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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

Thu, 22 Dec 2011 13:32:34 -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/22/t1324578766ger0fwfoqoxv4xp.htm/, Retrieved Fri, 03 May 2024 14:00:55 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=159830, Retrieved Fri, 03 May 2024 14:00:55 +0000

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Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

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

-     [Multiple Regression] [rfc MR] [2011-12-15 10:51:08] [26f9350dcf28f408b6e37deed68b781e]
-   P   [Multiple Regression] [rfc MR time] [2011-12-15 12:20:04] [26f9350dcf28f408b6e37deed68b781e]
- R       [Multiple Regression] [multiple regressi...] [2011-12-22 17:41:46] [60ee5df9faaa84c3ff8430225fa6ae40]
-    D        [Multiple Regression] [fqsfqqfs] [2011-12-22 18:32:34] [45518980c8849b3d423cb3fbefd7479f] [Current]

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Dataseries X:

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Histogram

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=159830&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=159830&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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
time_in_rfc[t] = -5425.45816532429 + 6.16687838238534pageviews[t] + 172.083546617996logins[t] + 111.546734729441compendium_views_info[t] + 14.5692916219649compendium_views_pr[t] -215.734405888975shared_compendiums[t] + 36.0107233145657blogged_computations[t] -927.987057632086compendiums_reviewed[t] + 379.17305776229feedback_messages_p1[t] + 186.499782061387feedback_messages_p120[t] -0.0980059031696559totsize[t] -0.81286766710331totrevisions[t] + 0.857817088206086totseconds[t] + 101.838542010251tothyperlinks[t] -90.4391414594478totblogs[t] + e[t]

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Estimated Regression Equation \tabularnewline
time_in_rfc[t] =  -5425.45816532429 +  6.16687838238534pageviews[t] +  172.083546617996logins[t] +  111.546734729441compendium_views_info[t] +  14.5692916219649compendium_views_pr[t] -215.734405888975shared_compendiums[t] +  36.0107233145657blogged_computations[t] -927.987057632086compendiums_reviewed[t] +  379.17305776229feedback_messages_p1[t] +  186.499782061387feedback_messages_p120[t] -0.0980059031696559totsize[t] -0.81286766710331totrevisions[t] +  0.857817088206086totseconds[t] +  101.838542010251tothyperlinks[t] -90.4391414594478totblogs[t]  + e[t] \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=159830&T=1

[TABLE]
[ROW][C]Multiple Linear Regression - Estimated Regression Equation[/C][/ROW]
[ROW][C]time_in_rfc[t] =  -5425.45816532429 +  6.16687838238534pageviews[t] +  172.083546617996logins[t] +  111.546734729441compendium_views_info[t] +  14.5692916219649compendium_views_pr[t] -215.734405888975shared_compendiums[t] +  36.0107233145657blogged_computations[t] -927.987057632086compendiums_reviewed[t] +  379.17305776229feedback_messages_p1[t] +  186.499782061387feedback_messages_p120[t] -0.0980059031696559totsize[t] -0.81286766710331totrevisions[t] +  0.857817088206086totseconds[t] +  101.838542010251tothyperlinks[t] -90.4391414594478totblogs[t]  + e[t][/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=159830&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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
time_in_rfc[t] = -5425.45816532429 + 6.16687838238534pageviews[t] + 172.083546617996logins[t] + 111.546734729441compendium_views_info[t] + 14.5692916219649compendium_views_pr[t] -215.734405888975shared_compendiums[t] + 36.0107233145657blogged_computations[t] -927.987057632086compendiums_reviewed[t] + 379.17305776229feedback_messages_p1[t] + 186.499782061387feedback_messages_p120[t] -0.0980059031696559totsize[t] -0.81286766710331totrevisions[t] + 0.857817088206086totseconds[t] + 101.838542010251tothyperlinks[t] -90.4391414594478totblogs[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)	-5425.45816532429	3505.518477	-1.5477	0.122851	0.061425
pageviews	6.16687838238534	8.079518	0.7633	0.445957	0.222979
logins	172.083546617996	60.87134	2.827	0.005045	0.002522
compendium_views_info	111.546734729441	17.300366	6.4477	0	0
compendium_views_pr	14.5692916219649	33.092253	0.4403	0.660094	0.330047
shared_compendiums	-215.734405888975	549.046011	-0.3929	0.69468	0.34734
blogged_computations	36.0107233145657	91.561599	0.3933	0.694407	0.347204
compendiums_reviewed	-927.987057632086	689.4796	-1.3459	0.17944	0.08972
feedback_messages_p1	379.17305776229	208.674498	1.8171	0.070301	0.035151
feedback_messages_p120	186.499782061387	103.883426	1.7953	0.073711	0.036856
totsize	-0.0980059031696559	0.064656	-1.5158	0.13072	0.06536
totrevisions	-0.81286766710331	0.318563	-2.5517	0.011264	0.005632
totseconds	0.857817088206086	0.070793	12.1173	0	0
tothyperlinks	101.838542010251	436.707055	0.2332	0.815783	0.407891
totblogs	-90.4391414594478	452.620714	-0.1998	0.841776	0.420888

\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) & -5425.45816532429 & 3505.518477 & -1.5477 & 0.122851 & 0.061425 \tabularnewline
pageviews & 6.16687838238534 & 8.079518 & 0.7633 & 0.445957 & 0.222979 \tabularnewline
logins & 172.083546617996 & 60.87134 & 2.827 & 0.005045 & 0.002522 \tabularnewline
compendium_views_info & 111.546734729441 & 17.300366 & 6.4477 & 0 & 0 \tabularnewline
compendium_views_pr & 14.5692916219649 & 33.092253 & 0.4403 & 0.660094 & 0.330047 \tabularnewline
shared_compendiums & -215.734405888975 & 549.046011 & -0.3929 & 0.69468 & 0.34734 \tabularnewline
blogged_computations & 36.0107233145657 & 91.561599 & 0.3933 & 0.694407 & 0.347204 \tabularnewline
compendiums_reviewed & -927.987057632086 & 689.4796 & -1.3459 & 0.17944 & 0.08972 \tabularnewline
feedback_messages_p1 & 379.17305776229 & 208.674498 & 1.8171 & 0.070301 & 0.035151 \tabularnewline
feedback_messages_p120 & 186.499782061387 & 103.883426 & 1.7953 & 0.073711 & 0.036856 \tabularnewline
totsize & -0.0980059031696559 & 0.064656 & -1.5158 & 0.13072 & 0.06536 \tabularnewline
totrevisions & -0.81286766710331 & 0.318563 & -2.5517 & 0.011264 & 0.005632 \tabularnewline
totseconds & 0.857817088206086 & 0.070793 & 12.1173 & 0 & 0 \tabularnewline
tothyperlinks & 101.838542010251 & 436.707055 & 0.2332 & 0.815783 & 0.407891 \tabularnewline
totblogs & -90.4391414594478 & 452.620714 & -0.1998 & 0.841776 & 0.420888 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=159830&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]-5425.45816532429[/C][C]3505.518477[/C][C]-1.5477[/C][C]0.122851[/C][C]0.061425[/C][/ROW]
[ROW][C]pageviews[/C][C]6.16687838238534[/C][C]8.079518[/C][C]0.7633[/C][C]0.445957[/C][C]0.222979[/C][/ROW]
[ROW][C]logins[/C][C]172.083546617996[/C][C]60.87134[/C][C]2.827[/C][C]0.005045[/C][C]0.002522[/C][/ROW]
[ROW][C]compendium_views_info[/C][C]111.546734729441[/C][C]17.300366[/C][C]6.4477[/C][C]0[/C][C]0[/C][/ROW]
[ROW][C]compendium_views_pr[/C][C]14.5692916219649[/C][C]33.092253[/C][C]0.4403[/C][C]0.660094[/C][C]0.330047[/C][/ROW]
[ROW][C]shared_compendiums[/C][C]-215.734405888975[/C][C]549.046011[/C][C]-0.3929[/C][C]0.69468[/C][C]0.34734[/C][/ROW]
[ROW][C]blogged_computations[/C][C]36.0107233145657[/C][C]91.561599[/C][C]0.3933[/C][C]0.694407[/C][C]0.347204[/C][/ROW]
[ROW][C]compendiums_reviewed[/C][C]-927.987057632086[/C][C]689.4796[/C][C]-1.3459[/C][C]0.17944[/C][C]0.08972[/C][/ROW]
[ROW][C]feedback_messages_p1[/C][C]379.17305776229[/C][C]208.674498[/C][C]1.8171[/C][C]0.070301[/C][C]0.035151[/C][/ROW]
[ROW][C]feedback_messages_p120[/C][C]186.499782061387[/C][C]103.883426[/C][C]1.7953[/C][C]0.073711[/C][C]0.036856[/C][/ROW]
[ROW][C]totsize[/C][C]-0.0980059031696559[/C][C]0.064656[/C][C]-1.5158[/C][C]0.13072[/C][C]0.06536[/C][/ROW]
[ROW][C]totrevisions[/C][C]-0.81286766710331[/C][C]0.318563[/C][C]-2.5517[/C][C]0.011264[/C][C]0.005632[/C][/ROW]
[ROW][C]totseconds[/C][C]0.857817088206086[/C][C]0.070793[/C][C]12.1173[/C][C]0[/C][C]0[/C][/ROW]
[ROW][C]tothyperlinks[/C][C]101.838542010251[/C][C]436.707055[/C][C]0.2332[/C][C]0.815783[/C][C]0.407891[/C][/ROW]
[ROW][C]totblogs[/C][C]-90.4391414594478[/C][C]452.620714[/C][C]-0.1998[/C][C]0.841776[/C][C]0.420888[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=159830&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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)	-5425.45816532429	3505.518477	-1.5477	0.122851	0.061425
pageviews	6.16687838238534	8.079518	0.7633	0.445957	0.222979
logins	172.083546617996	60.87134	2.827	0.005045	0.002522
compendium_views_info	111.546734729441	17.300366	6.4477	0	0
compendium_views_pr	14.5692916219649	33.092253	0.4403	0.660094	0.330047
shared_compendiums	-215.734405888975	549.046011	-0.3929	0.69468	0.34734
blogged_computations	36.0107233145657	91.561599	0.3933	0.694407	0.347204
compendiums_reviewed	-927.987057632086	689.4796	-1.3459	0.17944	0.08972
feedback_messages_p1	379.17305776229	208.674498	1.8171	0.070301	0.035151
feedback_messages_p120	186.499782061387	103.883426	1.7953	0.073711	0.036856
totsize	-0.0980059031696559	0.064656	-1.5158	0.13072	0.06536
totrevisions	-0.81286766710331	0.318563	-2.5517	0.011264	0.005632
totseconds	0.857817088206086	0.070793	12.1173	0	0
tothyperlinks	101.838542010251	436.707055	0.2332	0.815783	0.407891
totblogs	-90.4391414594478	452.620714	-0.1998	0.841776	0.420888

Multiple Linear Regression - Regression Statistics
Multiple R	0.966916088048207
R-squared	0.934926721326447
Adjusted R-squared	0.931601809277433
F-TEST (value)	281.188406653884
F-TEST (DF numerator)	14
F-TEST (DF denominator)	274
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	21534.2640963414
Sum Squared Residuals	127060521266.848

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Regression Statistics \tabularnewline
Multiple R & 0.966916088048207 \tabularnewline
R-squared & 0.934926721326447 \tabularnewline
Adjusted R-squared & 0.931601809277433 \tabularnewline
F-TEST (value) & 281.188406653884 \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 & 21534.2640963414 \tabularnewline
Sum Squared Residuals & 127060521266.848 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=159830&T=3

[TABLE]
[ROW][C]Multiple Linear Regression - Regression Statistics[/C][/ROW]
[ROW][C]Multiple R[/C][C]0.966916088048207[/C][/ROW]
[ROW][C]R-squared[/C][C]0.934926721326447[/C][/ROW]
[ROW][C]Adjusted R-squared[/C][C]0.931601809277433[/C][/ROW]
[ROW][C]F-TEST (value)[/C][C]281.188406653884[/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]21534.2640963414[/C][/ROW]
[ROW][C]Sum Squared Residuals[/C][C]127060521266.848[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=159830&T=3

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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	0.966916088048207
R-squared	0.934926721326447
Adjusted R-squared	0.931601809277433
F-TEST (value)	281.188406653884
F-TEST (DF numerator)	14
F-TEST (DF denominator)	274
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	21534.2640963414
Sum Squared Residuals	127060521266.848

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	InterpolationForecast	ResidualsPrediction Error
1	210907	190171.282600006	20735.7173999941
2	120982	141852.593793665	-20870.5937936651
3	176508	168779.822384382	7728.17761561769
4	179321	220581.37167892	-41260.3716789203
5	123185	112102.884244714	11082.115755286
6	52746	67605.9716197737	-14859.9716197737
7	385534	371216.39314877	14317.6068512296
8	33170	28266.6763016528	4903.32369834724
9	101645	82531.8013554252	19113.1986445748
10	149061	167332.804797951	-18271.804797951
11	165446	148156.569017885	17289.4309821147
12	237213	240368.225158238	-3155.22515823844
13	173326	167725.380630306	5600.61936969375
14	133131	136880.440418334	-3749.44041833404
15	258873	218560.660650296	40312.3393497038
16	180083	173098.707114169	6984.29288583081
17	324799	368434.65146353	-43635.6514635303
18	230964	206780.775397967	24183.2246020326
19	236785	229335.864097421	7449.13590257916
20	135473	134011.297633468	1461.70236653238
21	202925	196723.051522819	6201.94847718105
22	215147	199643.19422587	15503.8057741303
23	344297	257213.751422212	87083.2485777881
24	153935	146606.559235093	7328.44076490713
25	132943	155168.442577369	-22225.4425773694
26	174724	226670.004822694	-51946.0048226943
27	174415	212576.492555385	-38161.4925553851
28	225548	255591.019597157	-30043.0195971567
29	223632	206416.140651777	17215.8593482232
30	124817	129405.612602995	-4588.61260299537
31	221698	267939.299837454	-46241.2998374544
32	210767	219074.574324227	-8307.5743242271
33	170266	175938.309497532	-5672.30949753236
34	260561	255232.400099603	5328.5999003966
35	84853	85888.4985683067	-1035.49856830676
36	294424	291273.620634873	3150.37936512687
37	101011	96683.1898508316	4327.81014916837
38	215641	208235.036220919	7405.9637790813
39	325107	288572.156767112	36534.843232888
40	7176	7494.94978866396	-318.949788663965
41	167542	157877.060446036	9664.93955396448
42	106408	84165.0790256407	22242.9209743593
43	96560	109041.08754378	-12481.0875437797
44	265769	269962.881946164	-4193.88194616432
45	269651	279534.976801825	-9883.97680182546
46	149112	150311.347170586	-1199.34717058648
47	175824	189742.487238263	-13918.4872382629
48	152871	169985.640550177	-17114.6405501773
49	111665	101985.928360805	9679.07163919487
50	116408	169036.818813011	-52628.8188130108
51	362301	322449.261935439	39851.7380645609
52	78800	104086.451099994	-25286.4510999936
53	183167	188078.951586821	-4911.95158682087
54	277965	322512.840230657	-44547.8402306566
55	150629	188910.578040795	-38281.5780407955
56	168809	192168.293486518	-23359.2934865181
57	24188	39019.6899034268	-14831.6899034268
58	329267	296135.116702446	33131.8832975537
59	65029	66257.601349034	-1228.60134903395
60	101097	111510.249311831	-10413.2493118308
61	218946	210307.499193874	8638.50080612633
62	244052	241141.610855377	2910.38914462255
63	341570	337806.22370958	3763.77629041997
64	103597	100247.85140856	3349.14859144018
65	233328	266151.613094303	-32823.6130943032
66	256462	271148.272424185	-14686.2724241852
67	206161	158062.451979492	48098.5480205083
68	311473	323017.630446585	-11544.6304465846
69	235800	263773.763644211	-27973.7636442113
70	177939	204959.383591567	-27020.3835915669
71	207176	195108.669404857	12067.3305951428
72	196553	181813.777121686	14739.2228783137
73	174184	165820.350268119	8363.64973188128
74	143246	148502.991305952	-5256.99130595171
75	187559	220608.916498502	-33049.9164985017
76	187681	181464.113340806	6216.88665919404
77	119016	134632.634625023	-15616.6346250234
78	182192	194222.150944212	-12030.150944212
79	73566	89281.2418715874	-15715.2418715874
80	194979	192172.654546422	2806.34545357834
81	167488	157173.168543715	10314.8314562855
82	143756	154152.150258463	-10396.1502584627
83	275541	205118.113678291	70422.8863217094
84	243199	227132.246656618	16066.7533433822
85	182999	184178.618481391	-1179.61848139133
86	135649	141494.206625029	-5845.2066250291
87	152299	150780.552368372	1518.44763162806
88	120221	133485.569697443	-13264.5696974434
89	346485	271612.482653884	74872.5173461161
90	145790	164722.612450162	-18932.6124501621
91	193339	155712.229938647	37626.7700613531
92	80953	100079.680125633	-19126.680125633
93	122774	136416.214055389	-13642.2140553885
94	130585	111551.64916626	19033.3508337399
95	112611	103166.134370694	9444.86562930641
96	286468	277093.085212237	9374.91478776292
97	241066	223374.587980297	17691.4120197033
98	148446	200369.786784006	-51923.786784006
99	204713	186647.633773675	18065.3662263252
100	182079	175085.457706346	6993.54229365398
101	140344	143134.306001267	-2790.30600126664
102	220516	216154.318955489	4361.68104451051
103	243060	210247.384576201	32812.615423799
104	162765	150280.37393067	12484.6260693302
105	182613	176261.727584941	6351.27241505851
106	232138	234672.065729664	-2534.06572966366
107	265318	295351.140357462	-30033.1403574623
108	85574	86888.5085653592	-1314.50856535917
109	310839	300427.837361234	10411.1626387657
110	225060	199954.551517558	25105.4484824422
111	232317	248748.903883972	-16431.903883972
112	144966	152505.859994683	-7539.85999468342
113	43287	53111.5991421776	-9824.59914217762
114	155754	151651.793590363	4102.20640963665
115	164709	179311.06851459	-14602.0685145902
116	201940	211316.456699234	-9376.45669923403
117	235454	229521.857562824	5932.14243717642
118	220801	186000.782587451	34800.2174125493
119	99466	161418.056135503	-61952.0561355032
120	92661	101469.84253618	-8808.84253618021
121	133328	132484.757733785	843.242266214705
122	61361	89588.6264728421	-28227.6264728421
123	125930	154955.893266738	-29025.8932667384
124	100750	139124.798098781	-38374.7980987805
125	224549	199560.903567509	24988.096432491
126	82316	73493.4543143	8822.54568569997
127	102010	95516.6894453624	6493.31055463761
128	101523	100465.12897925	1057.8710207497
129	243511	196192.757529093	47318.2424709073
130	22938	20348.0587620405	2589.94123795954
131	41566	41353.0037562456	212.996243754446
132	152474	165835.199650394	-13361.1996503937
133	61857	47501.0657556276	14355.9342443724
134	99923	137498.452927683	-37575.4529276832
135	132487	137412.584369219	-4925.58436921858
136	317394	323319.704145597	-5925.70414559722
137	21054	21540.9833031603	-486.983303160269
138	209641	197150.557991824	12490.4420081765
139	22648	34177.3596721591	-11529.3596721591
140	31414	34729.0428481768	-3315.04284817682
141	46698	65001.4121643379	-18303.4121643379
142	131698	143171.19906159	-11473.1990615904
143	91735	76949.5822359826	14785.4177640174
144	244749	277751.127359834	-33002.1273598335
145	184510	153522.888815432	30987.1111845678
146	79863	87448.584299771	-7585.58429977103
147	128423	102609.430194285	25813.5698057153
148	97839	112909.134474546	-15070.1344745456
149	38214	52561.8611945978	-14347.8611945978
150	151101	146155.421895291	4945.57810470906
151	272458	248214.059306649	24243.9406933505
152	172494	177928.006861062	-5434.00686106233
153	108043	114321.863121285	-6278.86312128494
154	328107	329583.454539129	-1476.45453912911
155	250579	281372.202562033	-30793.2025620328
156	351067	333181.827057885	17885.172942115
157	158015	155337.896471614	2677.10352838559
158	98866	86928.6547190984	11937.3452809016
159	85439	110215.247352533	-24776.2473525333
160	229242	218584.412630918	10657.5873690817
161	351619	352172.915226289	-553.91522628889
162	84207	73245.3930645946	10961.6069354054
163	120445	122219.186465267	-1774.18646526708
164	324598	302894.623065489	21703.3769345108
165	131069	144706.436195058	-13637.4361950582
166	204271	188736.473507555	15534.526492445
167	165543	178227.449962473	-12684.4499624726
168	141722	117121.977014192	24600.0229858083
169	116048	113928.036599657	2119.9634003426
170	250047	176852.843222081	73194.1567779191
171	299775	290296.109918396	9478.89008160385
172	195838	185020.73860954	10817.2613904598
173	173260	127909.347428372	45350.6525716279
174	254488	223256.326208506	31231.6737914945
175	104389	142216.757807142	-37827.7578071417
176	136084	138898.510484008	-2814.51048400846
177	199476	224232.565462734	-24756.5654627342
178	92499	79887.9282178495	12611.0717821505
179	224330	222877.205864968	1452.7941350321
180	135781	108402.905861085	27378.0941389155
181	74408	85753.0777010734	-11345.0777010734
182	81240	103858.510094295	-22618.5100942949
183	14688	11807.791489168	2880.208510832
184	181633	168589.594622743	13043.4053772566
185	271856	271257.819977737	598.180022262698
186	7199	7969.44545170575	-770.445451705752
187	46660	50131.509806533	-3471.509806533
188	17547	9447.90812573036	8099.09187426964
189	133368	138539.096989416	-5171.09698941645
190	95227	63954.2548102389	31272.7451897611
191	152601	106750.172921874	45850.827078126
192	98146	96660.8164198145	1485.18358018553
193	79619	89616.5365953274	-9997.53659532735
194	59194	73741.1299004718	-14547.1299004718
195	139942	160659.492737989	-20717.4927379895
196	118612	107277.653686319	11334.346313681
197	72880	87078.564085737	-14198.564085737
198	65475	62052.4466825172	3422.55331748282
199	99643	121617.044438816	-21974.0444388159
200	71965	68944.7894779261	3020.21052207393
201	77272	71829.6746061472	5442.32539385277
202	49289	42392.9996842203	6896.00031577966
203	135131	112211.482006348	22919.5179936517
204	108446	112800.684208649	-4354.68420864853
205	89746	112935.818071344	-23189.8180713437
206	44296	48027.7557651532	-3731.75576515316
207	77648	73725.3007561484	3922.69924385155
208	181528	148412.623509193	33115.3764908065
209	134019	110999.453903804	23019.5460961962
210	124064	127215.302486324	-3151.30248632435
211	92630	92914.7676421765	-284.767642176545
212	121848	90650.1462816103	31197.8537183897
213	52915	52216.1477076885	698.852292311479
214	81872	84231.2934742549	-2359.29347425494
215	58981	74866.3047178073	-15885.3047178073
216	53515	67811.1313724612	-14296.1313724612
217	60812	90459.3645267469	-29647.3645267469
218	56375	63330.8196811341	-6955.81968113415
219	65490	71406.1217906418	-5916.12179064184
220	80949	66056.6927214543	14892.3072785457
221	76302	92813.687063826	-16511.687063826
222	104011	147728.014317057	-43717.0143170568
223	98104	138582.901406988	-40478.9014069883
224	67989	71855.9713192894	-3866.97131928939
225	30989	29700.304562102	1288.69543789803
226	135458	132915.435293524	2542.56470647616
227	73504	61220.9327974091	12283.0672025909
228	63123	79649.6041854531	-16526.6041854531
229	61254	67038.0900109337	-5784.09001093367
230	74914	97366.3899615209	-22452.3899615209
231	31774	42208.0323636357	-10434.0323636357
232	81437	86658.2565983318	-5221.25659833181
233	87186	133733.14781038	-46547.1478103797
234	50090	56031.7574516839	-5941.75745168386
235	65745	79382.5101145518	-13637.5101145518
236	56653	55326.8611136372	1326.13888636283
237	158399	108826.714407848	49572.2855921517
238	46455	58553.4370851869	-12098.4370851869
239	73624	85121.2689243022	-11497.2689243022
240	38395	50821.8357674719	-12426.8357674719
241	91899	86427.846113762	5471.15388623798
242	139526	135442.310341487	4083.68965851286
243	52164	59021.7158166762	-6857.71581667616
244	51567	52988.3917586113	-1421.39175861125
245	70551	77248.8841675136	-6697.88416751358
246	84856	93828.0841450037	-8972.08414500371
247	102538	118537.680254446	-15999.6802544462
248	86678	78986.3228433748	7691.67715662516
249	85709	73294.9924033819	12414.0075966181
250	34662	43561.2195355252	-8899.21953552521
251	150580	146237.769055319	4342.23094468098
252	99611	96785.0854429958	2825.91455700419
253	19349	13204.5968542005	6144.40314579947
254	99373	94098.1205917425	5274.87940825751
255	86230	100939.918877433	-14709.9188774333
256	30837	25868.7994847689	4968.20051523109
257	31706	39359.6349129452	-7653.63491294518
258	89806	69218.0950531913	20587.9049468087
259	62088	51199.1064846222	10888.8935153778
260	40151	38534.700952286	1616.299047714
261	27634	35473.9533439318	-7839.9533439318
262	76990	75582.0348527084	1407.96514729157
263	37460	22419.3457273578	15040.6542726422
264	54157	52823.9234343034	1333.07656569658
265	49862	55504.330152623	-5642.330152623
266	84337	80569.4506904212	3767.54930957877
267	64175	77006.1644771395	-12831.1644771395
268	59382	58102.8930773607	1279.10692263925
269	119308	85425.8713706176	33882.1286293823
270	76702	83319.8558581501	-6617.85585815006
271	103425	104061.889011442	-636.889011441718
272	70344	67337.7061372483	3006.29386275173
273	43410	36899.3241754492	6510.67582455085
274	104838	99406.0499827823	5431.95001721771
275	62215	52294.0803902263	9920.91960977375
276	69304	69386.5328271284	-82.5328271284065
277	53117	33207.6386765707	19909.3613234293
278	19764	15209.6346823096	4554.36531769036
279	86680	94014.4501289649	-7334.45012896491
280	84105	71242.6346962262	12862.3653037738
281	77945	75032.4241410501	2912.57585894993
282	89113	58066.5783062848	31046.4216937152
283	91005	79449.135571074	11555.864428926
284	40248	28528.7993290377	11719.2006709623
285	64187	58533.0515131248	5653.94848687523
286	50857	45132.0515427096	5724.94845729042
287	56613	48278.9105156105	8334.08948438946
288	62792	66690.8526609124	-3898.85266091244
289	72535	81895.2091798631	-9360.20917986314

