426169592tothyperlinks[t] +  55.1357136513045totblogs[t]  + e[t][/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=1

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Multiple Linear Regression - Estimated Regression Equation
totsize[t] = + 1046.85043649439 + 0.723453931010926pageviews[t] -0.0848516699026227time_in_rfc[t] + 39.7578363955823logins[t] -7.71169019147843compendium_views_info[t] + 40.0651356104937compendium_views_pr[t] + 2166.01564651134shared_compendiums[t] + 47.6185218772658blogged_computations[t] + 886.236677769623compendiums_reviewed[t] -198.878378771229feedback_messages_p1[t] + 187.16938135951feedback_messages_p120[t] + 1.00592930450229totrevisions[t] + 0.369776777467763totseconds[t] + 18.1851426169592tothyperlinks[t] + 55.1357136513045totblogs[t] + e[t]

Multiple Linear Regression - Ordinary Least Squares
Variable	Parameter	S.D.	T-STATH0: parameter = 0	2-tail p-value	1-tail p-value
(Intercept)	1046.85043649439	3275.408578	0.3196	0.749508	0.374754
pageviews	0.723453931010926	7.52564	0.0961	0.923486	0.461743
time_in_rfc	-0.0848516699026227	0.055978	-1.5158	0.13072	0.06536
logins	39.7578363955823	57.409036	0.6925	0.489187	0.244594
compendium_views_info	-7.71169019147843	17.26933	-0.4466	0.65555	0.327775
compendium_views_pr	40.0651356104937	30.707114	1.3048	0.193072	0.096536
shared_compendiums	2166.01564651134	493.979161	4.3848	1.7e-05	8e-06
blogged_computations	47.6185218772658	85.171131	0.5591	0.576555	0.288278
compendiums_reviewed	886.236677769623	641.429271	1.3817	0.168202	0.084101
feedback_messages_p1	-198.878378771229	194.962611	-1.0201	0.308588	0.154294
feedback_messages_p120	187.16938135951	96.567889	1.9382	0.053624	0.026812
totrevisions	1.00592930450229	0.293695	3.4251	0.000709	0.000354
totseconds	0.369776777467763	0.078518	4.7095	4e-06	2e-06
tothyperlinks	18.1851426169592	406.383245	0.0447	0.96434	0.48217
totblogs	55.1357136513045	421.169159	0.1309	0.895942	0.447971

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Ordinary Least Squares \tabularnewline
Variable & Parameter & S.D. & T-STATH0: parameter = 0 & 2-tail p-value & 1-tail p-value \tabularnewline
(Intercept) & 1046.85043649439 & 3275.408578 & 0.3196 & 0.749508 & 0.374754 \tabularnewline
pageviews & 0.723453931010926 & 7.52564 & 0.0961 & 0.923486 & 0.461743 \tabularnewline
time_in_rfc & -0.0848516699026227 & 0.055978 & -1.5158 & 0.13072 & 0.06536 \tabularnewline
logins & 39.7578363955823 & 57.409036 & 0.6925 & 0.489187 & 0.244594 \tabularnewline
compendium_views_info & -7.71169019147843 & 17.26933 & -0.4466 & 0.65555 & 0.327775 \tabularnewline
compendium_views_pr & 40.0651356104937 & 30.707114 & 1.3048 & 0.193072 & 0.096536 \tabularnewline
shared_compendiums & 2166.01564651134 & 493.979161 & 4.3848 & 1.7e-05 & 8e-06 \tabularnewline
blogged_computations & 47.6185218772658 & 85.171131 & 0.5591 & 0.576555 & 0.288278 \tabularnewline
compendiums_reviewed & 886.236677769623 & 641.429271 & 1.3817 & 0.168202 & 0.084101 \tabularnewline
feedback_messages_p1 & -198.878378771229 & 194.962611 & -1.0201 & 0.308588 & 0.154294 \tabularnewline
feedback_messages_p120 & 187.16938135951 & 96.567889 & 1.9382 & 0.053624 & 0.026812 \tabularnewline
totrevisions & 1.00592930450229 & 0.293695 & 3.4251 & 0.000709 & 0.000354 \tabularnewline
totseconds & 0.369776777467763 & 0.078518 & 4.7095 & 4e-06 & 2e-06 \tabularnewline
tothyperlinks & 18.1851426169592 & 406.383245 & 0.0447 & 0.96434 & 0.48217 \tabularnewline
totblogs & 55.1357136513045 & 421.169159 & 0.1309 & 0.895942 & 0.447971 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=2

[TABLE]
[ROW][C]Multiple Linear Regression - Ordinary Least Squares[/C][/ROW]
[ROW][C]Variable[/C][C]Parameter[/C][C]S.D.[/C][C]T-STATH0: parameter = 0[/C][C]2-tail p-value[/C][C]1-tail p-value[/C][/ROW]
[ROW][C](Intercept)[/C][C]1046.85043649439[/C][C]3275.408578[/C][C]0.3196[/C][C]0.749508[/C][C]0.374754[/C][/ROW]
[ROW][C]pageviews[/C][C]0.723453931010926[/C][C]7.52564[/C][C]0.0961[/C][C]0.923486[/C][C]0.461743[/C][/ROW]
[ROW][C]time_in_rfc[/C][C]-0.0848516699026227[/C][C]0.055978[/C][C]-1.5158[/C][C]0.13072[/C][C]0.06536[/C][/ROW]
[ROW][C]logins[/C][C]39.7578363955823[/C][C]57.409036[/C][C]0.6925[/C][C]0.489187[/C][C]0.244594[/C][/ROW]
[ROW][C]compendium_views_info[/C][C]-7.71169019147843[/C][C]17.26933[/C][C]-0.4466[/C][C]0.65555[/C][C]0.327775[/C][/ROW]
[ROW][C]compendium_views_pr[/C][C]40.0651356104937[/C][C]30.707114[/C][C]1.3048[/C][C]0.193072[/C][C]0.096536[/C][/ROW]
[ROW][C]shared_compendiums[/C][C]2166.01564651134[/C][C]493.979161[/C][C]4.3848[/C][C]1.7e-05[/C][C]8e-06[/C][/ROW]
[ROW][C]blogged_computations[/C][C]47.6185218772658[/C][C]85.171131[/C][C]0.5591[/C][C]0.576555[/C][C]0.288278[/C][/ROW]
[ROW][C]compendiums_reviewed[/C][C]886.236677769623[/C][C]641.429271[/C][C]1.3817[/C][C]0.168202[/C][C]0.084101[/C][/ROW]
[ROW][C]feedback_messages_p1[/C][C]-198.878378771229[/C][C]194.962611[/C][C]-1.0201[/C][C]0.308588[/C][C]0.154294[/C][/ROW]
[ROW][C]feedback_messages_p120[/C][C]187.16938135951[/C][C]96.567889[/C][C]1.9382[/C][C]0.053624[/C][C]0.026812[/C][/ROW]
[ROW][C]totrevisions[/C][C]1.00592930450229[/C][C]0.293695[/C][C]3.4251[/C][C]0.000709[/C][C]0.000354[/C][/ROW]
[ROW][C]totseconds[/C][C]0.369776777467763[/C][C]0.078518[/C][C]4.7095[/C][C]4e-06[/C][C]2e-06[/C][/ROW]
[ROW][C]tothyperlinks[/C][C]18.1851426169592[/C][C]406.383245[/C][C]0.0447[/C][C]0.96434[/C][C]0.48217[/C][/ROW]
[ROW][C]totblogs[/C][C]55.1357136513045[/C][C]421.169159[/C][C]0.1309[/C][C]0.895942[/C][C]0.447971[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=2

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Multiple Linear Regression - Ordinary Least Squares
Variable	Parameter	S.D.	T-STATH0: parameter = 0	2-tail p-value	1-tail p-value
(Intercept)	1046.85043649439	3275.408578	0.3196	0.749508	0.374754
pageviews	0.723453931010926	7.52564	0.0961	0.923486	0.461743
time_in_rfc	-0.0848516699026227	0.055978	-1.5158	0.13072	0.06536
logins	39.7578363955823	57.409036	0.6925	0.489187	0.244594
compendium_views_info	-7.71169019147843	17.26933	-0.4466	0.65555	0.327775
compendium_views_pr	40.0651356104937	30.707114	1.3048	0.193072	0.096536
shared_compendiums	2166.01564651134	493.979161	4.3848	1.7e-05	8e-06
blogged_computations	47.6185218772658	85.171131	0.5591	0.576555	0.288278
compendiums_reviewed	886.236677769623	641.429271	1.3817	0.168202	0.084101
feedback_messages_p1	-198.878378771229	194.962611	-1.0201	0.308588	0.154294
feedback_messages_p120	187.16938135951	96.567889	1.9382	0.053624	0.026812
totrevisions	1.00592930450229	0.293695	3.4251	0.000709	0.000354
totseconds	0.369776777467763	0.078518	4.7095	4e-06	2e-06
tothyperlinks	18.1851426169592	406.383245	0.0447	0.96434	0.48217
totblogs	55.1357136513045	421.169159	0.1309	0.895942	0.447971

Multiple Linear Regression - Regression Statistics
Multiple R	0.875361094779262
R-squared	0.766257046253149
Adjusted R-squared	0.754313975623748
F-TEST (value)	64.1591321051721
F-TEST (DF numerator)	14
F-TEST (DF denominator)	274
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	20037.0653304928
Sum Squared Residuals	110006612454.012

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Regression Statistics \tabularnewline
Multiple R & 0.875361094779262 \tabularnewline
R-squared & 0.766257046253149 \tabularnewline
Adjusted R-squared & 0.754313975623748 \tabularnewline
F-TEST (value) & 64.1591321051721 \tabularnewline
F-TEST (DF numerator) & 14 \tabularnewline
F-TEST (DF denominator) & 274 \tabularnewline
p-value & 0 \tabularnewline
Multiple Linear Regression - Residual Statistics \tabularnewline
Residual Standard Deviation & 20037.0653304928 \tabularnewline
Sum Squared Residuals & 110006612454.012 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=3

[TABLE]
[ROW][C]Multiple Linear Regression - Regression Statistics[/C][/ROW]
[ROW][C]Multiple R[/C][C]0.875361094779262[/C][/ROW]
[ROW][C]R-squared[/C][C]0.766257046253149[/C][/ROW]
[ROW][C]Adjusted R-squared[/C][C]0.754313975623748[/C][/ROW]
[ROW][C]F-TEST (value)[/C][C]64.1591321051721[/C][/ROW]
[ROW][C]F-TEST (DF numerator)[/C][C]14[/C][/ROW]
[ROW][C]F-TEST (DF denominator)[/C][C]274[/C][/ROW]
[ROW][C]p-value[/C][C]0[/C][/ROW]
[ROW][C]Multiple Linear Regression - Residual Statistics[/C][/ROW]
[ROW][C]Residual Standard Deviation[/C][C]20037.0653304928[/C][/ROW]
[ROW][C]Sum Squared Residuals[/C][C]110006612454.012[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=3

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=3

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Multiple Linear Regression - Regression Statistics
Multiple R	0.875361094779262
R-squared	0.766257046253149
Adjusted R-squared	0.754313975623748
F-TEST (value)	64.1591321051721
F-TEST (DF numerator)	14
F-TEST (DF denominator)	274
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	20037.0653304928
Sum Squared Residuals	110006612454.012

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	InterpolationForecast	ResidualsPrediction Error
1	112285	107201.514635221	5083.48536477867
2	84786	89586.7691990242	-4800.76919902421
3	83123	91166.8987791165	-8043.89877911646
4	101193	98817.2976628337	2375.70233716633
5	38361	54797.0727280014	-16436.0727280014
6	68504	48673.7144157463	19830.2855842537
7	119182	107110.537683267	12071.4623167326
8	22807	11110.6291626582	11696.3708373418
9	17140	20840.8688354349	-3700.86883543485
10	116174	91146.8780004504	25027.1219995496
11	57635	59808.2365303617	-2173.2365303617
12	66198	98459.3006477224	-32261.3006477224
13	71701	93934.3012785016	-22233.3012785016
14	57793	67351.5232469927	-9558.52324699268
15	80444	85032.4885110996	-4588.48851109955
16	53855	77504.1994357739	-23649.1994357739
17	97668	115987.786234608	-18319.7862346076
18	133824	109525.095180515	24298.9048194847
19	101481	78160.7790535704	23320.2209464296
20	99645	76863.7032503512	22781.2967496488
21	114789	100293.834855462	14495.165144538
22	99052	106054.419917752	-7002.41991775184
23	67654	75880.2691080278	-8226.2691080278
24	65553	80465.558777462	-14912.558777462
25	97500	95808.318984972	1691.68101502799
26	69112	89646.2356092032	-20534.2356092032
27	82753	84870.5993564082	-2117.59935640815
28	85323	95028.8525996953	-9705.8525996953
29	72654	96822.8212626746	-24168.8212626746
30	30727	43472.2778966621	-12745.2778966621
31	77873	103822.201191687	-25949.2011916873
32	117478	124246.621491852	-6768.62149185181
33	74007	78318.9633424201	-4311.9633424201
34	90183	119761.29107814	-29578.2910781402
35	61542	44676.1385608548	16865.8614391452
36	101494	122610.140471328	-21116.1404713277
37	27570	39090.6669743094	-11520.6669743094
38	55813	48854.0659243061	6958.93407569388
39	79215	98031.0009074235	-18816.0009074235
40	1423	2068.52209972331	-645.522099723311
41	55461	66670.1146208075	-11209.1146208075
42	31081	44265.3747475593	-13184.3747475593
43	22996	34854.534044734	-11858.534044734
44	83122	103714.521303188	-20592.5213031883
45	70106	96810.3750186249	-26704.3750186249
46	60578	74956.8981932847	-14378.8981932847
47	39992	46687.6330708694	-6695.6330708694
48	79892	93753.1140337821	-13861.1140337821
49	49810	55982.4232555555	-6172.42325555551
50	71570	63012.6846627531	8557.31533724687
51	100708	74252.6295514183	26455.3704485817
52	33032	51392.2915867683	-18360.2915867683
53	82875	84989.4872848525	-2114.48728485245
54	139077	121492.119045381	17584.8809546185
55	71595	85250.4277400503	-13655.4277400503
56	72260	88513.8348348691	-16253.8348348691
57	5950	11065.1639933106	-5115.16399331055
58	115762	118939.143528608	-3177.1435286084
59	32551	35935.6500592437	-3384.65005924373
60	31701	37660.9524943521	-5959.95249435208
61	80670	83105.5132557238	-2435.51325572379
62	143558	134316.711233802	9241.28876619767
63	117105	90091.1040708574	27013.8959291426
64	23789	34915.2838040042	-11126.2838040042
65	120733	138605.683807295	-17872.6838072947
66	105195	128794.535104822	-23599.5351048224
67	73107	80859.3801748626	-7752.38017486257
68	132068	129443.564620353	2624.43537964701
69	149193	150140.736713587	-947.736713586994
70	46821	67050.2968951451	-20229.2968951451
71	87011	93526.432918395	-6515.43291839501
72	95260	100727.940120137	-5467.94012013662
73	55183	77617.1743023037	-22434.1743023037
74	106671	79493.7306124831	27177.2693875169
75	73511	107535.721205993	-34024.7212059932
76	92945	75951.1649862549	16993.8350137451
77	78664	75774.1280563461	2889.87194365388
78	70054	99119.3528404491	-29065.3528404491
79	22618	38468.2812612217	-15850.2812612217
80	74011	94610.7593877489	-20599.7593877489
81	83737	73383.8709454398	10353.1290545602
82	69094	75126.3608198757	-6032.36081987565
83	93133	84968.2666883031	8164.73331169692
84	95536	96100.8939994388	-564.893999438765
85	225920	93312.1330967628	132607.866903237
86	62133	70412.9079601469	-8279.90796014692
87	61370	61275.0875224944	94.9124775055727
88	43836	50237.2016875523	-6401.20168755232
89	106117	86323.3371850851	19793.6628149149
90	38692	60936.5988146295	-22244.5988146295
91	84651	93658.883469895	-9007.88346989497
92	56622	35434.6462349893	21187.3537650107
93	15986	27886.6446857243	-11900.6446857243
94	95364	96304.9845882303	-940.984588230262
95	26706	43255.9723386977	-16549.9723386977
96	89691	76405.2847307463	13285.7152692537
97	67267	91598.715652074	-24331.715652074
98	126846	98060.2871613474	28785.7128386526
99	41140	55987.4985180417	-14847.4985180417
100	102860	94413.6794469364	8446.3205530636
101	51715	61998.1575536176	-10283.1575536175
102	55801	65199.4080574921	-9398.40805749205
103	111813	103258.049963249	8554.95003675066
104	120293	86233.673113121	34059.3268868791
105	138599	113033.156764322	25565.8432356781
106	161647	126177.902118927	35469.0978810729
107	115929	146436.820635505	-30507.8206355045
108	24266	29404.7998571381	-5138.79985713808
109	162901	148917.991728342	13983.0082716583
110	109825	110873.159145103	-1048.15914510276
111	129838	114056.750816925	15781.2491830753
112	37510	45522.4538431081	-8012.45384310811
113	43750	40722.9503859197	3027.04961408025
114	40652	59263.559134787	-18611.559134787
115	87771	103190.461777301	-15419.4617773015
116	85872	91056.1727545993	-5184.17275459935
117	89275	88413.1506671505	861.849332849529
118	44418	52083.3809113169	-7665.38091131691
119	192565	94380.0756181867	98184.9243818133
120	35232	35866.5213127243	-634.521312724279
121	40909	53020.9231156914	-12111.9231156914
122	13294	22836.0172485336	-9542.01724853361
123	32387	53459.2194992544	-21072.2194992544
124	140867	56125.1552794683	84741.8447205317
125	120662	103235.21302179	17426.7869782104
126	21233	33584.4507877579	-12351.4507877579
127	44332	36048.3810576813	8283.61894231867
128	61056	59747.8590632189	1308.14093678108
129	101338	84478.2624203811	16859.7375796189
130	1168	3617.42330516436	-2449.42330516436
131	13497	17161.6014757884	-3664.60147578841
132	65567	74825.877159012	-9258.87715901196
133	25162	30599.3536883074	-5437.35368830736
134	32334	44185.2981557437	-11851.2981557437
135	40735	55790.4629218523	-15055.4629218523
136	91413	114856.565766156	-23443.5657661559
137	855	2403.13237315567	-1548.13237315567
138	97068	72487.9035539169	24580.0964460831
139	44339	19973.2356867197	24365.7643132803
140	14116	15195.809477157	-1079.80947715703
141	10288	17595.9981897841	-7307.99818978412
142	65622	54857.5594846349	10764.4405153651
143	16563	14144.7868067975	2418.21319320253
144	76643	100790.683009546	-24147.6830095463
145	110681	88441.3490456899	22239.6509543101
146	29011	28441.7867226917	569.213277308305
147	92696	54323.5744176198	38372.4255823802
148	94785	55814.0006057956	38970.9993942044
149	8773	14177.5250124412	-5404.52501244123
150	83209	68042.3231915468	15166.6768084532
151	93815	106431.363085095	-12616.3630850948
152	86687	95154.2897803783	-8467.28978037825
153	34553	30437.1876878295	4115.81231217054
154	105547	125228.429391089	-19681.4293910892
155	103487	109608.886190454	-6121.88619045363
156	213688	160347.902685707	53340.0973142934
157	71220	77762.7430919863	-6542.74309198628
158	23517	27475.400854834	-3958.40085483396
159	56926	45905.3261367167	11020.6738632833
160	91721	84027.3709926943	7693.62900730574
161	115168	119321.207074134	-4153.20707413414
162	111194	47465.5801152088	63728.4198847912
163	51009	46581.5949889761	4427.40501102394
164	135777	100210.073266238	35566.9267337617
165	51513	60515.3874546827	-9002.38745468267
166	74163	99940.9990982296	-25777.9990982296
167	51633	73617.0304953004	-21984.0304953004
168	75345	32900.7121209073	42444.2878790927
169	33416	53053.5442735976	-19637.5442735976
170	83305	45683.2786139711	37621.7213860289
171	98952	80772.1855829792	18179.8144170208
172	102372	97707.2166594293	4664.78334057066
173	37238	20203.0251219092	17034.9748780908
174	103772	118922.378593205	-15150.3785932054
175	123969	90393.8676889389	33575.1323110611
176	27142	35110.8042303369	-7968.80423033686
177	135400	99945.1421311293	35454.8578688707
178	21399	24703.7192919571	-3304.71929195715
179	130115	115395.606792947	14719.3932070533
180	24874	39822.8199590703	-14948.8199590703
181	34988	27974.7343797343	7013.26562026567
182	45549	20216.1768180775	25332.8231819225
183	6023	5267.54586421283	755.454135787175
184	64466	67147.8342462793	-2681.8342462793
185	54990	90693.8376285581	-35703.8376285581
186	1644	3075.62282066095	-1431.62282066095
187	6179	11969.5916823567	-5790.5916823567
188	3926	6016.15438605537	-2090.15438605537
189	32755	45970.6990379873	-13215.6990379873
190	34777	21607.2491138389	13169.7508861611
191	73224	48960.6815372752	24263.3184627248
192	27114	24312.2010959308	2801.79890406917
193	20760	36343.2476768363	-15583.2476768363
194	37636	53360.9702768909	-15724.9702768909
195	65461	70758.2715529359	-5297.2715529359
196	30080	39163.0260445659	-9083.02604456594
197	24094	30827.3160734198	-6733.31607341977
198	69008	35746.3041950424	33261.6958049576
199	54968	31619.470243538	23348.529756462
200	46090	35763.5879304011	10326.4120695989
201	27507	40127.0127869183	-12620.0127869183
202	10672	25980.6579223676	-15308.6579223676
203	34029	32138.8217063267	1890.17829367329
204	46300	48474.8833565574	-2174.88335655744
205	24760	36464.1586583743	-11704.1586583743
206	18779	16556.2639724793	2222.73602752068
207	21280	29433.0620107487	-8153.06201074868
208	40662	40819.9562730941	-157.95627309415
209	28987	34677.3085322897	-5690.30853228967
210	22827	42788.7483202425	-19961.7483202425
211	18513	36196.7287384047	-17683.7287384047
212	30594	27797.7613307253	2796.23866927471
213	24006	27393.2917648013	-3387.29176480132
214	27913	39387.0747901917	-11474.0747901917
215	42744	31750.2558508821	10993.7441491179
216	12934	35286.2280346276	-22352.2280346276
217	22574	26696.0958603229	-4122.09586032285
218	41385	42278.3558413105	-893.355841310464
219	18653	35457.3872627731	-16804.3872627731
220	18472	24949.1481977643	-6477.1481977643
221	30976	37923.552550606	-6947.55255060597
222	63339	79624.3337249095	-16285.3337249095
223	25568	43829.598185734	-18261.598185734
224	33747	38388.129386787	-4641.12938678698
225	4154	12573.8718566942	-8419.87185669425
226	19474	34902.4376241671	-15428.4376241671
227	35130	18094.1743992579	17035.8256007421
228	39067	37191.4876628148	1875.51233718517
229	13310	24664.0700685664	-11354.0700685664
230	65892	34623.8989125323	31268.1010874677
231	4143	16553.7639718451	-12410.7639718451
232	28579	35649.0064702829	-7070.00647028292
233	51776	41262.9939502624	10513.0060497376
234	21152	24283.8404248226	-3131.84042482264
235	38084	32868.7283317322	5215.27166826783
236	27717	31801.4149686342	-4084.41496863416
237	32928	24478.6617143509	8449.33828564911
238	11342	19187.589230805	-7845.589230805
239	19499	30004.014164145	-10505.014164145
240	16380	19536.9353837729	-3156.93538377287
241	36874	27761.8749895812	9112.12501041877
242	48259	59370.4258435956	-11111.4258435956
243	16734	25496.6680358127	-8762.66803581273
244	28207	29529.7084318958	-1322.70843189575
245	30143	32200.0627067726	-2057.06270677263
246	41369	33287.9162845109	8081.08371548912
247	45833	40631.0455610927	5201.95443890732
248	29156	27869.1742082809	1286.82579171914
249	35944	18362.8048294	17581.1951706
250	36278	20342.6293627276	15935.3706372724
251	45588	46831.2322127191	-1243.23221271913
252	45097	43871.8215443606	1225.17845563945
253	3895	6563.30153643924	-2668.30153643924
254	28394	30192.2347259785	-1798.23472597849
255	18632	27674.8824917442	-9042.88249174419
256	2325	2674.49334062864	-349.493340628643
257	25139	20955.9095784032	4183.09042159681
258	27975	22295.4965475027	5679.5034524973
259	14483	25918.0767507401	-11435.0767507401
260	13127	17540.6700704276	-4413.67007042765
261	5839	7923.38125479004	-2084.38125479004
262	24069	40705.8453818025	-16636.8453818025
263	3738	6212.68686729585	-2474.68686729585
264	18625	26121.2036294858	-7496.20362948576
265	36341	24875.8749147318	11465.1250852682
266	24548	28231.2854659384	-3683.28546593844
267	21792	33308.7069643204	-11516.7069643204
268	26263	19886.0060517438	6376.99394825619
269	23686	37731.9833974651	-14045.9833974651
270	49303	37818.3083156104	11484.6916843896
271	25659	30412.5448073115	-4753.5448073115
272	28904	27917.5445652127	986.45543478732
273	2781	220.56651368219	2560.43348631781
274	29236	35457.5235377845	-6221.52353778445
275	19546	18349.5958539605	1196.40414603946
276	22818	29609.8726863693	-6791.87268636928
277	32689	14164.5371660078	18524.4628339922
278	5752	10642.6138002367	-4890.61380023667
279	22197	39143.6253280763	-16946.6253280763
280	20055	27576.3945957795	-7521.3945957795
281	25272	27070.7853389261	-1798.78533892612
282	82206	16939.8954932682	65266.1045067318
283	32073	19811.5171348085	12261.4828651915
284	5444	6661.24202393533	-1217.24202393533
285	20154	22642.2978018951	-2488.29780189514
286	36944	17380.8181486955	19563.1818513045
287	8019	16929.5650271697	-8910.56502716973
288	30884	39840.2884485716	-8956.28844857163
289	19540	25926.9136121024	-6386.91361210242