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Actuals, Interpolation, and Residuals \tabularnewline
Time or Index & Actuals & InterpolationForecast & ResidualsPrediction Error \tabularnewline
1 & 210907 & 190171.282600006 & 20735.7173999941 \tabularnewline
2 & 120982 & 141852.593793665 & -20870.5937936651 \tabularnewline
3 & 176508 & 168779.822384382 & 7728.17761561769 \tabularnewline
4 & 179321 & 220581.37167892 & -41260.3716789203 \tabularnewline
5 & 123185 & 112102.884244714 & 11082.115755286 \tabularnewline
6 & 52746 & 67605.9716197737 & -14859.9716197737 \tabularnewline
7 & 385534 & 371216.39314877 & 14317.6068512296 \tabularnewline
8 & 33170 & 28266.6763016528 & 4903.32369834724 \tabularnewline
9 & 101645 & 82531.8013554252 & 19113.1986445748 \tabularnewline
10 & 149061 & 167332.804797951 & -18271.804797951 \tabularnewline
11 & 165446 & 148156.569017885 & 17289.4309821147 \tabularnewline
12 & 237213 & 240368.225158238 & -3155.22515823844 \tabularnewline
13 & 173326 & 167725.380630306 & 5600.61936969375 \tabularnewline
14 & 133131 & 136880.440418334 & -3749.44041833404 \tabularnewline
15 & 258873 & 218560.660650296 & 40312.3393497038 \tabularnewline
16 & 180083 & 173098.707114169 & 6984.29288583081 \tabularnewline
17 & 324799 & 368434.65146353 & -43635.6514635303 \tabularnewline
18 & 230964 & 206780.775397967 & 24183.2246020326 \tabularnewline
19 & 236785 & 229335.864097421 & 7449.13590257916 \tabularnewline
20 & 135473 & 134011.297633468 & 1461.70236653238 \tabularnewline
21 & 202925 & 196723.051522819 & 6201.94847718105 \tabularnewline
22 & 215147 & 199643.19422587 & 15503.8057741303 \tabularnewline
23 & 344297 & 257213.751422212 & 87083.2485777881 \tabularnewline
24 & 153935 & 146606.559235093 & 7328.44076490713 \tabularnewline
25 & 132943 & 155168.442577369 & -22225.4425773694 \tabularnewline
26 & 174724 & 226670.004822694 & -51946.0048226943 \tabularnewline
27 & 174415 & 212576.492555385 & -38161.4925553851 \tabularnewline
28 & 225548 & 255591.019597157 & -30043.0195971567 \tabularnewline
29 & 223632 & 206416.140651777 & 17215.8593482232 \tabularnewline
30 & 124817 & 129405.612602995 & -4588.61260299537 \tabularnewline
31 & 221698 & 267939.299837454 & -46241.2998374544 \tabularnewline
32 & 210767 & 219074.574324227 & -8307.5743242271 \tabularnewline
33 & 170266 & 175938.309497532 & -5672.30949753236 \tabularnewline
34 & 260561 & 255232.400099603 & 5328.5999003966 \tabularnewline
35 & 84853 & 85888.4985683067 & -1035.49856830676 \tabularnewline
36 & 294424 & 291273.620634873 & 3150.37936512687 \tabularnewline
37 & 101011 & 96683.1898508316 & 4327.81014916837 \tabularnewline
38 & 215641 & 208235.036220919 & 7405.9637790813 \tabularnewline
39 & 325107 & 288572.156767112 & 36534.843232888 \tabularnewline
40 & 7176 & 7494.94978866396 & -318.949788663965 \tabularnewline
41 & 167542 & 157877.060446036 & 9664.93955396448 \tabularnewline
42 & 106408 & 84165.0790256407 & 22242.9209743593 \tabularnewline
43 & 96560 & 109041.08754378 & -12481.0875437797 \tabularnewline
44 & 265769 & 269962.881946164 & -4193.88194616432 \tabularnewline
45 & 269651 & 279534.976801825 & -9883.97680182546 \tabularnewline
46 & 149112 & 150311.347170586 & -1199.34717058648 \tabularnewline
47 & 175824 & 189742.487238263 & -13918.4872382629 \tabularnewline
48 & 152871 & 169985.640550177 & -17114.6405501773 \tabularnewline
49 & 111665 & 101985.928360805 & 9679.07163919487 \tabularnewline
50 & 116408 & 169036.818813011 & -52628.8188130108 \tabularnewline
51 & 362301 & 322449.261935439 & 39851.7380645609 \tabularnewline
52 & 78800 & 104086.451099994 & -25286.4510999936 \tabularnewline
53 & 183167 & 188078.951586821 & -4911.95158682087 \tabularnewline
54 & 277965 & 322512.840230657 & -44547.8402306566 \tabularnewline
55 & 150629 & 188910.578040795 & -38281.5780407955 \tabularnewline
56 & 168809 & 192168.293486518 & -23359.2934865181 \tabularnewline
57 & 24188 & 39019.6899034268 & -14831.6899034268 \tabularnewline
58 & 329267 & 296135.116702446 & 33131.8832975537 \tabularnewline
59 & 65029 & 66257.601349034 & -1228.60134903395 \tabularnewline
60 & 101097 & 111510.249311831 & -10413.2493118308 \tabularnewline
61 & 218946 & 210307.499193874 & 8638.50080612633 \tabularnewline
62 & 244052 & 241141.610855377 & 2910.38914462255 \tabularnewline
63 & 341570 & 337806.22370958 & 3763.77629041997 \tabularnewline
64 & 103597 & 100247.85140856 & 3349.14859144018 \tabularnewline
65 & 233328 & 266151.613094303 & -32823.6130943032 \tabularnewline
66 & 256462 & 271148.272424185 & -14686.2724241852 \tabularnewline
67 & 206161 & 158062.451979492 & 48098.5480205083 \tabularnewline
68 & 311473 & 323017.630446585 & -11544.6304465846 \tabularnewline
69 & 235800 & 263773.763644211 & -27973.7636442113 \tabularnewline
70 & 177939 & 204959.383591567 & -27020.3835915669 \tabularnewline
71 & 207176 & 195108.669404857 & 12067.3305951428 \tabularnewline
72 & 196553 & 181813.777121686 & 14739.2228783137 \tabularnewline
73 & 174184 & 165820.350268119 & 8363.64973188128 \tabularnewline
74 & 143246 & 148502.991305952 & -5256.99130595171 \tabularnewline
75 & 187559 & 220608.916498502 & -33049.9164985017 \tabularnewline
76 & 187681 & 181464.113340806 & 6216.88665919404 \tabularnewline
77 & 119016 & 134632.634625023 & -15616.6346250234 \tabularnewline
78 & 182192 & 194222.150944212 & -12030.150944212 \tabularnewline
79 & 73566 & 89281.2418715874 & -15715.2418715874 \tabularnewline
80 & 194979 & 192172.654546422 & 2806.34545357834 \tabularnewline
81 & 167488 & 157173.168543715 & 10314.8314562855 \tabularnewline
82 & 143756 & 154152.150258463 & -10396.1502584627 \tabularnewline
83 & 275541 & 205118.113678291 & 70422.8863217094 \tabularnewline
84 & 243199 & 227132.246656618 & 16066.7533433822 \tabularnewline
85 & 182999 & 184178.618481391 & -1179.61848139133 \tabularnewline
86 & 135649 & 141494.206625029 & -5845.2066250291 \tabularnewline
87 & 152299 & 150780.552368372 & 1518.44763162806 \tabularnewline
88 & 120221 & 133485.569697443 & -13264.5696974434 \tabularnewline
89 & 346485 & 271612.482653884 & 74872.5173461161 \tabularnewline
90 & 145790 & 164722.612450162 & -18932.6124501621 \tabularnewline
91 & 193339 & 155712.229938647 & 37626.7700613531 \tabularnewline
92 & 80953 & 100079.680125633 & -19126.680125633 \tabularnewline
93 & 122774 & 136416.214055389 & -13642.2140553885 \tabularnewline
94 & 130585 & 111551.64916626 & 19033.3508337399 \tabularnewline
95 & 112611 & 103166.134370694 & 9444.86562930641 \tabularnewline
96 & 286468 & 277093.085212237 & 9374.91478776292 \tabularnewline
97 & 241066 & 223374.587980297 & 17691.4120197033 \tabularnewline
98 & 148446 & 200369.786784006 & -51923.786784006 \tabularnewline
99 & 204713 & 186647.633773675 & 18065.3662263252 \tabularnewline
100 & 182079 & 175085.457706346 & 6993.54229365398 \tabularnewline
101 & 140344 & 143134.306001267 & -2790.30600126664 \tabularnewline
102 & 220516 & 216154.318955489 & 4361.68104451051 \tabularnewline
103 & 243060 & 210247.384576201 & 32812.615423799 \tabularnewline
104 & 162765 & 150280.37393067 & 12484.6260693302 \tabularnewline
105 & 182613 & 176261.727584941 & 6351.27241505851 \tabularnewline
106 & 232138 & 234672.065729664 & -2534.06572966366 \tabularnewline
107 & 265318 & 295351.140357462 & -30033.1403574623 \tabularnewline
108 & 85574 & 86888.5085653592 & -1314.50856535917 \tabularnewline
109 & 310839 & 300427.837361234 & 10411.1626387657 \tabularnewline
110 & 225060 & 199954.551517558 & 25105.4484824422 \tabularnewline
111 & 232317 & 248748.903883972 & -16431.903883972 \tabularnewline
112 & 144966 & 152505.859994683 & -7539.85999468342 \tabularnewline
113 & 43287 & 53111.5991421776 & -9824.59914217762 \tabularnewline
114 & 155754 & 151651.793590363 & 4102.20640963665 \tabularnewline
115 & 164709 & 179311.06851459 & -14602.0685145902 \tabularnewline
116 & 201940 & 211316.456699234 & -9376.45669923403 \tabularnewline
117 & 235454 & 229521.857562824 & 5932.14243717642 \tabularnewline
118 & 220801 & 186000.782587451 & 34800.2174125493 \tabularnewline
119 & 99466 & 161418.056135503 & -61952.0561355032 \tabularnewline
120 & 92661 & 101469.84253618 & -8808.84253618021 \tabularnewline
121 & 133328 & 132484.757733785 & 843.242266214705 \tabularnewline
122 & 61361 & 89588.6264728421 & -28227.6264728421 \tabularnewline
123 & 125930 & 154955.893266738 & -29025.8932667384 \tabularnewline
124 & 100750 & 139124.798098781 & -38374.7980987805 \tabularnewline
125 & 224549 & 199560.903567509 & 24988.096432491 \tabularnewline
126 & 82316 & 73493.4543143 & 8822.54568569997 \tabularnewline
127 & 102010 & 95516.6894453624 & 6493.31055463761 \tabularnewline
128 & 101523 & 100465.12897925 & 1057.8710207497 \tabularnewline
129 & 243511 & 196192.757529093 & 47318.2424709073 \tabularnewline
130 & 22938 & 20348.0587620405 & 2589.94123795954 \tabularnewline
131 & 41566 & 41353.0037562456 & 212.996243754446 \tabularnewline
132 & 152474 & 165835.199650394 & -13361.1996503937 \tabularnewline
133 & 61857 & 47501.0657556276 & 14355.9342443724 \tabularnewline
134 & 99923 & 137498.452927683 & -37575.4529276832 \tabularnewline
135 & 132487 & 137412.584369219 & -4925.58436921858 \tabularnewline
136 & 317394 & 323319.704145597 & -5925.70414559722 \tabularnewline
137 & 21054 & 21540.9833031603 & -486.983303160269 \tabularnewline
138 & 209641 & 197150.557991824 & 12490.4420081765 \tabularnewline
139 & 22648 & 34177.3596721591 & -11529.3596721591 \tabularnewline
140 & 31414 & 34729.0428481768 & -3315.04284817682 \tabularnewline
141 & 46698 & 65001.4121643379 & -18303.4121643379 \tabularnewline
142 & 131698 & 143171.19906159 & -11473.1990615904 \tabularnewline
143 & 91735 & 76949.5822359826 & 14785.4177640174 \tabularnewline
144 & 244749 & 277751.127359834 & -33002.1273598335 \tabularnewline
145 & 184510 & 153522.888815432 & 30987.1111845678 \tabularnewline
146 & 79863 & 87448.584299771 & -7585.58429977103 \tabularnewline
147 & 128423 & 102609.430194285 & 25813.5698057153 \tabularnewline
148 & 97839 & 112909.134474546 & -15070.1344745456 \tabularnewline
149 & 38214 & 52561.8611945978 & -14347.8611945978 \tabularnewline
150 & 151101 & 146155.421895291 & 4945.57810470906 \tabularnewline
151 & 272458 & 248214.059306649 & 24243.9406933505 \tabularnewline
152 & 172494 & 177928.006861062 & -5434.00686106233 \tabularnewline
153 & 108043 & 114321.863121285 & -6278.86312128494 \tabularnewline
154 & 328107 & 329583.454539129 & -1476.45453912911 \tabularnewline
155 & 250579 & 281372.202562033 & -30793.2025620328 \tabularnewline
156 & 351067 & 333181.827057885 & 17885.172942115 \tabularnewline
157 & 158015 & 155337.896471614 & 2677.10352838559 \tabularnewline
158 & 98866 & 86928.6547190984 & 11937.3452809016 \tabularnewline
159 & 85439 & 110215.247352533 & -24776.2473525333 \tabularnewline
160 & 229242 & 218584.412630918 & 10657.5873690817 \tabularnewline
161 & 351619 & 352172.915226289 & -553.91522628889 \tabularnewline
162 & 84207 & 73245.3930645946 & 10961.6069354054 \tabularnewline
163 & 120445 & 122219.186465267 & -1774.18646526708 \tabularnewline
164 & 324598 & 302894.623065489 & 21703.3769345108 \tabularnewline
165 & 131069 & 144706.436195058 & -13637.4361950582 \tabularnewline
166 & 204271 & 188736.473507555 & 15534.526492445 \tabularnewline
167 & 165543 & 178227.449962473 & -12684.4499624726 \tabularnewline
168 & 141722 & 117121.977014192 & 24600.0229858083 \tabularnewline
169 & 116048 & 113928.036599657 & 2119.9634003426 \tabularnewline
170 & 250047 & 176852.843222081 & 73194.1567779191 \tabularnewline
171 & 299775 & 290296.109918396 & 9478.89008160385 \tabularnewline
172 & 195838 & 185020.73860954 & 10817.2613904598 \tabularnewline
173 & 173260 & 127909.347428372 & 45350.6525716279 \tabularnewline
174 & 254488 & 223256.326208506 & 31231.6737914945 \tabularnewline
175 & 104389 & 142216.757807142 & -37827.7578071417 \tabularnewline
176 & 136084 & 138898.510484008 & -2814.51048400846 \tabularnewline
177 & 199476 & 224232.565462734 & -24756.5654627342 \tabularnewline
178 & 92499 & 79887.9282178495 & 12611.0717821505 \tabularnewline
179 & 224330 & 222877.205864968 & 1452.7941350321 \tabularnewline
180 & 135781 & 108402.905861085 & 27378.0941389155 \tabularnewline
181 & 74408 & 85753.0777010734 & -11345.0777010734 \tabularnewline
182 & 81240 & 103858.510094295 & -22618.5100942949 \tabularnewline
183 & 14688 & 11807.791489168 & 2880.208510832 \tabularnewline
184 & 181633 & 168589.594622743 & 13043.4053772566 \tabularnewline
185 & 271856 & 271257.819977737 & 598.180022262698 \tabularnewline
186 & 7199 & 7969.44545170575 & -770.445451705752 \tabularnewline
187 & 46660 & 50131.509806533 & -3471.509806533 \tabularnewline
188 & 17547 & 9447.90812573036 & 8099.09187426964 \tabularnewline
189 & 133368 & 138539.096989416 & -5171.09698941645 \tabularnewline
190 & 95227 & 63954.2548102389 & 31272.7451897611 \tabularnewline
191 & 152601 & 106750.172921874 & 45850.827078126 \tabularnewline
192 & 98146 & 96660.8164198145 & 1485.18358018553 \tabularnewline
193 & 79619 & 89616.5365953274 & -9997.53659532735 \tabularnewline
194 & 59194 & 73741.1299004718 & -14547.1299004718 \tabularnewline
195 & 139942 & 160659.492737989 & -20717.4927379895 \tabularnewline
196 & 118612 & 107277.653686319 & 11334.346313681 \tabularnewline
197 & 72880 & 87078.564085737 & -14198.564085737 \tabularnewline
198 & 65475 & 62052.4466825172 & 3422.55331748282 \tabularnewline
199 & 99643 & 121617.044438816 & -21974.0444388159 \tabularnewline
200 & 71965 & 68944.7894779261 & 3020.21052207393 \tabularnewline
201 & 77272 & 71829.6746061472 & 5442.32539385277 \tabularnewline
202 & 49289 & 42392.9996842203 & 6896.00031577966 \tabularnewline
203 & 135131 & 112211.482006348 & 22919.5179936517 \tabularnewline
204 & 108446 & 112800.684208649 & -4354.68420864853 \tabularnewline
205 & 89746 & 112935.818071344 & -23189.8180713437 \tabularnewline
206 & 44296 & 48027.7557651532 & -3731.75576515316 \tabularnewline
207 & 77648 & 73725.3007561484 & 3922.69924385155 \tabularnewline
208 & 181528 & 148412.623509193 & 33115.3764908065 \tabularnewline
209 & 134019 & 110999.453903804 & 23019.5460961962 \tabularnewline
210 & 124064 & 127215.302486324 & -3151.30248632435 \tabularnewline
211 & 92630 & 92914.7676421765 & -284.767642176545 \tabularnewline
212 & 121848 & 90650.1462816103 & 31197.8537183897 \tabularnewline
213 & 52915 & 52216.1477076885 & 698.852292311479 \tabularnewline
214 & 81872 & 84231.2934742549 & -2359.29347425494 \tabularnewline
215 & 58981 & 74866.3047178073 & -15885.3047178073 \tabularnewline
216 & 53515 & 67811.1313724612 & -14296.1313724612 \tabularnewline
217 & 60812 & 90459.3645267469 & -29647.3645267469 \tabularnewline
218 & 56375 & 63330.8196811341 & -6955.81968113415 \tabularnewline
219 & 65490 & 71406.1217906418 & -5916.12179064184 \tabularnewline
220 & 80949 & 66056.6927214543 & 14892.3072785457 \tabularnewline
221 & 76302 & 92813.687063826 & -16511.687063826 \tabularnewline
222 & 104011 & 147728.014317057 & -43717.0143170568 \tabularnewline
223 & 98104 & 138582.901406988 & -40478.9014069883 \tabularnewline
224 & 67989 & 71855.9713192894 & -3866.97131928939 \tabularnewline
225 & 30989 & 29700.304562102 & 1288.69543789803 \tabularnewline
226 & 135458 & 132915.435293524 & 2542.56470647616 \tabularnewline
227 & 73504 & 61220.9327974091 & 12283.0672025909 \tabularnewline
228 & 63123 & 79649.6041854531 & -16526.6041854531 \tabularnewline
229 & 61254 & 67038.0900109337 & -5784.09001093367 \tabularnewline
230 & 74914 & 97366.3899615209 & -22452.3899615209 \tabularnewline
231 & 31774 & 42208.0323636357 & -10434.0323636357 \tabularnewline
232 & 81437 & 86658.2565983318 & -5221.25659833181 \tabularnewline
233 & 87186 & 133733.14781038 & -46547.1478103797 \tabularnewline
234 & 50090 & 56031.7574516839 & -5941.75745168386 \tabularnewline
235 & 65745 & 79382.5101145518 & -13637.5101145518 \tabularnewline
236 & 56653 & 55326.8611136372 & 1326.13888636283 \tabularnewline
237 & 158399 & 108826.714407848 & 49572.2855921517 \tabularnewline
238 & 46455 & 58553.4370851869 & -12098.4370851869 \tabularnewline
239 & 73624 & 85121.2689243022 & -11497.2689243022 \tabularnewline
240 & 38395 & 50821.8357674719 & -12426.8357674719 \tabularnewline
241 & 91899 & 86427.846113762 & 5471.15388623798 \tabularnewline
242 & 139526 & 135442.310341487 & 4083.68965851286 \tabularnewline
243 & 52164 & 59021.7158166762 & -6857.71581667616 \tabularnewline
244 & 51567 & 52988.3917586113 & -1421.39175861125 \tabularnewline
245 & 70551 & 77248.8841675136 & -6697.88416751358 \tabularnewline
246 & 84856 & 93828.0841450037 & -8972.08414500371 \tabularnewline
247 & 102538 & 118537.680254446 & -15999.6802544462 \tabularnewline
248 & 86678 & 78986.3228433748 & 7691.67715662516 \tabularnewline
249 & 85709 & 73294.9924033819 & 12414.0075966181 \tabularnewline
250 & 34662 & 43561.2195355252 & -8899.21953552521 \tabularnewline
251 & 150580 & 146237.769055319 & 4342.23094468098 \tabularnewline
252 & 99611 & 96785.0854429958 & 2825.91455700419 \tabularnewline
253 & 19349 & 13204.5968542005 & 6144.40314579947 \tabularnewline
254 & 99373 & 94098.1205917425 & 5274.87940825751 \tabularnewline
255 & 86230 & 100939.918877433 & -14709.9188774333 \tabularnewline
256 & 30837 & 25868.7994847689 & 4968.20051523109 \tabularnewline
257 & 31706 & 39359.6349129452 & -7653.63491294518 \tabularnewline
258 & 89806 & 69218.0950531913 & 20587.9049468087 \tabularnewline
259 & 62088 & 51199.1064846222 & 10888.8935153778 \tabularnewline
260 & 40151 & 38534.700952286 & 1616.299047714 \tabularnewline
261 & 27634 & 35473.9533439318 & -7839.9533439318 \tabularnewline
262 & 76990 & 75582.0348527084 & 1407.96514729157 \tabularnewline
263 & 37460 & 22419.3457273578 & 15040.6542726422 \tabularnewline
264 & 54157 & 52823.9234343034 & 1333.07656569658 \tabularnewline
265 & 49862 & 55504.330152623 & -5642.330152623 \tabularnewline
266 & 84337 & 80569.4506904212 & 3767.54930957877 \tabularnewline
267 & 64175 & 77006.1644771395 & -12831.1644771395 \tabularnewline
268 & 59382 & 58102.8930773607 & 1279.10692263925 \tabularnewline
269 & 119308 & 85425.8713706176 & 33882.1286293823 \tabularnewline
270 & 76702 & 83319.8558581501 & -6617.85585815006 \tabularnewline
271 & 103425 & 104061.889011442 & -636.889011441718 \tabularnewline
272 & 70344 & 67337.7061372483 & 3006.29386275173 \tabularnewline
273 & 43410 & 36899.3241754492 & 6510.67582455085 \tabularnewline
274 & 104838 & 99406.0499827823 & 5431.95001721771 \tabularnewline
275 & 62215 & 52294.0803902263 & 9920.91960977375 \tabularnewline
276 & 69304 & 69386.5328271284 & -82.5328271284065 \tabularnewline
277 & 53117 & 33207.6386765707 & 19909.3613234293 \tabularnewline
278 & 19764 & 15209.6346823096 & 4554.36531769036 \tabularnewline
279 & 86680 & 94014.4501289649 & -7334.45012896491 \tabularnewline
280 & 84105 & 71242.6346962262 & 12862.3653037738 \tabularnewline
281 & 77945 & 75032.4241410501 & 2912.57585894993 \tabularnewline
282 & 89113 & 58066.5783062848 & 31046.4216937152 \tabularnewline
283 & 91005 & 79449.135571074 & 11555.864428926 \tabularnewline
284 & 40248 & 28528.7993290377 & 11719.2006709623 \tabularnewline
285 & 64187 & 58533.0515131248 & 5653.94848687523 \tabularnewline
286 & 50857 & 45132.0515427096 & 5724.94845729042 \tabularnewline
287 & 56613 & 48278.9105156105 & 8334.08948438946 \tabularnewline
288 & 62792 & 66690.8526609124 & -3898.85266091244 \tabularnewline
289 & 72535 & 81895.2091798631 & -9360.20917986314 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=159830&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]210907[/C][C]190171.282600006[/C][C]20735.7173999941[/C][/ROW]
[ROW][C]2[/C][C]120982[/C][C]141852.593793665[/C][C]-20870.5937936651[/C][/ROW]
[ROW][C]3[/C][C]176508[/C][C]168779.822384382[/C][C]7728.17761561769[/C][/ROW]
[ROW][C]4[/C][C]179321[/C][C]220581.37167892[/C][C]-41260.3716789203[/C][/ROW]
[ROW][C]5[/C][C]123185[/C][C]112102.884244714[/C][C]11082.115755286[/C][/ROW]
[ROW][C]6[/C][C]52746[/C][C]67605.9716197737[/C][C]-14859.9716197737[/C][/ROW]
[ROW][C]7[/C][C]385534[/C][C]371216.39314877[/C][C]14317.6068512296[/C][/ROW]
[ROW][C]8[/C][C]33170[/C][C]28266.6763016528[/C][C]4903.32369834724[/C][/ROW]
[ROW][C]9[/C][C]101645[/C][C]82531.8013554252[/C][C]19113.1986445748[/C][/ROW]
[ROW][C]10[/C][C]149061[/C][C]167332.804797951[/C][C]-18271.804797951[/C][/ROW]
[ROW][C]11[/C][C]165446[/C][C]148156.569017885[/C][C]17289.4309821147[/C][/ROW]
[ROW][C]12[/C][C]237213[/C][C]240368.225158238[/C][C]-3155.22515823844[/C][/ROW]
[ROW][C]13[/C][C]173326[/C][C]167725.380630306[/C][C]5600.61936969375[/C][/ROW]
[ROW][C]14[/C][C]133131[/C][C]136880.440418334[/C][C]-3749.44041833404[/C][/ROW]
[ROW][C]15[/C][C]258873[/C][C]218560.660650296[/C][C]40312.3393497038[/C][/ROW]
[ROW][C]16[/C][C]180083[/C][C]173098.707114169[/C][C]6984.29288583081[/C][/ROW]
[ROW][C]17[/C][C]324799[/C][C]368434.65146353[/C][C]-43635.6514635303[/C][/ROW]
[ROW][C]18[/C][C]230964[/C][C]206780.775397967[/C][C]24183.2246020326[/C][/ROW]
[ROW][C]19[/C][C]236785[/C][C]229335.864097421[/C][C]7449.13590257916[/C][/ROW]
[ROW][C]20[/C][C]135473[/C][C]134011.297633468[/C][C]1461.70236653238[/C][/ROW]
[ROW][C]21[/C][C]202925[/C][C]196723.051522819[/C][C]6201.94847718105[/C][/ROW]