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Actuals, Interpolation, and Residuals \tabularnewline
Time or Index & Actuals & InterpolationForecast & ResidualsPrediction Error \tabularnewline
1 & 112285 & 107201.514635221 & 5083.48536477867 \tabularnewline
2 & 84786 & 89586.7691990242 & -4800.76919902421 \tabularnewline
3 & 83123 & 91166.8987791165 & -8043.89877911646 \tabularnewline
4 & 101193 & 98817.2976628337 & 2375.70233716633 \tabularnewline
5 & 38361 & 54797.0727280014 & -16436.0727280014 \tabularnewline
6 & 68504 & 48673.7144157463 & 19830.2855842537 \tabularnewline
7 & 119182 & 107110.537683267 & 12071.4623167326 \tabularnewline
8 & 22807 & 11110.6291626582 & 11696.3708373418 \tabularnewline
9 & 17140 & 20840.8688354349 & -3700.86883543485 \tabularnewline
10 & 116174 & 91146.8780004504 & 25027.1219995496 \tabularnewline
11 & 57635 & 59808.2365303617 & -2173.2365303617 \tabularnewline
12 & 66198 & 98459.3006477224 & -32261.3006477224 \tabularnewline
13 & 71701 & 93934.3012785016 & -22233.3012785016 \tabularnewline
14 & 57793 & 67351.5232469927 & -9558.52324699268 \tabularnewline
15 & 80444 & 85032.4885110996 & -4588.48851109955 \tabularnewline
16 & 53855 & 77504.1994357739 & -23649.1994357739 \tabularnewline
17 & 97668 & 115987.786234608 & -18319.7862346076 \tabularnewline
18 & 133824 & 109525.095180515 & 24298.9048194847 \tabularnewline
19 & 101481 & 78160.7790535704 & 23320.2209464296 \tabularnewline
20 & 99645 & 76863.7032503512 & 22781.2967496488 \tabularnewline
21 & 114789 & 100293.834855462 & 14495.165144538 \tabularnewline
22 & 99052 & 106054.419917752 & -7002.41991775184 \tabularnewline
23 & 67654 & 75880.2691080278 & -8226.2691080278 \tabularnewline
24 & 65553 & 80465.558777462 & -14912.558777462 \tabularnewline
25 & 97500 & 95808.318984972 & 1691.68101502799 \tabularnewline
26 & 69112 & 89646.2356092032 & -20534.2356092032 \tabularnewline
27 & 82753 & 84870.5993564082 & -2117.59935640815 \tabularnewline
28 & 85323 & 95028.8525996953 & -9705.8525996953 \tabularnewline
29 & 72654 & 96822.8212626746 & -24168.8212626746 \tabularnewline
30 & 30727 & 43472.2778966621 & -12745.2778966621 \tabularnewline
31 & 77873 & 103822.201191687 & -25949.2011916873 \tabularnewline
32 & 117478 & 124246.621491852 & -6768.62149185181 \tabularnewline
33 & 74007 & 78318.9633424201 & -4311.9633424201 \tabularnewline
34 & 90183 & 119761.29107814 & -29578.2910781402 \tabularnewline
35 & 61542 & 44676.1385608548 & 16865.8614391452 \tabularnewline
36 & 101494 & 122610.140471328 & -21116.1404713277 \tabularnewline
37 & 27570 & 39090.6669743094 & -11520.6669743094 \tabularnewline
38 & 55813 & 48854.0659243061 & 6958.93407569388 \tabularnewline
39 & 79215 & 98031.0009074235 & -18816.0009074235 \tabularnewline
40 & 1423 & 2068.52209972331 & -645.522099723311 \tabularnewline
41 & 55461 & 66670.1146208075 & -11209.1146208075 \tabularnewline
42 & 31081 & 44265.3747475593 & -13184.3747475593 \tabularnewline
43 & 22996 & 34854.534044734 & -11858.534044734 \tabularnewline
44 & 83122 & 103714.521303188 & -20592.5213031883 \tabularnewline
45 & 70106 & 96810.3750186249 & -26704.3750186249 \tabularnewline
46 & 60578 & 74956.8981932847 & -14378.8981932847 \tabularnewline
47 & 39992 & 46687.6330708694 & -6695.6330708694 \tabularnewline
48 & 79892 & 93753.1140337821 & -13861.1140337821 \tabularnewline
49 & 49810 & 55982.4232555555 & -6172.42325555551 \tabularnewline
50 & 71570 & 63012.6846627531 & 8557.31533724687 \tabularnewline
51 & 100708 & 74252.6295514183 & 26455.3704485817 \tabularnewline
52 & 33032 & 51392.2915867683 & -18360.2915867683 \tabularnewline
53 & 82875 & 84989.4872848525 & -2114.48728485245 \tabularnewline
54 & 139077 & 121492.119045381 & 17584.8809546185 \tabularnewline
55 & 71595 & 85250.4277400503 & -13655.4277400503 \tabularnewline
56 & 72260 & 88513.8348348691 & -16253.8348348691 \tabularnewline
57 & 5950 & 11065.1639933106 & -5115.16399331055 \tabularnewline
58 & 115762 & 118939.143528608 & -3177.1435286084 \tabularnewline
59 & 32551 & 35935.6500592437 & -3384.65005924373 \tabularnewline
60 & 31701 & 37660.9524943521 & -5959.95249435208 \tabularnewline
61 & 80670 & 83105.5132557238 & -2435.51325572379 \tabularnewline
62 & 143558 & 134316.711233802 & 9241.28876619767 \tabularnewline
63 & 117105 & 90091.1040708574 & 27013.8959291426 \tabularnewline
64 & 23789 & 34915.2838040042 & -11126.2838040042 \tabularnewline
65 & 120733 & 138605.683807295 & -17872.6838072947 \tabularnewline
66 & 105195 & 128794.535104822 & -23599.5351048224 \tabularnewline
67 & 73107 & 80859.3801748626 & -7752.38017486257 \tabularnewline
68 & 132068 & 129443.564620353 & 2624.43537964701 \tabularnewline
69 & 149193 & 150140.736713587 & -947.736713586994 \tabularnewline
70 & 46821 & 67050.2968951451 & -20229.2968951451 \tabularnewline
71 & 87011 & 93526.432918395 & -6515.43291839501 \tabularnewline
72 & 95260 & 100727.940120137 & -5467.94012013662 \tabularnewline
73 & 55183 & 77617.1743023037 & -22434.1743023037 \tabularnewline
74 & 106671 & 79493.7306124831 & 27177.2693875169 \tabularnewline
75 & 73511 & 107535.721205993 & -34024.7212059932 \tabularnewline
76 & 92945 & 75951.1649862549 & 16993.8350137451 \tabularnewline
77 & 78664 & 75774.1280563461 & 2889.87194365388 \tabularnewline
78 & 70054 & 99119.3528404491 & -29065.3528404491 \tabularnewline
79 & 22618 & 38468.2812612217 & -15850.2812612217 \tabularnewline
80 & 74011 & 94610.7593877489 & -20599.7593877489 \tabularnewline
81 & 83737 & 73383.8709454398 & 10353.1290545602 \tabularnewline
82 & 69094 & 75126.3608198757 & -6032.36081987565 \tabularnewline
83 & 93133 & 84968.2666883031 & 8164.73331169692 \tabularnewline
84 & 95536 & 96100.8939994388 & -564.893999438765 \tabularnewline
85 & 225920 & 93312.1330967628 & 132607.866903237 \tabularnewline
86 & 62133 & 70412.9079601469 & -8279.90796014692 \tabularnewline
87 & 61370 & 61275.0875224944 & 94.9124775055727 \tabularnewline
88 & 43836 & 50237.2016875523 & -6401.20168755232 \tabularnewline
89 & 106117 & 86323.3371850851 & 19793.6628149149 \tabularnewline
90 & 38692 & 60936.5988146295 & -22244.5988146295 \tabularnewline
91 & 84651 & 93658.883469895 & -9007.88346989497 \tabularnewline
92 & 56622 & 35434.6462349893 & 21187.3537650107 \tabularnewline
93 & 15986 & 27886.6446857243 & -11900.6446857243 \tabularnewline
94 & 95364 & 96304.9845882303 & -940.984588230262 \tabularnewline
95 & 26706 & 43255.9723386977 & -16549.9723386977 \tabularnewline
96 & 89691 & 76405.2847307463 & 13285.7152692537 \tabularnewline
97 & 67267 & 91598.715652074 & -24331.715652074 \tabularnewline
98 & 126846 & 98060.2871613474 & 28785.7128386526 \tabularnewline
99 & 41140 & 55987.4985180417 & -14847.4985180417 \tabularnewline
100 & 102860 & 94413.6794469364 & 8446.3205530636 \tabularnewline
101 & 51715 & 61998.1575536176 & -10283.1575536175 \tabularnewline
102 & 55801 & 65199.4080574921 & -9398.40805749205 \tabularnewline
103 & 111813 & 103258.049963249 & 8554.95003675066 \tabularnewline
104 & 120293 & 86233.673113121 & 34059.3268868791 \tabularnewline
105 & 138599 & 113033.156764322 & 25565.8432356781 \tabularnewline
106 & 161647 & 126177.902118927 & 35469.0978810729 \tabularnewline
107 & 115929 & 146436.820635505 & -30507.8206355045 \tabularnewline
108 & 24266 & 29404.7998571381 & -5138.79985713808 \tabularnewline
109 & 162901 & 148917.991728342 & 13983.0082716583 \tabularnewline
110 & 109825 & 110873.159145103 & -1048.15914510276 \tabularnewline
111 & 129838 & 114056.750816925 & 15781.2491830753 \tabularnewline
112 & 37510 & 45522.4538431081 & -8012.45384310811 \tabularnewline
113 & 43750 & 40722.9503859197 & 3027.04961408025 \tabularnewline
114 & 40652 & 59263.559134787 & -18611.559134787 \tabularnewline
115 & 87771 & 103190.461777301 & -15419.4617773015 \tabularnewline
116 & 85872 & 91056.1727545993 & -5184.17275459935 \tabularnewline
117 & 89275 & 88413.1506671505 & 861.849332849529 \tabularnewline
118 & 44418 & 52083.3809113169 & -7665.38091131691 \tabularnewline
119 & 192565 & 94380.0756181867 & 98184.9243818133 \tabularnewline
120 & 35232 & 35866.5213127243 & -634.521312724279 \tabularnewline
121 & 40909 & 53020.9231156914 & -12111.9231156914 \tabularnewline
122 & 13294 & 22836.0172485336 & -9542.01724853361 \tabularnewline
123 & 32387 & 53459.2194992544 & -21072.2194992544 \tabularnewline
124 & 140867 & 56125.1552794683 & 84741.8447205317 \tabularnewline
125 & 120662 & 103235.21302179 & 17426.7869782104 \tabularnewline
126 & 21233 & 33584.4507877579 & -12351.4507877579 \tabularnewline
127 & 44332 & 36048.3810576813 & 8283.61894231867 \tabularnewline
128 & 61056 & 59747.8590632189 & 1308.14093678108 \tabularnewline
129 & 101338 & 84478.2624203811 & 16859.7375796189 \tabularnewline
130 & 1168 & 3617.42330516436 & -2449.42330516436 \tabularnewline
131 & 13497 & 17161.6014757884 & -3664.60147578841 \tabularnewline
132 & 65567 & 74825.877159012 & -9258.87715901196 \tabularnewline
133 & 25162 & 30599.3536883074 & -5437.35368830736 \tabularnewline
134 & 32334 & 44185.2981557437 & -11851.2981557437 \tabularnewline
135 & 40735 & 55790.4629218523 & -15055.4629218523 \tabularnewline
136 & 91413 & 114856.565766156 & -23443.5657661559 \tabularnewline
137 & 855 & 2403.13237315567 & -1548.13237315567 \tabularnewline
138 & 97068 & 72487.9035539169 & 24580.0964460831 \tabularnewline
139 & 44339 & 19973.2356867197 & 24365.7643132803 \tabularnewline
140 & 14116 & 15195.809477157 & -1079.80947715703 \tabularnewline
141 & 10288 & 17595.9981897841 & -7307.99818978412 \tabularnewline
142 & 65622 & 54857.5594846349 & 10764.4405153651 \tabularnewline
143 & 16563 & 14144.7868067975 & 2418.21319320253 \tabularnewline
144 & 76643 & 100790.683009546 & -24147.6830095463 \tabularnewline
145 & 110681 & 88441.3490456899 & 22239.6509543101 \tabularnewline
146 & 29011 & 28441.7867226917 & 569.213277308305 \tabularnewline
147 & 92696 & 54323.5744176198 & 38372.4255823802 \tabularnewline
148 & 94785 & 55814.0006057956 & 38970.9993942044 \tabularnewline
149 & 8773 & 14177.5250124412 & -5404.52501244123 \tabularnewline
150 & 83209 & 68042.3231915468 & 15166.6768084532 \tabularnewline
151 & 93815 & 106431.363085095 & -12616.3630850948 \tabularnewline
152 & 86687 & 95154.2897803783 & -8467.28978037825 \tabularnewline
153 & 34553 & 30437.1876878295 & 4115.81231217054 \tabularnewline
154 & 105547 & 125228.429391089 & -19681.4293910892 \tabularnewline
155 & 103487 & 109608.886190454 & -6121.88619045363 \tabularnewline
156 & 213688 & 160347.902685707 & 53340.0973142934 \tabularnewline
157 & 71220 & 77762.7430919863 & -6542.74309198628 \tabularnewline
158 & 23517 & 27475.400854834 & -3958.40085483396 \tabularnewline
159 & 56926 & 45905.3261367167 & 11020.6738632833 \tabularnewline
160 & 91721 & 84027.3709926943 & 7693.62900730574 \tabularnewline
161 & 115168 & 119321.207074134 & -4153.20707413414 \tabularnewline
162 & 111194 & 47465.5801152088 & 63728.4198847912 \tabularnewline
163 & 51009 & 46581.5949889761 & 4427.40501102394 \tabularnewline
164 & 135777 & 100210.073266238 & 35566.9267337617 \tabularnewline
165 & 51513 & 60515.3874546827 & -9002.38745468267 \tabularnewline
166 & 74163 & 99940.9990982296 & -25777.9990982296 \tabularnewline
167 & 51633 & 73617.0304953004 & -21984.0304953004 \tabularnewline
168 & 75345 & 32900.7121209073 & 42444.2878790927 \tabularnewline
169 & 33416 & 53053.5442735976 & -19637.5442735976 \tabularnewline
170 & 83305 & 45683.2786139711 & 37621.7213860289 \tabularnewline
171 & 98952 & 80772.1855829792 & 18179.8144170208 \tabularnewline
172 & 102372 & 97707.2166594293 & 4664.78334057066 \tabularnewline
173 & 37238 & 20203.0251219092 & 17034.9748780908 \tabularnewline
174 & 103772 & 118922.378593205 & -15150.3785932054 \tabularnewline
175 & 123969 & 90393.8676889389 & 33575.1323110611 \tabularnewline
176 & 27142 & 35110.8042303369 & -7968.80423033686 \tabularnewline
177 & 135400 & 99945.1421311293 & 35454.8578688707 \tabularnewline
178 & 21399 & 24703.7192919571 & -3304.71929195715 \tabularnewline
179 & 130115 & 115395.606792947 & 14719.3932070533 \tabularnewline
180 & 24874 & 39822.8199590703 & -14948.8199590703 \tabularnewline
181 & 34988 & 27974.7343797343 & 7013.26562026567 \tabularnewline
182 & 45549 & 20216.1768180775 & 25332.8231819225 \tabularnewline
183 & 6023 & 5267.54586421283 & 755.454135787175 \tabularnewline
184 & 64466 & 67147.8342462793 & -2681.8342462793 \tabularnewline
185 & 54990 & 90693.8376285581 & -35703.8376285581 \tabularnewline
186 & 1644 & 3075.62282066095 & -1431.62282066095 \tabularnewline
187 & 6179 & 11969.5916823567 & -5790.5916823567 \tabularnewline
188 & 3926 & 6016.15438605537 & -2090.15438605537 \tabularnewline
189 & 32755 & 45970.6990379873 & -13215.6990379873 \tabularnewline
190 & 34777 & 21607.2491138389 & 13169.7508861611 \tabularnewline
191 & 73224 & 48960.6815372752 & 24263.3184627248 \tabularnewline
192 & 27114 & 24312.2010959308 & 2801.79890406917 \tabularnewline
193 & 20760 & 36343.2476768363 & -15583.2476768363 \tabularnewline
194 & 37636 & 53360.9702768909 & -15724.9702768909 \tabularnewline
195 & 65461 & 70758.2715529359 & -5297.2715529359 \tabularnewline
196 & 30080 & 39163.0260445659 & -9083.02604456594 \tabularnewline
197 & 24094 & 30827.3160734198 & -6733.31607341977 \tabularnewline
198 & 69008 & 35746.3041950424 & 33261.6958049576 \tabularnewline
199 & 54968 & 31619.470243538 & 23348.529756462 \tabularnewline
200 & 46090 & 35763.5879304011 & 10326.4120695989 \tabularnewline
201 & 27507 & 40127.0127869183 & -12620.0127869183 \tabularnewline
202 & 10672 & 25980.6579223676 & -15308.6579223676 \tabularnewline
203 & 34029 & 32138.8217063267 & 1890.17829367329 \tabularnewline
204 & 46300 & 48474.8833565574 & -2174.88335655744 \tabularnewline
205 & 24760 & 36464.1586583743 & -11704.1586583743 \tabularnewline
206 & 18779 & 16556.2639724793 & 2222.73602752068 \tabularnewline
207 & 21280 & 29433.0620107487 & -8153.06201074868 \tabularnewline
208 & 40662 & 40819.9562730941 & -157.95627309415 \tabularnewline
209 & 28987 & 34677.3085322897 & -5690.30853228967 \tabularnewline
210 & 22827 & 42788.7483202425 & -19961.7483202425 \tabularnewline
211 & 18513 & 36196.7287384047 & -17683.7287384047 \tabularnewline
212 & 30594 & 27797.7613307253 & 2796.23866927471 \tabularnewline
213 & 24006 & 27393.2917648013 & -3387.29176480132 \tabularnewline
214 & 27913 & 39387.0747901917 & -11474.0747901917 \tabularnewline
215 & 42744 & 31750.2558508821 & 10993.7441491179 \tabularnewline
216 & 12934 & 35286.2280346276 & -22352.2280346276 \tabularnewline
217 & 22574 & 26696.0958603229 & -4122.09586032285 \tabularnewline
218 & 41385 & 42278.3558413105 & -893.355841310464 \tabularnewline
219 & 18653 & 35457.3872627731 & -16804.3872627731 \tabularnewline
220 & 18472 & 24949.1481977643 & -6477.1481977643 \tabularnewline
221 & 30976 & 37923.552550606 & -6947.55255060597 \tabularnewline
222 & 63339 & 79624.3337249095 & -16285.3337249095 \tabularnewline
223 & 25568 & 43829.598185734 & -18261.598185734 \tabularnewline
224 & 33747 & 38388.129386787 & -4641.12938678698 \tabularnewline
225 & 4154 & 12573.8718566942 & -8419.87185669425 \tabularnewline
226 & 19474 & 34902.4376241671 & -15428.4376241671 \tabularnewline
227 & 35130 & 18094.1743992579 & 17035.8256007421 \tabularnewline
228 & 39067 & 37191.4876628148 & 1875.51233718517 \tabularnewline
229 & 13310 & 24664.0700685664 & -11354.0700685664 \tabularnewline
230 & 65892 & 34623.8989125323 & 31268.1010874677 \tabularnewline
231 & 4143 & 16553.7639718451 & -12410.7639718451 \tabularnewline
232 & 28579 & 35649.0064702829 & -7070.00647028292 \tabularnewline
233 & 51776 & 41262.9939502624 & 10513.0060497376 \tabularnewline
234 & 21152 & 24283.8404248226 & -3131.84042482264 \tabularnewline
235 & 38084 & 32868.7283317322 & 5215.27166826783 \tabularnewline
236 & 27717 & 31801.4149686342 & -4084.41496863416 \tabularnewline
237 & 32928 & 24478.6617143509 & 8449.33828564911 \tabularnewline
238 & 11342 & 19187.589230805 & -7845.589230805 \tabularnewline
239 & 19499 & 30004.014164145 & -10505.014164145 \tabularnewline
240 & 16380 & 19536.9353837729 & -3156.93538377287 \tabularnewline
241 & 36874 & 27761.8749895812 & 9112.12501041877 \tabularnewline
242 & 48259 & 59370.4258435956 & -11111.4258435956 \tabularnewline
243 & 16734 & 25496.6680358127 & -8762.66803581273 \tabularnewline
244 & 28207 & 29529.7084318958 & -1322.70843189575 \tabularnewline
245 & 30143 & 32200.0627067726 & -2057.06270677263 \tabularnewline
246 & 41369 & 33287.9162845109 & 8081.08371548912 \tabularnewline
247 & 45833 & 40631.0455610927 & 5201.95443890732 \tabularnewline
248 & 29156 & 27869.1742082809 & 1286.82579171914 \tabularnewline
249 & 35944 & 18362.8048294 & 17581.1951706 \tabularnewline
250 & 36278 & 20342.6293627276 & 15935.3706372724 \tabularnewline
251 & 45588 & 46831.2322127191 & -1243.23221271913 \tabularnewline
252 & 45097 & 43871.8215443606 & 1225.17845563945 \tabularnewline
253 & 3895 & 6563.30153643924 & -2668.30153643924 \tabularnewline
254 & 28394 & 30192.2347259785 & -1798.23472597849 \tabularnewline
255 & 18632 & 27674.8824917442 & -9042.88249174419 \tabularnewline
256 & 2325 & 2674.49334062864 & -349.493340628643 \tabularnewline
257 & 25139 & 20955.9095784032 & 4183.09042159681 \tabularnewline
258 & 27975 & 22295.4965475027 & 5679.5034524973 \tabularnewline
259 & 14483 & 25918.0767507401 & -11435.0767507401 \tabularnewline
260 & 13127 & 17540.6700704276 & -4413.67007042765 \tabularnewline
261 & 5839 & 7923.38125479004 & -2084.38125479004 \tabularnewline
262 & 24069 & 40705.8453818025 & -16636.8453818025 \tabularnewline
263 & 3738 & 6212.68686729585 & -2474.68686729585 \tabularnewline
264 & 18625 & 26121.2036294858 & -7496.20362948576 \tabularnewline
265 & 36341 & 24875.8749147318 & 11465.1250852682 \tabularnewline
266 & 24548 & 28231.2854659384 & -3683.28546593844 \tabularnewline
267 & 21792 & 33308.7069643204 & -11516.7069643204 \tabularnewline
268 & 26263 & 19886.0060517438 & 6376.99394825619 \tabularnewline
269 & 23686 & 37731.9833974651 & -14045.9833974651 \tabularnewline
270 & 49303 & 37818.3083156104 & 11484.6916843896 \tabularnewline
271 & 25659 & 30412.5448073115 & -4753.5448073115 \tabularnewline
272 & 28904 & 27917.5445652127 & 986.45543478732 \tabularnewline
273 & 2781 & 220.56651368219 & 2560.43348631781 \tabularnewline
274 & 29236 & 35457.5235377845 & -6221.52353778445 \tabularnewline
275 & 19546 & 18349.5958539605 & 1196.40414603946 \tabularnewline
276 & 22818 & 29609.8726863693 & -6791.87268636928 \tabularnewline
277 & 32689 & 14164.5371660078 & 18524.4628339922 \tabularnewline
278 & 5752 & 10642.6138002367 & -4890.61380023667 \tabularnewline
279 & 22197 & 39143.6253280763 & -16946.6253280763 \tabularnewline
280 & 20055 & 27576.3945957795 & -7521.3945957795 \tabularnewline
281 & 25272 & 27070.7853389261 & -1798.78533892612 \tabularnewline
282 & 82206 & 16939.8954932682 & 65266.1045067318 \tabularnewline
283 & 32073 & 19811.5171348085 & 12261.4828651915 \tabularnewline
284 & 5444 & 6661.24202393533 & -1217.24202393533 \tabularnewline
285 & 20154 & 22642.2978018951 & -2488.29780189514 \tabularnewline
286 & 36944 & 17380.8181486955 & 19563.1818513045 \tabularnewline
287 & 8019 & 16929.5650271697 & -8910.56502716973 \tabularnewline
288 & 30884 & 39840.2884485716 & -8956.28844857163 \tabularnewline
289 & 19540 & 25926.9136121024 & -6386.91361210242 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=4

[TABLE]
[ROW][C]Multiple Linear Regression - Actuals, Interpolation, and Residuals[/C][/ROW]
[ROW][C]Time or Index[/C][C]Actuals[/C][C]InterpolationForecast[/C][C]ResidualsPrediction Error[/C][/ROW]
[ROW][C]1[/C][C]112285[/C][C]107201.514635221[/C][C]5083.48536477867[/C][/ROW]
[ROW][C]2[/C][C]84786[/C][C]89586.7691990242[/C][C]-4800.76919902421[/C][/ROW]
[ROW][C]3[/C][C]83123[/C][C]91166.8987791165[/C][C]-8043.89877911646[/C][/ROW]
[ROW][C]4[/C][C]101193[/C][C]98817.2976628337[/C][C]2375.70233716633[/C][/ROW]
[ROW][C]5[/C][C]38361[/C][C]54797.0727280014[/C][C]-16436.0727280014[/C][/ROW]
[ROW][C]6[/C][C]68504[/C][C]48673.7144157463[/C][C]19830.2855842537[/C][/ROW]
[ROW][C]7[/C][C]119182[/C][C]107110.537683267[/C][C]12071.4623167326[/C][/ROW]
[ROW][C]8[/C][C]22807[/C][C]11110.6291626582[/C][C]11696.3708373418[/C][/ROW]
[ROW][C]9[/C][C]17140[/C][C]20840.8688354349[/C][C]-3700.86883543485[/C][/ROW]
[ROW][C]10[/C][C]116174[/C][C]91146.8780004504[/C][C]25027.1219995496[/C][/ROW]
[ROW][C]11[/C][C]57635[/C][C]59808.2365303617[/C][C]-2173.2365303617[/C][/ROW]
[ROW][C]12[/C][C]66198[/C][C]98459.3006477224[/C][C]-32261.3006477224[/C][/ROW]
[ROW][C]13[/C][C]71701[/C][C]93934.3012785016[/C][C]-22233.3012785016[/C][/ROW]
[ROW][C]14[/C][C]57793[/C][C]67351.5232469927[/C][C]-9558.52324699268[/C][/ROW]
[ROW][C]15[/C][C]80444[/C][C]85032.4885110996[/C][C]-4588.48851109955[/C][/ROW]
[ROW][C]16[/C][C]53855[/C][C]77504.1994357739[/C][C]-23649.1994357739[/C][/ROW]
[ROW][C]17[/C][C]97668[/C][C]115987.786234608[/C][C]-18319.7862346076[/C][/ROW]
[ROW][C]18[/C][C]133824[/C][C]109525.095180515[/C][C]24298.9048194847[/C][/ROW]
[ROW][C]19[/C][C]101481[/C][C]78160.7790535704[/C][C]23320.2209464296[/C][/ROW]
[ROW][C]20[/C][C]99645[/C][C]76863.7032503512[/C][C]22781.2967496488[/C][/ROW]
[ROW][C]21[/C][C]114789[/C][C]100293.834855462[/C][C]14495.165144538[/C][/ROW]
[ROW][C]22[/C][C]99052[/C][C]106054.419917752[/C][C]-7002.41991775184[/C][/ROW]
[ROW][C]23[/C][C]67654[/C][C]75880.2691080278[/C][C]-8226.2691080278[/C][/ROW]
[ROW][C]24[/C][C]65553[/C][C]80465.558777462[/C][C]-14912.558777462[/C][/ROW]
[ROW][C]25[/C][C]97500[/C][C]95808.318984972[/C][C]1691.68101502799[/C][/ROW]
[ROW][C]26[/C][C]69112[/C][C]89646.2356092032[/C][C]-20534.2356092032[/C][/ROW]
[ROW][C]27[/C][C]82753[/C][C]84870.5993564082[/C][C]-2117.59935640815[/C][/ROW]
[ROW][C]28[/C][C]85323[/C][C]95028.8525996953[/C][C]-9705.8525996953[/C][/ROW]
[ROW][C]29[/C][C]72654[/C][C]96822.8212626746[/C][C]-24168.8212626746[/C][/ROW]
[ROW][C]30[/C][C]30727[/C][C]43472.2778966621[/C][C]-12745.2778966621[/C][/ROW]
[ROW][C]31[/C][C]77873[/C][C]103822.201191687[/C][C]-25949.2011916873[/C][/ROW]
[ROW][C]32[/C][C]117478[/C][C]124246.621491852[/C][C]-6768.62149185181[/C][/ROW]
[ROW][C]33[/C][C]74007[/C][C]78318.9633424201[/C][C]-4311.9633424201[/C][/ROW]
[ROW][C]34[/C][C]90183[/C][C]119761.29107814[/C][C]-29578.2910781402[/C][/ROW]
[ROW][C]35[/C][C]61542[/C][C]44676.1385608548[/C][C]16865.8614391452[/C][/ROW]
[ROW][C]36[/C][C]101494[/C][C]122610.140471328[/C][C]-21116.1404713277[/C][/ROW]
[ROW][C]37[/C][C]27570[/C][C]39090.6669743094[/C][C]-11520.6669743094[/C][/ROW]
[ROW][C]38[/C][C]55813[/C][C]48854.0659243061[/C][C]6958.93407569388[/C][/ROW]
[ROW][C]39[/C][C]79215[/C][C]98031.0009074235[/C][C]-18816.0009074235[/C][/ROW]
[ROW][C]40[/C][C]1423[/C][C]2068.52209972331[/C][C]-645.522099723311[/C][/ROW]
[ROW][C]41[/C][C]55461[/C][C]66670.1146208075[/C][C]-11209.1146208075[/C][/ROW]
[ROW][C]42[/C][C]31081[/C][C]44265.3747475593[/C][C]-13184.3747475593[/C][/ROW]
[ROW][C]43[/C][C]22996[/C][C]34854.534044734[/C][C]-11858.534044734[/C][/ROW]
[ROW][C]44[/C][C]83122[/C][C]103714.521303188[/C][C]-20592.5213031883[/C][/ROW]
[ROW][C]45[/C][C]70106[/C][C]96810.3750186249[/C][C]-26704.3750186249[/C][/ROW]
[ROW][C]46[/C][C]60578[/C][C]74956.8981932847[/C][C]-14378.8981932847[/C][/ROW]
[ROW][C]47[/C][C]39992[/C][C]46687.6330708694[/C][C]-6695.6330708694[/C][/ROW]
[ROW][C]48[/C][C]79892[/C][C]93753.1140337821[/C][C]-13861.1140337821[/C][/ROW]
[ROW][C]49[/C][C]49810[/C][C]55982.4232555555[/C][C]-6172.42325555551[/C][/ROW]
[ROW][C]50[/C][C]71570[/C][C]63012.6846627531[/C][C]8557.31533724687[/C][/ROW]
[ROW][C]51[/C][C]100708[/C][C]74252.6295514183[/C][C]26455.3704485817[/C][/ROW]
[ROW][C]52[/C][C]33032[/C][C]51392.2915867683[/C][C]-18360.2915867683[/C][/ROW]
[ROW][C]53[/C][C]82875[/C][C]84989.4872848525[/C][C]-2114.48728485245[/C][/ROW]
[ROW][C]54[/C][C]139077[/C][C]121492.119045381[/C][C]17584.8809546185[/C][/ROW]
[ROW][C]55[/C][C]71595[/C][C]85250.4277400503[/C][C]-13655.4277400503[/C][/ROW]
[ROW][C]56[/C][C]72260[/C][C]88513.8348348691[/C][C]-16253.8348348691[/C][/ROW]
[ROW][C]57[/C][C]5950[/C][C]11065.1639933106[/C][C]-5115.16399331055[/C][/ROW]
[ROW][C]58[/C][C]115762[/C][C]118939.143528608[/C][C]-3177.1435286084[/C][/ROW]
[ROW][C]59[/C][C]32551[/C][C]35935.6500592437[/C][C]-3384.65005924373[/C][/ROW]
[ROW][C]60[/C][C]31701[/C][C]37660.9524943521[/C][C]-5959.95249435208[/C][/ROW]
[ROW][C]61[/C][C]80670[/C][C]83105.5132557238[/C][C]-2435.51325572379[/C][/ROW]
[ROW][C]62[/C][C]143558[/C][C]134316.711233802[/C][C]9241.28876619767[/C][/ROW]
[ROW][C]63[/C][C]117105[/C][C]90091.1040708574[/C][C]27013.8959291426[/C][/ROW]
[ROW][C]64[/C][C]23789[/C][C]34915.2838040042[/C][C]-11126.2838040042[/C][/ROW]
[ROW][C]65[/C][C]120733[/C][C]138605.683807295[/C][C]-17872.6838072947[/C][/ROW]
[ROW][C]66[/C][C]105195[/C][C]128794.535104822[/C][C]-23599.5351048224[/C][/ROW]
[ROW][C]67[/C][C]73107[/C][C]80859.3801748626[/C][C]-7752.38017486257[/C][/ROW]
[ROW][C]68[/C][C]132068[/C][C]129443.564620353[/C][C]2624.43537964701[/C][/ROW]
[ROW][C]69[/C][C]149193[/C][C]150140.736713587[/C][C]-947.736713586994[/C][/ROW]
[ROW][C]70[/C][C]46821[/C][C]67050.2968951451[/C][C]-20229.2968951451[/C][/ROW]
[ROW][C]71[/C][C]87011[/C][C]93526.432918395[/C][C]-6515.43291839501[/C][/ROW]
[ROW][C]72[/C][C]95260[/C][C]100727.940120137[/C][C]-5467.94012013662[/C][/ROW]
[ROW][C]73[/C][C]55183[/C][C]77617.1743023037[/C][C]-22434.1743023037[/C][/ROW]
[ROW][C]74[/C][C]106671[/C][C]79493.7306124831[/C][C]27177.2693875169[/C][/ROW]
[ROW][C]75[/C][C]73511[/C][C]107535.721205993[/C][C]-34024.7212059932[/C][/ROW]
[ROW][C]76[/C][C]92945[/C][C]75951.1649862549[/C][C]16993.8350137451[/C][/ROW]
[ROW][C]77[/C][C]78664[/C][C]75774.1280563461[/C][C]2889.87194365388[/C][/ROW]
[ROW][C]78[/C][C]70054[/C][C]99119.3528404491[/C][C]-29065.3528404491[/C][/ROW]
[ROW][C]79[/C][C]22618[/C][C]38468.2812612217[/C][C]-15850.2812612217[/C][/ROW]
[ROW][C]80[/C][C]74011[/C][C]94610.7593877489[/C][C]-20599.7593877489[/C][/ROW]
[ROW][C]81[/C][C]83737[/C][C]73383.8709454398[/C][C]10353.1290545602[/C][/ROW]
[ROW][C]82[/C][C]69094[/C][C]75126.3608198757[/C][C]-6032.36081987565[/C][/ROW]
[ROW][C]83[/C][C]93133[/C][C]84968.2666883031[/C][C]8164.73331169692[/C][/ROW]
[ROW][C]84[/C][C]95536[/C][C]96100.8939994388[/C][C]-564.893999438765[/C][/ROW]
[ROW][C]85[/C][C]225920[/C][C]93312.1330967628[/C][C]132607.866903237[/C][/ROW]
[ROW][C]86[/C][C]62133[/C][C]70412.9079601469[/C][C]-8279.90796014692[/C][/ROW]
[ROW][C]87[/C][C]61370[/C][C]61275.0875224944[/C][C]94.9124775055727[/C][/ROW]
[ROW][C]88[/C][C]43836[/C][C]50237.2016875523[/C][C]-6401.20168755232[/C][/ROW]
[ROW][C]89[/C][C]106117[/C][C]86323.3371850851[/C][C]19793.6628149149[/C][/ROW]
[ROW][C]90[/C][C]38692[/C][C]60936.5988146295[/C][C]-22244.5988146295[/C][/ROW]
[ROW][C]91[/C][C]84651[/C][C]93658.883469895[/C][C]-9007.88346989497[/C][/ROW]
[ROW][C]92[/C][C]56622[/C][C]35434.6462349893[/C][C]21187.3537650107[/C][/ROW]
[ROW][C]93[/C][C]15986[/C][C]27886.6446857243[/C][C]-11900.6446857243[/C][/ROW]
[ROW][C]94[/C][C]95364[/C][C]96304.9845882303[/C][C]-940.984588230262[/C][/ROW]
[ROW][C]95[/C][C]26706[/C][C]43255.9723386977[/C][C]-16549.9723386977[/C][/ROW]
[ROW][C]96[/C][C]89691[/C][C]76405.2847307463[/C][C]13285.7152692537[/C][/ROW]
[ROW][C]97[/C][C]67267[/C][C]91598.715652074[/C][C]-24331.715652074[/C][/ROW]
[ROW][C]98[/C][C]126846[/C][C]98060.2871613474[/C][C]28785.7128386526[/C][/ROW]
[ROW][C]99[/C][C]41140[/C][C]55987.4985180417[/C][C]-14847.4985180417[/C][/ROW]
[ROW][C]100[/C][C]102860[/C][C]94413.6794469364[/C][C]8446.3205530636[/C][/ROW]
[ROW][C]101[/C][C]51715[/C][C]61998.1575536176[/C][C]-10283.1575536175[/C][/ROW]
[ROW][C]102[/C][C]55801[/C][C]65199.4080574921[/C][C]-9398.40805749205[/C][/ROW]
[ROW][C]103[/C][C]111813[/C][C]103258.049963249[/C][C]8554.95003675066[/C][/ROW]
[ROW][C]104[/C][C]120293[/C][C]86233.673113121[/C][C]34059.3268868791[/C][/ROW]
[ROW][C]105[/C][C]138599[/C][C]113033.156764322[/C][C]25565.8432356781[/C][/ROW]
[ROW][C]106[/C][C]161647[/C][C]126177.902118927[/C][C]35469.0978810729[/C][/ROW]
[ROW][C]107[/C][C]115929[/C][C]146436.820635505[/C][C]-30507.8206355045[/C][/ROW]
[ROW][C]108[/C][C]24266[/C][C]29404.7998571381[/C][C]-5138.79985713808[/C][/ROW]
[ROW][C]109[/C][C]162901[/C][C]148917.991728342[/C][C]13983.0082716583[/C][/ROW]
[ROW][C]110[/C][C]109825[/C][C]110873.159145103[/C][C]-1048.15914510276[/C][/ROW]
[ROW][C]111[/C][C]129838[/C][C]114056.750816925[/C][C]15781.2491830753[/C][/ROW]
[ROW][C]112[/C][C]37510[/C][C]45522.4538431081[/C][C]-8012.45384310811[/C][/ROW]
[ROW][C]113[/C][C]43750[/C][C]40722.9503859197[/C][C]3027.04961408025[/C][/ROW]
[ROW][C]114[/C][C]40652[/C][C]59263.559134787[/C][C]-18611.559134787[/C][/ROW]
[ROW][C]115[/C][C]87771[/C][C]103190.461777301[/C][C]-15419.4617773015[/C][/ROW]
[ROW][C]116[/C][C]85872[/C][C]91056.1727545993[/C][C]-5184.17275459935[/C][/ROW]
[ROW][C]117[/C][C]89275[/C][C]88413.1506671505[/C][C]861.849332849529[/C][/ROW]
[ROW][C]118[/C][C]44418[/C][C]52083.3809113169[/C][C]-7665.38091131691[/C][/ROW]
[ROW][C]119[/C][C]192565[/C][C]94380.0756181867[/C][C]98184.9243818133[/C][/ROW]
[ROW][C]120[/C][C]35232[/C][C]35866.5213127243[/C][C]-634.521312724279[/C][/ROW]
[ROW][C]121[/C][C]40909[/C][C]53020.9231156914[/C][C]-12111.9231156914[/C][/ROW]
[ROW][C]122[/C][C]13294[/C][C]22836.0172485336[/C][C]-9542.01724853361[/C][/ROW]
[ROW][C]123[/C][C]32387[/C][C]53459.2194992544[/C][C]-21072.2194992544[/C][/ROW]
[ROW][C]124[/C][C]140867[/C][C]56125.1552794683[/C][C]84741.8447205317[/C][/ROW]
[ROW][C]125[/C][C]120662[/C][C]103235.21302179[/C][C]17426.7869782104[/C][/ROW]
[ROW][C]126[/C][C]21233[/C][C]33584.4507877579[/C][C]-12351.4507877579[/C][/ROW]
[ROW][C]127[/C][C]44332[/C][C]36048.3810576813[/C][C]8283.61894231867[/C][/ROW]
[ROW][C]128[/C][C]61056[/C][C]59747.8590632189[/C][C]1308.14093678108[/C][/ROW]
[ROW][C]129[/C][C]101338[/C][C]84478.2624203811[/C][C]16859.7375796189[/C][/ROW]
[ROW][C]130[/C][C]1168[/C][C]3617.42330516436[/C][C]-2449.42330516436[/C][/ROW]
[ROW][C]131[/C][C]13497[/C][C]17161.6014757884[/C][C]-3664.60147578841[/C][/ROW]
[ROW][C]132[/C][C]65567[/C][C]74825.877159012[/C][C]-9258.87715901196[/C][/ROW]
[ROW][C]133[/C][C]25162[/C][C]30599.3536883074[/C][C]-5437.35368830736[/C][/ROW]
[ROW][C]134[/C][C]32334[/C][C]44185.2981557437[/C][C]-11851.2981557437[/C][/ROW]
[ROW][C]135[/C][C]40735[/C][C]55790.4629218523[/C][C]-15055.4629218523[/C][/ROW]
[ROW][C]136[/C][C]91413[/C][C]114856.565766156[/C][C]-23443.5657661559[/C][/ROW]
[ROW][C]137[/C][C]855[/C][C]2403.13237315567[/C][C]-1548.13237315567[/C][/ROW]
[ROW][C]138[/C][C]97068[/C][C]72487.9035539169[/C][C]24580.0964460831[/C][/ROW]
[ROW][C]139[/C][C]44339[/C][C]19973.2356867197[/C][C]24365.7643132803[/C][/ROW]
[ROW][C]140[/C][C]14116[/C][C]15195.809477157[/C][C]-1079.80947715703[/C][/ROW]
[ROW][C]141[/C][C]10288[/C][C]17595.9981897841[/C][C]-7307.99818978412[/C][/ROW]
[ROW][C]142[/C][C]65622[/C][C]54857.5594846349[/C][C]10764.4405153651[/C][/ROW]
[ROW][C]143[/C][C]16563[/C][C]14144.7868067975[/C][C]2418.21319320253[/C][/ROW]
[ROW][C]144[/C][C]76643[/C][C]100790.683009546[/C][C]-24147.6830095463[/C][/ROW]
[ROW][C]145[/C][C]110681[/C][C]88441.3490456899[/C][C]22239.6509543101[/C][/ROW]
[ROW][C]146[/C][C]29011[/C][C]28441.7867226917[/C][C]569.213277308305[/C][/ROW]
[ROW][C]147[/C][C]92696[/C][C]54323.5744176198[/C][C]38372.4255823802[/C][/ROW]
[ROW][C]148[/C][C]94785[/C][C]55814.0006057956[/C][C]38970.9993942044[/C][/ROW]
[ROW][C]149[/C][C]8773[/C][C]14177.5250124412[/C][C]-5404.52501244123[/C][/ROW]
[ROW][C]150[/C][C]83209[/C][C]68042.3231915468[/C][C]15166.6768084532[/C][/ROW]
[ROW][C]151[/C][C]93815[/C][C]106431.363085095[/C][C]-12616.3630850948[/C][/ROW]
[ROW][C]152[/C][C]86687[/C][C]95154.2897803783[/C][C]-8467.28978037825[/C][/ROW]
[ROW][C]153[/C][C]34553[/C][C]30437.1876878295[/C][C]4115.81231217054[/C][/ROW]
[ROW][C]154[/C][C]105547[/C][C]125228.429391089[/C][C]-19681.4293910892[/C][/ROW]
[ROW][C]155[/C][C]103487[/C][C]109608.886190454[/C][C]-6121.88619045363[/C][/ROW]
[ROW][C]156[/C][C]213688[/C][C]160347.902685707[/C][C]53340.0973142934[/C][/ROW]
[ROW][C]157[/C][C]71220[/C][C]77762.7430919863[/C][C]-6542.74309198628[/C][/ROW]
[ROW][C]158[/C][C]23517[/C][C]27475.400854834[/C][C]-3958.40085483396[/C][/ROW]
[ROW][C]159[/C][C]56926[/C][C]45905.3261367167[/C][C]11020.6738632833[/C][/ROW]
[ROW][C]160[/C][C]91721[/C][C]84027.3709926943[/C][C]7693.62900730574[/C][/ROW]
[ROW][C]161[/C][C]115168[/C][C]119321.207074134[/C][C]-4153.20707413414[/C][/ROW]
[ROW][C]162[/C][C]111194[/C][C]47465.5801152088[/C][C]63728.4198847912[/C][/ROW]
[ROW][C]163[/C][C]51009[/C][C]46581.5949889761[/C][C]4427.40501102394[/C][/ROW]
[ROW][C]164[/C][C]135777[/C][C]100210.073266238[/C][C]35566.9267337617[/C][/ROW]
[ROW][C]165[/C][C]51513[/C][C]60515.3874546827[/C][C]-9002.38745468267[/C][/ROW]
[ROW][C]166[/C][C]74163[/C][C]99940.9990982296[/C][C]-25777.9990982296[/C][/ROW]
[ROW][C]167[/C][C]51633[/C][C]73617.0304953004[/C][C]-21984.0304953004[/C][/ROW]
[ROW][C]168[/C][C]75345[/C][C]32900.7121209073[/C][C]42444.2878790927[/C][/ROW]
[ROW][C]169[/C][C]33416[/C][C]53053.5442735976[/C][C]-19637.5442735976[/C][/ROW]
[ROW][C]170[/C][C]83305[/C][C]45683.2786139711[/C][C]37621.7213860289[/C][/ROW]
[ROW][C]171[/C][C]98952[/C][C]80772.1855829792[/C][C]18179.8144170208[/C][/ROW]
[ROW][C]172[/C][C]102372[/C][C]97707.2166594293[/C][C]4664.78334057066[/C][/ROW]
[ROW][C]173[/C][C]37238[/C][C]20203.0251219092[/C][C]17034.9748780908[/C][/ROW]
[ROW][C]174[/C][C]103772[/C][C]118922.378593205[/C][C]-15150.3785932054[/C][/ROW]
[ROW][C]175[/C][C]123969[/C][C]90393.8676889389[/C][C]33575.1323110611[/C][/ROW]
[ROW][C]176[/C][C]27142[/C][C]35110.8042303369[/C][C]-7968.80423033686[/C][/ROW]
[ROW][C]177[/C][C]135400[/C][C]99945.1421311293[/C][C]35454.8578688707[/C][/ROW]
[ROW][C]178[/C][C]21399[/C][C]24703.7192919571[/C][C]-3304.71929195715[/C][/ROW]
[ROW][C]179[/C][C]130115[/C][C]115395.606792947[/C][C]14719.3932070533[/C][/ROW]
[ROW][C]180[/C][C]24874[/C][C]39822.8199590703[/C][C]-14948.8199590703[/C][/ROW]
[ROW][C]181[/C][C]34988[/C][C]27974.7343797343[/C][C]7013.26562026567[/C][/ROW]
[ROW][C]182[/C][C]45549[/C][C]20216.1768180775[/C][C]25332.8231819225[/C][/ROW]
[ROW][C]183[/C][C]6023[/C][C]5267.54586421283[/C][C]755.454135787175[/C][/ROW]
[ROW][C]184[/C][C]64466[/C][C]67147.8342462793[/C][C]-2681.8342462793[/C][/ROW]
[ROW][C]185[/C][C]54990[/C][C]90693.8376285581[/C][C]-35703.8376285581[/C][/ROW]
[ROW][C]186[/C][C]1644[/C][C]3075.62282066095[/C][C]-1431.62282066095[/C][/ROW]
[ROW][C]187[/C][C]6179[/C][C]11969.5916823567[/C][C]-5790.5916823567[/C][/ROW]
[ROW][C]188[/C][C]3926[/C][C]6016.15438605537[/C][C]-2090.15438605537[/C][/ROW]
[ROW][C]189[/C][C]32755[/C][C]45970.6990379873[/C][C]-13215.6990379873[/C][/ROW]
[ROW][C]190[/C][C]34777[/C][C]21607.2491138389[/C][C]13169.7508861611[/C][/ROW]
[ROW][C]191[/C][C]73224[/C][C]48960.6815372752[/C][C]24263.3184627248[/C][/ROW]
[ROW][C]192[/C][C]27114[/C][C]24312.2010959308[/C][C]2801.79890406917[/C][/ROW]
[ROW][C]193[/C][C]20760[/C][C]36343.2476768363[/C][C]-15583.2476768363[/C][/ROW]
[ROW][C]194[/C][C]37636[/C][C]53360.9702768909[/C][C]-15724.9702768909[/C][/ROW]
[ROW][C]195[/C][C]65461[/C][C]70758.2715529359[/C][C]-5297.2715529359[/C][/ROW]
[ROW][C]196[/C][C]30080[/C][C]39163.0260445659[/C][C]-9083.02604456594[/C][/ROW]
[ROW][C]197[/C][C]24094[/C][C]30827.3160734198[/C][C]-6733.31607341977[/C][/ROW]
[ROW][C]198[/C][C]69008[/C][C]35746.3041950424[/C][C]33261.6958049576[/C][/ROW]
[ROW][C]199[/C][C]54968[/C][C]31619.470243538[/C][C]23348.529756462[/C][/ROW]
[ROW][C]200[/C][C]46090[/C][C]35763.5879304011[/C][C]10326.4120695989[/C][/ROW]
[ROW][C]201[/C][C]27507[/C][C]40127.0127869183[/C][C]-12620.0127869183[/C][/ROW]
[ROW][C]202[/C][C]10672[/C][C]25980.6579223676[/C][C]-15308.6579223676[/C][/ROW]
[ROW][C]203[/C][C]34029[/C][C]32138.8217063267[/C][C]1890.17829367329[/C][/ROW]
[ROW][C]204[/C][C]46300[/C][C]48474.8833565574[/C][C]-2174.88335655744[/C][/ROW]
[ROW][C]205[/C][C]24760[/C][C]36464.1586583743[/C][C]-11704.1586583743[/C][/ROW]
[ROW][C]206[/C][C]18779[/C][C]16556.2639724793[/C][C]2222.73602752068[/C][/ROW]
[ROW][C]207[/C][C]21280[/C][C]29433.0620107487[/C][C]-8153.06201074868[/C][/ROW]
[ROW][C]208[/C][C]40662[/C][C]40819.9562730941[/C][C]-157.95627309415[/C][/ROW]
[ROW][C]209[/C][C]28987[/C][C]34677.3085322897[/C][C]-5690.30853228967[/C][/ROW]
[ROW][C]210[/C][C]22827[/C][C]42788.7483202425[/C][C]-19961.7483202425[/C][/ROW]
[ROW][C]211[/C][C]18513[/C][C]36196.7287384047[/C][C]-17683.7287384047[/C][/ROW]
[ROW][C]212[/C][C]30594[/C][C]27797.7613307253[/C][C]2796.23866927471[/C][/ROW]
[ROW][C]213[/C][C]24006[/C][C]27393.2917648013[/C][C]-3387.29176480132[/C][/ROW]
[ROW][C]214[/C][C]27913[/C][C]39387.0747901917[/C][C]-11474.0747901917[/C][/ROW]
[ROW][C]215[/C][C]42744[/C][C]31750.2558508821[/C][C]10993.7441491179[/C][/ROW]
[ROW][C]216[/C][C]12934[/C][C]35286.2280346276[/C][C]-22352.2280346276[/C][/ROW]
[ROW][C]217[/C][C]22574[/C][C]26696.0958603229[/C][C]-4122.09586032285[/C][/ROW]
[ROW][C]218[/C][C]41385[/C][C]42278.3558413105[/C][C]-893.355841310464[/C][/ROW]
[ROW][C]219[/C][C]18653[/C][C]35457.3872627731[/C][C]-16804.3872627731[/C][/ROW]
[ROW][C]220[/C][C]18472[/C][C]24949.1481977643[/C][C]-6477.1481977643[/C][/ROW]
[ROW][C]221[/C][C]30976[/C][C]37923.552550606[/C][C]-6947.55255060597[/C][/ROW]
[ROW][C]222[/C][C]63339[/C][C]79624.3337249095[/C][C]-16285.3337249095[/C][/ROW]
[ROW][C]223[/C][C]25568[/C][C]43829.598185734[/C][C]-18261.598185734[/C][/ROW]
[ROW][C]224[/C][C]33747[/C][C]38388.129386787[/C][C]-4641.12938678698[/C][/ROW]
[ROW][C]225[/C][C]4154[/C][C]12573.8718566942[/C][C]-8419.87185669425[/C][/ROW]
[ROW][C]226[/C][C]19474[/C][C]34902.4376241671[/C][C]-15428.4376241671[/C][/ROW]
[ROW][C]227[/C][C]35130[/C][C]18094.1743992579[/C][C]17035.8256007421[/C][/ROW]
[ROW][C]228[/C][C]39067[/C][C]37191.4876628148[/C][C]1875.51233718517[/C][/ROW]
[ROW][C]229[/C][C]13310[/C][C]24664.0700685664[/C][C]-11354.0700685664[/C][/ROW]
[ROW][C]230[/C][C]65892[/C][C]34623.8989125323[/C][C]31268.1010874677[/C][/ROW]
[ROW][C]231[/C][C]4143[/C][C]16553.7639718451[/C][C]-12410.7639718451[/C][/ROW]
[ROW][C]232[/C][C]28579[/C][C]35649.0064702829[/C][C]-7070.00647028292[/C][/ROW]
[ROW][C]233[/C][C]51776[/C][C]41262.9939502624[/C][C]10513.0060497376[/C][/ROW]
[ROW][C]234[/C][C]21152[/C][C]24283.8404248226[/C][C]-3131.84042482264[/C][/ROW]
[ROW][C]235[/C][C]38084[/C][C]32868.7283317322[/C][C]5215.27166826783[/C][/ROW]
[ROW][C]236[/C][C]27717[/C][C]31801.4149686342[/C][C]-4084.41496863416[/C][/ROW]
[ROW][C]237[/C][C]32928[/C][C]24478.6617143509[/C][C]8449.33828564911[/C][/ROW]
[ROW][C]238[/C][C]11342[/C][C]19187.589230805[/C][C]-7845.589230805[/C][/ROW]
[ROW][C]239[/C][C]19499[/C][C]30004.014164145[/C][C]-10505.014164145[/C][/ROW]
[ROW][C]240[/C][C]16380[/C][C]19536.9353837729[/C][C]-3156.93538377287[/C][/ROW]
[ROW][C]241[/C][C]36874[/C][C]27761.8749895812[/C][C]9112.12501041877[/C][/ROW]
[ROW][C]242[/C][C]48259[/C][C]59370.4258435956[/C][C]-11111.4258435956[/C][/ROW]
[ROW][C]243[/C][C]16734[/C][C]25496.6680358127[/C][C]-8762.66803581273[/C][/ROW]
[ROW][C]244[/C][C]28207[/C][C]29529.7084318958[/C][C]-1322.70843189575[/C][/ROW]
[ROW][C]245[/C][C]30143[/C][C]32200.0627067726[/C][C]-2057.06270677263[/C][/ROW]
[ROW][C]246[/C][C]41369[/C][C]33287.9162845109[/C][C]8081.08371548912[/C][/ROW]
[ROW][C]247[/C][C]45833[/C][C]40631.0455610927[/C][C]5201.95443890732[/C][/ROW]
[ROW][C]248[/C][C]29156[/C][C]27869.1742082809[/C][C]1286.82579171914[/C][/ROW]
[ROW][C]249[/C][C]35944[/C][C]18362.8048294[/C][C]17581.1951706[/C][/ROW]
[ROW][C]250[/C][C]36278[/C][C]20342.6293627276[/C][C]15935.3706372724[/C][/ROW]
[ROW][C]251[/C][C]45588[/C][C]46831.2322127191[/C][C]-1243.23221271913[/C][/ROW]
[ROW][C]252[/C][C]45097[/C][C]43871.8215443606[/C][C]1225.17845563945[/C][/ROW]
[ROW][C]253[/C][C]3895[/C][C]6563.30153643924[/C][C]-2668.30153643924[/C][/ROW]
[ROW][C]254[/C][C]28394[/C][C]30192.2347259785[/C][C]-1798.23472597849[/C][/ROW]
[ROW][C]255[/C][C]18632[/C][C]27674.8824917442[/C][C]-9042.88249174419[/C][/ROW]
[ROW][C]256[/C][C]2325[/C][C]2674.49334062864[/C][C]-349.493340628643[/C][/ROW]
[ROW][C]257[/C][C]25139[/C][C]20955.9095784032[/C][C]4183.09042159681[/C][/ROW]
[ROW][C]258[/C][C]27975[/C][C]22295.4965475027[/C][C]5679.5034524973[/C][/ROW]
[ROW][C]259[/C][C]14483[/C][C]25918.0767507401[/C][C]-11435.0767507401[/C][/ROW]
[ROW][C]260[/C][C]13127[/C][C]17540.6700704276[/C][C]-4413.67007042765[/C][/ROW]
[ROW][C]261[/C][C]5839[/C][C]7923.38125479004[/C][C]-2084.38125479004[/C][/ROW]
[ROW][C]262[/C][C]24069[/C][C]40705.8453818025[/C][C]-16636.8453818025[/C][/ROW]
[ROW][C]263[/C][C]3738[/C][C]6212.68686729585[/C][C]-2474.68686729585[/C][/ROW]
[ROW][C]264[/C][C]18625[/C][C]26121.2036294858[/C][C]-7496.20362948576[/C][/ROW]
[ROW][C]265[/C][C]36341[/C][C]24875.8749147318[/C][C]11465.1250852682[/C][/ROW]
[ROW][C]266[/C][C]24548[/C][C]28231.2854659384[/C][C]-3683.28546593844[/C][/ROW]
[ROW][C]267[/C][C]21792[/C][C]33308.7069643204[/C][C]-11516.7069643204[/C][/ROW]
[ROW][C]268[/C][C]26263[/C][C]19886.0060517438[/C][C]6376.99394825619[/C][/ROW]
[ROW][C]269[/C][C]23686[/C][C]37731.9833974651[/C][C]-14045.9833974651[/C][/ROW]
[ROW][C]270[/C][C]49303[/C][C]37818.3083156104[/C][C]11484.6916843896[/C][/ROW]
[ROW][C]271[/C][C]25659[/C][C]30412.5448073115[/C][C]-4753.5448073115[/C][/ROW]
[ROW][C]272[/C][C]28904[/C][C]27917.5445652127[/C][C]986.45543478732[/C][/ROW]
[ROW][C]273[/C][C]2781[/C][C]220.56651368219[/C][C]2560.43348631781[/C][/ROW]
[ROW][C]274[/C][C]29236[/C][C]35457.5235377845[/C][C]-6221.52353778445[/C][/ROW]
[ROW][C]275[/C][C]19546[/C][C]18349.5958539605[/C][C]1196.40414603946[/C][/ROW]
[ROW][C]276[/C][C]22818[/C][C]29609.8726863693[/C][C]-6791.87268636928[/C][/ROW]
[ROW][C]277[/C][C]32689[/C][C]14164.5371660078[/C][C]18524.4628339922[/C][/ROW]
[ROW][C]278[/C][C]5752[/C][C]10642.6138002367[/C][C]-4890.61380023667[/C][/ROW]
[ROW][C]279[/C][C]22197[/C][C]39143.6253280763[/C][C]-16946.6253280763[/C][/ROW]
[ROW][C]280[/C][C]20055[/C][C]27576.3945957795[/C][C]-7521.3945957795[/C][/ROW]
[ROW][C]281[/C][C]25272[/C][C]27070.7853389261[/C][C]-1798.78533892612[/C][/ROW]
[ROW][C]282[/C][C]82206[/C][C]16939.8954932682[/C][C]65266.1045067318[/C][/ROW]
[ROW][C]283[/C][C]32073[/C][C]19811.5171348085[/C][C]12261.4828651915[/C][/ROW]
[ROW][C]284[/C][C]5444[/C][C]6661.24202393533[/C][C]-1217.24202393533[/C][/ROW]
[ROW][C]285[/C][C]20154[/C][C]22642.2978018951[/C][C]-2488.29780189514[/C][/ROW]
[ROW][C]286[/C][C]36944[/C][C]17380.8181486955[/C][C]19563.1818513045[/C][/ROW]
[ROW][C]287[/C][C]8019[/C][C]16929.5650271697[/C][C]-8910.56502716973[/C][/ROW]
[ROW][C]288[/C][C]30884[/C][C]39840.2884485716[/C][C]-8956.28844857163[/C][/ROW]
[ROW][C]289[/C][C]19540[/C][C]25926.9136121024[/C][C]-6386.91361210242[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=4