[ROW][C]22[/C][C]215147[/C][C]199643.19422587[/C][C]15503.8057741303[/C][/ROW]
[ROW][C]23[/C][C]344297[/C][C]257213.751422212[/C][C]87083.2485777881[/C][/ROW]
[ROW][C]24[/C][C]153935[/C][C]146606.559235093[/C][C]7328.44076490713[/C][/ROW]
[ROW][C]25[/C][C]132943[/C][C]155168.442577369[/C][C]-22225.4425773694[/C][/ROW]
[ROW][C]26[/C][C]174724[/C][C]226670.004822694[/C][C]-51946.0048226943[/C][/ROW]
[ROW][C]27[/C][C]174415[/C][C]212576.492555385[/C][C]-38161.4925553851[/C][/ROW]
[ROW][C]28[/C][C]225548[/C][C]255591.019597157[/C][C]-30043.0195971567[/C][/ROW]
[ROW][C]29[/C][C]223632[/C][C]206416.140651777[/C][C]17215.8593482232[/C][/ROW]
[ROW][C]30[/C][C]124817[/C][C]129405.612602995[/C][C]-4588.61260299537[/C][/ROW]
[ROW][C]31[/C][C]221698[/C][C]267939.299837454[/C][C]-46241.2998374544[/C][/ROW]
[ROW][C]32[/C][C]210767[/C][C]219074.574324227[/C][C]-8307.5743242271[/C][/ROW]
[ROW][C]33[/C][C]170266[/C][C]175938.309497532[/C][C]-5672.30949753236[/C][/ROW]
[ROW][C]34[/C][C]260561[/C][C]255232.400099603[/C][C]5328.5999003966[/C][/ROW]
[ROW][C]35[/C][C]84853[/C][C]85888.4985683067[/C][C]-1035.49856830676[/C][/ROW]
[ROW][C]36[/C][C]294424[/C][C]291273.620634873[/C][C]3150.37936512687[/C][/ROW]
[ROW][C]37[/C][C]101011[/C][C]96683.1898508316[/C][C]4327.81014916837[/C][/ROW]
[ROW][C]38[/C][C]215641[/C][C]208235.036220919[/C][C]7405.9637790813[/C][/ROW]
[ROW][C]39[/C][C]325107[/C][C]288572.156767112[/C][C]36534.843232888[/C][/ROW]
[ROW][C]40[/C][C]7176[/C][C]7494.94978866396[/C][C]-318.949788663965[/C][/ROW]
[ROW][C]41[/C][C]167542[/C][C]157877.060446036[/C][C]9664.93955396448[/C][/ROW]
[ROW][C]42[/C][C]106408[/C][C]84165.0790256407[/C][C]22242.9209743593[/C][/ROW]
[ROW][C]43[/C][C]96560[/C][C]109041.08754378[/C][C]-12481.0875437797[/C][/ROW]
[ROW][C]44[/C][C]265769[/C][C]269962.881946164[/C][C]-4193.88194616432[/C][/ROW]
[ROW][C]45[/C][C]269651[/C][C]279534.976801825[/C][C]-9883.97680182546[/C][/ROW]
[ROW][C]46[/C][C]149112[/C][C]150311.347170586[/C][C]-1199.34717058648[/C][/ROW]
[ROW][C]47[/C][C]175824[/C][C]189742.487238263[/C][C]-13918.4872382629[/C][/ROW]
[ROW][C]48[/C][C]152871[/C][C]169985.640550177[/C][C]-17114.6405501773[/C][/ROW]
[ROW][C]49[/C][C]111665[/C][C]101985.928360805[/C][C]9679.07163919487[/C][/ROW]
[ROW][C]50[/C][C]116408[/C][C]169036.818813011[/C][C]-52628.8188130108[/C][/ROW]
[ROW][C]51[/C][C]362301[/C][C]322449.261935439[/C][C]39851.7380645609[/C][/ROW]
[ROW][C]52[/C][C]78800[/C][C]104086.451099994[/C][C]-25286.4510999936[/C][/ROW]
[ROW][C]53[/C][C]183167[/C][C]188078.951586821[/C][C]-4911.95158682087[/C][/ROW]
[ROW][C]54[/C][C]277965[/C][C]322512.840230657[/C][C]-44547.8402306566[/C][/ROW]
[ROW][C]55[/C][C]150629[/C][C]188910.578040795[/C][C]-38281.5780407955[/C][/ROW]
[ROW][C]56[/C][C]168809[/C][C]192168.293486518[/C][C]-23359.2934865181[/C][/ROW]
[ROW][C]57[/C][C]24188[/C][C]39019.6899034268[/C][C]-14831.6899034268[/C][/ROW]
[ROW][C]58[/C][C]329267[/C][C]296135.116702446[/C][C]33131.8832975537[/C][/ROW]
[ROW][C]59[/C][C]65029[/C][C]66257.601349034[/C][C]-1228.60134903395[/C][/ROW]
[ROW][C]60[/C][C]101097[/C][C]111510.249311831[/C][C]-10413.2493118308[/C][/ROW]
[ROW][C]61[/C][C]218946[/C][C]210307.499193874[/C][C]8638.50080612633[/C][/ROW]
[ROW][C]62[/C][C]244052[/C][C]241141.610855377[/C][C]2910.38914462255[/C][/ROW]
[ROW][C]63[/C][C]341570[/C][C]337806.22370958[/C][C]3763.77629041997[/C][/ROW]
[ROW][C]64[/C][C]103597[/C][C]100247.85140856[/C][C]3349.14859144018[/C][/ROW]
[ROW][C]65[/C][C]233328[/C][C]266151.613094303[/C][C]-32823.6130943032[/C][/ROW]
[ROW][C]66[/C][C]256462[/C][C]271148.272424185[/C][C]-14686.2724241852[/C][/ROW]
[ROW][C]67[/C][C]206161[/C][C]158062.451979492[/C][C]48098.5480205083[/C][/ROW]
[ROW][C]68[/C][C]311473[/C][C]323017.630446585[/C][C]-11544.6304465846[/C][/ROW]
[ROW][C]69[/C][C]235800[/C][C]263773.763644211[/C][C]-27973.7636442113[/C][/ROW]
[ROW][C]70[/C][C]177939[/C][C]204959.383591567[/C][C]-27020.3835915669[/C][/ROW]
[ROW][C]71[/C][C]207176[/C][C]195108.669404857[/C][C]12067.3305951428[/C][/ROW]
[ROW][C]72[/C][C]196553[/C][C]181813.777121686[/C][C]14739.2228783137[/C][/ROW]
[ROW][C]73[/C][C]174184[/C][C]165820.350268119[/C][C]8363.64973188128[/C][/ROW]
[ROW][C]74[/C][C]143246[/C][C]148502.991305952[/C][C]-5256.99130595171[/C][/ROW]
[ROW][C]75[/C][C]187559[/C][C]220608.916498502[/C][C]-33049.9164985017[/C][/ROW]
[ROW][C]76[/C][C]187681[/C][C]181464.113340806[/C][C]6216.88665919404[/C][/ROW]
[ROW][C]77[/C][C]119016[/C][C]134632.634625023[/C][C]-15616.6346250234[/C][/ROW]
[ROW][C]78[/C][C]182192[/C][C]194222.150944212[/C][C]-12030.150944212[/C][/ROW]
[ROW][C]79[/C][C]73566[/C][C]89281.2418715874[/C][C]-15715.2418715874[/C][/ROW]
[ROW][C]80[/C][C]194979[/C][C]192172.654546422[/C][C]2806.34545357834[/C][/ROW]
[ROW][C]81[/C][C]167488[/C][C]157173.168543715[/C][C]10314.8314562855[/C][/ROW]
[ROW][C]82[/C][C]143756[/C][C]154152.150258463[/C][C]-10396.1502584627[/C][/ROW]
[ROW][C]83[/C][C]275541[/C][C]205118.113678291[/C][C]70422.8863217094[/C][/ROW]
[ROW][C]84[/C][C]243199[/C][C]227132.246656618[/C][C]16066.7533433822[/C][/ROW]
[ROW][C]85[/C][C]182999[/C][C]184178.618481391[/C][C]-1179.61848139133[/C][/ROW]
[ROW][C]86[/C][C]135649[/C][C]141494.206625029[/C][C]-5845.2066250291[/C][/ROW]
[ROW][C]87[/C][C]152299[/C][C]150780.552368372[/C][C]1518.44763162806[/C][/ROW]
[ROW][C]88[/C][C]120221[/C][C]133485.569697443[/C][C]-13264.5696974434[/C][/ROW]
[ROW][C]89[/C][C]346485[/C][C]271612.482653884[/C][C]74872.5173461161[/C][/ROW]
[ROW][C]90[/C][C]145790[/C][C]164722.612450162[/C][C]-18932.6124501621[/C][/ROW]
[ROW][C]91[/C][C]193339[/C][C]155712.229938647[/C][C]37626.7700613531[/C][/ROW]
[ROW][C]92[/C][C]80953[/C][C]100079.680125633[/C][C]-19126.680125633[/C][/ROW]
[ROW][C]93[/C][C]122774[/C][C]136416.214055389[/C][C]-13642.2140553885[/C][/ROW]
[ROW][C]94[/C][C]130585[/C][C]111551.64916626[/C][C]19033.3508337399[/C][/ROW]
[ROW][C]95[/C][C]112611[/C][C]103166.134370694[/C][C]9444.86562930641[/C][/ROW]
[ROW][C]96[/C][C]286468[/C][C]277093.085212237[/C][C]9374.91478776292[/C][/ROW]
[ROW][C]97[/C][C]241066[/C][C]223374.587980297[/C][C]17691.4120197033[/C][/ROW]
[ROW][C]98[/C][C]148446[/C][C]200369.786784006[/C][C]-51923.786784006[/C][/ROW]
[ROW][C]99[/C][C]204713[/C][C]186647.633773675[/C][C]18065.3662263252[/C][/ROW]
[ROW][C]100[/C][C]182079[/C][C]175085.457706346[/C][C]6993.54229365398[/C][/ROW]
[ROW][C]101[/C][C]140344[/C][C]143134.306001267[/C][C]-2790.30600126664[/C][/ROW]
[ROW][C]102[/C][C]220516[/C][C]216154.318955489[/C][C]4361.68104451051[/C][/ROW]
[ROW][C]103[/C][C]243060[/C][C]210247.384576201[/C][C]32812.615423799[/C][/ROW]
[ROW][C]104[/C][C]162765[/C][C]150280.37393067[/C][C]12484.6260693302[/C][/ROW]
[ROW][C]105[/C][C]182613[/C][C]176261.727584941[/C][C]6351.27241505851[/C][/ROW]
[ROW][C]106[/C][C]232138[/C][C]234672.065729664[/C][C]-2534.06572966366[/C][/ROW]
[ROW][C]107[/C][C]265318[/C][C]295351.140357462[/C][C]-30033.1403574623[/C][/ROW]
[ROW][C]108[/C][C]85574[/C][C]86888.5085653592[/C][C]-1314.50856535917[/C][/ROW]
[ROW][C]109[/C][C]310839[/C][C]300427.837361234[/C][C]10411.1626387657[/C][/ROW]
[ROW][C]110[/C][C]225060[/C][C]199954.551517558[/C][C]25105.4484824422[/C][/ROW]
[ROW][C]111[/C][C]232317[/C][C]248748.903883972[/C][C]-16431.903883972[/C][/ROW]
[ROW][C]112[/C][C]144966[/C][C]152505.859994683[/C][C]-7539.85999468342[/C][/ROW]
[ROW][C]113[/C][C]43287[/C][C]53111.5991421776[/C][C]-9824.59914217762[/C][/ROW]
[ROW][C]114[/C][C]155754[/C][C]151651.793590363[/C][C]4102.20640963665[/C][/ROW]
[ROW][C]115[/C][C]164709[/C][C]179311.06851459[/C][C]-14602.0685145902[/C][/ROW]
[ROW][C]116[/C][C]201940[/C][C]211316.456699234[/C][C]-9376.45669923403[/C][/ROW]
[ROW][C]117[/C][C]235454[/C][C]229521.857562824[/C][C]5932.14243717642[/C][/ROW]
[ROW][C]118[/C][C]220801[/C][C]186000.782587451[/C][C]34800.2174125493[/C][/ROW]
[ROW][C]119[/C][C]99466[/C][C]161418.056135503[/C][C]-61952.0561355032[/C][/ROW]
[ROW][C]120[/C][C]92661[/C][C]101469.84253618[/C][C]-8808.84253618021[/C][/ROW]
[ROW][C]121[/C][C]133328[/C][C]132484.757733785[/C][C]843.242266214705[/C][/ROW]
[ROW][C]122[/C][C]61361[/C][C]89588.6264728421[/C][C]-28227.6264728421[/C][/ROW]
[ROW][C]123[/C][C]125930[/C][C]154955.893266738[/C][C]-29025.8932667384[/C][/ROW]
[ROW][C]124[/C][C]100750[/C][C]139124.798098781[/C][C]-38374.7980987805[/C][/ROW]
[ROW][C]125[/C][C]224549[/C][C]199560.903567509[/C][C]24988.096432491[/C][/ROW]
[ROW][C]126[/C][C]82316[/C][C]73493.4543143[/C][C]8822.54568569997[/C][/ROW]
[ROW][C]127[/C][C]102010[/C][C]95516.6894453624[/C][C]6493.31055463761[/C][/ROW]
[ROW][C]128[/C][C]101523[/C][C]100465.12897925[/C][C]1057.8710207497[/C][/ROW]
[ROW][C]129[/C][C]243511[/C][C]196192.757529093[/C][C]47318.2424709073[/C][/ROW]
[ROW][C]130[/C][C]22938[/C][C]20348.0587620405[/C][C]2589.94123795954[/C][/ROW]
[ROW][C]131[/C][C]41566[/C][C]41353.0037562456[/C][C]212.996243754446[/C][/ROW]
[ROW][C]132[/C][C]152474[/C][C]165835.199650394[/C][C]-13361.1996503937[/C][/ROW]
[ROW][C]133[/C][C]61857[/C][C]47501.0657556276[/C][C]14355.9342443724[/C][/ROW]
[ROW][C]134[/C][C]99923[/C][C]137498.452927683[/C][C]-37575.4529276832[/C][/ROW]
[ROW][C]135[/C][C]132487[/C][C]137412.584369219[/C][C]-4925.58436921858[/C][/ROW]
[ROW][C]136[/C][C]317394[/C][C]323319.704145597[/C][C]-5925.70414559722[/C][/ROW]
[ROW][C]137[/C][C]21054[/C][C]21540.9833031603[/C][C]-486.983303160269[/C][/ROW]
[ROW][C]138[/C][C]209641[/C][C]197150.557991824[/C][C]12490.4420081765[/C][/ROW]
[ROW][C]139[/C][C]22648[/C][C]34177.3596721591[/C][C]-11529.3596721591[/C][/ROW]
[ROW][C]140[/C][C]31414[/C][C]34729.0428481768[/C][C]-3315.04284817682[/C][/ROW]
[ROW][C]141[/C][C]46698[/C][C]65001.4121643379[/C][C]-18303.4121643379[/C][/ROW]
[ROW][C]142[/C][C]131698[/C][C]143171.19906159[/C][C]-11473.1990615904[/C][/ROW]
[ROW][C]143[/C][C]91735[/C][C]76949.5822359826[/C][C]14785.4177640174[/C][/ROW]
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[ROW][C]147[/C][C]128423[/C][C]102609.430194285[/C][C]25813.5698057153[/C][/ROW]
[ROW][C]148[/C][C]97839[/C][C]112909.134474546[/C][C]-15070.1344745456[/C][/ROW]
[ROW][C]149[/C][C]38214[/C][C]52561.8611945978[/C][C]-14347.8611945978[/C][/ROW]
[ROW][C]150[/C][C]151101[/C][C]146155.421895291[/C][C]4945.57810470906[/C][/ROW]
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[ROW][C]154[/C][C]328107[/C][C]329583.454539129[/C][C]-1476.45453912911[/C][/ROW]
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[ROW][C]156[/C][C]351067[/C][C]333181.827057885[/C][C]17885.172942115[/C][/ROW]
[ROW][C]157[/C][C]158015[/C][C]155337.896471614[/C][C]2677.10352838559[/C][/ROW]
[ROW][C]158[/C][C]98866[/C][C]86928.6547190984[/C][C]11937.3452809016[/C][/ROW]
[ROW][C]159[/C][C]85439[/C][C]110215.247352533[/C][C]-24776.2473525333[/C][/ROW]
[ROW][C]160[/C][C]229242[/C][C]218584.412630918[/C][C]10657.5873690817[/C][/ROW]
[ROW][C]161[/C][C]351619[/C][C]352172.915226289[/C][C]-553.91522628889[/C][/ROW]
[ROW][C]162[/C][C]84207[/C][C]73245.3930645946[/C][C]10961.6069354054[/C][/ROW]
[ROW][C]163[/C][C]120445[/C][C]122219.186465267[/C][C]-1774.18646526708[/C][/ROW]
[ROW][C]164[/C][C]324598[/C][C]302894.623065489[/C][C]21703.3769345108[/C][/ROW]
[ROW][C]165[/C][C]131069[/C][C]144706.436195058[/C][C]-13637.4361950582[/C][/ROW]
[ROW][C]166[/C][C]204271[/C][C]188736.473507555[/C][C]15534.526492445[/C][/ROW]
[ROW][C]167[/C][C]165543[/C][C]178227.449962473[/C][C]-12684.4499624726[/C][/ROW]
[ROW][C]168[/C][C]141722[/C][C]117121.977014192[/C][C]24600.0229858083[/C][/ROW]
[ROW][C]169[/C][C]116048[/C][C]113928.036599657[/C][C]2119.9634003426[/C][/ROW]
[ROW][C]170[/C][C]250047[/C][C]176852.843222081[/C][C]73194.1567779191[/C][/ROW]
[ROW][C]171[/C][C]299775[/C][C]290296.109918396[/C][C]9478.89008160385[/C][/ROW]
[ROW][C]172[/C][C]195838[/C][C]185020.73860954[/C][C]10817.2613904598[/C][/ROW]
[ROW][C]173[/C][C]173260[/C][C]127909.347428372[/C][C]45350.6525716279[/C][/ROW]
[ROW][C]174[/C][C]254488[/C][C]223256.326208506[/C][C]31231.6737914945[/C][/ROW]
[ROW][C]175[/C][C]104389[/C][C]142216.757807142[/C][C]-37827.7578071417[/C][/ROW]
[ROW][C]176[/C][C]136084[/C][C]138898.510484008[/C][C]-2814.51048400846[/C][/ROW]
[ROW][C]177[/C][C]199476[/C][C]224232.565462734[/C][C]-24756.5654627342[/C][/ROW]
[ROW][C]178[/C][C]92499[/C][C]79887.9282178495[/C][C]12611.0717821505[/C][/ROW]
[ROW][C]179[/C][C]224330[/C][C]222877.205864968[/C][C]1452.7941350321[/C][/ROW]
[ROW][C]180[/C][C]135781[/C][C]108402.905861085[/C][C]27378.0941389155[/C][/ROW]
[ROW][C]181[/C][C]74408[/C][C]85753.0777010734[/C][C]-11345.0777010734[/C][/ROW]
[ROW][C]182[/C][C]81240[/C][C]103858.510094295[/C][C]-22618.5100942949[/C][/ROW]
[ROW][C]183[/C][C]14688[/C][C]11807.791489168[/C][C]2880.208510832[/C][/ROW]
[ROW][C]184[/C][C]181633[/C][C]168589.594622743[/C][C]13043.4053772566[/C][/ROW]
[ROW][C]185[/C][C]271856[/C][C]271257.819977737[/C][C]598.180022262698[/C][/ROW]
[ROW][C]186[/C][C]7199[/C][C]7969.44545170575[/C][C]-770.445451705752[/C][/ROW]
[ROW][C]187[/C][C]46660[/C][C]50131.509806533[/C][C]-3471.509806533[/C][/ROW]
[ROW][C]188[/C][C]17547[/C][C]9447.90812573036[/C][C]8099.09187426964[/C][/ROW]
[ROW][C]189[/C][C]133368[/C][C]138539.096989416[/C][C]-5171.09698941645[/C][/ROW]
[ROW][C]190[/C][C]95227[/C][C]63954.2548102389[/C][C]31272.7451897611[/C][/ROW]
[ROW][C]191[/C][C]152601[/C][C]106750.172921874[/C][C]45850.827078126[/C][/ROW]
[ROW][C]192[/C][C]98146[/C][C]96660.8164198145[/C][C]1485.18358018553[/C][/ROW]
[ROW][C]193[/C][C]79619[/C][C]89616.5365953274[/C][C]-9997.53659532735[/C][/ROW]
[ROW][C]194[/C][C]59194[/C][C]73741.1299004718[/C][C]-14547.1299004718[/C][/ROW]
[ROW][C]195[/C][C]139942[/C][C]160659.492737989[/C][C]-20717.4927379895[/C][/ROW]
[ROW][C]196[/C][C]118612[/C][C]107277.653686319[/C][C]11334.346313681[/C][/ROW]
[ROW][C]197[/C][C]72880[/C][C]87078.564085737[/C][C]-14198.564085737[/C][/ROW]
[ROW][C]198[/C][C]65475[/C][C]62052.4466825172[/C][C]3422.55331748282[/C][/ROW]
[ROW][C]199[/C][C]99643[/C][C]121617.044438816[/C][C]-21974.0444388159[/C][/ROW]
[ROW][C]200[/C][C]71965[/C][C]68944.7894779261[/C][C]3020.21052207393[/C][/ROW]
[ROW][C]201[/C][C]77272[/C][C]71829.6746061472[/C][C]5442.32539385277[/C][/ROW]
[ROW][C]202[/C][C]49289[/C][C]42392.9996842203[/C][C]6896.00031577966[/C][/ROW]
[ROW][C]203[/C][C]135131[/C][C]112211.482006348[/C][C]22919.5179936517[/C][/ROW]
[ROW][C]204[/C][C]108446[/C][C]112800.684208649[/C][C]-4354.68420864853[/C][/ROW]
[ROW][C]205[/C][C]89746[/C][C]112935.818071344[/C][C]-23189.8180713437[/C][/ROW]
[ROW][C]206[/C][C]44296[/C][C]48027.7557651532[/C][C]-3731.75576515316[/C][/ROW]
[ROW][C]207[/C][C]77648[/C][C]73725.3007561484[/C][C]3922.69924385155[/C][/ROW]
[ROW][C]208[/C][C]181528[/C][C]148412.623509193[/C][C]33115.3764908065[/C][/ROW]
[ROW][C]209[/C][C]134019[/C][C]110999.453903804[/C][C]23019.5460961962[/C][/ROW]
[ROW][C]210[/C][C]124064[/C][C]127215.302486324[/C][C]-3151.30248632435[/C][/ROW]
[ROW][C]211[/C][C]92630[/C][C]92914.7676421765[/C][C]-284.767642176545[/C][/ROW]
[ROW][C]212[/C][C]121848[/C][C]90650.1462816103[/C][C]31197.8537183897[/C][/ROW]
[ROW][C]213[/C][C]52915[/C][C]52216.1477076885[/C][C]698.852292311479[/C][/ROW]
[ROW][C]214[/C][C]81872[/C][C]84231.2934742549[/C][C]-2359.29347425494[/C][/ROW]
[ROW][C]215[/C][C]58981[/C][C]74866.3047178073[/C][C]-15885.3047178073[/C][/ROW]
[ROW][C]216[/C][C]53515[/C][C]67811.1313724612[/C][C]-14296.1313724612[/C][/ROW]
[ROW][C]217[/C][C]60812[/C][C]90459.3645267469[/C][C]-29647.3645267469[/C][/ROW]
[ROW][C]218[/C][C]56375[/C][C]63330.8196811341[/C][C]-6955.81968113415[/C][/ROW]
[ROW][C]219[/C][C]65490[/C][C]71406.1217906418[/C][C]-5916.12179064184[/C][/ROW]
[ROW][C]220[/C][C]80949[/C][C]66056.6927214543[/C][C]14892.3072785457[/C][/ROW]
[ROW][C]221[/C][C]76302[/C][C]92813.687063826[/C][C]-16511.687063826[/C][/ROW]
[ROW][C]222[/C][C]104011[/C][C]147728.014317057[/C][C]-43717.0143170568[/C][/ROW]
[ROW][C]223[/C][C]98104[/C][C]138582.901406988[/C][C]-40478.9014069883[/C][/ROW]
[ROW][C]224[/C][C]67989[/C][C]71855.9713192894[/C][C]-3866.97131928939[/C][/ROW]
[ROW][C]225[/C][C]30989[/C][C]29700.304562102[/C][C]1288.69543789803[/C][/ROW]
[ROW][C]226[/C][C]135458[/C][C]132915.435293524[/C][C]2542.56470647616[/C][/ROW]
[ROW][C]227[/C][C]73504[/C][C]61220.9327974091[/C][C]12283.0672025909[/C][/ROW]
[ROW][C]228[/C][C]63123[/C][C]79649.6041854531[/C][C]-16526.6041854531[/C][/ROW]
[ROW][C]229[/C][C]61254[/C][C]67038.0900109337[/C][C]-5784.09001093367[/C][/ROW]
[ROW][C]230[/C][C]74914[/C][C]97366.3899615209[/C][C]-22452.3899615209[/C][/ROW]
[ROW][C]231[/C][C]31774[/C][C]42208.0323636357[/C][C]-10434.0323636357[/C][/ROW]
[ROW][C]232[/C][C]81437[/C][C]86658.2565983318[/C][C]-5221.25659833181[/C][/ROW]
[ROW][C]233[/C][C]87186[/C][C]133733.14781038[/C][C]-46547.1478103797[/C][/ROW]
[ROW][C]234[/C][C]50090[/C][C]56031.7574516839[/C][C]-5941.75745168386[/C][/ROW]
[ROW][C]235[/C][C]65745[/C][C]79382.5101145518[/C][C]-13637.5101145518[/C][/ROW]
[ROW][C]236[/C][C]56653[/C][C]55326.8611136372[/C][C]1326.13888636283[/C][/ROW]
[ROW][C]237[/C][C]158399[/C][C]108826.714407848[/C][C]49572.2855921517[/C][/ROW]
[ROW][C]238[/C][C]46455[/C][C]58553.4370851869[/C][C]-12098.4370851869[/C][/ROW]
[ROW][C]239[/C][C]73624[/C][C]85121.2689243022[/C][C]-11497.2689243022[/C][/ROW]
[ROW][C]240[/C][C]38395[/C][C]50821.8357674719[/C][C]-12426.8357674719[/C][/ROW]
[ROW][C]241[/C][C]91899[/C][C]86427.846113762[/C][C]5471.15388623798[/C][/ROW]
[ROW][C]242[/C][C]139526[/C][C]135442.310341487[/C][C]4083.68965851286[/C][/ROW]
[ROW][C]243[/C][C]52164[/C][C]59021.7158166762[/C][C]-6857.71581667616[/C][/ROW]
[ROW][C]244[/C][C]51567[/C][C]52988.3917586113[/C][C]-1421.39175861125[/C][/ROW]
[ROW][C]245[/C][C]70551[/C][C]77248.8841675136[/C][C]-6697.88416751358[/C][/ROW]
[ROW][C]246[/C][C]84856[/C][C]93828.0841450037[/C][C]-8972.08414500371[/C][/ROW]
[ROW][C]247[/C][C]102538[/C][C]118537.680254446[/C][C]-15999.6802544462[/C][/ROW]
[ROW][C]248[/C][C]86678[/C][C]78986.3228433748[/C][C]7691.67715662516[/C][/ROW]
[ROW][C]249[/C][C]85709[/C][C]73294.9924033819[/C][C]12414.0075966181[/C][/ROW]
[ROW][C]250[/C][C]34662[/C][C]43561.2195355252[/C][C]-8899.21953552521[/C][/ROW]
[ROW][C]251[/C][C]150580[/C][C]146237.769055319[/C][C]4342.23094468098[/C][/ROW]
[ROW][C]252[/C][C]99611[/C][C]96785.0854429958[/C][C]2825.91455700419[/C][/ROW]
[ROW][C]253[/C][C]19349[/C][C]13204.5968542005[/C][C]6144.40314579947[/C][/ROW]
[ROW][C]254[/C][C]99373[/C][C]94098.1205917425[/C][C]5274.87940825751[/C][/ROW]
[ROW][C]255[/C][C]86230[/C][C]100939.918877433[/C][C]-14709.9188774333[/C][/ROW]
[ROW][C]256[/C][C]30837[/C][C]25868.7994847689[/C][C]4968.20051523109[/C][/ROW]
[ROW][C]257[/C][C]31706[/C][C]39359.6349129452[/C][C]-7653.63491294518[/C][/ROW]
[ROW][C]258[/C][C]89806[/C][C]69218.0950531913[/C][C]20587.9049468087[/C][/ROW]
[ROW][C]259[/C][C]62088[/C][C]51199.1064846222[/C][C]10888.8935153778[/C][/ROW]
[ROW][C]260[/C][C]40151[/C][C]38534.700952286[/C][C]1616.299047714[/C][/ROW]
[ROW][C]261[/C][C]27634[/C][C]35473.9533439318[/C][C]-7839.9533439318[/C][/ROW]
[ROW][C]262[/C][C]76990[/C][C]75582.0348527084[/C][C]1407.96514729157[/C][/ROW]
[ROW][C]263[/C][C]37460[/C][C]22419.3457273578[/C][C]15040.6542726422[/C][/ROW]
[ROW][C]264[/C][C]54157[/C][C]52823.9234343034[/C][C]1333.07656569658[/C][/ROW]
[ROW][C]265[/C][C]49862[/C][C]55504.330152623[/C][C]-5642.330152623[/C][/ROW]
[ROW][C]266[/C][C]84337[/C][C]80569.4506904212[/C][C]3767.54930957877[/C][/ROW]
[ROW][C]267[/C][C]64175[/C][C]77006.1644771395[/C][C]-12831.1644771395[/C][/ROW]
[ROW][C]268[/C][C]59382[/C][C]58102.8930773607[/C][C]1279.10692263925[/C][/ROW]
[ROW][C]269[/C][C]119308[/C][C]85425.8713706176[/C][C]33882.1286293823[/C][/ROW]
[ROW][C]270[/C][C]76702[/C][C]83319.8558581501[/C][C]-6617.85585815006[/C][/ROW]
[ROW][C]271[/C][C]103425[/C][C]104061.889011442[/C][C]-636.889011441718[/C][/ROW]
[ROW][C]272[/C][C]70344[/C][C]67337.7061372483[/C][C]3006.29386275173[/C][/ROW]
[ROW][C]273[/C][C]43410[/C][C]36899.3241754492[/C][C]6510.67582455085[/C][/ROW]
[ROW][C]274[/C][C]104838[/C][C]99406.0499827823[/C][C]5431.95001721771[/C][/ROW]
[ROW][C]275[/C][C]62215[/C][C]52294.0803902263[/C][C]9920.91960977375[/C][/ROW]
[ROW][C]276[/C][C]69304[/C][C]69386.5328271284[/C][C]-82.5328271284065[/C][/ROW]
[ROW][C]277[/C][C]53117[/C][C]33207.6386765707[/C][C]19909.3613234293[/C][/ROW]
[ROW][C]278[/C][C]19764[/C][C]15209.6346823096[/C][C]4554.36531769036[/C][/ROW]
[ROW][C]279[/C][C]86680[/C][C]94014.4501289649[/C][C]-7334.45012896491[/C][/ROW]
[ROW][C]280[/C][C]84105[/C][C]71242.6346962262[/C][C]12862.3653037738[/C][/ROW]
[ROW][C]281[/C][C]77945[/C][C]75032.4241410501[/C][C]2912.57585894993[/C][/ROW]
[ROW][C]282[/C][C]89113[/C][C]58066.5783062848[/C][C]31046.4216937152[/C][/ROW]
[ROW][C]283[/C][C]91005[/C][C]79449.135571074[/C][C]11555.864428926[/C][/ROW]
[ROW][C]284[/C][C]40248[/C][C]28528.7993290377[/C][C]11719.2006709623[/C][/ROW]
[ROW][C]285[/C][C]64187[/C][C]58533.0515131248[/C][C]5653.94848687523[/C][/ROW]
[ROW][C]286[/C][C]50857[/C][C]45132.0515427096[/C][C]5724.94845729042[/C][/ROW]
[ROW][C]287[/C][C]56613[/C][C]48278.9105156105[/C][C]8334.08948438946[/C][/ROW]
[ROW][C]288[/C][C]62792[/C][C]66690.8526609124[/C][C]-3898.85266091244[/C][/ROW]
[ROW][C]289[/C][C]72535[/C][C]81895.2091798631[/C][C]-9360.20917986314[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=159830&T=4