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=4

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	InterpolationForecast	ResidualsPrediction Error
1	112285	107201.514635221	5083.48536477867
2	84786	89586.7691990242	-4800.76919902421
3	83123	91166.8987791165	-8043.89877911646
4	101193	98817.2976628337	2375.70233716633
5	38361	54797.0727280014	-16436.0727280014
6	68504	48673.7144157463	19830.2855842537
7	119182	107110.537683267	12071.4623167326
8	22807	11110.6291626582	11696.3708373418
9	17140	20840.8688354349	-3700.86883543485
10	116174	91146.8780004504	25027.1219995496
11	57635	59808.2365303617	-2173.2365303617
12	66198	98459.3006477224	-32261.3006477224
13	71701	93934.3012785016	-22233.3012785016
14	57793	67351.5232469927	-9558.52324699268
15	80444	85032.4885110996	-4588.48851109955
16	53855	77504.1994357739	-23649.1994357739
17	97668	115987.786234608	-18319.7862346076
18	133824	109525.095180515	24298.9048194847
19	101481	78160.7790535704	23320.2209464296
20	99645	76863.7032503512	22781.2967496488
21	114789	100293.834855462	14495.165144538
22	99052	106054.419917752	-7002.41991775184
23	67654	75880.2691080278	-8226.2691080278
24	65553	80465.558777462	-14912.558777462
25	97500	95808.318984972	1691.68101502799
26	69112	89646.2356092032	-20534.2356092032
27	82753	84870.5993564082	-2117.59935640815
28	85323	95028.8525996953	-9705.8525996953
29	72654	96822.8212626746	-24168.8212626746
30	30727	43472.2778966621	-12745.2778966621
31	77873	103822.201191687	-25949.2011916873
32	117478	124246.621491852	-6768.62149185181
33	74007	78318.9633424201	-4311.9633424201
34	90183	119761.29107814	-29578.2910781402
35	61542	44676.1385608548	16865.8614391452
36	101494	122610.140471328	-21116.1404713277
37	27570	39090.6669743094	-11520.6669743094
38	55813	48854.0659243061	6958.93407569388
39	79215	98031.0009074235	-18816.0009074235
40	1423	2068.52209972331	-645.522099723311
41	55461	66670.1146208075	-11209.1146208075
42	31081	44265.3747475593	-13184.3747475593
43	22996	34854.534044734	-11858.534044734
44	83122	103714.521303188	-20592.5213031883
45	70106	96810.3750186249	-26704.3750186249
46	60578	74956.8981932847	-14378.8981932847
47	39992	46687.6330708694	-6695.6330708694
48	79892	93753.1140337821	-13861.1140337821
49	49810	55982.4232555555	-6172.42325555551
50	71570	63012.6846627531	8557.31533724687
51	100708	74252.6295514183	26455.3704485817
52	33032	51392.2915867683	-18360.2915867683
53	82875	84989.4872848525	-2114.48728485245
54	139077	121492.119045381	17584.8809546185
55	71595	85250.4277400503	-13655.4277400503
56	72260	88513.8348348691	-16253.8348348691
57	5950	11065.1639933106	-5115.16399331055
58	115762	118939.143528608	-3177.1435286084
59	32551	35935.6500592437	-3384.65005924373
60	31701	37660.9524943521	-5959.95249435208
61	80670	83105.5132557238	-2435.51325572379
62	143558	134316.711233802	9241.28876619767
63	117105	90091.1040708574	27013.8959291426
64	23789	34915.2838040042	-11126.2838040042
65	120733	138605.683807295	-17872.6838072947
66	105195	128794.535104822	-23599.5351048224
67	73107	80859.3801748626	-7752.38017486257
68	132068	129443.564620353	2624.43537964701
69	149193	150140.736713587	-947.736713586994
70	46821	67050.2968951451	-20229.2968951451
71	87011	93526.432918395	-6515.43291839501
72	95260	100727.940120137	-5467.94012013662
73	55183	77617.1743023037	-22434.1743023037
74	106671	79493.7306124831	27177.2693875169
75	73511	107535.721205993	-34024.7212059932
76	92945	75951.1649862549	16993.8350137451
77	78664	75774.1280563461	2889.87194365388
78	70054	99119.3528404491	-29065.3528404491
79	22618	38468.2812612217	-15850.2812612217
80	74011	94610.7593877489	-20599.7593877489
81	83737	73383.8709454398	10353.1290545602
82	69094	75126.3608198757	-6032.36081987565
83	93133	84968.2666883031	8164.73331169692
84	95536	96100.8939994388	-564.893999438765
85	225920	93312.1330967628	132607.866903237
86	62133	70412.9079601469	-8279.90796014692
87	61370	61275.0875224944	94.9124775055727
88	43836	50237.2016875523	-6401.20168755232
89	106117	86323.3371850851	19793.6628149149
90	38692	60936.5988146295	-22244.5988146295
91	84651	93658.883469895	-9007.88346989497
92	56622	35434.6462349893	21187.3537650107
93	15986	27886.6446857243	-11900.6446857243
94	95364	96304.9845882303	-940.984588230262
95	26706	43255.9723386977	-16549.9723386977
96	89691	76405.2847307463	13285.7152692537
97	67267	91598.715652074	-24331.715652074
98	126846	98060.2871613474	28785.7128386526
99	41140	55987.4985180417	-14847.4985180417
100	102860	94413.6794469364	8446.3205530636
101	51715	61998.1575536176	-10283.1575536175
102	55801	65199.4080574921	-9398.40805749205
103	111813	103258.049963249	8554.95003675066
104	120293	86233.673113121	34059.3268868791
105	138599	113033.156764322	25565.8432356781
106	161647	126177.902118927	35469.0978810729
107	115929	146436.820635505	-30507.8206355045
108	24266	29404.7998571381	-5138.79985713808
109	162901	148917.991728342	13983.0082716583
110	109825	110873.159145103	-1048.15914510276
111	129838	114056.750816925	15781.2491830753
112	37510	45522.4538431081	-8012.45384310811
113	43750	40722.9503859197	3027.04961408025
114	40652	59263.559134787	-18611.559134787
115	87771	103190.461777301	-15419.4617773015
116	85872	91056.1727545993	-5184.17275459935
117	89275	88413.1506671505	861.849332849529
118	44418	52083.3809113169	-7665.38091131691
119	192565	94380.0756181867	98184.9243818133
120	35232	35866.5213127243	-634.521312724279
121	40909	53020.9231156914	-12111.9231156914
122	13294	22836.0172485336	-9542.01724853361
123	32387	53459.2194992544	-21072.2194992544
124	140867	56125.1552794683	84741.8447205317
125	120662	103235.21302179	17426.7869782104
126	21233	33584.4507877579	-12351.4507877579
127	44332	36048.3810576813	8283.61894231867
128	61056	59747.8590632189	1308.14093678108
129	101338	84478.2624203811	16859.7375796189
130	1168	3617.42330516436	-2449.42330516436
131	13497	17161.6014757884	-3664.60147578841
132	65567	74825.877159012	-9258.87715901196
133	25162	30599.3536883074	-5437.35368830736
134	32334	44185.2981557437	-11851.2981557437
135	40735	55790.4629218523	-15055.4629218523
136	91413	114856.565766156	-23443.5657661559
137	855	2403.13237315567	-1548.13237315567
138	97068	72487.9035539169	24580.0964460831
139	44339	19973.2356867197	24365.7643132803
140	14116	15195.809477157	-1079.80947715703
141	10288	17595.9981897841	-7307.99818978412
142	65622	54857.5594846349	10764.4405153651
143	16563	14144.7868067975	2418.21319320253
144	76643	100790.683009546	-24147.6830095463
145	110681	88441.3490456899	22239.6509543101
146	29011	28441.7867226917	569.213277308305
147	92696	54323.5744176198	38372.4255823802
148	94785	55814.0006057956	38970.9993942044
149	8773	14177.5250124412	-5404.52501244123
150	83209	68042.3231915468	15166.6768084532
151	93815	106431.363085095	-12616.3630850948
152	86687	95154.2897803783	-8467.28978037825
153	34553	30437.1876878295	4115.81231217054
154	105547	125228.429391089	-19681.4293910892
155	103487	109608.886190454	-6121.88619045363
156	213688	160347.902685707	53340.0973142934
157	71220	77762.7430919863	-6542.74309198628
158	23517	27475.400854834	-3958.40085483396
159	56926	45905.3261367167	11020.6738632833
160	91721	84027.3709926943	7693.62900730574
161	115168	119321.207074134	-4153.20707413414
162	111194	47465.5801152088	63728.4198847912
163	51009	46581.5949889761	4427.40501102394
164	135777	100210.073266238	35566.9267337617
165	51513	60515.3874546827	-9002.38745468267
166	74163	99940.9990982296	-25777.9990982296
167	51633	73617.0304953004	-21984.0304953004
168	75345	32900.7121209073	42444.2878790927
169	33416	53053.5442735976	-19637.5442735976
170	83305	45683.2786139711	37621.7213860289
171	98952	80772.1855829792	18179.8144170208
172	102372	97707.2166594293	4664.78334057066
173	37238	20203.0251219092	17034.9748780908
174	103772	118922.378593205	-15150.3785932054
175	123969	90393.8676889389	33575.1323110611
176	27142	35110.8042303369	-7968.80423033686
177	135400	99945.1421311293	35454.8578688707
178	21399	24703.7192919571	-3304.71929195715
179	130115	115395.606792947	14719.3932070533
180	24874	39822.8199590703	-14948.8199590703
181	34988	27974.7343797343	7013.26562026567
182	45549	20216.1768180775	25332.8231819225
183	6023	5267.54586421283	755.454135787175
184	64466	67147.8342462793	-2681.8342462793
185	54990	90693.8376285581	-35703.8376285581
186	1644	3075.62282066095	-1431.62282066095
187	6179	11969.5916823567	-5790.5916823567
188	3926	6016.15438605537	-2090.15438605537
189	32755	45970.6990379873	-13215.6990379873
190	34777	21607.2491138389	13169.7508861611
191	73224	48960.6815372752	24263.3184627248
192	27114	24312.2010959308	2801.79890406917
193	20760	36343.2476768363	-15583.2476768363
194	37636	53360.9702768909	-15724.9702768909
195	65461	70758.2715529359	-5297.2715529359
196	30080	39163.0260445659	-9083.02604456594
197	24094	30827.3160734198	-6733.31607341977
198	69008	35746.3041950424	33261.6958049576
199	54968	31619.470243538	23348.529756462
200	46090	35763.5879304011	10326.4120695989
201	27507	40127.0127869183	-12620.0127869183
202	10672	25980.6579223676	-15308.6579223676
203	34029	32138.8217063267	1890.17829367329
204	46300	48474.8833565574	-2174.88335655744
205	24760	36464.1586583743	-11704.1586583743
206	18779	16556.2639724793	2222.73602752068
207	21280	29433.0620107487	-8153.06201074868
208	40662	40819.9562730941	-157.95627309415
209	28987	34677.3085322897	-5690.30853228967
210	22827	42788.7483202425	-19961.7483202425
211	18513	36196.7287384047	-17683.7287384047
212	30594	27797.7613307253	2796.23866927471
213	24006	27393.2917648013	-3387.29176480132
214	27913	39387.0747901917	-11474.0747901917
215	42744	31750.2558508821	10993.7441491179
216	12934	35286.2280346276	-22352.2280346276
217	22574	26696.0958603229	-4122.09586032285
218	41385	42278.3558413105	-893.355841310464
219	18653	35457.3872627731	-16804.3872627731
220	18472	24949.1481977643	-6477.1481977643
221	30976	37923.552550606	-6947.55255060597
222	63339	79624.3337249095	-16285.3337249095
223	25568	43829.598185734	-18261.598185734
224	33747	38388.129386787	-4641.12938678698
225	4154	12573.8718566942	-8419.87185669425
226	19474	34902.4376241671	-15428.4376241671
227	35130	18094.1743992579	17035.8256007421
228	39067	37191.4876628148	1875.51233718517
229	13310	24664.0700685664	-11354.0700685664
230	65892	34623.8989125323	31268.1010874677
231	4143	16553.7639718451	-12410.7639718451
232	28579	35649.0064702829	-7070.00647028292
233	51776	41262.9939502624	10513.0060497376
234	21152	24283.8404248226	-3131.84042482264
235	38084	32868.7283317322	5215.27166826783
236	27717	31801.4149686342	-4084.41496863416
237	32928	24478.6617143509	8449.33828564911
238	11342	19187.589230805	-7845.589230805
239	19499	30004.014164145	-10505.014164145
240	16380	19536.9353837729	-3156.93538377287
241	36874	27761.8749895812	9112.12501041877
242	48259	59370.4258435956	-11111.4258435956
243	16734	25496.6680358127	-8762.66803581273
244	28207	29529.7084318958	-1322.70843189575
245	30143	32200.0627067726	-2057.06270677263
246	41369	33287.9162845109	8081.08371548912
247	45833	40631.0455610927	5201.95443890732
248	29156	27869.1742082809	1286.82579171914
249	35944	18362.8048294	17581.1951706
250	36278	20342.6293627276	15935.3706372724
251	45588	46831.2322127191	-1243.23221271913
252	45097	43871.8215443606	1225.17845563945
253	3895	6563.30153643924	-2668.30153643924
254	28394	30192.2347259785	-1798.23472597849
255	18632	27674.8824917442	-9042.88249174419
256	2325	2674.49334062864	-349.493340628643
257	25139	20955.9095784032	4183.09042159681
258	27975	22295.4965475027	5679.5034524973
259	14483	25918.0767507401	-11435.0767507401
260	13127	17540.6700704276	-4413.67007042765
261	5839	7923.38125479004	-2084.38125479004
262	24069	40705.8453818025	-16636.8453818025
263	3738	6212.68686729585	-2474.68686729585
264	18625	26121.2036294858	-7496.20362948576
265	36341	24875.8749147318	11465.1250852682
266	24548	28231.2854659384	-3683.28546593844
267	21792	33308.7069643204	-11516.7069643204
268	26263	19886.0060517438	6376.99394825619
269	23686	37731.9833974651	-14045.9833974651
270	49303	37818.3083156104	11484.6916843896
271	25659	30412.5448073115	-4753.5448073115
272	28904	27917.5445652127	986.45543478732
273	2781	220.56651368219	2560.43348631781
274	29236	35457.5235377845	-6221.52353778445
275	19546	18349.5958539605	1196.40414603946
276	22818	29609.8726863693	-6791.87268636928
277	32689	14164.5371660078	18524.4628339922
278	5752	10642.6138002367	-4890.61380023667
279	22197	39143.6253280763	-16946.6253280763
280	20055	27576.3945957795	-7521.3945957795
281	25272	27070.7853389261	-1798.78533892612
282	82206	16939.8954932682	65266.1045067318
283	32073	19811.5171348085	12261.4828651915
284	5444	6661.24202393533	-1217.24202393533
285	20154	22642.2978018951	-2488.29780189514
286	36944	17380.8181486955	19563.1818513045
287	8019	16929.5650271697	-8910.56502716973
288	30884	39840.2884485716	-8956.28844857163
289	19540	25926.9136121024	-6386.91361210242