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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	210907	190171.282600006	20735.7173999941
2	120982	141852.593793665	-20870.5937936651
3	176508	168779.822384382	7728.17761561769
4	179321	220581.37167892	-41260.3716789203
5	123185	112102.884244714	11082.115755286
6	52746	67605.9716197737	-14859.9716197737
7	385534	371216.39314877	14317.6068512296
8	33170	28266.6763016528	4903.32369834724
9	101645	82531.8013554252	19113.1986445748
10	149061	167332.804797951	-18271.804797951
11	165446	148156.569017885	17289.4309821147
12	237213	240368.225158238	-3155.22515823844
13	173326	167725.380630306	5600.61936969375
14	133131	136880.440418334	-3749.44041833404
15	258873	218560.660650296	40312.3393497038
16	180083	173098.707114169	6984.29288583081
17	324799	368434.65146353	-43635.6514635303
18	230964	206780.775397967	24183.2246020326
19	236785	229335.864097421	7449.13590257916
20	135473	134011.297633468	1461.70236653238
21	202925	196723.051522819	6201.94847718105
22	215147	199643.19422587	15503.8057741303
23	344297	257213.751422212	87083.2485777881
24	153935	146606.559235093	7328.44076490713
25	132943	155168.442577369	-22225.4425773694
26	174724	226670.004822694	-51946.0048226943
27	174415	212576.492555385	-38161.4925553851
28	225548	255591.019597157	-30043.0195971567
29	223632	206416.140651777	17215.8593482232
30	124817	129405.612602995	-4588.61260299537
31	221698	267939.299837454	-46241.2998374544
32	210767	219074.574324227	-8307.5743242271
33	170266	175938.309497532	-5672.30949753236
34	260561	255232.400099603	5328.5999003966
35	84853	85888.4985683067	-1035.49856830676
36	294424	291273.620634873	3150.37936512687
37	101011	96683.1898508316	4327.81014916837
38	215641	208235.036220919	7405.9637790813
39	325107	288572.156767112	36534.843232888
40	7176	7494.94978866396	-318.949788663965
41	167542	157877.060446036	9664.93955396448
42	106408	84165.0790256407	22242.9209743593
43	96560	109041.08754378	-12481.0875437797
44	265769	269962.881946164	-4193.88194616432
45	269651	279534.976801825	-9883.97680182546
46	149112	150311.347170586	-1199.34717058648
47	175824	189742.487238263	-13918.4872382629
48	152871	169985.640550177	-17114.6405501773
49	111665	101985.928360805	9679.07163919487
50	116408	169036.818813011	-52628.8188130108
51	362301	322449.261935439	39851.7380645609
52	78800	104086.451099994	-25286.4510999936
53	183167	188078.951586821	-4911.95158682087
54	277965	322512.840230657	-44547.8402306566
55	150629	188910.578040795	-38281.5780407955
56	168809	192168.293486518	-23359.2934865181
57	24188	39019.6899034268	-14831.6899034268
58	329267	296135.116702446	33131.8832975537
59	65029	66257.601349034	-1228.60134903395
60	101097	111510.249311831	-10413.2493118308
61	218946	210307.499193874	8638.50080612633
62	244052	241141.610855377	2910.38914462255
63	341570	337806.22370958	3763.77629041997
64	103597	100247.85140856	3349.14859144018
65	233328	266151.613094303	-32823.6130943032
66	256462	271148.272424185	-14686.2724241852
67	206161	158062.451979492	48098.5480205083
68	311473	323017.630446585	-11544.6304465846
69	235800	263773.763644211	-27973.7636442113
70	177939	204959.383591567	-27020.3835915669
71	207176	195108.669404857	12067.3305951428
72	196553	181813.777121686	14739.2228783137
73	174184	165820.350268119	8363.64973188128
74	143246	148502.991305952	-5256.99130595171
75	187559	220608.916498502	-33049.9164985017
76	187681	181464.113340806	6216.88665919404
77	119016	134632.634625023	-15616.6346250234
78	182192	194222.150944212	-12030.150944212
79	73566	89281.2418715874	-15715.2418715874
80	194979	192172.654546422	2806.34545357834
81	167488	157173.168543715	10314.8314562855
82	143756	154152.150258463	-10396.1502584627
83	275541	205118.113678291	70422.8863217094
84	243199	227132.246656618	16066.7533433822
85	182999	184178.618481391	-1179.61848139133
86	135649	141494.206625029	-5845.2066250291
87	152299	150780.552368372	1518.44763162806
88	120221	133485.569697443	-13264.5696974434
89	346485	271612.482653884	74872.5173461161
90	145790	164722.612450162	-18932.6124501621
91	193339	155712.229938647	37626.7700613531
92	80953	100079.680125633	-19126.680125633
93	122774	136416.214055389	-13642.2140553885
94	130585	111551.64916626	19033.3508337399
95	112611	103166.134370694	9444.86562930641
96	286468	277093.085212237	9374.91478776292
97	241066	223374.587980297	17691.4120197033
98	148446	200369.786784006	-51923.786784006
99	204713	186647.633773675	18065.3662263252
100	182079	175085.457706346	6993.54229365398
101	140344	143134.306001267	-2790.30600126664
102	220516	216154.318955489	4361.68104451051
103	243060	210247.384576201	32812.615423799
104	162765	150280.37393067	12484.6260693302
105	182613	176261.727584941	6351.27241505851
106	232138	234672.065729664	-2534.06572966366
107	265318	295351.140357462	-30033.1403574623
108	85574	86888.5085653592	-1314.50856535917
109	310839	300427.837361234	10411.1626387657
110	225060	199954.551517558	25105.4484824422
111	232317	248748.903883972	-16431.903883972
112	144966	152505.859994683	-7539.85999468342
113	43287	53111.5991421776	-9824.59914217762
114	155754	151651.793590363	4102.20640963665
115	164709	179311.06851459	-14602.0685145902
116	201940	211316.456699234	-9376.45669923403
117	235454	229521.857562824	5932.14243717642
118	220801	186000.782587451	34800.2174125493
119	99466	161418.056135503	-61952.0561355032
120	92661	101469.84253618	-8808.84253618021
121	133328	132484.757733785	843.242266214705
122	61361	89588.6264728421	-28227.6264728421
123	125930	154955.893266738	-29025.8932667384
124	100750	139124.798098781	-38374.7980987805
125	224549	199560.903567509	24988.096432491
126	82316	73493.4543143	8822.54568569997
127	102010	95516.6894453624	6493.31055463761
128	101523	100465.12897925	1057.8710207497
129	243511	196192.757529093	47318.2424709073
130	22938	20348.0587620405	2589.94123795954
131	41566	41353.0037562456	212.996243754446
132	152474	165835.199650394	-13361.1996503937
133	61857	47501.0657556276	14355.9342443724
134	99923	137498.452927683	-37575.4529276832
135	132487	137412.584369219	-4925.58436921858
136	317394	323319.704145597	-5925.70414559722
137	21054	21540.9833031603	-486.983303160269
138	209641	197150.557991824	12490.4420081765
139	22648	34177.3596721591	-11529.3596721591
140	31414	34729.0428481768	-3315.04284817682
141	46698	65001.4121643379	-18303.4121643379
142	131698	143171.19906159	-11473.1990615904
143	91735	76949.5822359826	14785.4177640174
144	244749	277751.127359834	-33002.1273598335
145	184510	153522.888815432	30987.1111845678
146	79863	87448.584299771	-7585.58429977103
147	128423	102609.430194285	25813.5698057153
148	97839	112909.134474546	-15070.1344745456
149	38214	52561.8611945978	-14347.8611945978
150	151101	146155.421895291	4945.57810470906
151	272458	248214.059306649	24243.9406933505
152	172494	177928.006861062	-5434.00686106233
153	108043	114321.863121285	-6278.86312128494
154	328107	329583.454539129	-1476.45453912911
155	250579	281372.202562033	-30793.2025620328
156	351067	333181.827057885	17885.172942115
157	158015	155337.896471614	2677.10352838559
158	98866	86928.6547190984	11937.3452809016
159	85439	110215.247352533	-24776.2473525333
160	229242	218584.412630918	10657.5873690817
161	351619	352172.915226289	-553.91522628889
162	84207	73245.3930645946	10961.6069354054
163	120445	122219.186465267	-1774.18646526708
164	324598	302894.623065489	21703.3769345108
165	131069	144706.436195058	-13637.4361950582
166	204271	188736.473507555	15534.526492445
167	165543	178227.449962473	-12684.4499624726
168	141722	117121.977014192	24600.0229858083
169	116048	113928.036599657	2119.9634003426
170	250047	176852.843222081	73194.1567779191
171	299775	290296.109918396	9478.89008160385
172	195838	185020.73860954	10817.2613904598
173	173260	127909.347428372	45350.6525716279
174	254488	223256.326208506	31231.6737914945
175	104389	142216.757807142	-37827.7578071417
176	136084	138898.510484008	-2814.51048400846
177	199476	224232.565462734	-24756.5654627342
178	92499	79887.9282178495	12611.0717821505
179	224330	222877.205864968	1452.7941350321
180	135781	108402.905861085	27378.0941389155
181	74408	85753.0777010734	-11345.0777010734
182	81240	103858.510094295	-22618.5100942949
183	14688	11807.791489168	2880.208510832
184	181633	168589.594622743	13043.4053772566
185	271856	271257.819977737	598.180022262698
186	7199	7969.44545170575	-770.445451705752
187	46660	50131.509806533	-3471.509806533
188	17547	9447.90812573036	8099.09187426964
189	133368	138539.096989416	-5171.09698941645
190	95227	63954.2548102389	31272.7451897611
191	152601	106750.172921874	45850.827078126
192	98146	96660.8164198145	1485.18358018553
193	79619	89616.5365953274	-9997.53659532735
194	59194	73741.1299004718	-14547.1299004718
195	139942	160659.492737989	-20717.4927379895
196	118612	107277.653686319	11334.346313681
197	72880	87078.564085737	-14198.564085737
198	65475	62052.4466825172	3422.55331748282
199	99643	121617.044438816	-21974.0444388159
200	71965	68944.7894779261	3020.21052207393
201	77272	71829.6746061472	5442.32539385277
202	49289	42392.9996842203	6896.00031577966
203	135131	112211.482006348	22919.5179936517
204	108446	112800.684208649	-4354.68420864853
205	89746	112935.818071344	-23189.8180713437
206	44296	48027.7557651532	-3731.75576515316
207	77648	73725.3007561484	3922.69924385155
208	181528	148412.623509193	33115.3764908065
209	134019	110999.453903804	23019.5460961962
210	124064	127215.302486324	-3151.30248632435
211	92630	92914.7676421765	-284.767642176545
212	121848	90650.1462816103	31197.8537183897
213	52915	52216.1477076885	698.852292311479
214	81872	84231.2934742549	-2359.29347425494
215	58981	74866.3047178073	-15885.3047178073
216	53515	67811.1313724612	-14296.1313724612
217	60812	90459.3645267469	-29647.3645267469
218	56375	63330.8196811341	-6955.81968113415
219	65490	71406.1217906418	-5916.12179064184
220	80949	66056.6927214543	14892.3072785457
221	76302	92813.687063826	-16511.687063826
222	104011	147728.014317057	-43717.0143170568
223	98104	138582.901406988	-40478.9014069883
224	67989	71855.9713192894	-3866.97131928939
225	30989	29700.304562102	1288.69543789803
226	135458	132915.435293524	2542.56470647616
227	73504	61220.9327974091	12283.0672025909
228	63123	79649.6041854531	-16526.6041854531
229	61254	67038.0900109337	-5784.09001093367
230	74914	97366.3899615209	-22452.3899615209
231	31774	42208.0323636357	-10434.0323636357
232	81437	86658.2565983318	-5221.25659833181
233	87186	133733.14781038	-46547.1478103797
234	50090	56031.7574516839	-5941.75745168386
235	65745	79382.5101145518	-13637.5101145518
236	56653	55326.8611136372	1326.13888636283
237	158399	108826.714407848	49572.2855921517
238	46455	58553.4370851869	-12098.4370851869
239	73624	85121.2689243022	-11497.2689243022
240	38395	50821.8357674719	-12426.8357674719
241	91899	86427.846113762	5471.15388623798
242	139526	135442.310341487	4083.68965851286
243	52164	59021.7158166762	-6857.71581667616
244	51567	52988.3917586113	-1421.39175861125
245	70551	77248.8841675136	-6697.88416751358
246	84856	93828.0841450037	-8972.08414500371
247	102538	118537.680254446	-15999.6802544462
248	86678	78986.3228433748	7691.67715662516
249	85709	73294.9924033819	12414.0075966181
250	34662	43561.2195355252	-8899.21953552521
251	150580	146237.769055319	4342.23094468098
252	99611	96785.0854429958	2825.91455700419
253	19349	13204.5968542005	6144.40314579947
254	99373	94098.1205917425	5274.87940825751
255	86230	100939.918877433	-14709.9188774333
256	30837	25868.7994847689	4968.20051523109
257	31706	39359.6349129452	-7653.63491294518
258	89806	69218.0950531913	20587.9049468087
259	62088	51199.1064846222	10888.8935153778
260	40151	38534.700952286	1616.299047714
261	27634	35473.9533439318	-7839.9533439318
262	76990	75582.0348527084	1407.96514729157
263	37460	22419.3457273578	15040.6542726422
264	54157	52823.9234343034	1333.07656569658
265	49862	55504.330152623	-5642.330152623
266	84337	80569.4506904212	3767.54930957877
267	64175	77006.1644771395	-12831.1644771395
268	59382	58102.8930773607	1279.10692263925
269	119308	85425.8713706176	33882.1286293823
270	76702	83319.8558581501	-6617.85585815006
271	103425	104061.889011442	-636.889011441718
272	70344	67337.7061372483	3006.29386275173
273	43410	36899.3241754492	6510.67582455085
274	104838	99406.0499827823	5431.95001721771
275	62215	52294.0803902263	9920.91960977375
276	69304	69386.5328271284	-82.5328271284065
277	53117	33207.6386765707	19909.3613234293
278	19764	15209.6346823096	4554.36531769036
279	86680	94014.4501289649	-7334.45012896491
280	84105	71242.6346962262	12862.3653037738
281	77945	75032.4241410501	2912.57585894993
282	89113	58066.5783062848	31046.4216937152
283	91005	79449.135571074	11555.864428926
284	40248	28528.7993290377	11719.2006709623
285	64187	58533.0515131248	5653.94848687523
286	50857	45132.0515427096	5724.94845729042
287	56613	48278.9105156105	8334.08948438946
288	62792	66690.8526609124	-3898.85266091244
289	72535	81895.2091798631	-9360.20917986314

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
18	0.744646228287835	0.510707543424329	0.255353771712165
19	0.622573130603086	0.754853738793827	0.377426869396914
20	0.606049371478627	0.787901257042747	0.393950628521373
21	0.584409478841438	0.831181042317125	0.415590521158562
22	0.672092673786427	0.655814652427147	0.327907326213573
23	0.930452763340701	0.139094473318598	0.069547236659299
24	0.895436835821956	0.209126328356088	0.104563164178044
25	0.941207401888158	0.117585196223685	0.0587925981118425
26	0.957709832797474	0.0845803344050519	0.0422901672025259
27	0.960840642596258	0.0783187148074835	0.0391593574037417
28	0.962071318808952	0.0758573623820951	0.0379286811910476
29	0.956630393547393	0.086739212905215	0.0433696064526075
30	0.943294072775628	0.113411854448744	0.0567059272243718
31	0.978038963863483	0.0439220722730337	0.0219610361365169
32	0.968993900836164	0.0620121983276727	0.0310060991638364
33	0.957230246008755	0.0855395079824892	0.0427697539912446
34	0.941732535849793	0.116534928300413	0.0582674641502066
35	0.921061304344294	0.157877391311412	0.0789386956557058
36	0.901524527075594	0.196950945848811	0.0984754729244055
37	0.872296626562743	0.255406746874513	0.127703373437257
38	0.838655245997344	0.322689508005313	0.161344754002656
39	0.890503650145061	0.218992699709877	0.109496349854939
40	0.91125035384462	0.17749929231076	0.0887496461553802
41	0.888605813529606	0.222788372940787	0.111394186470394
42	0.865220403005222	0.269559193989555	0.134779596994778
43	0.835694707932821	0.328610584134357	0.164305292067179
44	0.803664710794638	0.392670578410725	0.196335289205362
45	0.835435172593382	0.329129654813236	0.164564827406618
46	0.80342985209072	0.39314029581856	0.19657014790928
47	0.770002509697173	0.459994980605654	0.229997490302827
48	0.732072567208144	0.535854865583712	0.267927432791856
49	0.694503181097932	0.610993637804137	0.305496818902068
50	0.873306803526526	0.253386392946948	0.126693196473474
51	0.985102128799686	0.0297957424006276	0.0148978712003138
52	0.985161797343848	0.0296764053123043	0.0148382026561521
53	0.98251406278295	0.0349718744340995	0.0174859372170497
54	0.99504376538829	0.00991246922341994	0.00495623461170997
55	0.997642385122273	0.00471522975545443	0.00235761487772721
56	0.997886727090557	0.00422654581888675	0.00211327290944337
57	0.997636520522367	0.00472695895526624	0.00236347947763312
58	0.997970651595601	0.00405869680879872	0.00202934840439936
59	0.997152160841459	0.00569567831708264	0.00284783915854132
60	0.996539854899504	0.0069202902009925	0.00346014510049625
61	0.995563246042981	0.00887350791403734	0.00443675395701867
62	0.994276495204662	0.0114470095906755	0.00572350479533777
63	0.992294864285411	0.015410271429178	0.00770513571458901
64	0.989716833257939	0.0205663334841227	0.0102831667420613
65	0.995998649074047	0.00800270185190617	0.00400135092595308
66	0.995145328850704	0.00970934229859187	0.00485467114929594
67	0.998668661196743	0.00266267760651331	0.00133133880325665
68	0.998325325453965	0.00334934909207037	0.00167467454603519
69	0.998265424972754	0.00346915005449275	0.00173457502724638
70	0.998341769100064	0.00331646179987237	0.00165823089993618
71	0.997912672563198	0.00417465487360457	0.00208732743680229
72	0.997424767722468	0.00515046455506323	0.00257523227753162
73	0.996711511024233	0.0065769779515336	0.0032884889757668
74	0.995579602621353	0.00884079475729443	0.00442039737864721
75	0.996951555875181	0.00609688824963741	0.0030484441248187
76	0.996207271555234	0.00758545688953221	0.00379272844476611
77	0.995342116934964	0.00931576613007112	0.00465788306503556
78	0.994456721204501	0.0110865575909975	0.00554327879549875
79	0.993908863583466	0.0121822728330689	0.00609113641653447
80	0.992008672353116	0.0159826552937673	0.00799132764688366
81	0.99072026494714	0.01855947010572	0.00927973505286001
82	0.988248326343644	0.0235033473127123	0.0117516736563562
83	0.999287849142944	0.00142430171411239	0.000712150857056193
84	0.999122144490496	0.00175571101900824	0.00087785550950412
85	0.998798492200156	0.00240301559968752	0.00120150779984376
86	0.998379244647684	0.00324151070463176	0.00162075535231588
87	0.997835798886656	0.00432840222668723	0.00216420111334362
88	0.997420043471343	0.00515991305731323	0.00257995652865662
89	0.99994062981544	0.000118740369120871	5.93701845604354e-05
90	0.999944084804309	0.000111830391382225	5.59151956911126e-05
91	0.999970410831951	5.91783360980086e-05	2.95891680490043e-05
92	0.999969012330511	6.19753389782045e-05	3.09876694891023e-05
93	0.999958001557765	8.39968844695878e-05	4.19984422347939e-05
94	0.999953668298131	9.26634037387628e-05	4.63317018693814e-05
95	0.999935727163164	0.000128545673671977	6.42728368359885e-05
96	0.999925142103227	0.000149715793546015	7.48578967730077e-05
97	0.999905821819332	0.000188356361336118	9.41781806680591e-05
98	0.99998404022087	3.19195582598675e-05	1.59597791299337e-05
99	0.99998003641429	3.99271714206787e-05	1.99635857103394e-05
100	0.999973111037124	5.37779257525298e-05	2.68889628762649e-05
101	0.999960789911104	7.84201777919975e-05	3.92100888959987e-05
102	0.999943537074611	0.000112925850778837	5.64629253894185e-05
103	0.999971698411018	5.66031779646255e-05	2.83015889823127e-05
104	0.999963954736076	7.20905278470076e-05	3.60452639235038e-05
105	0.999948373438549	0.000103253122900996	5.1626561450498e-05
106	0.999930788753899	0.000138422492201813	6.92112461009065e-05
107	0.999965511233768	6.89775324636403e-05	3.44887662318201e-05
108	0.999950061023688	9.98779526247732e-05	4.99389763123866e-05
109	0.999935545317846	0.000128909364308656	6.44546821543278e-05
110	0.999935973999556	0.000128052000887448	6.40260004437241e-05
111	0.999929734758086	0.000140530483827696	7.02652419138482e-05
112	0.999904184817465	0.000191630365069096	9.58151825345478e-05
113	0.999872642522196	0.000254714955608862	0.000127357477804431
114	0.999821413107478	0.000357173785044682	0.000178586892522341
115	0.999788938354087	0.000422123291825233	0.000211061645912617
116	0.999721311613523	0.000557376772954647	0.000278688386477323
117	0.99961621355915	0.000767572881700528	0.000383786440850264
118	0.999792631715084	0.000414736569831359	0.000207368284915679
119	0.999975453534809	4.90929303821023e-05	2.45464651910512e-05
120	0.999968876835164	6.22463296722681e-05	3.11231648361341e-05
121	0.999954917991279	9.01640174426319e-05	4.5082008721316e-05
122	0.999973239159418	5.35216811639625e-05	2.67608405819813e-05
123	0.999975631984226	4.87360315474439e-05	2.43680157737219e-05
124	0.999986774350168	2.64512996636188e-05	1.32256498318094e-05
125	0.999986967471828	2.60650563431945e-05	1.30325281715973e-05
126	0.999981967290664	3.60654186723481e-05	1.8032709336174e-05
127	0.999974721416872	5.05571662558464e-05	2.52785831279232e-05
128	0.999963754034717	7.24919305654681e-05	3.62459652827341e-05
129	0.999990321018879	1.93579622423411e-05	9.67898112117056e-06
130	0.999985828707009	2.83425859816589e-05	1.41712929908295e-05
131	0.999979303947666	4.13921046679602e-05	2.06960523339801e-05
132	0.999974816411067	5.03671778666053e-05	2.51835889333027e-05
133	0.999967044757114	6.59104857726466e-05	3.29552428863233e-05
134	0.999983258520961	3.3482958078771e-05	1.67414790393855e-05
135	0.999978677431334	4.26451373313851e-05	2.13225686656926e-05
136	0.999971697558568	5.66048828642176e-05	2.83024414321088e-05
137	0.999959173076034	8.16538479321689e-05	4.08269239660845e-05
138	0.99994736415492	0.000105271690159978	5.26358450799892e-05
139	0.999940434445341	0.000119131109317969	5.95655546589847e-05
140	0.999916800549805	0.000166398900390614	8.31994501953071e-05
141	0.999907900987004	0.000184198025992307	9.20990129961536e-05
142	0.999878712488913	0.00024257502217455	0.000121287511087275
143	0.999876755976733	0.000246488046533382	0.000123244023266691
144	0.9999345015886	0.000130996822799682	6.54984113998408e-05
145	0.999955728145074	8.85437098519764e-05	4.42718549259882e-05
146	0.999943210976065	0.000113578047870215	5.67890239351073e-05
147	0.999964028718611	7.19425627785832e-05	3.59712813892916e-05
148	0.999959715810032	8.05683799355197e-05	4.02841899677598e-05
149	0.999951681414865	9.66371702705195e-05	4.83185851352597e-05
150	0.999933248732154	0.000133502535691564	6.67512678457822e-05
151	0.999945807389308	0.000108385221383438	5.4192610691719e-05
152	0.999926797078676	0.000146405842647421	7.32029213237103e-05
153	0.999907107635289	0.000185784729422329	9.28923647111643e-05
154	0.999868502161741	0.000262995676517638	0.000131497838258819
155	0.999918842400012	0.000162315199975511	8.11575999877557e-05
156	0.999898833912726	0.000202332174548043	0.000101166087274022
157	0.99985877239304	0.000282455213920724	0.000141227606960362
158	0.999875146879542	0.000249706240915703	0.000124853120457851
159	0.999904120708911	0.000191758582178138	9.58792910890691e-05
160	0.999875798083143	0.000248403833714296	0.000124201916857148
161	0.999831370868988	0.000337258262023546	0.000168629131011773
162	0.999817832254823	0.000364335490354097	0.000182167745177049
163	0.999809392235132	0.00038121552973537	0.000190607764867685
164	0.999817136231876	0.000365727536248654	0.000182863768124327
165	0.99980234791043	0.000395304179140334	0.000197652089570167
166	0.999802906272032	0.000394187455934939	0.000197093727967469
167	0.999740934024871	0.000518131950258407	0.000259065975129203
168	0.999737302085072	0.000525395829855403	0.000262697914927702
169	0.999656919323274	0.000686161353452058	0.000343080676726029
170	0.999990359524416	1.92809511680082e-05	9.6404755840041e-06
171	0.999987237801396	2.5524397207049e-05	1.27621986035245e-05
172	0.999986604218836	2.67915623273443e-05	1.33957811636722e-05
173	0.999996158665143	7.68266971441899e-06	3.8413348572095e-06
174	0.999999256827295	1.48634541023016e-06	7.43172705115082e-07
175	0.999999400235661	1.19952867788466e-06	5.99764338942329e-07
176	0.999999106579297	1.78684140598871e-06	8.93420702994353e-07
177	0.999999048086632	1.90382673614795e-06	9.51913368073976e-07
178	0.999998847856786	2.30428642874861e-06	1.1521432143743e-06
179	0.999998282436515	3.43512696980414e-06	1.71756348490207e-06
180	0.999998641456946	2.71708610777138e-06	1.35854305388569e-06
181	0.999998037993564	3.92401287116404e-06	1.96200643558202e-06
182	0.999998837609999	2.32478000147585e-06	1.16239000073793e-06
183	0.999998148067565	3.70386486923185e-06	1.85193243461592e-06
184	0.999997969355094	4.06128981195875e-06	2.03064490597938e-06
185	0.999997584444746	4.83111050905806e-06	2.41555525452903e-06
186	0.999996432475667	7.13504866514341e-06	3.56752433257171e-06
187	0.999995252751055	9.49449788919145e-06	4.74724894459572e-06
188	0.999992704283927	1.45914321468233e-05	7.29571607341163e-06
189	0.999989859192501	2.02816149986356e-05	1.01408074993178e-05
190	0.999992090838718	1.58183225642273e-05	7.90916128211366e-06
191	0.999999778654117	4.42691766120686e-07	2.21345883060343e-07
192	0.999999625643751	7.48712497123899e-07	3.7435624856195e-07
193	0.999999391139911	1.21772017899408e-06	6.0886008949704e-07
194	0.999999062139404	1.87572119176735e-06	9.37860595883674e-07
195	0.999999013943474	1.97211305110088e-06	9.86056525550438e-07
196	0.999999062603699	1.87479260234732e-06	9.37396301173661e-07
197	0.999998847071708	2.30585658317423e-06	1.15292829158712e-06
198	0.999998212620322	3.57475935662152e-06	1.78737967831076e-06
199	0.999998313823301	3.37235339765802e-06	1.68617669882901e-06
200	0.999997545749652	4.90850069663328e-06	2.45425034831664e-06
201	0.999996517105013	6.96578997353467e-06	3.48289498676733e-06
202	0.999994490104419	1.10197911624982e-05	5.50989558124908e-06
203	0.999993939553342	1.21208933157191e-05	6.06044665785954e-06
204	0.999990177043142	1.96459137168545e-05	9.82295685842727e-06
205	0.999985945289171	2.81094216586993e-05	1.40547108293496e-05
206	0.999978221642522	4.3556714956154e-05	2.1778357478077e-05
207	0.999966357160329	6.72856793418546e-05	3.36428396709273e-05
208	0.999991939310887	1.61213782265811e-05	8.06068911329057e-06
209	0.999995363295658	9.2734086841607e-06	4.63670434208035e-06
210	0.999992300798056	1.53984038889625e-05	7.69920194448124e-06
211	0.999988438855264	2.31222894711629e-05	1.15611447355815e-05
212	0.999996419486572	7.16102685693749e-06	3.58051342846874e-06
213	0.999994081647248	1.18367055037485e-05	5.91835275187427e-06
214	0.999990420424309	1.91591513822603e-05	9.57957569113013e-06
215	0.999984846509762	3.03069804749606e-05	1.51534902374803e-05
216	0.999978127892703	4.37442145934213e-05	2.18721072967107e-05
217	0.999991056400567	1.78871988665107e-05	8.94359943325536e-06
218	0.99998509229247	2.98154150594591e-05	1.49077075297296e-05
219	0.999976425723699	4.71485526018566e-05	2.35742763009283e-05
220	0.999965717389025	6.85652219507972e-05	3.42826109753986e-05
221	0.999956983308562	8.60333828753151e-05	4.30166914376575e-05
222	0.999988163136366	2.36737272682183e-05	1.18368636341092e-05
223	0.999990257091414	1.94858171725112e-05	9.74290858625559e-06
224	0.999983327332758	3.33453344834239e-05	1.6672667241712e-05
225	0.999971470451028	5.70590979441754e-05	2.85295489720877e-05
226	0.999959134457707	8.17310845853712e-05	4.08655422926856e-05
227	0.999942515986217	0.000114968027566888	5.74840137834441e-05
228	0.999932946581322	0.000134106837355247	6.70534186776235e-05
229	0.999888059362235	0.000223881275530455	0.000111940637765228
230	0.99993880986897	0.000122380262059968	6.11901310299842e-05
231	0.999943029818213	0.000113940363574108	5.6970181787054e-05
232	0.999902915797764	0.000194168404472455	9.70842022362273e-05
233	0.999999626571942	7.46856116843684e-07	3.73428058421842e-07
234	0.999999282045418	1.43590916484366e-06	7.17954582421831e-07
235	0.999998584178526	2.83164294839248e-06	1.41582147419624e-06
236	0.999997246875049	5.50624990173916e-06	2.75312495086958e-06
237	0.999999989090424	2.18191527940511e-08	1.09095763970256e-08
238	0.999999974330065	5.13398697732587e-08	2.56699348866294e-08
239	0.999999942467507	1.15064986237615e-07	5.75324931188075e-08
240	0.999999891359091	2.17281818166833e-07	1.08640909083416e-07
241	0.999999759395738	4.81208523516579e-07	2.40604261758289e-07
242	0.999999556009619	8.87980761855021e-07	4.43990380927511e-07
243	0.999999137872667	1.72425466645348e-06	8.6212733322674e-07
244	0.999998135514112	3.72897177665154e-06	1.86448588832577e-06
245	0.999997235652059	5.52869588187256e-06	2.76434794093628e-06
246	0.999994715427697	1.05691446062812e-05	5.28457230314059e-06
247	0.999996191712384	7.61657523120394e-06	3.80828761560197e-06
248	0.999992707625356	1.45847492874063e-05	7.29237464370315e-06
249	0.999987252762287	2.54944754267707e-05	1.27472377133853e-05
250	0.999982927854735	3.41442905301022e-05	1.70721452650511e-05
251	0.999972684271976	5.46314560473626e-05	2.73157280236813e-05
252	0.999953568272005	9.28634559902128e-05	4.64317279951064e-05
253	0.999897937358376	0.000204125283248991	0.000102062641624495
254	0.999786736423473	0.000426527153053803	0.000213263576526901
255	0.999806979645225	0.000386040709549619	0.000193020354774809
256	0.999583435813047	0.000833128373906066	0.000416564186953033
257	0.99943352720227	0.00113294559546033	0.000566472797730166
258	0.999631890460123	0.000736219079754302	0.000368109539877151
259	0.999213891127389	0.00157221774522225	0.000786108872611123
260	0.998612106887596	0.00277578622480781	0.00138789311240391
261	0.997503993177889	0.00499201364422127	0.00249600682211063
262	0.99477279372666	0.0104544125466801	0.00522720627334004
263	0.992820266590992	0.0143594668180162	0.00717973340900812
264	0.993462588042644	0.0130748239147113	0.00653741195735565
265	0.990010584654752	0.019978830690497	0.00998941534524848
266	0.979984967494955	0.0400300650100905	0.0200150325050453
267	0.962489584768551	0.0750208304628972	0.0375104152314486
268	0.939757953390152	0.120484093219696	0.0602420466098478
269	0.999747560869662	0.000504878260675959	0.000252439130337979
270	0.999733685542159	0.00053262891568128	0.00026631445784064
271	0.997539542979341	0.00492091404131889	0.00246045702065944