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
18	0.218307392844881	0.436614785689763	0.781692607155119
19	0.164466316526115	0.32893263305223	0.835533683473885
20	0.082625110773833	0.165250221547666	0.917374889226167
21	0.417084718949476	0.834169437898952	0.582915281050524
22	0.377563053156568	0.755126106313136	0.622436946843432
23	0.276247363083657	0.552494726167314	0.723752636916343
24	0.194400925958133	0.388801851916267	0.805599074041867
25	0.150011485488692	0.300022970977384	0.849988514511308
26	0.101881917412824	0.203763834825648	0.898118082587176
27	0.0885333567385019	0.177066713477004	0.911466643261498
28	0.057449427030944	0.114898854061888	0.942550572969056
29	0.0396550181783237	0.0793100363566474	0.960344981821676
30	0.0304402287438287	0.0608804574876574	0.969559771256171
31	0.0510687255896896	0.102137451179379	0.94893127441031
32	0.0364578683438013	0.0729157366876027	0.963542131656199
33	0.0240755431961449	0.0481510863922899	0.975924456803855
34	0.0166690026285394	0.0333380052570788	0.983330997371461
35	0.0278742736991372	0.0557485473982744	0.972125726300863
36	0.0327870343859942	0.0655740687719883	0.967212965614006
37	0.0272719799475315	0.0545439598950629	0.972728020052469
38	0.0198628583473453	0.0397257166946907	0.980137141652655
39	0.0145250395307254	0.0290500790614508	0.985474960469275
40	0.0214847246186385	0.042969449237277	0.978515275381362
41	0.0170808165808827	0.0341616331617653	0.982919183419117
42	0.0130454457588611	0.0260908915177222	0.986954554241139
43	0.00894867130465506	0.0178973426093101	0.991051328695345
44	0.00712076594876202	0.014241531897524	0.992879234051238
45	0.0244922555753774	0.0489845111507548	0.975507744424623
46	0.0189430927020125	0.0378861854040249	0.981056907297988
47	0.0140520407429816	0.0281040814859631	0.985947959257018
48	0.0106823647524676	0.0213647295049352	0.989317635247532
49	0.00743110467053288	0.0148622093410658	0.992568895329467
50	0.0105117170604215	0.0210234341208431	0.989488282939578
51	0.0157048041853102	0.0314096083706205	0.98429519581469
52	0.0134525238706055	0.026905047741211	0.986547476129395
53	0.00950837723975336	0.0190167544795067	0.990491622760247
54	0.0109707902427197	0.0219415804854394	0.98902920975728
55	0.0114017480636583	0.0228034961273166	0.988598251936342
56	0.00861462418917495	0.0172292483783499	0.991385375810825
57	0.00620164902770762	0.0124032980554152	0.993798350972292
58	0.00612557028320716	0.0122511405664143	0.993874429716793
59	0.0042628530794105	0.00852570615882101	0.995737146920589
60	0.00299412660287274	0.00598825320574548	0.997005873397127
61	0.00211391200721589	0.00422782401443178	0.997886087992784
62	0.00246359296717567	0.00492718593435133	0.997536407032824
63	0.00251117176753254	0.00502234353506507	0.997488828232467
64	0.00181933727934533	0.00363867455869065	0.998180662720655
65	0.00537645283984795	0.0107529056796959	0.994623547160152
66	0.00512848527066263	0.0102569705413253	0.994871514729337
67	0.0037687376234979	0.0075374752469958	0.996231262376502
68	0.003005885396461	0.006011770792922	0.996994114603539
69	0.00209401291174766	0.00418802582349532	0.997905987088252
70	0.00202108910515869	0.00404217821031739	0.997978910894841
71	0.00153049143847452	0.00306098287694903	0.998469508561525
72	0.00107013571181073	0.00214027142362146	0.998929864288189
73	0.000956674332144828	0.00191334866428966	0.999043325667855
74	0.00175637710397221	0.00351275420794442	0.998243622896028
75	0.00340937120271307	0.00681874240542614	0.996590628797287
76	0.00326490128600479	0.00652980257200958	0.996735098713995
77	0.0027752955385465	0.00555059107709299	0.997224704461454
78	0.00430047975306181	0.00860095950612363	0.995699520246938
79	0.0038030060866417	0.0076060121732834	0.996196993913358
80	0.0037039998715602	0.00740799974312041	0.99629600012844
81	0.00298309637464103	0.00596619274928206	0.997016903625359
82	0.00219746155574261	0.00439492311148521	0.997802538444257
83	0.00175316716734987	0.00350633433469975	0.99824683283265
84	0.00129193063383084	0.00258386126766169	0.998708069366169
85	0.973903318268122	0.0521933634637567	0.0260966817318784
86	0.968717066190081	0.0625658676198375	0.0312829338099188
87	0.962462788107431	0.0750744237851387	0.0375372118925694
88	0.955093298054807	0.0898134038903855	0.0449067019451927
89	0.955990349646893	0.0880193007062143	0.0440096503531071
90	0.961009049631001	0.0779819007379973	0.0389909503689986
91	0.95736755934993	0.0852648813001405	0.0426324406500703
92	0.956893970854445	0.0862120582911096	0.0431060291455548
93	0.949122597457938	0.101754805084124	0.050877402542062
94	0.939281037077498	0.121437925845004	0.0607189629225018
95	0.935826093286695	0.12834781342661	0.0641739067133052
96	0.935091849128378	0.129816301743245	0.0649081508716223
97	0.940652559765254	0.118694880469493	0.0593474402347464
98	0.954448968847869	0.0911020623042627	0.0455510311521314
99	0.951136021722361	0.0977279565552778	0.0488639782776389
100	0.942761279502098	0.114477440995804	0.057238720497902
101	0.935565156412149	0.128869687175702	0.0644348435878511
102	0.926471639263307	0.147056721473386	0.0735283607366931
103	0.919473691147612	0.161052617704776	0.0805263088523881
104	0.944829690672247	0.110340618655506	0.0551703093277528
105	0.949000473814453	0.101999052371095	0.0509995261855474
106	0.963836658252873	0.0723266834942544	0.0361633417471272
107	0.977780891080125	0.0444382178397508	0.0222191089198754
108	0.972674209527347	0.0546515809453061	0.0273257904726531
109	0.968991535471596	0.0620169290568082	0.0310084645284041
110	0.964067592771031	0.0718648144579373	0.0359324072289687
111	0.96114379785245	0.0777124042951007	0.0388562021475503
112	0.958118705180934	0.0837625896381315	0.0418812948190657
113	0.950064388888512	0.0998712222229756	0.0499356111114878
114	0.951413774938881	0.0971724501222375	0.0485862250611188
115	0.947139137677346	0.105721724645309	0.0528608623226544
116	0.937431884636421	0.125136230727159	0.0625681153635795
117	0.926044146534828	0.147911706930344	0.073955853465172
118	0.913711822297792	0.172576355404416	0.0862881777022078
119	0.999711729798067	0.000576540403865308	0.000288270201932654
120	0.999606270358579	0.000787459282843052	0.000393729641421526
121	0.99949709562647	0.00100580874705978	0.000502904373529889
122	0.999424843210717	0.00115031357856679	0.000575156789283393
123	0.999400038763301	0.00119992247339756	0.000599961236698781
124	0.999999421854854	1.15629029293967e-06	5.78145146469837e-07
125	0.999999438368211	1.12326357702451e-06	5.61631788512253e-07
126	0.999999284337097	1.43132580562749e-06	7.15662902813743e-07
127	0.999999011594712	1.97681057651431e-06	9.88405288257155e-07
128	0.999998540084138	2.91983172384654e-06	1.45991586192327e-06
129	0.999998226097903	3.54780419369153e-06	1.77390209684577e-06
130	0.999997336865625	5.32626875088236e-06	2.66313437544118e-06
131	0.999996162296644	7.6754067116346e-06	3.8377033558173e-06
132	0.999994965302773	1.00693944537914e-05	5.03469722689569e-06
133	0.999993940039736	1.21199205283088e-05	6.05996026415441e-06
134	0.999991781514767	1.6436970465371e-05	8.21848523268548e-06
135	0.99999679270461	6.41459078036996e-06	3.20729539018498e-06
136	0.999997220435462	5.55912907653319e-06	2.7795645382666e-06
137	0.99999578878508	8.42242983930553e-06	4.21121491965277e-06
138	0.999996347348093	7.30530381356873e-06	3.65265190678436e-06
139	0.999996612784999	6.7744300022969e-06	3.38721500114845e-06
140	0.999994949727887	1.01005442259146e-05	5.0502721129573e-06
141	0.999992719741238	1.45605175244384e-05	7.2802587622192e-06
142	0.999992390387845	1.52192243108503e-05	7.60961215542514e-06
143	0.999989130071122	2.17398577568348e-05	1.08699288784174e-05
144	0.999991718148083	1.65637038343631e-05	8.28185191718155e-06
145	0.999992023954375	1.59520912506815e-05	7.97604562534077e-06
146	0.999988424697261	2.31506054776167e-05	1.15753027388083e-05
147	0.999995020642381	9.95871523848765e-06	4.97935761924383e-06
148	0.999998560770022	2.87845995567667e-06	1.43922997783834e-06
149	0.999997864244675	4.27151065046937e-06	2.13575532523469e-06
150	0.999997431239137	5.13752172681938e-06	2.56876086340969e-06
151	0.999996731544958	6.53691008426651e-06	3.26845504213325e-06
152	0.999997144699805	5.71060039028508e-06	2.85530019514254e-06
153	0.999995677080515	8.64583896939015e-06	4.32291948469508e-06
154	0.999998194255791	3.61148841761043e-06	1.80574420880521e-06
155	0.999997705458726	4.5890825482957e-06	2.29454127414785e-06
156	0.999999910177688	1.7964462429445e-07	8.9822312147225e-08
157	0.999999858114652	2.83770696138502e-07	1.41885348069251e-07
158	0.99999979384402	4.12311960761712e-07	2.06155980380856e-07
159	0.999999721689355	5.5662128937066e-07	2.7831064468533e-07
160	0.999999616478591	7.67042817437668e-07	3.83521408718834e-07
161	0.999999407151849	1.18569630106416e-06	5.92848150532081e-07
162	0.99999999630311	7.39378058109286e-09	3.69689029054643e-09
163	0.999999994793359	1.04132815525039e-08	5.20664077625194e-09
164	0.999999996688441	6.62311796072293e-09	3.31155898036146e-09
165	0.999999996641662	6.7166763961917e-09	3.35833819809585e-09
166	0.999999996449889	7.10022217179143e-09	3.55011108589572e-09
167	0.999999996272343	7.4553143132678e-09	3.7276571566339e-09
168	0.999999999315397	1.36920533452018e-09	6.84602667260092e-10
169	0.999999999181573	1.63685416999887e-09	8.18427084999436e-10
170	0.999999999926124	1.47751054305694e-10	7.3875527152847e-11
171	0.999999999890458	2.19084127172454e-10	1.09542063586227e-10
172	0.999999999800488	3.99023270401209e-10	1.99511635200605e-10
173	0.999999999704036	5.91928970077398e-10	2.95964485038699e-10
174	0.999999999757072	4.85855563469679e-10	2.42927781734839e-10
175	0.999999999939448	1.21103890986754e-10	6.05519454933771e-11
176	0.999999999912573	1.74853345572454e-10	8.7426672786227e-11
177	0.999999999976804	4.63924123705369e-11	2.31962061852684e-11
178	0.999999999955525	8.89501028194626e-11	4.44750514097313e-11
179	0.999999999983754	3.24929771068762e-11	1.62464885534381e-11
180	0.999999999977205	4.55902554002229e-11	2.27951277001115e-11
181	0.999999999958798	8.24043856577338e-11	4.12021928288669e-11
182	0.999999999991519	1.69628925738381e-11	8.48144628691905e-12
183	0.999999999983209	3.35829413323308e-11	1.67914706661654e-11
184	0.999999999968385	6.32298630807672e-11	3.16149315403836e-11
185	0.999999999981232	3.75363649668467e-11	1.87681824834233e-11
186	0.999999999963007	7.39851827530515e-11	3.69925913765257e-11
187	0.999999999947013	1.05973086001085e-10	5.29865430005424e-11
188	0.999999999899538	2.00924445447303e-10	1.00462222723652e-10
189	0.999999999895749	2.08501753607847e-10	1.04250876803924e-10
190	0.999999999836996	3.26007550108223e-10	1.63003775054111e-10
191	0.999999999878962	2.4207593118149e-10	1.21037965590745e-10
192	0.999999999769268	4.6146317134057e-10	2.30731585670285e-10
193	0.999999999606596	7.86807642501468e-10	3.93403821250734e-10
194	0.999999999476393	1.04721479789655e-09	5.23607398948274e-10
195	0.999999999002102	1.99579626280562e-09	9.9789813140281e-10
196	0.999999998527437	2.94512528336035e-09	1.47256264168018e-09
197	0.999999997684425	4.63115065992487e-09	2.31557532996243e-09
198	0.999999999573609	8.52782496574301e-10	4.26391248287151e-10
199	0.999999999548328	9.03344773409966e-10	4.51672386704983e-10
200	0.999999999376375	1.24724978781052e-09	6.23624893905261e-10
201	0.999999998984537	2.03092553494201e-09	1.015462767471e-09
202	0.999999999604577	7.90845553742841e-10	3.9542277687142e-10
203	0.999999999289597	1.42080528846131e-09	7.10402644230656e-10
204	0.999999999030108	1.93978395471248e-09	9.6989197735624e-10
205	0.999999998186948	3.6261050580997e-09	1.81305252904985e-09
206	0.999999996508462	6.98307616498e-09	3.49153808249e-09
207	0.999999993771222	1.2457556213178e-08	6.22877810658898e-09
208	0.999999988552786	2.28944269597769e-08	1.14472134798884e-08
209	0.99999998475954	3.0480920582403e-08	1.52404602912015e-08
210	0.999999989537754	2.09244924801853e-08	1.04622462400926e-08
211	0.999999987589682	2.4820636662233e-08	1.24103183311165e-08
212	0.999999978161913	4.36761737491379e-08	2.18380868745689e-08
213	0.999999958597728	8.28045450867886e-08	4.14022725433943e-08
214	0.999999926085868	1.47828264142241e-07	7.39141320711205e-08
215	0.999999898196228	2.03607544561198e-07	1.01803772280599e-07
216	0.999999887235621	2.25528758208257e-07	1.12764379104129e-07
217	0.999999787879256	4.24241487204511e-07	2.12120743602256e-07
218	0.999999852959223	2.94081553090526e-07	1.47040776545263e-07
219	0.999999774867789	4.50264422952521e-07	2.2513221147626e-07
220	0.999999691726028	6.16547943818454e-07	3.08273971909227e-07
221	0.999999653140345	6.93719310125495e-07	3.46859655062747e-07
222	0.999999486210229	1.02757954190078e-06	5.13789770950389e-07
223	0.999999194442613	1.61111477311704e-06	8.05557386558519e-07
224	0.999998555195921	2.8896081582824e-06	1.4448040791412e-06
225	0.999997516124723	4.96775055401405e-06	2.48387527700703e-06
226	0.999996736362208	6.52727558456978e-06	3.26363779228489e-06
227	0.999997645402438	4.70919512437939e-06	2.35459756218969e-06
228	0.999995653854759	8.69229048159106e-06	4.34614524079553e-06
229	0.999998353434033	3.29313193393541e-06	1.64656596696771e-06
230	0.999999667909973	6.64180053762509e-07	3.32090026881255e-07
231	0.999999419004724	1.16199055131652e-06	5.80995275658261e-07
232	0.999998860580921	2.27883815752435e-06	1.13941907876218e-06
233	0.999998782712178	2.43457564448031e-06	1.21728782224016e-06
234	0.999997637980816	4.72403836754166e-06	2.36201918377083e-06
235	0.9999954763281	9.04734380040422e-06	4.52367190020211e-06
236	0.99999129498394	1.7410032120006e-05	8.70501606000301e-06
237	0.999988316165513	2.33676689745001e-05	1.168383448725e-05
238	0.999979359533832	4.12809323360631e-05	2.06404661680316e-05
239	0.999962232791493	7.553441701472e-05	3.776720850736e-05
240	0.999931298388581	0.000137403222838361	6.87016114191803e-05
241	0.99989059398609	0.000218812027820311	0.000109406013910156
242	0.999888108756053	0.000223782487894013	0.000111891243947006
243	0.999809979755322	0.000380040489355432	0.000190020244677716
244	0.999688752361426	0.000622495277148887	0.000311247638574443
245	0.999446211111237	0.00110757777752682	0.000553788888763411
246	0.999525914937239	0.000948170125522209	0.000474085062761105
247	0.999563291230539	0.00087341753892142	0.00043670876946071
248	0.99925307096945	0.00149385806110015	0.000746929030550077
249	0.99875529608532	0.00248940782936027	0.00124470391468014
250	0.999502595609503	0.000994808780993913	0.000497404390496956
251	0.999118348680511	0.00176330263897878	0.000881651319489392
252	0.999258473255488	0.00148305348902302	0.000741526744511508
253	0.998669677372958	0.00266064525408378	0.00133032262704189
254	0.997696430891267	0.00460713821746571	0.00230356910873285
255	0.997299693799335	0.00540061240133085	0.00270030620066542
256	0.995724804303673	0.00855039139265376	0.00427519569632688
257	0.992501987738311	0.0149960245233784	0.00749801226168921
258	0.987754149557637	0.0244917008847262	0.0122458504423631
259	0.982479710243965	0.0350405795120701	0.017520289756035
260	0.97129320254205	0.0574135949159001	0.0287067974579501
261	0.952801781457152	0.0943964370856954	0.0471982185428477
262	0.945895804079404	0.108208391841192	0.0541041959205959
263	0.983811725521182	0.0323765489576368	0.0161882744788184
264	0.97060747194443	0.058785056111141	0.0293925280555705
265	0.946922755408034	0.106154489183933	0.0530772445919664
266	0.90818330007546	0.18363339984908	0.0918166999245398
267	0.848951766717824	0.302096466564352	0.151048233282176
268	0.900332031113552	0.199335937772896	0.0996679688864479
269	0.849661596465633	0.300676807068734	0.150338403534367
270	0.798344865315368	0.403310269369265	0.201655134684632
271	0.713459986002837	0.573080027994326	0.286540013997163