\begin{tabular}{lllllllll}
\hline
Goldfeld-Quandt test for Heteroskedasticity \tabularnewline
p-values & Alternative Hypothesis \tabularnewline
breakpoint index & greater & 2-sided & less \tabularnewline
18 & 0.744646228287835 & 0.510707543424329 & 0.255353771712165 \tabularnewline
19 & 0.622573130603086 & 0.754853738793827 & 0.377426869396914 \tabularnewline
20 & 0.606049371478627 & 0.787901257042747 & 0.393950628521373 \tabularnewline
21 & 0.584409478841438 & 0.831181042317125 & 0.415590521158562 \tabularnewline
22 & 0.672092673786427 & 0.655814652427147 & 0.327907326213573 \tabularnewline
23 & 0.930452763340701 & 0.139094473318598 & 0.069547236659299 \tabularnewline
24 & 0.895436835821956 & 0.209126328356088 & 0.104563164178044 \tabularnewline
25 & 0.941207401888158 & 0.117585196223685 & 0.0587925981118425 \tabularnewline
26 & 0.957709832797474 & 0.0845803344050519 & 0.0422901672025259 \tabularnewline
27 & 0.960840642596258 & 0.0783187148074835 & 0.0391593574037417 \tabularnewline
28 & 0.962071318808952 & 0.0758573623820951 & 0.0379286811910476 \tabularnewline
29 & 0.956630393547393 & 0.086739212905215 & 0.0433696064526075 \tabularnewline
30 & 0.943294072775628 & 0.113411854448744 & 0.0567059272243718 \tabularnewline
31 & 0.978038963863483 & 0.0439220722730337 & 0.0219610361365169 \tabularnewline
32 & 0.968993900836164 & 0.0620121983276727 & 0.0310060991638364 \tabularnewline
33 & 0.957230246008755 & 0.0855395079824892 & 0.0427697539912446 \tabularnewline
34 & 0.941732535849793 & 0.116534928300413 & 0.0582674641502066 \tabularnewline
35 & 0.921061304344294 & 0.157877391311412 & 0.0789386956557058 \tabularnewline
36 & 0.901524527075594 & 0.196950945848811 & 0.0984754729244055 \tabularnewline
37 & 0.872296626562743 & 0.255406746874513 & 0.127703373437257 \tabularnewline
38 & 0.838655245997344 & 0.322689508005313 & 0.161344754002656 \tabularnewline
39 & 0.890503650145061 & 0.218992699709877 & 0.109496349854939 \tabularnewline
40 & 0.91125035384462 & 0.17749929231076 & 0.0887496461553802 \tabularnewline
41 & 0.888605813529606 & 0.222788372940787 & 0.111394186470394 \tabularnewline
42 & 0.865220403005222 & 0.269559193989555 & 0.134779596994778 \tabularnewline
43 & 0.835694707932821 & 0.328610584134357 & 0.164305292067179 \tabularnewline
44 & 0.803664710794638 & 0.392670578410725 & 0.196335289205362 \tabularnewline
45 & 0.835435172593382 & 0.329129654813236 & 0.164564827406618 \tabularnewline
46 & 0.80342985209072 & 0.39314029581856 & 0.19657014790928 \tabularnewline
47 & 0.770002509697173 & 0.459994980605654 & 0.229997490302827 \tabularnewline
48 & 0.732072567208144 & 0.535854865583712 & 0.267927432791856 \tabularnewline
49 & 0.694503181097932 & 0.610993637804137 & 0.305496818902068 \tabularnewline
50 & 0.873306803526526 & 0.253386392946948 & 0.126693196473474 \tabularnewline
51 & 0.985102128799686 & 0.0297957424006276 & 0.0148978712003138 \tabularnewline
52 & 0.985161797343848 & 0.0296764053123043 & 0.0148382026561521 \tabularnewline
53 & 0.98251406278295 & 0.0349718744340995 & 0.0174859372170497 \tabularnewline
54 & 0.99504376538829 & 0.00991246922341994 & 0.00495623461170997 \tabularnewline
55 & 0.997642385122273 & 0.00471522975545443 & 0.00235761487772721 \tabularnewline
56 & 0.997886727090557 & 0.00422654581888675 & 0.00211327290944337 \tabularnewline
57 & 0.997636520522367 & 0.00472695895526624 & 0.00236347947763312 \tabularnewline
58 & 0.997970651595601 & 0.00405869680879872 & 0.00202934840439936 \tabularnewline
59 & 0.997152160841459 & 0.00569567831708264 & 0.00284783915854132 \tabularnewline
60 & 0.996539854899504 & 0.0069202902009925 & 0.00346014510049625 \tabularnewline
61 & 0.995563246042981 & 0.00887350791403734 & 0.00443675395701867 \tabularnewline
62 & 0.994276495204662 & 0.0114470095906755 & 0.00572350479533777 \tabularnewline
63 & 0.992294864285411 & 0.015410271429178 & 0.00770513571458901 \tabularnewline
64 & 0.989716833257939 & 0.0205663334841227 & 0.0102831667420613 \tabularnewline
65 & 0.995998649074047 & 0.00800270185190617 & 0.00400135092595308 \tabularnewline
66 & 0.995145328850704 & 0.00970934229859187 & 0.00485467114929594 \tabularnewline
67 & 0.998668661196743 & 0.00266267760651331 & 0.00133133880325665 \tabularnewline
68 & 0.998325325453965 & 0.00334934909207037 & 0.00167467454603519 \tabularnewline
69 & 0.998265424972754 & 0.00346915005449275 & 0.00173457502724638 \tabularnewline
70 & 0.998341769100064 & 0.00331646179987237 & 0.00165823089993618 \tabularnewline
71 & 0.997912672563198 & 0.00417465487360457 & 0.00208732743680229 \tabularnewline
72 & 0.997424767722468 & 0.00515046455506323 & 0.00257523227753162 \tabularnewline
73 & 0.996711511024233 & 0.0065769779515336 & 0.0032884889757668 \tabularnewline
74 & 0.995579602621353 & 0.00884079475729443 & 0.00442039737864721 \tabularnewline
75 & 0.996951555875181 & 0.00609688824963741 & 0.0030484441248187 \tabularnewline
76 & 0.996207271555234 & 0.00758545688953221 & 0.00379272844476611 \tabularnewline
77 & 0.995342116934964 & 0.00931576613007112 & 0.00465788306503556 \tabularnewline
78 & 0.994456721204501 & 0.0110865575909975 & 0.00554327879549875 \tabularnewline
79 & 0.993908863583466 & 0.0121822728330689 & 0.00609113641653447 \tabularnewline
80 & 0.992008672353116 & 0.0159826552937673 & 0.00799132764688366 \tabularnewline
81 & 0.99072026494714 & 0.01855947010572 & 0.00927973505286001 \tabularnewline
82 & 0.988248326343644 & 0.0235033473127123 & 0.0117516736563562 \tabularnewline
83 & 0.999287849142944 & 0.00142430171411239 & 0.000712150857056193 \tabularnewline
84 & 0.999122144490496 & 0.00175571101900824 & 0.00087785550950412 \tabularnewline
85 & 0.998798492200156 & 0.00240301559968752 & 0.00120150779984376 \tabularnewline
86 & 0.998379244647684 & 0.00324151070463176 & 0.00162075535231588 \tabularnewline
87 & 0.997835798886656 & 0.00432840222668723 & 0.00216420111334362 \tabularnewline
88 & 0.997420043471343 & 0.00515991305731323 & 0.00257995652865662 \tabularnewline
89 & 0.99994062981544 & 0.000118740369120871 & 5.93701845604354e-05 \tabularnewline
90 & 0.999944084804309 & 0.000111830391382225 & 5.59151956911126e-05 \tabularnewline
91 & 0.999970410831951 & 5.91783360980086e-05 & 2.95891680490043e-05 \tabularnewline
92 & 0.999969012330511 & 6.19753389782045e-05 & 3.09876694891023e-05 \tabularnewline
93 & 0.999958001557765 & 8.39968844695878e-05 & 4.19984422347939e-05 \tabularnewline
94 & 0.999953668298131 & 9.26634037387628e-05 & 4.63317018693814e-05 \tabularnewline
95 & 0.999935727163164 & 0.000128545673671977 & 6.42728368359885e-05 \tabularnewline
96 & 0.999925142103227 & 0.000149715793546015 & 7.48578967730077e-05 \tabularnewline
97 & 0.999905821819332 & 0.000188356361336118 & 9.41781806680591e-05 \tabularnewline
98 & 0.99998404022087 & 3.19195582598675e-05 & 1.59597791299337e-05 \tabularnewline
99 & 0.99998003641429 & 3.99271714206787e-05 & 1.99635857103394e-05 \tabularnewline
100 & 0.999973111037124 & 5.37779257525298e-05 & 2.68889628762649e-05 \tabularnewline
101 & 0.999960789911104 & 7.84201777919975e-05 & 3.92100888959987e-05 \tabularnewline
102 & 0.999943537074611 & 0.000112925850778837 & 5.64629253894185e-05 \tabularnewline
103 & 0.999971698411018 & 5.66031779646255e-05 & 2.83015889823127e-05 \tabularnewline
104 & 0.999963954736076 & 7.20905278470076e-05 & 3.60452639235038e-05 \tabularnewline
105 & 0.999948373438549 & 0.000103253122900996 & 5.1626561450498e-05 \tabularnewline
106 & 0.999930788753899 & 0.000138422492201813 & 6.92112461009065e-05 \tabularnewline
107 & 0.999965511233768 & 6.89775324636403e-05 & 3.44887662318201e-05 \tabularnewline
108 & 0.999950061023688 & 9.98779526247732e-05 & 4.99389763123866e-05 \tabularnewline
109 & 0.999935545317846 & 0.000128909364308656 & 6.44546821543278e-05 \tabularnewline
110 & 0.999935973999556 & 0.000128052000887448 & 6.40260004437241e-05 \tabularnewline
111 & 0.999929734758086 & 0.000140530483827696 & 7.02652419138482e-05 \tabularnewline
112 & 0.999904184817465 & 0.000191630365069096 & 9.58151825345478e-05 \tabularnewline
113 & 0.999872642522196 & 0.000254714955608862 & 0.000127357477804431 \tabularnewline
114 & 0.999821413107478 & 0.000357173785044682 & 0.000178586892522341 \tabularnewline
115 & 0.999788938354087 & 0.000422123291825233 & 0.000211061645912617 \tabularnewline
116 & 0.999721311613523 & 0.000557376772954647 & 0.000278688386477323 \tabularnewline
117 & 0.99961621355915 & 0.000767572881700528 & 0.000383786440850264 \tabularnewline
118 & 0.999792631715084 & 0.000414736569831359 & 0.000207368284915679 \tabularnewline
119 & 0.999975453534809 & 4.90929303821023e-05 & 2.45464651910512e-05 \tabularnewline
120 & 0.999968876835164 & 6.22463296722681e-05 & 3.11231648361341e-05 \tabularnewline
121 & 0.999954917991279 & 9.01640174426319e-05 & 4.5082008721316e-05 \tabularnewline
122 & 0.999973239159418 & 5.35216811639625e-05 & 2.67608405819813e-05 \tabularnewline
123 & 0.999975631984226 & 4.87360315474439e-05 & 2.43680157737219e-05 \tabularnewline
124 & 0.999986774350168 & 2.64512996636188e-05 & 1.32256498318094e-05 \tabularnewline
125 & 0.999986967471828 & 2.60650563431945e-05 & 1.30325281715973e-05 \tabularnewline
126 & 0.999981967290664 & 3.60654186723481e-05 & 1.8032709336174e-05 \tabularnewline
127 & 0.999974721416872 & 5.05571662558464e-05 & 2.52785831279232e-05 \tabularnewline
128 & 0.999963754034717 & 7.24919305654681e-05 & 3.62459652827341e-05 \tabularnewline
129 & 0.999990321018879 & 1.93579622423411e-05 & 9.67898112117056e-06 \tabularnewline
130 & 0.999985828707009 & 2.83425859816589e-05 & 1.41712929908295e-05 \tabularnewline
131 & 0.999979303947666 & 4.13921046679602e-05 & 2.06960523339801e-05 \tabularnewline
132 & 0.999974816411067 & 5.03671778666053e-05 & 2.51835889333027e-05 \tabularnewline
133 & 0.999967044757114 & 6.59104857726466e-05 & 3.29552428863233e-05 \tabularnewline
134 & 0.999983258520961 & 3.3482958078771e-05 & 1.67414790393855e-05 \tabularnewline
135 & 0.999978677431334 & 4.26451373313851e-05 & 2.13225686656926e-05 \tabularnewline
136 & 0.999971697558568 & 5.66048828642176e-05 & 2.83024414321088e-05 \tabularnewline
137 & 0.999959173076034 & 8.16538479321689e-05 & 4.08269239660845e-05 \tabularnewline
138 & 0.99994736415492 & 0.000105271690159978 & 5.26358450799892e-05 \tabularnewline
139 & 0.999940434445341 & 0.000119131109317969 & 5.95655546589847e-05 \tabularnewline
140 & 0.999916800549805 & 0.000166398900390614 & 8.31994501953071e-05 \tabularnewline
141 & 0.999907900987004 & 0.000184198025992307 & 9.20990129961536e-05 \tabularnewline
142 & 0.999878712488913 & 0.00024257502217455 & 0.000121287511087275 \tabularnewline
143 & 0.999876755976733 & 0.000246488046533382 & 0.000123244023266691 \tabularnewline
144 & 0.9999345015886 & 0.000130996822799682 & 6.54984113998408e-05 \tabularnewline
145 & 0.999955728145074 & 8.85437098519764e-05 & 4.42718549259882e-05 \tabularnewline
146 & 0.999943210976065 & 0.000113578047870215 & 5.67890239351073e-05 \tabularnewline
147 & 0.999964028718611 & 7.19425627785832e-05 & 3.59712813892916e-05 \tabularnewline
148 & 0.999959715810032 & 8.05683799355197e-05 & 4.02841899677598e-05 \tabularnewline
149 & 0.999951681414865 & 9.66371702705195e-05 & 4.83185851352597e-05 \tabularnewline
150 & 0.999933248732154 & 0.000133502535691564 & 6.67512678457822e-05 \tabularnewline
151 & 0.999945807389308 & 0.000108385221383438 & 5.4192610691719e-05 \tabularnewline
152 & 0.999926797078676 & 0.000146405842647421 & 7.32029213237103e-05 \tabularnewline
153 & 0.999907107635289 & 0.000185784729422329 & 9.28923647111643e-05 \tabularnewline
154 & 0.999868502161741 & 0.000262995676517638 & 0.000131497838258819 \tabularnewline
155 & 0.999918842400012 & 0.000162315199975511 & 8.11575999877557e-05 \tabularnewline
156 & 0.999898833912726 & 0.000202332174548043 & 0.000101166087274022 \tabularnewline
157 & 0.99985877239304 & 0.000282455213920724 & 0.000141227606960362 \tabularnewline
158 & 0.999875146879542 & 0.000249706240915703 & 0.000124853120457851 \tabularnewline
159 & 0.999904120708911 & 0.000191758582178138 & 9.58792910890691e-05 \tabularnewline
160 & 0.999875798083143 & 0.000248403833714296 & 0.000124201916857148 \tabularnewline
161 & 0.999831370868988 & 0.000337258262023546 & 0.000168629131011773 \tabularnewline
162 & 0.999817832254823 & 0.000364335490354097 & 0.000182167745177049 \tabularnewline
163 & 0.999809392235132 & 0.00038121552973537 & 0.000190607764867685 \tabularnewline
164 & 0.999817136231876 & 0.000365727536248654 & 0.000182863768124327 \tabularnewline
165 & 0.99980234791043 & 0.000395304179140334 & 0.000197652089570167 \tabularnewline
166 & 0.999802906272032 & 0.000394187455934939 & 0.000197093727967469 \tabularnewline
167 & 0.999740934024871 & 0.000518131950258407 & 0.000259065975129203 \tabularnewline
168 & 0.999737302085072 & 0.000525395829855403 & 0.000262697914927702 \tabularnewline
169 & 0.999656919323274 & 0.000686161353452058 & 0.000343080676726029 \tabularnewline
170 & 0.999990359524416 & 1.92809511680082e-05 & 9.6404755840041e-06 \tabularnewline
171 & 0.999987237801396 & 2.5524397207049e-05 & 1.27621986035245e-05 \tabularnewline
172 & 0.999986604218836 & 2.67915623273443e-05 & 1.33957811636722e-05 \tabularnewline
173 & 0.999996158665143 & 7.68266971441899e-06 & 3.8413348572095e-06 \tabularnewline
174 & 0.999999256827295 & 1.48634541023016e-06 & 7.43172705115082e-07 \tabularnewline
175 & 0.999999400235661 & 1.19952867788466e-06 & 5.99764338942329e-07 \tabularnewline
176 & 0.999999106579297 & 1.78684140598871e-06 & 8.93420702994353e-07 \tabularnewline
177 & 0.999999048086632 & 1.90382673614795e-06 & 9.51913368073976e-07 \tabularnewline
178 & 0.999998847856786 & 2.30428642874861e-06 & 1.1521432143743e-06 \tabularnewline
179 & 0.999998282436515 & 3.43512696980414e-06 & 1.71756348490207e-06 \tabularnewline
180 & 0.999998641456946 & 2.71708610777138e-06 & 1.35854305388569e-06 \tabularnewline
181 & 0.999998037993564 & 3.92401287116404e-06 & 1.96200643558202e-06 \tabularnewline
182 & 0.999998837609999 & 2.32478000147585e-06 & 1.16239000073793e-06 \tabularnewline
183 & 0.999998148067565 & 3.70386486923185e-06 & 1.85193243461592e-06 \tabularnewline
184 & 0.999997969355094 & 4.06128981195875e-06 & 2.03064490597938e-06 \tabularnewline
185 & 0.999997584444746 & 4.83111050905806e-06 & 2.41555525452903e-06 \tabularnewline
186 & 0.999996432475667 & 7.13504866514341e-06 & 3.56752433257171e-06 \tabularnewline
187 & 0.999995252751055 & 9.49449788919145e-06 & 4.74724894459572e-06 \tabularnewline
188 & 0.999992704283927 & 1.45914321468233e-05 & 7.29571607341163e-06 \tabularnewline
189 & 0.999989859192501 & 2.02816149986356e-05 & 1.01408074993178e-05 \tabularnewline
190 & 0.999992090838718 & 1.58183225642273e-05 & 7.90916128211366e-06 \tabularnewline
191 & 0.999999778654117 & 4.42691766120686e-07 & 2.21345883060343e-07 \tabularnewline
192 & 0.999999625643751 & 7.48712497123899e-07 & 3.7435624856195e-07 \tabularnewline
193 & 0.999999391139911 & 1.21772017899408e-06 & 6.0886008949704e-07 \tabularnewline
194 & 0.999999062139404 & 1.87572119176735e-06 & 9.37860595883674e-07 \tabularnewline
195 & 0.999999013943474 & 1.97211305110088e-06 & 9.86056525550438e-07 \tabularnewline
196 & 0.999999062603699 & 1.87479260234732e-06 & 9.37396301173661e-07 \tabularnewline
197 & 0.999998847071708 & 2.30585658317423e-06 & 1.15292829158712e-06 \tabularnewline
198 & 0.999998212620322 & 3.57475935662152e-06 & 1.78737967831076e-06 \tabularnewline
199 & 0.999998313823301 & 3.37235339765802e-06 & 1.68617669882901e-06 \tabularnewline
200 & 0.999997545749652 & 4.90850069663328e-06 & 2.45425034831664e-06 \tabularnewline
201 & 0.999996517105013 & 6.96578997353467e-06 & 3.48289498676733e-06 \tabularnewline
202 & 0.999994490104419 & 1.10197911624982e-05 & 5.50989558124908e-06 \tabularnewline
203 & 0.999993939553342 & 1.21208933157191e-05 & 6.06044665785954e-06 \tabularnewline
204 & 0.999990177043142 & 1.96459137168545e-05 & 9.82295685842727e-06 \tabularnewline
205 & 0.999985945289171 & 2.81094216586993e-05 & 1.40547108293496e-05 \tabularnewline
206 & 0.999978221642522 & 4.3556714956154e-05 & 2.1778357478077e-05 \tabularnewline
207 & 0.999966357160329 & 6.72856793418546e-05 & 3.36428396709273e-05 \tabularnewline
208 & 0.999991939310887 & 1.61213782265811e-05 & 8.06068911329057e-06 \tabularnewline
209 & 0.999995363295658 & 9.2734086841607e-06 & 4.63670434208035e-06 \tabularnewline
210 & 0.999992300798056 & 1.53984038889625e-05 & 7.69920194448124e-06 \tabularnewline
211 & 0.999988438855264 & 2.31222894711629e-05 & 1.15611447355815e-05 \tabularnewline
212 & 0.999996419486572 & 7.16102685693749e-06 & 3.58051342846874e-06 \tabularnewline
213 & 0.999994081647248 & 1.18367055037485e-05 & 5.91835275187427e-06 \tabularnewline
214 & 0.999990420424309 & 1.91591513822603e-05 & 9.57957569113013e-06 \tabularnewline
215 & 0.999984846509762 & 3.03069804749606e-05 & 1.51534902374803e-05 \tabularnewline
216 & 0.999978127892703 & 4.37442145934213e-05 & 2.18721072967107e-05 \tabularnewline
217 & 0.999991056400567 & 1.78871988665107e-05 & 8.94359943325536e-06 \tabularnewline
218 & 0.99998509229247 & 2.98154150594591e-05 & 1.49077075297296e-05 \tabularnewline
219 & 0.999976425723699 & 4.71485526018566e-05 & 2.35742763009283e-05 \tabularnewline
220 & 0.999965717389025 & 6.85652219507972e-05 & 3.42826109753986e-05 \tabularnewline
221 & 0.999956983308562 & 8.60333828753151e-05 & 4.30166914376575e-05 \tabularnewline
222 & 0.999988163136366 & 2.36737272682183e-05 & 1.18368636341092e-05 \tabularnewline
223 & 0.999990257091414 & 1.94858171725112e-05 & 9.74290858625559e-06 \tabularnewline
224 & 0.999983327332758 & 3.33453344834239e-05 & 1.6672667241712e-05 \tabularnewline
225 & 0.999971470451028 & 5.70590979441754e-05 & 2.85295489720877e-05 \tabularnewline
226 & 0.999959134457707 & 8.17310845853712e-05 & 4.08655422926856e-05 \tabularnewline
227 & 0.999942515986217 & 0.000114968027566888 & 5.74840137834441e-05 \tabularnewline
228 & 0.999932946581322 & 0.000134106837355247 & 6.70534186776235e-05 \tabularnewline
229 & 0.999888059362235 & 0.000223881275530455 & 0.000111940637765228 \tabularnewline
230 & 0.99993880986897 & 0.000122380262059968 & 6.11901310299842e-05 \tabularnewline
231 & 0.999943029818213 & 0.000113940363574108 & 5.6970181787054e-05 \tabularnewline
232 & 0.999902915797764 & 0.000194168404472455 & 9.70842022362273e-05 \tabularnewline
233 & 0.999999626571942 & 7.46856116843684e-07 & 3.73428058421842e-07 \tabularnewline
234 & 0.999999282045418 & 1.43590916484366e-06 & 7.17954582421831e-07 \tabularnewline
235 & 0.999998584178526 & 2.83164294839248e-06 & 1.41582147419624e-06 \tabularnewline
236 & 0.999997246875049 & 5.50624990173916e-06 & 2.75312495086958e-06 \tabularnewline
237 & 0.999999989090424 & 2.18191527940511e-08 & 1.09095763970256e-08 \tabularnewline
238 & 0.999999974330065 & 5.13398697732587e-08 & 2.56699348866294e-08 \tabularnewline
239 & 0.999999942467507 & 1.15064986237615e-07 & 5.75324931188075e-08 \tabularnewline
240 & 0.999999891359091 & 2.17281818166833e-07 & 1.08640909083416e-07 \tabularnewline
241 & 0.999999759395738 & 4.81208523516579e-07 & 2.40604261758289e-07 \tabularnewline
242 & 0.999999556009619 & 8.87980761855021e-07 & 4.43990380927511e-07 \tabularnewline
243 & 0.999999137872667 & 1.72425466645348e-06 & 8.6212733322674e-07 \tabularnewline
244 & 0.999998135514112 & 3.72897177665154e-06 & 1.86448588832577e-06 \tabularnewline
245 & 0.999997235652059 & 5.52869588187256e-06 & 2.76434794093628e-06 \tabularnewline
246 & 0.999994715427697 & 1.05691446062812e-05 & 5.28457230314059e-06 \tabularnewline
247 & 0.999996191712384 & 7.61657523120394e-06 & 3.80828761560197e-06 \tabularnewline
248 & 0.999992707625356 & 1.45847492874063e-05 & 7.29237464370315e-06 \tabularnewline
249 & 0.999987252762287 & 2.54944754267707e-05 & 1.27472377133853e-05 \tabularnewline
250 & 0.999982927854735 & 3.41442905301022e-05 & 1.70721452650511e-05 \tabularnewline
251 & 0.999972684271976 & 5.46314560473626e-05 & 2.73157280236813e-05 \tabularnewline
252 & 0.999953568272005 & 9.28634559902128e-05 & 4.64317279951064e-05 \tabularnewline
253 & 0.999897937358376 & 0.000204125283248991 & 0.000102062641624495 \tabularnewline
254 & 0.999786736423473 & 0.000426527153053803 & 0.000213263576526901 \tabularnewline
255 & 0.999806979645225 & 0.000386040709549619 & 0.000193020354774809 \tabularnewline
256 & 0.999583435813047 & 0.000833128373906066 & 0.000416564186953033 \tabularnewline
257 & 0.99943352720227 & 0.00113294559546033 & 0.000566472797730166 \tabularnewline
258 & 0.999631890460123 & 0.000736219079754302 & 0.000368109539877151 \tabularnewline
259 & 0.999213891127389 & 0.00157221774522225 & 0.000786108872611123 \tabularnewline
260 & 0.998612106887596 & 0.00277578622480781 & 0.00138789311240391 \tabularnewline
261 & 0.997503993177889 & 0.00499201364422127 & 0.00249600682211063 \tabularnewline
262 & 0.99477279372666 & 0.0104544125466801 & 0.00522720627334004 \tabularnewline
263 & 0.992820266590992 & 0.0143594668180162 & 0.00717973340900812 \tabularnewline
264 & 0.993462588042644 & 0.0130748239147113 & 0.00653741195735565 \tabularnewline
265 & 0.990010584654752 & 0.019978830690497 & 0.00998941534524848 \tabularnewline
266 & 0.979984967494955 & 0.0400300650100905 & 0.0200150325050453 \tabularnewline
267 & 0.962489584768551 & 0.0750208304628972 & 0.0375104152314486 \tabularnewline
268 & 0.939757953390152 & 0.120484093219696 & 0.0602420466098478 \tabularnewline
269 & 0.999747560869662 & 0.000504878260675959 & 0.000252439130337979 \tabularnewline
270 & 0.999733685542159 & 0.00053262891568128 & 0.00026631445784064 \tabularnewline
271 & 0.997539542979341 & 0.00492091404131889 & 0.00246045702065944 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=159830&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]0.744646228287835[/C][C]0.510707543424329[/C][C]0.255353771712165[/C][/ROW]
[ROW][C]19[/C][C]0.622573130603086[/C][C]0.754853738793827[/C][C]0.377426869396914[/C][/ROW]
[ROW][C]20[/C][C]0.606049371478627[/C][C]0.787901257042747[/C][C]0.393950628521373[/C][/ROW]
[ROW][C]21[/C][C]0.584409478841438[/C][C]0.831181042317125[/C][C]0.415590521158562[/C][/ROW]
[ROW][C]22[/C][C]0.672092673786427[/C][C]0.655814652427147[/C][C]0.327907326213573[/C][/ROW]
[ROW][C]23[/C][C]0.930452763340701[/C][C]0.139094473318598[/C][C]0.069547236659299[/C][/ROW]
[ROW][C]24[/C][C]0.895436835821956[/C][C]0.209126328356088[/C][C]0.104563164178044[/C][/ROW]
[ROW][C]25[/C][C]0.941207401888158[/C][C]0.117585196223685[/C][C]0.0587925981118425[/C][/ROW]
[ROW][C]26[/C][C]0.957709832797474[/C][C]0.0845803344050519[/C][C]0.0422901672025259[/C][/ROW]
[ROW][C]27[/C][C]0.960840642596258[/C][C]0.0783187148074835[/C][C]0.0391593574037417[/C][/ROW]
[ROW][C]28[/C][C]0.962071318808952[/C][C]0.0758573623820951[/C][C]0.0379286811910476[/C][/ROW]
[ROW][C]29[/C][C]0.956630393547393[/C][C]0.086739212905215[/C][C]0.0433696064526075[/C][/ROW]
[ROW][C]30[/C][C]0.943294072775628[/C][C]0.113411854448744[/C][C]0.0567059272243718[/C][/ROW]
[ROW][C]31[/C][C]0.978038963863483[/C][C]0.0439220722730337[/C][C]0.0219610361365169[/C][/ROW]
[ROW][C]32[/C][C]0.968993900836164[/C][C]0.0620121983276727[/C][C]0.0310060991638364[/C][/ROW]
[ROW][C]33[/C][C]0.957230246008755[/C][C]0.0855395079824892[/C][C]0.0427697539912446[/C][/ROW]
[ROW][C]34[/C][C]0.941732535849793[/C][C]0.116534928300413[/C][C]0.0582674641502066[/C][/ROW]
[ROW][C]35[/C][C]0.921061304344294[/C][C]0.157877391311412[/C][C]0.0789386956557058[/C][/ROW]
[ROW][C]36[/C][C]0.901524527075594[/C][C]0.196950945848811[/C][C]0.0984754729244055[/C][/ROW]
[ROW][C]37[/C][C]0.872296626562743[/C][C]0.255406746874513[/C][C]0.127703373437257[/C][/ROW]
[ROW][C]38[/C][C]0.838655245997344[/C][C]0.322689508005313[/C][C]0.161344754002656[/C][/ROW]
[ROW][C]39[/C][C]0.890503650145061[/C][C]0.218992699709877[/C][C]0.109496349854939[/C][/ROW]
[ROW][C]40[/C][C]0.91125035384462[/C][C]0.17749929231076[/C][C]0.0887496461553802[/C][/ROW]
[ROW][C]41[/C][C]0.888605813529606[/C][C]0.222788372940787[/C][C]0.111394186470394[/C][/ROW]
[ROW][C]42[/C][C]0.865220403005222[/C][C]0.269559193989555[/C][C]0.134779596994778[/C][/ROW]
[ROW][C]43[/C][C]0.835694707932821[/C][C]0.328610584134357[/C][C]0.164305292067179[/C][/ROW]
[ROW][C]44[/C][C]0.803664710794638[/C][C]0.392670578410725[/C][C]0.196335289205362[/C][/ROW]
[ROW][C]45[/C][C]0.835435172593382[/C][C]0.329129654813236[/C][C]0.164564827406618[/C][/ROW]
[ROW][C]46[/C][C]0.80342985209072[/C][C]0.39314029581856[/C][C]0.19657014790928[/C][/ROW]
[ROW][C]47[/C][C]0.770002509697173[/C][C]0.459994980605654[/C][C]0.229997490302827[/C][/ROW]
[ROW][C]48[/C][C]0.732072567208144[/C][C]0.535854865583712[/C][C]0.267927432791856[/C][/ROW]
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[ROW][C]92[/C][C]0.999969012330511[/C][C]6.19753389782045e-05[/C][C]3.09876694891023e-05[/C][/ROW]
[ROW][C]93[/C][C]0.999958001557765[/C][C]8.39968844695878e-05[/C][C]4.19984422347939e-05[/C][/ROW]
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[ROW][C]98[/C][C]0.99998404022087[/C][C]3.19195582598675e-05[/C][C]1.59597791299337e-05[/C][/ROW]
[ROW][C]99[/C][C]0.99998003641429[/C][C]3.99271714206787e-05[/C][C]1.99635857103394e-05[/C][/ROW]
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[ROW][C]108[/C][C]0.999950061023688[/C][C]9.98779526247732e-05[/C][C]4.99389763123866e-05[/C][/ROW]
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[ROW][C]120[/C][C]0.999968876835164[/C][C]6.22463296722681e-05[/C][C]3.11231648361341e-05[/C][/ROW]
[ROW][C]121[/C][C]0.999954917991279[/C][C]9.01640174426319e-05[/C][C]4.5082008721316e-05[/C][/ROW]
[ROW][C]122[/C][C]0.999973239159418[/C][C]5.35216811639625e-05[/C][C]2.67608405819813e-05[/C][/ROW]
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[ROW][C]125[/C][C]0.999986967471828[/C][C]2.60650563431945e-05[/C][C]1.30325281715973e-05[/C][/ROW]
[ROW][C]126[/C][C]0.999981967290664[/C][C]3.60654186723481e-05[/C][C]1.8032709336174e-05[/C][/ROW]
[ROW][C]127[/C][C]0.999974721416872[/C][C]5.05571662558464e-05[/C][C]2.52785831279232e-05[/C][/ROW]
[ROW][C]128[/C][C]0.999963754034717[/C][C]7.24919305654681e-05[/C][C]3.62459652827341e-05[/C][/ROW]
[ROW][C]129[/C][C]0.999990321018879[/C][C]1.93579622423411e-05[/C][C]9.67898112117056e-06[/C][/ROW]
[ROW][C]130[/C][C]0.999985828707009[/C][C]2.83425859816589e-05[/C][C]1.41712929908295e-05[/C][/ROW]
[ROW][C]131[/C][C]0.999979303947666[/C][C]4.13921046679602e-05[/C][C]2.06960523339801e-05[/C][/ROW]
[ROW][C]132[/C][C]0.999974816411067[/C][C]5.03671778666053e-05[/C][C]2.51835889333027e-05[/C][/ROW]
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[ROW][C]173[/C][C]0.999996158665143[/C][C]7.68266971441899e-06[/C][C]3.8413348572095e-06[/C][/ROW]
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[ROW][C]180[/C][C]0.999998641456946[/C][C]2.71708610777138e-06[/C][C]1.35854305388569e-06[/C][/ROW]
[ROW][C]181[/C][C]0.999998037993564[/C][C]3.92401287116404e-06[/C][C]1.96200643558202e-06[/C][/ROW]
[ROW][C]182[/C][C]0.999998837609999[/C][C]2.32478000147585e-06[/C][C]1.16239000073793e-06[/C][/ROW]
[ROW][C]183[/C][C]0.999998148067565[/C][C]3.70386486923185e-06[/C][C]1.85193243461592e-06[/C][/ROW]
[ROW][C]184[/C][C]0.999997969355094[/C][C]4.06128981195875e-06[/C][C]2.03064490597938e-06[/C][/ROW]
[ROW][C]185[/C][C]0.999997584444746[/C][C]4.83111050905806e-06[/C][C]2.41555525452903e-06[/C][/ROW]
[ROW][C]186[/C][C]0.999996432475667[/C][C]7.13504866514341e-06[/C][C]3.56752433257171e-06[/C][/ROW]
[ROW][C]187[/C][C]0.999995252751055[/C][C]9.49449788919145e-06[/C][C]4.74724894459572e-06[/C][/ROW]
[ROW][C]188[/C][C]0.999992704283927[/C][C]1.45914321468233e-05[/C][C]7.29571607341163e-06[/C][/ROW]
[ROW][C]189[/C][C]0.999989859192501[/C][C]2.02816149986356e-05[/C][C]1.01408074993178e-05[/C][/ROW]
[ROW][C]190[/C][C]0.999992090838718[/C][C]1.58183225642273e-05[/C][C]7.90916128211366e-06[/C][/ROW]
[ROW][C]191[/C][C]0.999999778654117[/C][C]4.42691766120686e-07[/C][C]2.21345883060343e-07[/C][/ROW]
[ROW][C]192[/C][C]0.999999625643751[/C][C]7.48712497123899e-07[/C][C]3.7435624856195e-07[/C][/ROW]
[ROW][C]193[/C][C]0.999999391139911[/C][C]1.21772017899408e-06[/C][C]6.0886008949704e-07[/C][/ROW]
[ROW][C]194[/C][C]0.999999062139404[/C][C]1.87572119176735e-06[/C][C]9.37860595883674e-07[/C][/ROW]
[ROW][C]195[/C][C]0.999999013943474[/C][C]1.97211305110088e-06[/C][C]9.86056525550438e-07[/C][/ROW]
[ROW][C]196[/C][C]0.999999062603699[/C][C]1.87479260234732e-06[/C][C]9.37396301173661e-07[/C][/ROW]
[ROW][C]197[/C][C]0.999998847071708[/C][C]2.30585658317423e-06[/C][C]1.15292829158712e-06[/C][/ROW]
[ROW][C]198[/C][C]0.999998212620322[/C][C]3.57475935662152e-06[/C][C]1.78737967831076e-06[/C][/ROW]
[ROW][C]199[/C][C]0.999998313823301[/C][C]3.37235339765802e-06[/C][C]1.68617669882901e-06[/C][/ROW]
[ROW][C]200[/C][C]0.999997545749652[/C][C]4.90850069663328e-06[/C][C]2.45425034831664e-06[/C][/ROW]
[ROW][C]201[/C][C]0.999996517105013[/C][C]6.96578997353467e-06[/C][C]3.48289498676733e-06[/C][/ROW]
[ROW][C]202[/C][C]0.999994490104419[/C][C]1.10197911624982e-05[/C][C]5.50989558124908e-06[/C][/ROW]
[ROW][C]203[/C][C]0.999993939553342[/C][C]1.21208933157191e-05[/C][C]6.06044665785954e-06[/C][/ROW]
[ROW][C]204[/C][C]0.999990177043142[/C][C]1.96459137168545e-05[/C][C]9.82295685842727e-06[/C][/ROW]
[ROW][C]205[/C][C]0.999985945289171[/C][C]2.81094216586993e-05[/C][C]1.40547108293496e-05[/C][/ROW]
[ROW][C]206[/C][C]0.999978221642522[/C][C]4.3556714956154e-05[/C][C]2.1778357478077e-05[/C][/ROW]
[ROW][C]207[/C][C]0.999966357160329[/C][C]6.72856793418546e-05[/C][C]3.36428396709273e-05[/C][/ROW]
[ROW][C]208[/C][C]0.999991939310887[/C][C]1.61213782265811e-05[/C][C]8.06068911329057e-06[/C][/ROW]
[ROW][C]209[/C][C]0.999995363295658[/C][C]9.2734086841607e-06[/C][C]4.63670434208035e-06[/C][/ROW]
[ROW][C]210[/C][C]0.999992300798056[/C][C]1.53984038889625e-05[/C][C]7.69920194448124e-06[/C][/ROW]
[ROW][C]211[/C][C]0.999988438855264[/C][C]2.31222894711629e-05[/C][C]1.15611447355815e-05[/C][/ROW]
[ROW][C]212[/C][C]0.999996419486572[/C][C]7.16102685693749e-06[/C][C]3.58051342846874e-06[/C][/ROW]
[ROW][C]213[/C][C]0.999994081647248[/C][C]1.18367055037485e-05[/C][C]5.91835275187427e-06[/C][/ROW]
[ROW][C]214[/C][C]0.999990420424309[/C][C]1.91591513822603e-05[/C][C]9.57957569113013e-06[/C][/ROW]
[ROW][C]215[/C][C]0.999984846509762[/C][C]3.03069804749606e-05[/C][C]1.51534902374803e-05[/C][/ROW]
[ROW][C]216[/C][C]0.999978127892703[/C][C]4.37442145934213e-05[/C][C]2.18721072967107e-05[/C][/ROW]
[ROW][C]217[/C][C]0.999991056400567[/C][C]1.78871988665107e-05[/C][C]8.94359943325536e-06[/C][/ROW]
[ROW][C]218[/C][C]0.99998509229247[/C][C]2.98154150594591e-05[/C][C]1.49077075297296e-05[/C][/ROW]
[ROW][C]219[/C][C]0.999976425723699[/C][C]4.71485526018566e-05[/C][C]2.35742763009283e-05[/C][/ROW]
[ROW][C]220[/C][C]0.999965717389025[/C][C]6.85652219507972e-05[/C][C]3.42826109753986e-05[/C][/ROW]
[ROW][C]221[/C][C]0.999956983308562[/C][C]8.60333828753151e-05[/C][C]4.30166914376575e-05[/C][/ROW]
[ROW][C]222[/C][C]0.999988163136366[/C][C]2.36737272682183e-05[/C][C]1.18368636341092e-05[/C][/ROW]
[ROW][C]223[/C][C]0.999990257091414[/C][C]1.94858171725112e-05[/C][C]9.74290858625559e-06[/C][/ROW]
[ROW][C]224[/C][C]0.999983327332758[/C][C]3.33453344834239e-05[/C][C]1.6672667241712e-05[/C][/ROW]
[ROW][C]225[/C][C]0.999971470451028[/C][C]5.70590979441754e-05[/C][C]2.85295489720877e-05[/C][/ROW]
[ROW][C]226[/C][C]0.999959134457707[/C][C]8.17310845853712e-05[/C][C]4.08655422926856e-05[/C][/ROW]
[ROW][C]227[/C][C]0.999942515986217[/C][C]0.000114968027566888[/C][C]5.74840137834441e-05[/C][/ROW]
[ROW][C]228[/C][C]0.999932946581322[/C][C]0.000134106837355247[/C][C]6.70534186776235e-05[/C][/ROW]
[ROW][C]229[/C][C]0.999888059362235[/C][C]0.000223881275530455[/C][C]0.000111940637765228[/C][/ROW]
[ROW][C]230[/C][C]0.99993880986897[/C][C]0.000122380262059968[/C][C]6.11901310299842e-05[/C][/ROW]
[ROW][C]231[/C][C]0.999943029818213[/C][C]0.000113940363574108[/C][C]5.6970181787054e-05[/C][/ROW]
[ROW][C]232[/C][C]0.999902915797764[/C][C]0.000194168404472455[/C][C]9.70842022362273e-05[/C][/ROW]
[ROW][C]233[/C][C]0.999999626571942[/C][C]7.46856116843684e-07[/C][C]3.73428058421842e-07[/C][/ROW]
[ROW][C]234[/C][C]0.999999282045418[/C][C]1.43590916484366e-06[/C][C]7.17954582421831e-07[/C][/ROW]
[ROW][C]235[/C][C]0.999998584178526[/C][C]2.83164294839248e-06[/C][C]1.41582147419624e-06[/C][/ROW]
[ROW][C]236[/C][C]0.999997246875049[/C][C]5.50624990173916e-06[/C][C]2.75312495086958e-06[/C][/ROW]
[ROW][C]237[/C][C]0.999999989090424[/C][C]2.18191527940511e-08[/C][C]1.09095763970256e-08[/C][/ROW]
[ROW][C]238[/C][C]0.999999974330065[/C][C]5.13398697732587e-08[/C][C]2.56699348866294e-08[/C][/ROW]
[ROW][C]239[/C][C]0.999999942467507[/C][C]1.15064986237615e-07[/C][C]5.75324931188075e-08[/C][/ROW]
[ROW][C]240[/C][C]0.999999891359091[/C][C]2.17281818166833e-07[/C][C]1.08640909083416e-07[/C][/ROW]
[ROW][C]241[/C][C]0.999999759395738[/C][C]4.81208523516579e-07[/C][C]2.40604261758289e-07[/C][/ROW]
[ROW][C]242[/C][C]0.999999556009619[/C][C]8.87980761855021e-07[/C][C]4.43990380927511e-07[/C][/ROW]
[ROW][C]243[/C][C]0.999999137872667[/C][C]1.72425466645348e-06[/C][C]8.6212733322674e-07[/C][/ROW]
[ROW][C]244[/C][C]0.999998135514112[/C][C]3.72897177665154e-06[/C][C]1.86448588832577e-06[/C][/ROW]
[ROW][C]245[/C][C]0.999997235652059[/C][C]5.52869588187256e-06[/C][C]2.76434794093628e-06[/C][/ROW]
[ROW][C]246[/C][C]0.999994715427697[/C][C]1.05691446062812e-05[/C][C]5.28457230314059e-06[/C][/ROW]
[ROW][C]247[/C][C]0.999996191712384[/C][C]7.61657523120394e-06[/C][C]3.80828761560197e-06[/C][/ROW]
[ROW][C]248[/C][C]0.999992707625356[/C][C]1.45847492874063e-05[/C][C]7.29237464370315e-06[/C][/ROW]
[ROW][C]249[/C][C]0.999987252762287[/C][C]2.54944754267707e-05[/C][C]1.27472377133853e-05[/C][/ROW]
[ROW][C]250[/C][C]0.999982927854735[/C][C]3.41442905301022e-05[/C][C]1.70721452650511e-05[/C][/ROW]
[ROW][C]251[/C][C]0.999972684271976[/C][C]5.46314560473626e-05[/C][C]2.73157280236813e-05[/C][/ROW]
[ROW][C]252[/C][C]0.999953568272005[/C][C]9.28634559902128e-05[/C][C]4.64317279951064e-05[/C][/ROW]
[ROW][C]253[/C][C]0.999897937358376[/C][C]0.000204125283248991[/C][C]0.000102062641624495[/C][/ROW]
[ROW][C]254[/C][C]0.999786736423473[/C][C]0.000426527153053803[/C][C]0.000213263576526901[/C][/ROW]
[ROW][C]255[/C][C]0.999806979645225[/C][C]0.000386040709549619[/C][C]0.000193020354774809[/C][/ROW]
[ROW][C]256[/C][C]0.999583435813047[/C][C]0.000833128373906066[/C][C]0.000416564186953033[/C][/ROW]
[ROW][C]257[/C][C]0.99943352720227[/C][C]0.00113294559546033[/C][C]0.000566472797730166[/C][/ROW]
[ROW][C]258[/C][C]0.999631890460123[/C][C]0.000736219079754302[/C][C]0.000368109539877151[/C][/ROW]
[ROW][C]259[/C][C]0.999213891127389[/C][C]0.00157221774522225[/C][C]0.000786108872611123[/C][/ROW]
[ROW][C]260[/C][C]0.998612106887596[/C][C]0.00277578622480781[/C][C]0.00138789311240391[/C][/ROW]
[ROW][C]261[/C][C]0.997503993177889[/C][C]0.00499201364422127[/C][C]0.00249600682211063[/C][/ROW]
[ROW][C]262[/C][C]0.99477279372666[/C][C]0.0104544125466801[/C][C]0.00522720627334004[/C][/ROW]
[ROW][C]263[/C][C]0.992820266590992[/C][C]0.0143594668180162[/C][C]0.00717973340900812[/C][/ROW]
[ROW][C]264[/C][C]0.993462588042644[/C][C]0.0130748239147113[/C][C]0.00653741195735565[/C][/ROW]
[ROW][C]265[/C][C]0.990010584654752[/C][C]0.019978830690497[/C][C]0.00998941534524848[/C][/ROW]
[ROW][C]266[/C][C]0.979984967494955[/C][C]0.0400300650100905[/C][C]0.0200150325050453[/C][/ROW]
[ROW][C]267[/C][C]0.962489584768551[/C][C]0.0750208304628972[/C][C]0.0375104152314486[/C][/ROW]
[ROW][C]268[/C][C]0.939757953390152[/C][C]0.120484093219696[/C][C]0.0602420466098478[/C][/ROW]
[ROW][C]269[/C][C]0.999747560869662[/C][C]0.000504878260675959[/C][C]0.000252439130337979[/C][/ROW]
[ROW][C]270[/C][C]0.999733685542159[/C][C]0.00053262891568128[/C][C]0.00026631445784064[/C][/ROW]
[ROW][C]271[/C][C]0.997539542979341[/C][C]0.00492091404131889[/C][C]0.00246045702065944[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=159830&T=5