\begin{tabular}{lllllllll}
\hline
Goldfeld-Quandt test for Heteroskedasticity \tabularnewline
p-values & Alternative Hypothesis \tabularnewline
breakpoint index & greater & 2-sided & less \tabularnewline
18 & 0.218307392844881 & 0.436614785689763 & 0.781692607155119 \tabularnewline
19 & 0.164466316526115 & 0.32893263305223 & 0.835533683473885 \tabularnewline
20 & 0.082625110773833 & 0.165250221547666 & 0.917374889226167 \tabularnewline
21 & 0.417084718949476 & 0.834169437898952 & 0.582915281050524 \tabularnewline
22 & 0.377563053156568 & 0.755126106313136 & 0.622436946843432 \tabularnewline
23 & 0.276247363083657 & 0.552494726167314 & 0.723752636916343 \tabularnewline
24 & 0.194400925958133 & 0.388801851916267 & 0.805599074041867 \tabularnewline
25 & 0.150011485488692 & 0.300022970977384 & 0.849988514511308 \tabularnewline
26 & 0.101881917412824 & 0.203763834825648 & 0.898118082587176 \tabularnewline
27 & 0.0885333567385019 & 0.177066713477004 & 0.911466643261498 \tabularnewline
28 & 0.057449427030944 & 0.114898854061888 & 0.942550572969056 \tabularnewline
29 & 0.0396550181783237 & 0.0793100363566474 & 0.960344981821676 \tabularnewline
30 & 0.0304402287438287 & 0.0608804574876574 & 0.969559771256171 \tabularnewline
31 & 0.0510687255896896 & 0.102137451179379 & 0.94893127441031 \tabularnewline
32 & 0.0364578683438013 & 0.0729157366876027 & 0.963542131656199 \tabularnewline
33 & 0.0240755431961449 & 0.0481510863922899 & 0.975924456803855 \tabularnewline
34 & 0.0166690026285394 & 0.0333380052570788 & 0.983330997371461 \tabularnewline
35 & 0.0278742736991372 & 0.0557485473982744 & 0.972125726300863 \tabularnewline
36 & 0.0327870343859942 & 0.0655740687719883 & 0.967212965614006 \tabularnewline
37 & 0.0272719799475315 & 0.0545439598950629 & 0.972728020052469 \tabularnewline
38 & 0.0198628583473453 & 0.0397257166946907 & 0.980137141652655 \tabularnewline
39 & 0.0145250395307254 & 0.0290500790614508 & 0.985474960469275 \tabularnewline
40 & 0.0214847246186385 & 0.042969449237277 & 0.978515275381362 \tabularnewline
41 & 0.0170808165808827 & 0.0341616331617653 & 0.982919183419117 \tabularnewline
42 & 0.0130454457588611 & 0.0260908915177222 & 0.986954554241139 \tabularnewline
43 & 0.00894867130465506 & 0.0178973426093101 & 0.991051328695345 \tabularnewline
44 & 0.00712076594876202 & 0.014241531897524 & 0.992879234051238 \tabularnewline
45 & 0.0244922555753774 & 0.0489845111507548 & 0.975507744424623 \tabularnewline
46 & 0.0189430927020125 & 0.0378861854040249 & 0.981056907297988 \tabularnewline
47 & 0.0140520407429816 & 0.0281040814859631 & 0.985947959257018 \tabularnewline
48 & 0.0106823647524676 & 0.0213647295049352 & 0.989317635247532 \tabularnewline
49 & 0.00743110467053288 & 0.0148622093410658 & 0.992568895329467 \tabularnewline
50 & 0.0105117170604215 & 0.0210234341208431 & 0.989488282939578 \tabularnewline
51 & 0.0157048041853102 & 0.0314096083706205 & 0.98429519581469 \tabularnewline
52 & 0.0134525238706055 & 0.026905047741211 & 0.986547476129395 \tabularnewline
53 & 0.00950837723975336 & 0.0190167544795067 & 0.990491622760247 \tabularnewline
54 & 0.0109707902427197 & 0.0219415804854394 & 0.98902920975728 \tabularnewline
55 & 0.0114017480636583 & 0.0228034961273166 & 0.988598251936342 \tabularnewline
56 & 0.00861462418917495 & 0.0172292483783499 & 0.991385375810825 \tabularnewline
57 & 0.00620164902770762 & 0.0124032980554152 & 0.993798350972292 \tabularnewline
58 & 0.00612557028320716 & 0.0122511405664143 & 0.993874429716793 \tabularnewline
59 & 0.0042628530794105 & 0.00852570615882101 & 0.995737146920589 \tabularnewline
60 & 0.00299412660287274 & 0.00598825320574548 & 0.997005873397127 \tabularnewline
61 & 0.00211391200721589 & 0.00422782401443178 & 0.997886087992784 \tabularnewline
62 & 0.00246359296717567 & 0.00492718593435133 & 0.997536407032824 \tabularnewline
63 & 0.00251117176753254 & 0.00502234353506507 & 0.997488828232467 \tabularnewline
64 & 0.00181933727934533 & 0.00363867455869065 & 0.998180662720655 \tabularnewline
65 & 0.00537645283984795 & 0.0107529056796959 & 0.994623547160152 \tabularnewline
66 & 0.00512848527066263 & 0.0102569705413253 & 0.994871514729337 \tabularnewline
67 & 0.0037687376234979 & 0.0075374752469958 & 0.996231262376502 \tabularnewline
68 & 0.003005885396461 & 0.006011770792922 & 0.996994114603539 \tabularnewline
69 & 0.00209401291174766 & 0.00418802582349532 & 0.997905987088252 \tabularnewline
70 & 0.00202108910515869 & 0.00404217821031739 & 0.997978910894841 \tabularnewline
71 & 0.00153049143847452 & 0.00306098287694903 & 0.998469508561525 \tabularnewline
72 & 0.00107013571181073 & 0.00214027142362146 & 0.998929864288189 \tabularnewline
73 & 0.000956674332144828 & 0.00191334866428966 & 0.999043325667855 \tabularnewline
74 & 0.00175637710397221 & 0.00351275420794442 & 0.998243622896028 \tabularnewline
75 & 0.00340937120271307 & 0.00681874240542614 & 0.996590628797287 \tabularnewline
76 & 0.00326490128600479 & 0.00652980257200958 & 0.996735098713995 \tabularnewline
77 & 0.0027752955385465 & 0.00555059107709299 & 0.997224704461454 \tabularnewline
78 & 0.00430047975306181 & 0.00860095950612363 & 0.995699520246938 \tabularnewline
79 & 0.0038030060866417 & 0.0076060121732834 & 0.996196993913358 \tabularnewline
80 & 0.0037039998715602 & 0.00740799974312041 & 0.99629600012844 \tabularnewline
81 & 0.00298309637464103 & 0.00596619274928206 & 0.997016903625359 \tabularnewline
82 & 0.00219746155574261 & 0.00439492311148521 & 0.997802538444257 \tabularnewline
83 & 0.00175316716734987 & 0.00350633433469975 & 0.99824683283265 \tabularnewline
84 & 0.00129193063383084 & 0.00258386126766169 & 0.998708069366169 \tabularnewline
85 & 0.973903318268122 & 0.0521933634637567 & 0.0260966817318784 \tabularnewline
86 & 0.968717066190081 & 0.0625658676198375 & 0.0312829338099188 \tabularnewline
87 & 0.962462788107431 & 0.0750744237851387 & 0.0375372118925694 \tabularnewline
88 & 0.955093298054807 & 0.0898134038903855 & 0.0449067019451927 \tabularnewline
89 & 0.955990349646893 & 0.0880193007062143 & 0.0440096503531071 \tabularnewline
90 & 0.961009049631001 & 0.0779819007379973 & 0.0389909503689986 \tabularnewline
91 & 0.95736755934993 & 0.0852648813001405 & 0.0426324406500703 \tabularnewline
92 & 0.956893970854445 & 0.0862120582911096 & 0.0431060291455548 \tabularnewline
93 & 0.949122597457938 & 0.101754805084124 & 0.050877402542062 \tabularnewline
94 & 0.939281037077498 & 0.121437925845004 & 0.0607189629225018 \tabularnewline
95 & 0.935826093286695 & 0.12834781342661 & 0.0641739067133052 \tabularnewline
96 & 0.935091849128378 & 0.129816301743245 & 0.0649081508716223 \tabularnewline
97 & 0.940652559765254 & 0.118694880469493 & 0.0593474402347464 \tabularnewline
98 & 0.954448968847869 & 0.0911020623042627 & 0.0455510311521314 \tabularnewline
99 & 0.951136021722361 & 0.0977279565552778 & 0.0488639782776389 \tabularnewline
100 & 0.942761279502098 & 0.114477440995804 & 0.057238720497902 \tabularnewline
101 & 0.935565156412149 & 0.128869687175702 & 0.0644348435878511 \tabularnewline
102 & 0.926471639263307 & 0.147056721473386 & 0.0735283607366931 \tabularnewline
103 & 0.919473691147612 & 0.161052617704776 & 0.0805263088523881 \tabularnewline
104 & 0.944829690672247 & 0.110340618655506 & 0.0551703093277528 \tabularnewline
105 & 0.949000473814453 & 0.101999052371095 & 0.0509995261855474 \tabularnewline
106 & 0.963836658252873 & 0.0723266834942544 & 0.0361633417471272 \tabularnewline
107 & 0.977780891080125 & 0.0444382178397508 & 0.0222191089198754 \tabularnewline
108 & 0.972674209527347 & 0.0546515809453061 & 0.0273257904726531 \tabularnewline
109 & 0.968991535471596 & 0.0620169290568082 & 0.0310084645284041 \tabularnewline
110 & 0.964067592771031 & 0.0718648144579373 & 0.0359324072289687 \tabularnewline
111 & 0.96114379785245 & 0.0777124042951007 & 0.0388562021475503 \tabularnewline
112 & 0.958118705180934 & 0.0837625896381315 & 0.0418812948190657 \tabularnewline
113 & 0.950064388888512 & 0.0998712222229756 & 0.0499356111114878 \tabularnewline
114 & 0.951413774938881 & 0.0971724501222375 & 0.0485862250611188 \tabularnewline
115 & 0.947139137677346 & 0.105721724645309 & 0.0528608623226544 \tabularnewline
116 & 0.937431884636421 & 0.125136230727159 & 0.0625681153635795 \tabularnewline
117 & 0.926044146534828 & 0.147911706930344 & 0.073955853465172 \tabularnewline
118 & 0.913711822297792 & 0.172576355404416 & 0.0862881777022078 \tabularnewline
119 & 0.999711729798067 & 0.000576540403865308 & 0.000288270201932654 \tabularnewline
120 & 0.999606270358579 & 0.000787459282843052 & 0.000393729641421526 \tabularnewline
121 & 0.99949709562647 & 0.00100580874705978 & 0.000502904373529889 \tabularnewline
122 & 0.999424843210717 & 0.00115031357856679 & 0.000575156789283393 \tabularnewline
123 & 0.999400038763301 & 0.00119992247339756 & 0.000599961236698781 \tabularnewline
124 & 0.999999421854854 & 1.15629029293967e-06 & 5.78145146469837e-07 \tabularnewline
125 & 0.999999438368211 & 1.12326357702451e-06 & 5.61631788512253e-07 \tabularnewline
126 & 0.999999284337097 & 1.43132580562749e-06 & 7.15662902813743e-07 \tabularnewline
127 & 0.999999011594712 & 1.97681057651431e-06 & 9.88405288257155e-07 \tabularnewline
128 & 0.999998540084138 & 2.91983172384654e-06 & 1.45991586192327e-06 \tabularnewline
129 & 0.999998226097903 & 3.54780419369153e-06 & 1.77390209684577e-06 \tabularnewline
130 & 0.999997336865625 & 5.32626875088236e-06 & 2.66313437544118e-06 \tabularnewline
131 & 0.999996162296644 & 7.6754067116346e-06 & 3.8377033558173e-06 \tabularnewline
132 & 0.999994965302773 & 1.00693944537914e-05 & 5.03469722689569e-06 \tabularnewline
133 & 0.999993940039736 & 1.21199205283088e-05 & 6.05996026415441e-06 \tabularnewline
134 & 0.999991781514767 & 1.6436970465371e-05 & 8.21848523268548e-06 \tabularnewline
135 & 0.99999679270461 & 6.41459078036996e-06 & 3.20729539018498e-06 \tabularnewline
136 & 0.999997220435462 & 5.55912907653319e-06 & 2.7795645382666e-06 \tabularnewline
137 & 0.99999578878508 & 8.42242983930553e-06 & 4.21121491965277e-06 \tabularnewline
138 & 0.999996347348093 & 7.30530381356873e-06 & 3.65265190678436e-06 \tabularnewline
139 & 0.999996612784999 & 6.7744300022969e-06 & 3.38721500114845e-06 \tabularnewline
140 & 0.999994949727887 & 1.01005442259146e-05 & 5.0502721129573e-06 \tabularnewline
141 & 0.999992719741238 & 1.45605175244384e-05 & 7.2802587622192e-06 \tabularnewline
142 & 0.999992390387845 & 1.52192243108503e-05 & 7.60961215542514e-06 \tabularnewline
143 & 0.999989130071122 & 2.17398577568348e-05 & 1.08699288784174e-05 \tabularnewline
144 & 0.999991718148083 & 1.65637038343631e-05 & 8.28185191718155e-06 \tabularnewline
145 & 0.999992023954375 & 1.59520912506815e-05 & 7.97604562534077e-06 \tabularnewline
146 & 0.999988424697261 & 2.31506054776167e-05 & 1.15753027388083e-05 \tabularnewline
147 & 0.999995020642381 & 9.95871523848765e-06 & 4.97935761924383e-06 \tabularnewline
148 & 0.999998560770022 & 2.87845995567667e-06 & 1.43922997783834e-06 \tabularnewline
149 & 0.999997864244675 & 4.27151065046937e-06 & 2.13575532523469e-06 \tabularnewline
150 & 0.999997431239137 & 5.13752172681938e-06 & 2.56876086340969e-06 \tabularnewline
151 & 0.999996731544958 & 6.53691008426651e-06 & 3.26845504213325e-06 \tabularnewline
152 & 0.999997144699805 & 5.71060039028508e-06 & 2.85530019514254e-06 \tabularnewline
153 & 0.999995677080515 & 8.64583896939015e-06 & 4.32291948469508e-06 \tabularnewline
154 & 0.999998194255791 & 3.61148841761043e-06 & 1.80574420880521e-06 \tabularnewline
155 & 0.999997705458726 & 4.5890825482957e-06 & 2.29454127414785e-06 \tabularnewline
156 & 0.999999910177688 & 1.7964462429445e-07 & 8.9822312147225e-08 \tabularnewline
157 & 0.999999858114652 & 2.83770696138502e-07 & 1.41885348069251e-07 \tabularnewline
158 & 0.99999979384402 & 4.12311960761712e-07 & 2.06155980380856e-07 \tabularnewline
159 & 0.999999721689355 & 5.5662128937066e-07 & 2.7831064468533e-07 \tabularnewline
160 & 0.999999616478591 & 7.67042817437668e-07 & 3.83521408718834e-07 \tabularnewline
161 & 0.999999407151849 & 1.18569630106416e-06 & 5.92848150532081e-07 \tabularnewline
162 & 0.99999999630311 & 7.39378058109286e-09 & 3.69689029054643e-09 \tabularnewline
163 & 0.999999994793359 & 1.04132815525039e-08 & 5.20664077625194e-09 \tabularnewline
164 & 0.999999996688441 & 6.62311796072293e-09 & 3.31155898036146e-09 \tabularnewline
165 & 0.999999996641662 & 6.7166763961917e-09 & 3.35833819809585e-09 \tabularnewline
166 & 0.999999996449889 & 7.10022217179143e-09 & 3.55011108589572e-09 \tabularnewline
167 & 0.999999996272343 & 7.4553143132678e-09 & 3.7276571566339e-09 \tabularnewline
168 & 0.999999999315397 & 1.36920533452018e-09 & 6.84602667260092e-10 \tabularnewline
169 & 0.999999999181573 & 1.63685416999887e-09 & 8.18427084999436e-10 \tabularnewline
170 & 0.999999999926124 & 1.47751054305694e-10 & 7.3875527152847e-11 \tabularnewline
171 & 0.999999999890458 & 2.19084127172454e-10 & 1.09542063586227e-10 \tabularnewline
172 & 0.999999999800488 & 3.99023270401209e-10 & 1.99511635200605e-10 \tabularnewline
173 & 0.999999999704036 & 5.91928970077398e-10 & 2.95964485038699e-10 \tabularnewline
174 & 0.999999999757072 & 4.85855563469679e-10 & 2.42927781734839e-10 \tabularnewline
175 & 0.999999999939448 & 1.21103890986754e-10 & 6.05519454933771e-11 \tabularnewline
176 & 0.999999999912573 & 1.74853345572454e-10 & 8.7426672786227e-11 \tabularnewline
177 & 0.999999999976804 & 4.63924123705369e-11 & 2.31962061852684e-11 \tabularnewline
178 & 0.999999999955525 & 8.89501028194626e-11 & 4.44750514097313e-11 \tabularnewline
179 & 0.999999999983754 & 3.24929771068762e-11 & 1.62464885534381e-11 \tabularnewline
180 & 0.999999999977205 & 4.55902554002229e-11 & 2.27951277001115e-11 \tabularnewline
181 & 0.999999999958798 & 8.24043856577338e-11 & 4.12021928288669e-11 \tabularnewline
182 & 0.999999999991519 & 1.69628925738381e-11 & 8.48144628691905e-12 \tabularnewline
183 & 0.999999999983209 & 3.35829413323308e-11 & 1.67914706661654e-11 \tabularnewline
184 & 0.999999999968385 & 6.32298630807672e-11 & 3.16149315403836e-11 \tabularnewline
185 & 0.999999999981232 & 3.75363649668467e-11 & 1.87681824834233e-11 \tabularnewline
186 & 0.999999999963007 & 7.39851827530515e-11 & 3.69925913765257e-11 \tabularnewline
187 & 0.999999999947013 & 1.05973086001085e-10 & 5.29865430005424e-11 \tabularnewline
188 & 0.999999999899538 & 2.00924445447303e-10 & 1.00462222723652e-10 \tabularnewline
189 & 0.999999999895749 & 2.08501753607847e-10 & 1.04250876803924e-10 \tabularnewline
190 & 0.999999999836996 & 3.26007550108223e-10 & 1.63003775054111e-10 \tabularnewline
191 & 0.999999999878962 & 2.4207593118149e-10 & 1.21037965590745e-10 \tabularnewline
192 & 0.999999999769268 & 4.6146317134057e-10 & 2.30731585670285e-10 \tabularnewline
193 & 0.999999999606596 & 7.86807642501468e-10 & 3.93403821250734e-10 \tabularnewline
194 & 0.999999999476393 & 1.04721479789655e-09 & 5.23607398948274e-10 \tabularnewline
195 & 0.999999999002102 & 1.99579626280562e-09 & 9.9789813140281e-10 \tabularnewline
196 & 0.999999998527437 & 2.94512528336035e-09 & 1.47256264168018e-09 \tabularnewline
197 & 0.999999997684425 & 4.63115065992487e-09 & 2.31557532996243e-09 \tabularnewline
198 & 0.999999999573609 & 8.52782496574301e-10 & 4.26391248287151e-10 \tabularnewline
199 & 0.999999999548328 & 9.03344773409966e-10 & 4.51672386704983e-10 \tabularnewline
200 & 0.999999999376375 & 1.24724978781052e-09 & 6.23624893905261e-10 \tabularnewline
201 & 0.999999998984537 & 2.03092553494201e-09 & 1.015462767471e-09 \tabularnewline
202 & 0.999999999604577 & 7.90845553742841e-10 & 3.9542277687142e-10 \tabularnewline
203 & 0.999999999289597 & 1.42080528846131e-09 & 7.10402644230656e-10 \tabularnewline
204 & 0.999999999030108 & 1.93978395471248e-09 & 9.6989197735624e-10 \tabularnewline
205 & 0.999999998186948 & 3.6261050580997e-09 & 1.81305252904985e-09 \tabularnewline
206 & 0.999999996508462 & 6.98307616498e-09 & 3.49153808249e-09 \tabularnewline
207 & 0.999999993771222 & 1.2457556213178e-08 & 6.22877810658898e-09 \tabularnewline
208 & 0.999999988552786 & 2.28944269597769e-08 & 1.14472134798884e-08 \tabularnewline
209 & 0.99999998475954 & 3.0480920582403e-08 & 1.52404602912015e-08 \tabularnewline
210 & 0.999999989537754 & 2.09244924801853e-08 & 1.04622462400926e-08 \tabularnewline
211 & 0.999999987589682 & 2.4820636662233e-08 & 1.24103183311165e-08 \tabularnewline
212 & 0.999999978161913 & 4.36761737491379e-08 & 2.18380868745689e-08 \tabularnewline
213 & 0.999999958597728 & 8.28045450867886e-08 & 4.14022725433943e-08 \tabularnewline
214 & 0.999999926085868 & 1.47828264142241e-07 & 7.39141320711205e-08 \tabularnewline
215 & 0.999999898196228 & 2.03607544561198e-07 & 1.01803772280599e-07 \tabularnewline
216 & 0.999999887235621 & 2.25528758208257e-07 & 1.12764379104129e-07 \tabularnewline
217 & 0.999999787879256 & 4.24241487204511e-07 & 2.12120743602256e-07 \tabularnewline
218 & 0.999999852959223 & 2.94081553090526e-07 & 1.47040776545263e-07 \tabularnewline
219 & 0.999999774867789 & 4.50264422952521e-07 & 2.2513221147626e-07 \tabularnewline
220 & 0.999999691726028 & 6.16547943818454e-07 & 3.08273971909227e-07 \tabularnewline
221 & 0.999999653140345 & 6.93719310125495e-07 & 3.46859655062747e-07 \tabularnewline
222 & 0.999999486210229 & 1.02757954190078e-06 & 5.13789770950389e-07 \tabularnewline
223 & 0.999999194442613 & 1.61111477311704e-06 & 8.05557386558519e-07 \tabularnewline
224 & 0.999998555195921 & 2.8896081582824e-06 & 1.4448040791412e-06 \tabularnewline
225 & 0.999997516124723 & 4.96775055401405e-06 & 2.48387527700703e-06 \tabularnewline
226 & 0.999996736362208 & 6.52727558456978e-06 & 3.26363779228489e-06 \tabularnewline
227 & 0.999997645402438 & 4.70919512437939e-06 & 2.35459756218969e-06 \tabularnewline
228 & 0.999995653854759 & 8.69229048159106e-06 & 4.34614524079553e-06 \tabularnewline
229 & 0.999998353434033 & 3.29313193393541e-06 & 1.64656596696771e-06 \tabularnewline
230 & 0.999999667909973 & 6.64180053762509e-07 & 3.32090026881255e-07 \tabularnewline
231 & 0.999999419004724 & 1.16199055131652e-06 & 5.80995275658261e-07 \tabularnewline
232 & 0.999998860580921 & 2.27883815752435e-06 & 1.13941907876218e-06 \tabularnewline
233 & 0.999998782712178 & 2.43457564448031e-06 & 1.21728782224016e-06 \tabularnewline
234 & 0.999997637980816 & 4.72403836754166e-06 & 2.36201918377083e-06 \tabularnewline
235 & 0.9999954763281 & 9.04734380040422e-06 & 4.52367190020211e-06 \tabularnewline
236 & 0.99999129498394 & 1.7410032120006e-05 & 8.70501606000301e-06 \tabularnewline
237 & 0.999988316165513 & 2.33676689745001e-05 & 1.168383448725e-05 \tabularnewline
238 & 0.999979359533832 & 4.12809323360631e-05 & 2.06404661680316e-05 \tabularnewline
239 & 0.999962232791493 & 7.553441701472e-05 & 3.776720850736e-05 \tabularnewline
240 & 0.999931298388581 & 0.000137403222838361 & 6.87016114191803e-05 \tabularnewline
241 & 0.99989059398609 & 0.000218812027820311 & 0.000109406013910156 \tabularnewline
242 & 0.999888108756053 & 0.000223782487894013 & 0.000111891243947006 \tabularnewline
243 & 0.999809979755322 & 0.000380040489355432 & 0.000190020244677716 \tabularnewline
244 & 0.999688752361426 & 0.000622495277148887 & 0.000311247638574443 \tabularnewline
245 & 0.999446211111237 & 0.00110757777752682 & 0.000553788888763411 \tabularnewline
246 & 0.999525914937239 & 0.000948170125522209 & 0.000474085062761105 \tabularnewline
247 & 0.999563291230539 & 0.00087341753892142 & 0.00043670876946071 \tabularnewline
248 & 0.99925307096945 & 0.00149385806110015 & 0.000746929030550077 \tabularnewline
249 & 0.99875529608532 & 0.00248940782936027 & 0.00124470391468014 \tabularnewline
250 & 0.999502595609503 & 0.000994808780993913 & 0.000497404390496956 \tabularnewline
251 & 0.999118348680511 & 0.00176330263897878 & 0.000881651319489392 \tabularnewline
252 & 0.999258473255488 & 0.00148305348902302 & 0.000741526744511508 \tabularnewline
253 & 0.998669677372958 & 0.00266064525408378 & 0.00133032262704189 \tabularnewline
254 & 0.997696430891267 & 0.00460713821746571 & 0.00230356910873285 \tabularnewline
255 & 0.997299693799335 & 0.00540061240133085 & 0.00270030620066542 \tabularnewline
256 & 0.995724804303673 & 0.00855039139265376 & 0.00427519569632688 \tabularnewline
257 & 0.992501987738311 & 0.0149960245233784 & 0.00749801226168921 \tabularnewline
258 & 0.987754149557637 & 0.0244917008847262 & 0.0122458504423631 \tabularnewline
259 & 0.982479710243965 & 0.0350405795120701 & 0.017520289756035 \tabularnewline
260 & 0.97129320254205 & 0.0574135949159001 & 0.0287067974579501 \tabularnewline
261 & 0.952801781457152 & 0.0943964370856954 & 0.0471982185428477 \tabularnewline
262 & 0.945895804079404 & 0.108208391841192 & 0.0541041959205959 \tabularnewline
263 & 0.983811725521182 & 0.0323765489576368 & 0.0161882744788184 \tabularnewline
264 & 0.97060747194443 & 0.058785056111141 & 0.0293925280555705 \tabularnewline
265 & 0.946922755408034 & 0.106154489183933 & 0.0530772445919664 \tabularnewline
266 & 0.90818330007546 & 0.18363339984908 & 0.0918166999245398 \tabularnewline
267 & 0.848951766717824 & 0.302096466564352 & 0.151048233282176 \tabularnewline
268 & 0.900332031113552 & 0.199335937772896 & 0.0996679688864479 \tabularnewline
269 & 0.849661596465633 & 0.300676807068734 & 0.150338403534367 \tabularnewline
270 & 0.798344865315368 & 0.403310269369265 & 0.201655134684632 \tabularnewline
271 & 0.713459986002837 & 0.573080027994326 & 0.286540013997163 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=5

[TABLE]
[ROW][C]Goldfeld-Quandt test for Heteroskedasticity[/C][/ROW]
[ROW][C]p-values[/C][C]Alternative Hypothesis[/C][/ROW]
[ROW][C]breakpoint index[/C][C]greater[/C][C]2-sided[/C][C]less[/C][/ROW]
[ROW][C]18[/C][C]0.218307392844881[/C][C]0.436614785689763[/C][C]0.781692607155119[/C][/ROW]
[ROW][C]19[/C][C]0.164466316526115[/C][C]0.32893263305223[/C][C]0.835533683473885[/C][/ROW]
[ROW][C]20[/C][C]0.082625110773833[/C][C]0.165250221547666[/C][C]0.917374889226167[/C][/ROW]
[ROW][C]21[/C][C]0.417084718949476[/C][C]0.834169437898952[/C][C]0.582915281050524[/C][/ROW]
[ROW][C]22[/C][C]0.377563053156568[/C][C]0.755126106313136[/C][C]0.622436946843432[/C][/ROW]
[ROW][C]23[/C][C]0.276247363083657[/C][C]0.552494726167314[/C][C]0.723752636916343[/C][/ROW]
[ROW][C]24[/C][C]0.194400925958133[/C][C]0.388801851916267[/C][C]0.805599074041867[/C][/ROW]
[ROW][C]25[/C][C]0.150011485488692[/C][C]0.300022970977384[/C][C]0.849988514511308[/C][/ROW]
[ROW][C]26[/C][C]0.101881917412824[/C][C]0.203763834825648[/C][C]0.898118082587176[/C][/ROW]
[ROW][C]27[/C][C]0.0885333567385019[/C][C]0.177066713477004[/C][C]0.911466643261498[/C][/ROW]
[ROW][C]28[/C][C]0.057449427030944[/C][C]0.114898854061888[/C][C]0.942550572969056[/C][/ROW]
[ROW][C]29[/C][C]0.0396550181783237[/C][C]0.0793100363566474[/C][C]0.960344981821676[/C][/ROW]
[ROW][C]30[/C][C]0.0304402287438287[/C][C]0.0608804574876574[/C][C]0.969559771256171[/C][/ROW]
[ROW][C]31[/C][C]0.0510687255896896[/C][C]0.102137451179379[/C][C]0.94893127441031[/C][/ROW]
[ROW][C]32[/C][C]0.0364578683438013[/C][C]0.0729157366876027[/C][C]0.963542131656199[/C][/ROW]
[ROW][C]33[/C][C]0.0240755431961449[/C][C]0.0481510863922899[/C][C]0.975924456803855[/C][/ROW]
[ROW][C]34[/C][C]0.0166690026285394[/C][C]0.0333380052570788[/C][C]0.983330997371461[/C][/ROW]
[ROW][C]35[/C][C]0.0278742736991372[/C][C]0.0557485473982744[/C][C]0.972125726300863[/C][/ROW]
[ROW][C]36[/C][C]0.0327870343859942[/C][C]0.0655740687719883[/C][C]0.967212965614006[/C][/ROW]
[ROW][C]37[/C][C]0.0272719799475315[/C][C]0.0545439598950629[/C][C]0.972728020052469[/C][/ROW]
[ROW][C]38[/C][C]0.0198628583473453[/C][C]0.0397257166946907[/C][C]0.980137141652655[/C][/ROW]
[ROW][C]39[/C][C]0.0145250395307254[/C][C]0.0290500790614508[/C][C]0.985474960469275[/C][/ROW]
[ROW][C]40[/C][C]0.0214847246186385[/C][C]0.042969449237277[/C][C]0.978515275381362[/C][/ROW]
[ROW][C]41[/C][C]0.0170808165808827[/C][C]0.0341616331617653[/C][C]0.982919183419117[/C][/ROW]
[ROW][C]42[/C][C]0.0130454457588611[/C][C]0.0260908915177222[/C][C]0.986954554241139[/C][/ROW]
[ROW][C]43[/C][C]0.00894867130465506[/C][C]0.0178973426093101[/C][C]0.991051328695345[/C][/ROW]
[ROW][C]44[/C][C]0.00712076594876202[/C][C]0.014241531897524[/C][C]0.992879234051238[/C][/ROW]
[ROW][C]45[/C][C]0.0244922555753774[/C][C]0.0489845111507548[/C][C]0.975507744424623[/C][/ROW]
[ROW][C]46[/C][C]0.0189430927020125[/C][C]0.0378861854040249[/C][C]0.981056907297988[/C][/ROW]
[ROW][C]47[/C][C]0.0140520407429816[/C][C]0.0281040814859631[/C][C]0.985947959257018[/C][/ROW]
[ROW][C]48[/C][C]0.0106823647524676[/C][C]0.0213647295049352[/C][C]0.989317635247532[/C][/ROW]
[ROW][C]49[/C][C]0.00743110467053288[/C][C]0.0148622093410658[/C][C]0.992568895329467[/C][/ROW]
[ROW][C]50[/C][C]0.0105117170604215[/C][C]0.0210234341208431[/C][C]0.989488282939578[/C][/ROW]
[ROW][C]51[/C][C]0.0157048041853102[/C][C]0.0314096083706205[/C][C]0.98429519581469[/C][/ROW]
[ROW][C]52[/C][C]0.0134525238706055[/C][C]0.026905047741211[/C][C]0.986547476129395[/C][/ROW]
[ROW][C]53[/C][C]0.00950837723975336[/C][C]0.0190167544795067[/C][C]0.990491622760247[/C][/ROW]
[ROW][C]54[/C][C]0.0109707902427197[/C][C]0.0219415804854394[/C][C]0.98902920975728[/C][/ROW]
[ROW][C]55[/C][C]0.0114017480636583[/C][C]0.0228034961273166[/C][C]0.988598251936342[/C][/ROW]
[ROW][C]56[/C][C]0.00861462418917495[/C][C]0.0172292483783499[/C][C]0.991385375810825[/C][/ROW]
[ROW][C]57[/C][C]0.00620164902770762[/C][C]0.0124032980554152[/C][C]0.993798350972292[/C][/ROW]
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[ROW][C]127[/C][C]0.999999011594712[/C][C]1.97681057651431e-06[/C][C]9.88405288257155e-07[/C][/ROW]
[ROW][C]128[/C][C]0.999998540084138[/C][C]2.91983172384654e-06[/C][C]1.45991586192327e-06[/C][/ROW]
[ROW][C]129[/C][C]0.999998226097903[/C][C]3.54780419369153e-06[/C][C]1.77390209684577e-06[/C][/ROW]
[ROW][C]130[/C][C]0.999997336865625[/C][C]5.32626875088236e-06[/C][C]2.66313437544118e-06[/C][/ROW]
[ROW][C]131[/C][C]0.999996162296644[/C][C]7.6754067116346e-06[/C][C]3.8377033558173e-06[/C][/ROW]
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[ROW][C]137[/C][C]0.99999578878508[/C][C]8.42242983930553e-06[/C][C]4.21121491965277e-06[/C][/ROW]
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[ROW][C]189[/C][C]0.999999999895749[/C][C]2.08501753607847e-10[/C][C]1.04250876803924e-10[/C][/ROW]
[ROW][C]190[/C][C]0.999999999836996[/C][C]3.26007550108223e-10[/C][C]1.63003775054111e-10[/C][/ROW]
[ROW][C]191[/C][C]0.999999999878962[/C][C]2.4207593118149e-10[/C][C]1.21037965590745e-10[/C][/ROW]
[ROW][C]192[/C][C]0.999999999769268[/C][C]4.6146317134057e-10[/C][C]2.30731585670285e-10[/C][/ROW]
[ROW][C]193[/C][C]0.999999999606596[/C][C]7.86807642501468e-10[/C][C]3.93403821250734e-10[/C][/ROW]
[ROW][C]194[/C][C]0.999999999476393[/C][C]1.04721479789655e-09[/C][C]5.23607398948274e-10[/C][/ROW]
[ROW][C]195[/C][C]0.999999999002102[/C][C]1.99579626280562e-09[/C][C]9.9789813140281e-10[/C][/ROW]
[ROW][C]196[/C][C]0.999999998527437[/C][C]2.94512528336035e-09[/C][C]1.47256264168018e-09[/C][/ROW]
[ROW][C]197[/C][C]0.999999997684425[/C][C]4.63115065992487e-09[/C][C]2.31557532996243e-09[/C][/ROW]
[ROW][C]198[/C][C]0.999999999573609[/C][C]8.52782496574301e-10[/C][C]4.26391248287151e-10[/C][/ROW]
[ROW][C]199[/C][C]0.999999999548328[/C][C]9.03344773409966e-10[/C][C]4.51672386704983e-10[/C][/ROW]
[ROW][C]200[/C][C]0.999999999376375[/C][C]1.24724978781052e-09[/C][C]6.23624893905261e-10[/C][/ROW]
[ROW][C]201[/C][C]0.999999998984537[/C][C]2.03092553494201e-09[/C][C]1.015462767471e-09[/C][/ROW]
[ROW][C]202[/C][C]0.999999999604577[/C][C]7.90845553742841e-10[/C][C]3.9542277687142e-10[/C][/ROW]
[ROW][C]203[/C][C]0.999999999289597[/C][C]1.42080528846131e-09[/C][C]7.10402644230656e-10[/C][/ROW]
[ROW][C]204[/C][C]0.999999999030108[/C][C]1.93978395471248e-09[/C][C]9.6989197735624e-10[/C][/ROW]
[ROW][C]205[/C][C]0.999999998186948[/C][C]3.6261050580997e-09[/C][C]1.81305252904985e-09[/C][/ROW]
[ROW][C]206[/C][C]0.999999996508462[/C][C]6.98307616498e-09[/C][C]3.49153808249e-09[/C][/ROW]
[ROW][C]207[/C][C]0.999999993771222[/C][C]1.2457556213178e-08[/C][C]6.22877810658898e-09[/C][/ROW]
[ROW][C]208[/C][C]0.999999988552786[/C][C]2.28944269597769e-08[/C][C]1.14472134798884e-08[/C][/ROW]
[ROW][C]209[/C][C]0.99999998475954[/C][C]3.0480920582403e-08[/C][C]1.52404602912015e-08[/C][/ROW]
[ROW][C]210[/C][C]0.999999989537754[/C][C]2.09244924801853e-08[/C][C]1.04622462400926e-08[/C][/ROW]
[ROW][C]211[/C][C]0.999999987589682[/C][C]2.4820636662233e-08[/C][C]1.24103183311165e-08[/C][/ROW]
[ROW][C]212[/C][C]0.999999978161913[/C][C]4.36761737491379e-08[/C][C]2.18380868745689e-08[/C][/ROW]
[ROW][C]213[/C][C]0.999999958597728[/C][C]8.28045450867886e-08[/C][C]4.14022725433943e-08[/C][/ROW]
[ROW][C]214[/C][C]0.999999926085868[/C][C]1.47828264142241e-07[/C][C]7.39141320711205e-08[/C][/ROW]
[ROW][C]215[/C][C]0.999999898196228[/C][C]2.03607544561198e-07[/C][C]1.01803772280599e-07[/C][/ROW]
[ROW][C]216[/C][C]0.999999887235621[/C][C]2.25528758208257e-07[/C][C]1.12764379104129e-07[/C][/ROW]
[ROW][C]217[/C][C]0.999999787879256[/C][C]4.24241487204511e-07[/C][C]2.12120743602256e-07[/C][/ROW]
[ROW][C]218[/C][C]0.999999852959223[/C][C]2.94081553090526e-07[/C][C]1.47040776545263e-07[/C][/ROW]
[ROW][C]219[/C][C]0.999999774867789[/C][C]4.50264422952521e-07[/C][C]2.2513221147626e-07[/C][/ROW]
[ROW][C]220[/C][C]0.999999691726028[/C][C]6.16547943818454e-07[/C][C]3.08273971909227e-07[/C][/ROW]
[ROW][C]221[/C][C]0.999999653140345[/C][C]6.93719310125495e-07[/C][C]3.46859655062747e-07[/C][/ROW]
[ROW][C]222[/C][C]0.999999486210229[/C][C]1.02757954190078e-06[/C][C]5.13789770950389e-07[/C][/ROW]
[ROW][C]223[/C][C]0.999999194442613[/C][C]1.61111477311704e-06[/C][C]8.05557386558519e-07[/C][/ROW]
[ROW][C]224[/C][C]0.999998555195921[/C][C]2.8896081582824e-06[/C][C]1.4448040791412e-06[/C][/ROW]
[ROW][C]225[/C][C]0.999997516124723[/C][C]4.96775055401405e-06[/C][C]2.48387527700703e-06[/C][/ROW]
[ROW][C]226[/C][C]0.999996736362208[/C][C]6.52727558456978e-06[/C][C]3.26363779228489e-06[/C][/ROW]
[ROW][C]227[/C][C]0.999997645402438[/C][C]4.70919512437939e-06[/C][C]2.35459756218969e-06[/C][/ROW]
[ROW][C]228[/C][C]0.999995653854759[/C][C]8.69229048159106e-06[/C][C]4.34614524079553e-06[/C][/ROW]
[ROW][C]229[/C][C]0.999998353434033[/C][C]3.29313193393541e-06[/C][C]1.64656596696771e-06[/C][/ROW]
[ROW][C]230[/C][C]0.999999667909973[/C][C]6.64180053762509e-07[/C][C]3.32090026881255e-07[/C][/ROW]
[ROW][C]231[/C][C]0.999999419004724[/C][C]1.16199055131652e-06[/C][C]5.80995275658261e-07[/C][/ROW]
[ROW][C]232[/C][C]0.999998860580921[/C][C]2.27883815752435e-06[/C][C]1.13941907876218e-06[/C][/ROW]
[ROW][C]233[/C][C]0.999998782712178[/C][C]2.43457564448031e-06[/C][C]1.21728782224016e-06[/C][/ROW]
[ROW][C]234[/C][C]0.999997637980816[/C][C]4.72403836754166e-06[/C][C]2.36201918377083e-06[/C][/ROW]
[ROW][C]235[/C][C]0.9999954763281[/C][C]9.04734380040422e-06[/C][C]4.52367190020211e-06[/C][/ROW]
[ROW][C]236[/C][C]0.99999129498394[/C][C]1.7410032120006e-05[/C][C]8.70501606000301e-06[/C][/ROW]
[ROW][C]237[/C][C]0.999988316165513[/C][C]2.33676689745001e-05[/C][C]1.168383448725e-05[/C][/ROW]
[ROW][C]238[/C][C]0.999979359533832[/C][C]4.12809323360631e-05[/C][C]2.06404661680316e-05[/C][/ROW]
[ROW][C]239[/C][C]0.999962232791493[/C][C]7.553441701472e-05[/C][C]3.776720850736e-05[/C][/ROW]
[ROW][C]240[/C][C]0.999931298388581[/C][C]0.000137403222838361[/C][C]6.87016114191803e-05[/C][/ROW]
[ROW][C]241[/C][C]0.99989059398609[/C][C]0.000218812027820311[/C][C]0.000109406013910156[/C][/ROW]
[ROW][C]242[/C][C]0.999888108756053[/C][C]0.000223782487894013[/C][C]0.000111891243947006[/C][/ROW]
[ROW][C]243[/C][C]0.999809979755322[/C][C]0.000380040489355432[/C][C]0.000190020244677716[/C][/ROW]
[ROW][C]244[/C][C]0.999688752361426[/C][C]0.000622495277148887[/C][C]0.000311247638574443[/C][/ROW]
[ROW][C]245[/C][C]0.999446211111237[/C][C]0.00110757777752682[/C][C]0.000553788888763411[/C][/ROW]
[ROW][C]246[/C][C]0.999525914937239[/C][C]0.000948170125522209[/C][C]0.000474085062761105[/C][/ROW]
[ROW][C]247[/C][C]0.999563291230539[/C][C]0.00087341753892142[/C][C]0.00043670876946071[/C][/ROW]
[ROW][C]248[/C][C]0.99925307096945[/C][C]0.00149385806110015[/C][C]0.000746929030550077[/C][/ROW]
[ROW][C]249[/C][C]0.99875529608532[/C][C]0.00248940782936027[/C][C]0.00124470391468014[/C][/ROW]
[ROW][C]250[/C][C]0.999502595609503[/C][C]0.000994808780993913[/C][C]0.000497404390496956[/C][/ROW]
[ROW][C]251[/C][C]0.999118348680511[/C][C]0.00176330263897878[/C][C]0.000881651319489392[/C][/ROW]
[ROW][C]252[/C][C]0.999258473255488[/C][C]0.00148305348902302[/C][C]0.000741526744511508[/C][/ROW]
[ROW][C]253[/C][C]0.998669677372958[/C][C]0.00266064525408378[/C][C]0.00133032262704189[/C][/ROW]
[ROW][C]254[/C][C]0.997696430891267[/C][C]0.00460713821746571[/C][C]0.00230356910873285[/C][/ROW]
[ROW][C]255[/C][C]0.997299693799335[/C][C]0.00540061240133085[/C][C]0.00270030620066542[/C][/ROW]
[ROW][C]256[/C][C]0.995724804303673[/C][C]0.00855039139265376[/C][C]0.00427519569632688[/C][/ROW]
[ROW][C]257[/C][C]0.992501987738311[/C][C]0.0149960245233784[/C][C]0.00749801226168921[/C][/ROW]
[ROW][C]258[/C][C]0.987754149557637[/C][C]0.0244917008847262[/C][C]0.0122458504423631[/C][/ROW]
[ROW][C]259[/C][C]0.982479710243965[/C][C]0.0350405795120701[/C][C]0.017520289756035[/C][/ROW]
[ROW][C]260[/C][C]0.97129320254205[/C][C]0.0574135949159001[/C][C]0.0287067974579501[/C][/ROW]
[ROW][C]261[/C][C]0.952801781457152[/C][C]0.0943964370856954[/C][C]0.0471982185428477[/C][/ROW]
[ROW][C]262[/C][C]0.945895804079404[/C][C]0.108208391841192[/C][C]0.0541041959205959[/C][/ROW]
[ROW][C]263[/C][C]0.983811725521182[/C][C]0.0323765489576368[/C][C]0.0161882744788184[/C][/ROW]
[ROW][C]264[/C][C]0.97060747194443[/C][C]0.058785056111141[/C][C]0.0293925280555705[/C][/ROW]
[ROW][C]265[/C][C]0.946922755408034[/C][C]0.106154489183933[/C][C]0.0530772445919664[/C][/ROW]
[ROW][C]266[/C][C]0.90818330007546[/C][C]0.18363339984908[/C][C]0.0918166999245398[/C][/ROW]
[ROW][C]267[/C][C]0.848951766717824[/C][C]0.302096466564352[/C][C]0.151048233282176[/C][/ROW]
[ROW][C]268[/C][C]0.900332031113552[/C][C]0.199335937772896[/C][C]0.0996679688864479[/C][/ROW]
[ROW][C]269[/C][C]0.849661596465633[/C][C]0.300676807068734[/C][C]0.150338403534367[/C][/ROW]
[ROW][C]270[/C][C]0.798344865315368[/C][C]0.403310269369265[/C][C]0.201655134684632[/C][/ROW]
[ROW][C]271[/C][C]0.713459986002837[/C][C]0.573080027994326[/C][C]0.286540013997163[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=5