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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	0.744646228287835	0.510707543424329	0.255353771712165
19	0.622573130603086	0.754853738793827	0.377426869396914
20	0.606049371478627	0.787901257042747	0.393950628521373
21	0.584409478841438	0.831181042317125	0.415590521158562
22	0.672092673786427	0.655814652427147	0.327907326213573
23	0.930452763340701	0.139094473318598	0.069547236659299
24	0.895436835821956	0.209126328356088	0.104563164178044
25	0.941207401888158	0.117585196223685	0.0587925981118425
26	0.957709832797474	0.0845803344050519	0.0422901672025259
27	0.960840642596258	0.0783187148074835	0.0391593574037417
28	0.962071318808952	0.0758573623820951	0.0379286811910476
29	0.956630393547393	0.086739212905215	0.0433696064526075
30	0.943294072775628	0.113411854448744	0.0567059272243718
31	0.978038963863483	0.0439220722730337	0.0219610361365169
32	0.968993900836164	0.0620121983276727	0.0310060991638364
33	0.957230246008755	0.0855395079824892	0.0427697539912446
34	0.941732535849793	0.116534928300413	0.0582674641502066
35	0.921061304344294	0.157877391311412	0.0789386956557058
36	0.901524527075594	0.196950945848811	0.0984754729244055
37	0.872296626562743	0.255406746874513	0.127703373437257
38	0.838655245997344	0.322689508005313	0.161344754002656
39	0.890503650145061	0.218992699709877	0.109496349854939
40	0.91125035384462	0.17749929231076	0.0887496461553802
41	0.888605813529606	0.222788372940787	0.111394186470394
42	0.865220403005222	0.269559193989555	0.134779596994778
43	0.835694707932821	0.328610584134357	0.164305292067179
44	0.803664710794638	0.392670578410725	0.196335289205362
45	0.835435172593382	0.329129654813236	0.164564827406618
46	0.80342985209072	0.39314029581856	0.19657014790928
47	0.770002509697173	0.459994980605654	0.229997490302827
48	0.732072567208144	0.535854865583712	0.267927432791856
49	0.694503181097932	0.610993637804137	0.305496818902068
50	0.873306803526526	0.253386392946948	0.126693196473474
51	0.985102128799686	0.0297957424006276	0.0148978712003138
52	0.985161797343848	0.0296764053123043	0.0148382026561521
53	0.98251406278295	0.0349718744340995	0.0174859372170497
54	0.99504376538829	0.00991246922341994	0.00495623461170997
55	0.997642385122273	0.00471522975545443	0.00235761487772721
56	0.997886727090557	0.00422654581888675	0.00211327290944337
57	0.997636520522367	0.00472695895526624	0.00236347947763312
58	0.997970651595601	0.00405869680879872	0.00202934840439936
59	0.997152160841459	0.00569567831708264	0.00284783915854132
60	0.996539854899504	0.0069202902009925	0.00346014510049625
61	0.995563246042981	0.00887350791403734	0.00443675395701867
62	0.994276495204662	0.0114470095906755	0.00572350479533777
63	0.992294864285411	0.015410271429178	0.00770513571458901
64	0.989716833257939	0.0205663334841227	0.0102831667420613
65	0.995998649074047	0.00800270185190617	0.00400135092595308
66	0.995145328850704	0.00970934229859187	0.00485467114929594
67	0.998668661196743	0.00266267760651331	0.00133133880325665
68	0.998325325453965	0.00334934909207037	0.00167467454603519
69	0.998265424972754	0.00346915005449275	0.00173457502724638
70	0.998341769100064	0.00331646179987237	0.00165823089993618
71	0.997912672563198	0.00417465487360457	0.00208732743680229
72	0.997424767722468	0.00515046455506323	0.00257523227753162
73	0.996711511024233	0.0065769779515336	0.0032884889757668
74	0.995579602621353	0.00884079475729443	0.00442039737864721
75	0.996951555875181	0.00609688824963741	0.0030484441248187
76	0.996207271555234	0.00758545688953221	0.00379272844476611
77	0.995342116934964	0.00931576613007112	0.00465788306503556
78	0.994456721204501	0.0110865575909975	0.00554327879549875
79	0.993908863583466	0.0121822728330689	0.00609113641653447
80	0.992008672353116	0.0159826552937673	0.00799132764688366
81	0.99072026494714	0.01855947010572	0.00927973505286001
82	0.988248326343644	0.0235033473127123	0.0117516736563562
83	0.999287849142944	0.00142430171411239	0.000712150857056193
84	0.999122144490496	0.00175571101900824	0.00087785550950412
85	0.998798492200156	0.00240301559968752	0.00120150779984376
86	0.998379244647684	0.00324151070463176	0.00162075535231588
87	0.997835798886656	0.00432840222668723	0.00216420111334362
88	0.997420043471343	0.00515991305731323	0.00257995652865662
89	0.99994062981544	0.000118740369120871	5.93701845604354e-05
90	0.999944084804309	0.000111830391382225	5.59151956911126e-05
91	0.999970410831951	5.91783360980086e-05	2.95891680490043e-05
92	0.999969012330511	6.19753389782045e-05	3.09876694891023e-05
93	0.999958001557765	8.39968844695878e-05	4.19984422347939e-05
94	0.999953668298131	9.26634037387628e-05	4.63317018693814e-05
95	0.999935727163164	0.000128545673671977	6.42728368359885e-05
96	0.999925142103227	0.000149715793546015	7.48578967730077e-05
97	0.999905821819332	0.000188356361336118	9.41781806680591e-05
98	0.99998404022087	3.19195582598675e-05	1.59597791299337e-05
99	0.99998003641429	3.99271714206787e-05	1.99635857103394e-05
100	0.999973111037124	5.37779257525298e-05	2.68889628762649e-05
101	0.999960789911104	7.84201777919975e-05	3.92100888959987e-05
102	0.999943537074611	0.000112925850778837	5.64629253894185e-05
103	0.999971698411018	5.66031779646255e-05	2.83015889823127e-05
104	0.999963954736076	7.20905278470076e-05	3.60452639235038e-05
105	0.999948373438549	0.000103253122900996	5.1626561450498e-05
106	0.999930788753899	0.000138422492201813	6.92112461009065e-05
107	0.999965511233768	6.89775324636403e-05	3.44887662318201e-05
108	0.999950061023688	9.98779526247732e-05	4.99389763123866e-05
109	0.999935545317846	0.000128909364308656	6.44546821543278e-05
110	0.999935973999556	0.000128052000887448	6.40260004437241e-05
111	0.999929734758086	0.000140530483827696	7.02652419138482e-05
112	0.999904184817465	0.000191630365069096	9.58151825345478e-05
113	0.999872642522196	0.000254714955608862	0.000127357477804431
114	0.999821413107478	0.000357173785044682	0.000178586892522341
115	0.999788938354087	0.000422123291825233	0.000211061645912617
116	0.999721311613523	0.000557376772954647	0.000278688386477323
117	0.99961621355915	0.000767572881700528	0.000383786440850264
118	0.999792631715084	0.000414736569831359	0.000207368284915679
119	0.999975453534809	4.90929303821023e-05	2.45464651910512e-05
120	0.999968876835164	6.22463296722681e-05	3.11231648361341e-05
121	0.999954917991279	9.01640174426319e-05	4.5082008721316e-05
122	0.999973239159418	5.35216811639625e-05	2.67608405819813e-05
123	0.999975631984226	4.87360315474439e-05	2.43680157737219e-05
124	0.999986774350168	2.64512996636188e-05	1.32256498318094e-05
125	0.999986967471828	2.60650563431945e-05	1.30325281715973e-05
126	0.999981967290664	3.60654186723481e-05	1.8032709336174e-05
127	0.999974721416872	5.05571662558464e-05	2.52785831279232e-05
128	0.999963754034717	7.24919305654681e-05	3.62459652827341e-05
129	0.999990321018879	1.93579622423411e-05	9.67898112117056e-06
130	0.999985828707009	2.83425859816589e-05	1.41712929908295e-05
131	0.999979303947666	4.13921046679602e-05	2.06960523339801e-05
132	0.999974816411067	5.03671778666053e-05	2.51835889333027e-05
133	0.999967044757114	6.59104857726466e-05	3.29552428863233e-05
134	0.999983258520961	3.3482958078771e-05	1.67414790393855e-05
135	0.999978677431334	4.26451373313851e-05	2.13225686656926e-05
136	0.999971697558568	5.66048828642176e-05	2.83024414321088e-05
137	0.999959173076034	8.16538479321689e-05	4.08269239660845e-05
138	0.99994736415492	0.000105271690159978	5.26358450799892e-05
139	0.999940434445341	0.000119131109317969	5.95655546589847e-05
140	0.999916800549805	0.000166398900390614	8.31994501953071e-05
141	0.999907900987004	0.000184198025992307	9.20990129961536e-05
142	0.999878712488913	0.00024257502217455	0.000121287511087275
143	0.999876755976733	0.000246488046533382	0.000123244023266691
144	0.9999345015886	0.000130996822799682	6.54984113998408e-05
145	0.999955728145074	8.85437098519764e-05	4.42718549259882e-05
146	0.999943210976065	0.000113578047870215	5.67890239351073e-05
147	0.999964028718611	7.19425627785832e-05	3.59712813892916e-05
148	0.999959715810032	8.05683799355197e-05	4.02841899677598e-05
149	0.999951681414865	9.66371702705195e-05	4.83185851352597e-05
150	0.999933248732154	0.000133502535691564	6.67512678457822e-05
151	0.999945807389308	0.000108385221383438	5.4192610691719e-05
152	0.999926797078676	0.000146405842647421	7.32029213237103e-05
153	0.999907107635289	0.000185784729422329	9.28923647111643e-05
154	0.999868502161741	0.000262995676517638	0.000131497838258819
155	0.999918842400012	0.000162315199975511	8.11575999877557e-05
156	0.999898833912726	0.000202332174548043	0.000101166087274022
157	0.99985877239304	0.000282455213920724	0.000141227606960362
158	0.999875146879542	0.000249706240915703	0.000124853120457851
159	0.999904120708911	0.000191758582178138	9.58792910890691e-05
160	0.999875798083143	0.000248403833714296	0.000124201916857148
161	0.999831370868988	0.000337258262023546	0.000168629131011773
162	0.999817832254823	0.000364335490354097	0.000182167745177049
163	0.999809392235132	0.00038121552973537	0.000190607764867685
164	0.999817136231876	0.000365727536248654	0.000182863768124327
165	0.99980234791043	0.000395304179140334	0.000197652089570167
166	0.999802906272032	0.000394187455934939	0.000197093727967469
167	0.999740934024871	0.000518131950258407	0.000259065975129203
168	0.999737302085072	0.000525395829855403	0.000262697914927702
169	0.999656919323274	0.000686161353452058	0.000343080676726029
170	0.999990359524416	1.92809511680082e-05	9.6404755840041e-06
171	0.999987237801396	2.5524397207049e-05	1.27621986035245e-05
172	0.999986604218836	2.67915623273443e-05	1.33957811636722e-05
173	0.999996158665143	7.68266971441899e-06	3.8413348572095e-06
174	0.999999256827295	1.48634541023016e-06	7.43172705115082e-07
175	0.999999400235661	1.19952867788466e-06	5.99764338942329e-07
176	0.999999106579297	1.78684140598871e-06	8.93420702994353e-07
177	0.999999048086632	1.90382673614795e-06	9.51913368073976e-07
178	0.999998847856786	2.30428642874861e-06	1.1521432143743e-06
179	0.999998282436515	3.43512696980414e-06	1.71756348490207e-06
180	0.999998641456946	2.71708610777138e-06	1.35854305388569e-06
181	0.999998037993564	3.92401287116404e-06	1.96200643558202e-06
182	0.999998837609999	2.32478000147585e-06	1.16239000073793e-06
183	0.999998148067565	3.70386486923185e-06	1.85193243461592e-06
184	0.999997969355094	4.06128981195875e-06	2.03064490597938e-06
185	0.999997584444746	4.83111050905806e-06	2.41555525452903e-06
186	0.999996432475667	7.13504866514341e-06	3.56752433257171e-06
187	0.999995252751055	9.49449788919145e-06	4.74724894459572e-06
188	0.999992704283927	1.45914321468233e-05	7.29571607341163e-06
189	0.999989859192501	2.02816149986356e-05	1.01408074993178e-05
190	0.999992090838718	1.58183225642273e-05	7.90916128211366e-06
191	0.999999778654117	4.42691766120686e-07	2.21345883060343e-07
192	0.999999625643751	7.48712497123899e-07	3.7435624856195e-07
193	0.999999391139911	1.21772017899408e-06	6.0886008949704e-07
194	0.999999062139404	1.87572119176735e-06	9.37860595883674e-07
195	0.999999013943474	1.97211305110088e-06	9.86056525550438e-07
196	0.999999062603699	1.87479260234732e-06	9.37396301173661e-07
197	0.999998847071708	2.30585658317423e-06	1.15292829158712e-06
198	0.999998212620322	3.57475935662152e-06	1.78737967831076e-06
199	0.999998313823301	3.37235339765802e-06	1.68617669882901e-06
200	0.999997545749652	4.90850069663328e-06	2.45425034831664e-06
201	0.999996517105013	6.96578997353467e-06	3.48289498676733e-06
202	0.999994490104419	1.10197911624982e-05	5.50989558124908e-06
203	0.999993939553342	1.21208933157191e-05	6.06044665785954e-06
204	0.999990177043142	1.96459137168545e-05	9.82295685842727e-06
205	0.999985945289171	2.81094216586993e-05	1.40547108293496e-05
206	0.999978221642522	4.3556714956154e-05	2.1778357478077e-05
207	0.999966357160329	6.72856793418546e-05	3.36428396709273e-05
208	0.999991939310887	1.61213782265811e-05	8.06068911329057e-06
209	0.999995363295658	9.2734086841607e-06	4.63670434208035e-06
210	0.999992300798056	1.53984038889625e-05	7.69920194448124e-06
211	0.999988438855264	2.31222894711629e-05	1.15611447355815e-05
212	0.999996419486572	7.16102685693749e-06	3.58051342846874e-06
213	0.999994081647248	1.18367055037485e-05	5.91835275187427e-06
214	0.999990420424309	1.91591513822603e-05	9.57957569113013e-06
215	0.999984846509762	3.03069804749606e-05	1.51534902374803e-05
216	0.999978127892703	4.37442145934213e-05	2.18721072967107e-05
217	0.999991056400567	1.78871988665107e-05	8.94359943325536e-06
218	0.99998509229247	2.98154150594591e-05	1.49077075297296e-05
219	0.999976425723699	4.71485526018566e-05	2.35742763009283e-05
220	0.999965717389025	6.85652219507972e-05	3.42826109753986e-05
221	0.999956983308562	8.60333828753151e-05	4.30166914376575e-05
222	0.999988163136366	2.36737272682183e-05	1.18368636341092e-05
223	0.999990257091414	1.94858171725112e-05	9.74290858625559e-06
224	0.999983327332758	3.33453344834239e-05	1.6672667241712e-05
225	0.999971470451028	5.70590979441754e-05	2.85295489720877e-05
226	0.999959134457707	8.17310845853712e-05	4.08655422926856e-05
227	0.999942515986217	0.000114968027566888	5.74840137834441e-05
228	0.999932946581322	0.000134106837355247	6.70534186776235e-05
229	0.999888059362235	0.000223881275530455	0.000111940637765228
230	0.99993880986897	0.000122380262059968	6.11901310299842e-05
231	0.999943029818213	0.000113940363574108	5.6970181787054e-05
232	0.999902915797764	0.000194168404472455	9.70842022362273e-05
233	0.999999626571942	7.46856116843684e-07	3.73428058421842e-07
234	0.999999282045418	1.43590916484366e-06	7.17954582421831e-07
235	0.999998584178526	2.83164294839248e-06	1.41582147419624e-06
236	0.999997246875049	5.50624990173916e-06	2.75312495086958e-06
237	0.999999989090424	2.18191527940511e-08	1.09095763970256e-08
238	0.999999974330065	5.13398697732587e-08	2.56699348866294e-08
239	0.999999942467507	1.15064986237615e-07	5.75324931188075e-08
240	0.999999891359091	2.17281818166833e-07	1.08640909083416e-07
241	0.999999759395738	4.81208523516579e-07	2.40604261758289e-07
242	0.999999556009619	8.87980761855021e-07	4.43990380927511e-07
243	0.999999137872667	1.72425466645348e-06	8.6212733322674e-07
244	0.999998135514112	3.72897177665154e-06	1.86448588832577e-06
245	0.999997235652059	5.52869588187256e-06	2.76434794093628e-06
246	0.999994715427697	1.05691446062812e-05	5.28457230314059e-06
247	0.999996191712384	7.61657523120394e-06	3.80828761560197e-06
248	0.999992707625356	1.45847492874063e-05	7.29237464370315e-06
249	0.999987252762287	2.54944754267707e-05	1.27472377133853e-05
250	0.999982927854735	3.41442905301022e-05	1.70721452650511e-05
251	0.999972684271976	5.46314560473626e-05	2.73157280236813e-05
252	0.999953568272005	9.28634559902128e-05	4.64317279951064e-05
253	0.999897937358376	0.000204125283248991	0.000102062641624495
254	0.999786736423473	0.000426527153053803	0.000213263576526901
255	0.999806979645225	0.000386040709549619	0.000193020354774809
256	0.999583435813047	0.000833128373906066	0.000416564186953033
257	0.99943352720227	0.00113294559546033	0.000566472797730166
258	0.999631890460123	0.000736219079754302	0.000368109539877151
259	0.999213891127389	0.00157221774522225	0.000786108872611123
260	0.998612106887596	0.00277578622480781	0.00138789311240391
261	0.997503993177889	0.00499201364422127	0.00249600682211063
262	0.99477279372666	0.0104544125466801	0.00522720627334004
263	0.992820266590992	0.0143594668180162	0.00717973340900812
264	0.993462588042644	0.0130748239147113	0.00653741195735565
265	0.990010584654752	0.019978830690497	0.00998941534524848
266	0.979984967494955	0.0400300650100905	0.0200150325050453
267	0.962489584768551	0.0750208304628972	0.0375104152314486
268	0.939757953390152	0.120484093219696	0.0602420466098478
269	0.999747560869662	0.000504878260675959	0.000252439130337979
270	0.999733685542159	0.00053262891568128	0.00026631445784064
271	0.997539542979341	0.00492091404131889	0.00246045702065944

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	203	0.799212598425197	NOK
5% type I error level	220	0.866141732283465	NOK
10% type I error level	227	0.893700787401575	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 & 203 & 0.799212598425197 & NOK \tabularnewline
5% type I error level & 220 & 0.866141732283465 & NOK \tabularnewline
10% type I error level & 227 & 0.893700787401575 & NOK \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=159830&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]203[/C][C]0.799212598425197[/C][C]NOK[/C][/ROW]
[ROW][C]5% type I error level[/C][C]220[/C][C]0.866141732283465[/C][C]NOK[/C][/ROW]
[ROW][C]10% type I error level[/C][C]227[/C][C]0.893700787401575[/C][C]NOK[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=159830&T=6

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=159830&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	203	0.799212598425197	NOK
5% type I error level	220	0.866141732283465	NOK
10% type I error level	227	0.893700787401575	NOK

Figure 1

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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 = 2 ; par2 = Do not include Seasonal Dummies ; par3 = No Linear Trend ;

Parameters (R input):

par1 = 2 ; 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