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=5

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
18	0.218307392844881	0.436614785689763	0.781692607155119
19	0.164466316526115	0.32893263305223	0.835533683473885
20	0.082625110773833	0.165250221547666	0.917374889226167
21	0.417084718949476	0.834169437898952	0.582915281050524
22	0.377563053156568	0.755126106313136	0.622436946843432
23	0.276247363083657	0.552494726167314	0.723752636916343
24	0.194400925958133	0.388801851916267	0.805599074041867
25	0.150011485488692	0.300022970977384	0.849988514511308
26	0.101881917412824	0.203763834825648	0.898118082587176
27	0.0885333567385019	0.177066713477004	0.911466643261498
28	0.057449427030944	0.114898854061888	0.942550572969056
29	0.0396550181783237	0.0793100363566474	0.960344981821676
30	0.0304402287438287	0.0608804574876574	0.969559771256171
31	0.0510687255896896	0.102137451179379	0.94893127441031
32	0.0364578683438013	0.0729157366876027	0.963542131656199
33	0.0240755431961449	0.0481510863922899	0.975924456803855
34	0.0166690026285394	0.0333380052570788	0.983330997371461
35	0.0278742736991372	0.0557485473982744	0.972125726300863
36	0.0327870343859942	0.0655740687719883	0.967212965614006
37	0.0272719799475315	0.0545439598950629	0.972728020052469
38	0.0198628583473453	0.0397257166946907	0.980137141652655
39	0.0145250395307254	0.0290500790614508	0.985474960469275
40	0.0214847246186385	0.042969449237277	0.978515275381362
41	0.0170808165808827	0.0341616331617653	0.982919183419117
42	0.0130454457588611	0.0260908915177222	0.986954554241139
43	0.00894867130465506	0.0178973426093101	0.991051328695345
44	0.00712076594876202	0.014241531897524	0.992879234051238
45	0.0244922555753774	0.0489845111507548	0.975507744424623
46	0.0189430927020125	0.0378861854040249	0.981056907297988
47	0.0140520407429816	0.0281040814859631	0.985947959257018
48	0.0106823647524676	0.0213647295049352	0.989317635247532
49	0.00743110467053288	0.0148622093410658	0.992568895329467
50	0.0105117170604215	0.0210234341208431	0.989488282939578
51	0.0157048041853102	0.0314096083706205	0.98429519581469
52	0.0134525238706055	0.026905047741211	0.986547476129395
53	0.00950837723975336	0.0190167544795067	0.990491622760247
54	0.0109707902427197	0.0219415804854394	0.98902920975728
55	0.0114017480636583	0.0228034961273166	0.988598251936342
56	0.00861462418917495	0.0172292483783499	0.991385375810825
57	0.00620164902770762	0.0124032980554152	0.993798350972292
58	0.00612557028320716	0.0122511405664143	0.993874429716793
59	0.0042628530794105	0.00852570615882101	0.995737146920589
60	0.00299412660287274	0.00598825320574548	0.997005873397127
61	0.00211391200721589	0.00422782401443178	0.997886087992784
62	0.00246359296717567	0.00492718593435133	0.997536407032824
63	0.00251117176753254	0.00502234353506507	0.997488828232467
64	0.00181933727934533	0.00363867455869065	0.998180662720655
65	0.00537645283984795	0.0107529056796959	0.994623547160152
66	0.00512848527066263	0.0102569705413253	0.994871514729337
67	0.0037687376234979	0.0075374752469958	0.996231262376502
68	0.003005885396461	0.006011770792922	0.996994114603539
69	0.00209401291174766	0.00418802582349532	0.997905987088252
70	0.00202108910515869	0.00404217821031739	0.997978910894841
71	0.00153049143847452	0.00306098287694903	0.998469508561525
72	0.00107013571181073	0.00214027142362146	0.998929864288189
73	0.000956674332144828	0.00191334866428966	0.999043325667855
74	0.00175637710397221	0.00351275420794442	0.998243622896028
75	0.00340937120271307	0.00681874240542614	0.996590628797287
76	0.00326490128600479	0.00652980257200958	0.996735098713995
77	0.0027752955385465	0.00555059107709299	0.997224704461454
78	0.00430047975306181	0.00860095950612363	0.995699520246938
79	0.0038030060866417	0.0076060121732834	0.996196993913358
80	0.0037039998715602	0.00740799974312041	0.99629600012844
81	0.00298309637464103	0.00596619274928206	0.997016903625359
82	0.00219746155574261	0.00439492311148521	0.997802538444257
83	0.00175316716734987	0.00350633433469975	0.99824683283265
84	0.00129193063383084	0.00258386126766169	0.998708069366169
85	0.973903318268122	0.0521933634637567	0.0260966817318784
86	0.968717066190081	0.0625658676198375	0.0312829338099188
87	0.962462788107431	0.0750744237851387	0.0375372118925694
88	0.955093298054807	0.0898134038903855	0.0449067019451927
89	0.955990349646893	0.0880193007062143	0.0440096503531071
90	0.961009049631001	0.0779819007379973	0.0389909503689986
91	0.95736755934993	0.0852648813001405	0.0426324406500703
92	0.956893970854445	0.0862120582911096	0.0431060291455548
93	0.949122597457938	0.101754805084124	0.050877402542062
94	0.939281037077498	0.121437925845004	0.0607189629225018
95	0.935826093286695	0.12834781342661	0.0641739067133052
96	0.935091849128378	0.129816301743245	0.0649081508716223
97	0.940652559765254	0.118694880469493	0.0593474402347464
98	0.954448968847869	0.0911020623042627	0.0455510311521314
99	0.951136021722361	0.0977279565552778	0.0488639782776389
100	0.942761279502098	0.114477440995804	0.057238720497902
101	0.935565156412149	0.128869687175702	0.0644348435878511
102	0.926471639263307	0.147056721473386	0.0735283607366931
103	0.919473691147612	0.161052617704776	0.0805263088523881
104	0.944829690672247	0.110340618655506	0.0551703093277528
105	0.949000473814453	0.101999052371095	0.0509995261855474
106	0.963836658252873	0.0723266834942544	0.0361633417471272
107	0.977780891080125	0.0444382178397508	0.0222191089198754
108	0.972674209527347	0.0546515809453061	0.0273257904726531
109	0.968991535471596	0.0620169290568082	0.0310084645284041
110	0.964067592771031	0.0718648144579373	0.0359324072289687
111	0.96114379785245	0.0777124042951007	0.0388562021475503
112	0.958118705180934	0.0837625896381315	0.0418812948190657
113	0.950064388888512	0.0998712222229756	0.0499356111114878
114	0.951413774938881	0.0971724501222375	0.0485862250611188
115	0.947139137677346	0.105721724645309	0.0528608623226544
116	0.937431884636421	0.125136230727159	0.0625681153635795
117	0.926044146534828	0.147911706930344	0.073955853465172
118	0.913711822297792	0.172576355404416	0.0862881777022078
119	0.999711729798067	0.000576540403865308	0.000288270201932654
120	0.999606270358579	0.000787459282843052	0.000393729641421526
121	0.99949709562647	0.00100580874705978	0.000502904373529889
122	0.999424843210717	0.00115031357856679	0.000575156789283393
123	0.999400038763301	0.00119992247339756	0.000599961236698781
124	0.999999421854854	1.15629029293967e-06	5.78145146469837e-07
125	0.999999438368211	1.12326357702451e-06	5.61631788512253e-07
126	0.999999284337097	1.43132580562749e-06	7.15662902813743e-07
127	0.999999011594712	1.97681057651431e-06	9.88405288257155e-07
128	0.999998540084138	2.91983172384654e-06	1.45991586192327e-06
129	0.999998226097903	3.54780419369153e-06	1.77390209684577e-06
130	0.999997336865625	5.32626875088236e-06	2.66313437544118e-06
131	0.999996162296644	7.6754067116346e-06	3.8377033558173e-06
132	0.999994965302773	1.00693944537914e-05	5.03469722689569e-06
133	0.999993940039736	1.21199205283088e-05	6.05996026415441e-06
134	0.999991781514767	1.6436970465371e-05	8.21848523268548e-06
135	0.99999679270461	6.41459078036996e-06	3.20729539018498e-06
136	0.999997220435462	5.55912907653319e-06	2.7795645382666e-06
137	0.99999578878508	8.42242983930553e-06	4.21121491965277e-06
138	0.999996347348093	7.30530381356873e-06	3.65265190678436e-06
139	0.999996612784999	6.7744300022969e-06	3.38721500114845e-06
140	0.999994949727887	1.01005442259146e-05	5.0502721129573e-06
141	0.999992719741238	1.45605175244384e-05	7.2802587622192e-06
142	0.999992390387845	1.52192243108503e-05	7.60961215542514e-06
143	0.999989130071122	2.17398577568348e-05	1.08699288784174e-05
144	0.999991718148083	1.65637038343631e-05	8.28185191718155e-06
145	0.999992023954375	1.59520912506815e-05	7.97604562534077e-06
146	0.999988424697261	2.31506054776167e-05	1.15753027388083e-05
147	0.999995020642381	9.95871523848765e-06	4.97935761924383e-06
148	0.999998560770022	2.87845995567667e-06	1.43922997783834e-06
149	0.999997864244675	4.27151065046937e-06	2.13575532523469e-06
150	0.999997431239137	5.13752172681938e-06	2.56876086340969e-06
151	0.999996731544958	6.53691008426651e-06	3.26845504213325e-06
152	0.999997144699805	5.71060039028508e-06	2.85530019514254e-06
153	0.999995677080515	8.64583896939015e-06	4.32291948469508e-06
154	0.999998194255791	3.61148841761043e-06	1.80574420880521e-06
155	0.999997705458726	4.5890825482957e-06	2.29454127414785e-06
156	0.999999910177688	1.7964462429445e-07	8.9822312147225e-08
157	0.999999858114652	2.83770696138502e-07	1.41885348069251e-07
158	0.99999979384402	4.12311960761712e-07	2.06155980380856e-07
159	0.999999721689355	5.5662128937066e-07	2.7831064468533e-07
160	0.999999616478591	7.67042817437668e-07	3.83521408718834e-07
161	0.999999407151849	1.18569630106416e-06	5.92848150532081e-07
162	0.99999999630311	7.39378058109286e-09	3.69689029054643e-09
163	0.999999994793359	1.04132815525039e-08	5.20664077625194e-09
164	0.999999996688441	6.62311796072293e-09	3.31155898036146e-09
165	0.999999996641662	6.7166763961917e-09	3.35833819809585e-09
166	0.999999996449889	7.10022217179143e-09	3.55011108589572e-09
167	0.999999996272343	7.4553143132678e-09	3.7276571566339e-09
168	0.999999999315397	1.36920533452018e-09	6.84602667260092e-10
169	0.999999999181573	1.63685416999887e-09	8.18427084999436e-10
170	0.999999999926124	1.47751054305694e-10	7.3875527152847e-11
171	0.999999999890458	2.19084127172454e-10	1.09542063586227e-10
172	0.999999999800488	3.99023270401209e-10	1.99511635200605e-10
173	0.999999999704036	5.91928970077398e-10	2.95964485038699e-10
174	0.999999999757072	4.85855563469679e-10	2.42927781734839e-10
175	0.999999999939448	1.21103890986754e-10	6.05519454933771e-11
176	0.999999999912573	1.74853345572454e-10	8.7426672786227e-11
177	0.999999999976804	4.63924123705369e-11	2.31962061852684e-11
178	0.999999999955525	8.89501028194626e-11	4.44750514097313e-11
179	0.999999999983754	3.24929771068762e-11	1.62464885534381e-11
180	0.999999999977205	4.55902554002229e-11	2.27951277001115e-11
181	0.999999999958798	8.24043856577338e-11	4.12021928288669e-11
182	0.999999999991519	1.69628925738381e-11	8.48144628691905e-12
183	0.999999999983209	3.35829413323308e-11	1.67914706661654e-11
184	0.999999999968385	6.32298630807672e-11	3.16149315403836e-11
185	0.999999999981232	3.75363649668467e-11	1.87681824834233e-11
186	0.999999999963007	7.39851827530515e-11	3.69925913765257e-11
187	0.999999999947013	1.05973086001085e-10	5.29865430005424e-11
188	0.999999999899538	2.00924445447303e-10	1.00462222723652e-10
189	0.999999999895749	2.08501753607847e-10	1.04250876803924e-10
190	0.999999999836996	3.26007550108223e-10	1.63003775054111e-10
191	0.999999999878962	2.4207593118149e-10	1.21037965590745e-10
192	0.999999999769268	4.6146317134057e-10	2.30731585670285e-10
193	0.999999999606596	7.86807642501468e-10	3.93403821250734e-10
194	0.999999999476393	1.04721479789655e-09	5.23607398948274e-10
195	0.999999999002102	1.99579626280562e-09	9.9789813140281e-10
196	0.999999998527437	2.94512528336035e-09	1.47256264168018e-09
197	0.999999997684425	4.63115065992487e-09	2.31557532996243e-09
198	0.999999999573609	8.52782496574301e-10	4.26391248287151e-10
199	0.999999999548328	9.03344773409966e-10	4.51672386704983e-10
200	0.999999999376375	1.24724978781052e-09	6.23624893905261e-10
201	0.999999998984537	2.03092553494201e-09	1.015462767471e-09
202	0.999999999604577	7.90845553742841e-10	3.9542277687142e-10
203	0.999999999289597	1.42080528846131e-09	7.10402644230656e-10
204	0.999999999030108	1.93978395471248e-09	9.6989197735624e-10
205	0.999999998186948	3.6261050580997e-09	1.81305252904985e-09
206	0.999999996508462	6.98307616498e-09	3.49153808249e-09
207	0.999999993771222	1.2457556213178e-08	6.22877810658898e-09
208	0.999999988552786	2.28944269597769e-08	1.14472134798884e-08
209	0.99999998475954	3.0480920582403e-08	1.52404602912015e-08
210	0.999999989537754	2.09244924801853e-08	1.04622462400926e-08
211	0.999999987589682	2.4820636662233e-08	1.24103183311165e-08
212	0.999999978161913	4.36761737491379e-08	2.18380868745689e-08
213	0.999999958597728	8.28045450867886e-08	4.14022725433943e-08
214	0.999999926085868	1.47828264142241e-07	7.39141320711205e-08
215	0.999999898196228	2.03607544561198e-07	1.01803772280599e-07
216	0.999999887235621	2.25528758208257e-07	1.12764379104129e-07
217	0.999999787879256	4.24241487204511e-07	2.12120743602256e-07
218	0.999999852959223	2.94081553090526e-07	1.47040776545263e-07
219	0.999999774867789	4.50264422952521e-07	2.2513221147626e-07
220	0.999999691726028	6.16547943818454e-07	3.08273971909227e-07
221	0.999999653140345	6.93719310125495e-07	3.46859655062747e-07
222	0.999999486210229	1.02757954190078e-06	5.13789770950389e-07
223	0.999999194442613	1.61111477311704e-06	8.05557386558519e-07
224	0.999998555195921	2.8896081582824e-06	1.4448040791412e-06
225	0.999997516124723	4.96775055401405e-06	2.48387527700703e-06
226	0.999996736362208	6.52727558456978e-06	3.26363779228489e-06
227	0.999997645402438	4.70919512437939e-06	2.35459756218969e-06
228	0.999995653854759	8.69229048159106e-06	4.34614524079553e-06
229	0.999998353434033	3.29313193393541e-06	1.64656596696771e-06
230	0.999999667909973	6.64180053762509e-07	3.32090026881255e-07
231	0.999999419004724	1.16199055131652e-06	5.80995275658261e-07
232	0.999998860580921	2.27883815752435e-06	1.13941907876218e-06
233	0.999998782712178	2.43457564448031e-06	1.21728782224016e-06
234	0.999997637980816	4.72403836754166e-06	2.36201918377083e-06
235	0.9999954763281	9.04734380040422e-06	4.52367190020211e-06
236	0.99999129498394	1.7410032120006e-05	8.70501606000301e-06
237	0.999988316165513	2.33676689745001e-05	1.168383448725e-05
238	0.999979359533832	4.12809323360631e-05	2.06404661680316e-05
239	0.999962232791493	7.553441701472e-05	3.776720850736e-05
240	0.999931298388581	0.000137403222838361	6.87016114191803e-05
241	0.99989059398609	0.000218812027820311	0.000109406013910156
242	0.999888108756053	0.000223782487894013	0.000111891243947006
243	0.999809979755322	0.000380040489355432	0.000190020244677716
244	0.999688752361426	0.000622495277148887	0.000311247638574443
245	0.999446211111237	0.00110757777752682	0.000553788888763411
246	0.999525914937239	0.000948170125522209	0.000474085062761105
247	0.999563291230539	0.00087341753892142	0.00043670876946071
248	0.99925307096945	0.00149385806110015	0.000746929030550077
249	0.99875529608532	0.00248940782936027	0.00124470391468014
250	0.999502595609503	0.000994808780993913	0.000497404390496956
251	0.999118348680511	0.00176330263897878	0.000881651319489392
252	0.999258473255488	0.00148305348902302	0.000741526744511508
253	0.998669677372958	0.00266064525408378	0.00133032262704189
254	0.997696430891267	0.00460713821746571	0.00230356910873285
255	0.997299693799335	0.00540061240133085	0.00270030620066542
256	0.995724804303673	0.00855039139265376	0.00427519569632688
257	0.992501987738311	0.0149960245233784	0.00749801226168921
258	0.987754149557637	0.0244917008847262	0.0122458504423631
259	0.982479710243965	0.0350405795120701	0.017520289756035
260	0.97129320254205	0.0574135949159001	0.0287067974579501
261	0.952801781457152	0.0943964370856954	0.0471982185428477
262	0.945895804079404	0.108208391841192	0.0541041959205959
263	0.983811725521182	0.0323765489576368	0.0161882744788184
264	0.97060747194443	0.058785056111141	0.0293925280555705
265	0.946922755408034	0.106154489183933	0.0530772445919664
266	0.90818330007546	0.18363339984908	0.0918166999245398
267	0.848951766717824	0.302096466564352	0.151048233282176
268	0.900332031113552	0.199335937772896	0.0996679688864479
269	0.849661596465633	0.300676807068734	0.150338403534367
270	0.798344865315368	0.403310269369265	0.201655134684632
271	0.713459986002837	0.573080027994326	0.286540013997163

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	162	0.637795275590551	NOK
5% type I error level	192	0.755905511811024	NOK
10% type I error level	219	0.862204724409449	NOK

\begin{tabular}{lllllllll}
\hline
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity \tabularnewline
Description & # significant tests & % significant tests & OK/NOK \tabularnewline
1% type I error level & 162 & 0.637795275590551 & NOK \tabularnewline
5% type I error level & 192 & 0.755905511811024 & NOK \tabularnewline
10% type I error level & 219 & 0.862204724409449 & NOK \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=154300&T=6

[TABLE]
[ROW][C]Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity[/C][/ROW]
[ROW][C]Description[/C][C]# significant tests[/C][C]% significant tests[/C][C]OK/NOK[/C][/ROW]
[ROW][C]1% type I error level[/C][C]162[/C][C]0.637795275590551[/C][C]NOK[/C][/ROW]
[ROW][C]5% type I error level[/C][C]192[/C][C]0.755905511811024[/C][C]NOK[/C][/ROW]
[ROW][C]10% type I error level[/C][C]219[/C][C]0.862204724409449[/C][C]NOK[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=154300&T=6

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=154300&T=6

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	162	0.637795275590551	NOK
5% type I error level	192	0.755905511811024	NOK
10% type I error level	219	0.862204724409449	NOK

Figure 1

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Figure 4

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Figure 5

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Figure 6

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Figure 7

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Figure 8

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Figure 9

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Figure 10

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Parameters (Session):

par1 = 11 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ;

Parameters (R input):

par1 = 11 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ;

R code (references can be found in the software module):

library(lattice)
library(lmtest)
n25 <- 25 #minimum number of obs. for Goldfeld-Quandt test
par1 <- as.numeric(par1)
x <- t(y)
k <- length(x[1,])
n <- length(x[,1])
x1 <- cbind(x[,par1], x[,1:k!=par1])
mycolnames <- c(colnames(x)[par1], colnames(x)[1:k!=par1])
colnames(x1) <- mycolnames #colnames(x)[par1]
x <- x1
if (par3 == 'First Differences'){
x2 <- array(0, dim=c(n-1,k), dimnames=list(1:(n-1), paste('(1-B)',colnames(x),sep='')))
for (i in 1:n-1) {
for (j in 1:k) {
x2[i,j] <- x[i+1,j] - x[i,j]
}
}
x <- x2
}
if (par2 == 'Include Monthly Dummies'){
x2 <- array(0, dim=c(n,11), dimnames=list(1:n, paste('M', seq(1:11), sep ='')))
for (i in 1:11){
x2[seq(i,n,12),i] <- 1
}
x <- cbind(x, x2)
}
if (par2 == 'Include Quarterly Dummies'){
x2 <- array(0, dim=c(n,3), dimnames=list(1:n, paste('Q', seq(1:3), sep ='')))
for (i in 1:3){
x2[seq(i,n,4),i] <- 1
}
x <- cbind(x, x2)
}
k <- length(x[1,])
if (par3 == 'Linear Trend'){
x <- cbind(x, c(1:n))
colnames(x)[k+1] <- 't'
}
x
k <- length(x[1,])
df <- as.data.frame(x)
(mylm <- lm(df))
(mysum <- summary(mylm))
if (n > n25) {
kp3 <- k + 3
nmkm3 <- n - k - 3
gqarr <- array(NA, dim=c(nmkm3-kp3+1,3))
numgqtests <- 0
numsignificant1 <- 0
numsignificant5 <- 0
numsignificant10 <- 0
for (mypoint in kp3:nmkm3) {
j <- 0
numgqtests <- numgqtests + 1
for (myalt in c('greater', 'two.sided', 'less')) {
j <- j + 1
gqarr[mypoint-kp3+1,j] <- gqtest(mylm, point=mypoint, alternative=myalt)$p.value
}
if (gqarr[mypoint-kp3+1,2] < 0.01) numsignificant1 <- numsignificant1 + 1
if (gqarr[mypoint-kp3+1,2] < 0.05) numsignificant5 <- numsignificant5 + 1
if (gqarr[mypoint-kp3+1,2] < 0.10) numsignificant10 <- numsignificant10 + 1
}
gqarr
}
bitmap(file='test0.png')
plot(x[,1], type='l', main='Actuals and Interpolation', ylab='value of Actuals and Interpolation (dots)', xlab='time or index')
points(x[,1]-mysum$resid)
grid()
dev.off()
bitmap(file='test1.png')
plot(mysum$resid, type='b', pch=19, main='Residuals', ylab='value of Residuals', xlab='time or index')
grid()
dev.off()
bitmap(file='test2.png')
hist(mysum$resid, main='Residual Histogram', xlab='values of Residuals')
grid()
dev.off()
bitmap(file='test3.png')
densityplot(~mysum$resid,col='black',main='Residual Density Plot', xlab='values of Residuals')
dev.off()
bitmap(file='test4.png')
qqnorm(mysum$resid, main='Residual Normal Q-Q Plot')
qqline(mysum$resid)
grid()
dev.off()
(myerror <- as.ts(mysum$resid))
bitmap(file='test5.png')
dum <- cbind(lag(myerror,k=1),myerror)
dum
dum1 <- dum[2:length(myerror),]
dum1
z <- as.data.frame(dum1)
z
plot(z,main=paste('Residual Lag plot, lowess, and regression line'), ylab='values of Residuals', xlab='lagged values of Residuals')
lines(lowess(z))
abline(lm(z))
grid()
dev.off()
bitmap(file='test6.png')
acf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Autocorrelation Function')
grid()
dev.off()
bitmap(file='test7.png')
pacf(mysum$resid, lag.max=length(mysum$resid)/2, main='Residual Partial Autocorrelation Function')
grid()
dev.off()
bitmap(file='test8.png')
opar <- par(mfrow = c(2,2), oma = c(0, 0, 1.1, 0))
plot(mylm, las = 1, sub='Residual Diagnostics')
par(opar)
dev.off()
if (n > n25) {
bitmap(file='test9.png')
plot(kp3:nmkm3,gqarr[,2], main='Goldfeld-Quandt test',ylab='2-sided p-value',xlab='breakpoint')
grid()
dev.off()
}
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Estimated Regression Equation', 1, TRUE)
a<-table.row.end(a)
myeq <- colnames(x)[1]
myeq <- paste(myeq, '[t] = ', sep='')
for (i in 1:k){
if (mysum$coefficients[i,1] > 0) myeq <- paste(myeq, '+', '')
myeq <- paste(myeq, mysum$coefficients[i,1], sep=' ')
if (rownames(mysum$coefficients)[i] != '(Intercept)') {
myeq <- paste(myeq, rownames(mysum$coefficients)[i], sep='')
if (rownames(mysum$coefficients)[i] != 't') myeq <- paste(myeq, '[t]', sep='')
}
}
myeq <- paste(myeq, ' + e[t]')
a<-table.row.start(a)
a<-table.element(a, myeq)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,hyperlink('ols1.htm','Multiple Linear Regression - Ordinary Least Squares',''), 6, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Variable',header=TRUE)
a<-table.element(a,'Parameter',header=TRUE)
a<-table.element(a,'S.D.',header=TRUE)
a<-table.element(a,'T-STAT
H0: parameter = 0',header=TRUE)
a<-table.element(a,'2-tail p-value',header=TRUE)
a<-table.element(a,'1-tail p-value',header=TRUE)
a<-table.row.end(a)
for (i in 1:k){
a<-table.row.start(a)
a<-table.element(a,rownames(mysum$coefficients)[i],header=TRUE)
a<-table.element(a,mysum$coefficients[i,1])
a<-table.element(a, round(mysum$coefficients[i,2],6))
a<-table.element(a, round(mysum$coefficients[i,3],4))
a<-table.element(a, round(mysum$coefficients[i,4],6))
a<-table.element(a, round(mysum$coefficients[i,4]/2,6))
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Regression Statistics', 2, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Multiple R',1,TRUE)
a<-table.element(a, sqrt(mysum$r.squared))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'R-squared',1,TRUE)
a<-table.element(a, mysum$r.squared)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Adjusted R-squared',1,TRUE)
a<-table.element(a, mysum$adj.r.squared)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (value)',1,TRUE)
a<-table.element(a, mysum$fstatistic[1])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (DF numerator)',1,TRUE)
a<-table.element(a, mysum$fstatistic[2])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'F-TEST (DF denominator)',1,TRUE)
a<-table.element(a, mysum$fstatistic[3])
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'p-value',1,TRUE)
a<-table.element(a, 1-pf(mysum$fstatistic[1],mysum$fstatistic[2],mysum$fstatistic[3]))
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Residual Statistics', 2, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Residual Standard Deviation',1,TRUE)
a<-table.element(a, mysum$sigma)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Sum Squared Residuals',1,TRUE)
a<-table.element(a, sum(myerror*myerror))
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a, 'Multiple Linear Regression - Actuals, Interpolation, and Residuals', 4, TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Time or Index', 1, TRUE)
a<-table.element(a, 'Actuals', 1, TRUE)
a<-table.element(a, 'Interpolation
Forecast', 1, TRUE)
a<-table.element(a, 'Residuals
Prediction Error', 1, TRUE)
a<-table.row.end(a)
for (i in 1:n) {
a<-table.row.start(a)
a<-table.element(a,i, 1, TRUE)
a<-table.element(a,x[i])
a<-table.element(a,x[i]-mysum$resid[i])
a<-table.element(a,mysum$resid[i])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable4.tab')
if (n > n25) {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Goldfeld-Quandt test for Heteroskedasticity',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'p-values',header=TRUE)
a<-table.element(a,'Alternative Hypothesis',3,header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'breakpoint index',header=TRUE)
a<-table.element(a,'greater',header=TRUE)
a<-table.element(a,'2-sided',header=TRUE)
a<-table.element(a,'less',header=TRUE)
a<-table.row.end(a)
for (mypoint in kp3:nmkm3) {
a<-table.row.start(a)
a<-table.element(a,mypoint,header=TRUE)
a<-table.element(a,gqarr[mypoint-kp3+1,1])
a<-table.element(a,gqarr[mypoint-kp3+1,2])
a<-table.element(a,gqarr[mypoint-kp3+1,3])
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable5.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity',4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Description',header=TRUE)
a<-table.element(a,'# significant tests',header=TRUE)
a<-table.element(a,'% significant tests',header=TRUE)
a<-table.element(a,'OK/NOK',header=TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'1% type I error level',header=TRUE)
a<-table.element(a,numsignificant1)
a<-table.element(a,numsignificant1/numgqtests)
if (numsignificant1/numgqtests < 0.01) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'5% type I error level',header=TRUE)
a<-table.element(a,numsignificant5)
a<-table.element(a,numsignificant5/numgqtests)
if (numsignificant5/numgqtests < 0.05) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'10% type I error level',header=TRUE)
a<-table.element(a,numsignificant10)
a<-table.element(a,numsignificant10/numgqtests)
if (numsignificant10/numgqtests < 0.1) dum <- 'OK' else dum <- 'NOK'
a<-table.element(a,dum)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable6.tab')
}

Free Statistics

Description of Statistical Computation

Tree of Dependent Computations

Dataset

Tables (Output of Computation)

Figures (Output of Computation)

Input Parameters & R Code