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Author's title

Author

*The author of this computation has been verified*

R Software Module

rwasp_multipleregression.wasp

Title produced by software

Multiple Regression

Date of computation

Tue, 21 Dec 2010 19:18:27 +0000

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/2010/Dec/21/t1292958969jl88ltc2ps165cl.htm/, Retrieved Sat, 18 May 2024 19:42:29 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=113856, Retrieved Sat, 18 May 2024 19:42:29 +0000

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Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

130

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

-     [Multiple Regression] [] [2010-12-05 18:56:24] [b98453cac15ba1066b407e146608df68]
F   PD  [Multiple Regression] [] [2010-12-12 18:38:54] [de55ccbf69577500a5f46ed42a101114]
-   PD      [Multiple Regression] [] [2010-12-21 19:18:27] [6b31f806e9ccc1f74a26091056f791cb] [Current]
-   PD        [Multiple Regression] [] [2010-12-22 14:46:32] [de55ccbf69577500a5f46ed42a101114] 
-   PD        [Multiple Regression] [] [2010-12-22 14:46:32] [de55ccbf69577500a5f46ed42a101114] 
-   PD        [Multiple Regression] [] [2010-12-22 16:12:32] [de55ccbf69577500a5f46ed42a101114] 
-    D          [Multiple Regression] [] [2010-12-22 18:40:51] [de55ccbf69577500a5f46ed42a101114] 

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Dataseries X:

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Histogram

Boxplots

8	350	165	3693	11.5
8	318	150	3436	11
8	302	140	3449	10.5
8	429	198	4341	10
8	440	215	4312	8.5
8	455	225	4425	10
8	383	170	3563	10
8	340	160	3609	8
8	455	225	3086	10
4	113	95	2372	15
6	199	97	2774	15.5
4	97	46	1835	20.5
4	110	87	2672	17.5
4	104	95	2375	17.5
4	121	113	2234	12.5
8	360	215	4615	14
8	307	200	4376	15
8	304	193	4732	18.5
4	97	88	2130	14.5
4	113	95	2228	14
6	250	100	3329	15.5
6	232	100	3288	15.5
8	350	165	4209	12
8	318	150	4096	13
8	400	170	4746	12
8	400	175	5140	12
4	140	72	2408	19
6	250	100	3282	15
4	122	86	2220	14
4	116	90	2123	14
4	88	76	2065	14.5
4	71	65	1773	19
4	97	60	1834	19
4	91	70	1955	20.5
4	97,5	80	2126	17
4	122	86	2226	16.5
8	350	165	4274	12
8	318	150	4135	13.5
8	351	153	4129	13
8	429	208	4633	11
8	350	155	4502	13.5
8	400	190	4422	12.5
3	70	97	2330	13.5
8	307	130	4098	14
8	302	140	4294	16
4	121	112	2933	14.5
4	121	76	2511	18
4	122	86	2395	16
4	120	97	2506	14.5
4	98	80	2164	15
8	350	175	4100	13
8	304	150	3672	11.5
8	302	137	4042	14.5
8	318	150	3777	12.5
8	400	150	4464	12
8	351	158	4363	13
8	440	215	4735	11
8	455	225	4951	11
6	225	105	3121	16.5
6	250	100	3278	18
6	250	88	3021	16.5
6	198	95	2904	16
8	400	150	4997	14
8	350	180	4499	12.5
6	232	100	2789	15
4	140	72	2401	19.5
4	108	94	2379	16.5
4	122	85	2310	18.5
6	155	107	2472	14
8	350	145	4082	13
8	400	230	4278	9.5
4	116	75	2158	15.5
4	114	91	2582	14
8	318	150	3399	11
4	121	110	2660	14
8	350	180	3664	11
6	198	95	3102	16.5
6	232	100	2901	16
4	122	80	2451	16.5
4	71	65	1836	21
6	250	100	3781	17
6	258	110	3632	18
8	302	140	4141	14
8	350	150	4699	14.5
8	302	140	4638	16
8	304	150	4257	15.5
4	79	67	1963	15.5
4	97	78	2300	14.5
4	83	61	2003	19
4	90	75	2125	14.5
4	116	75	2246	14
4	120	97	2489	15
4	79	67	2000	16
6	225	95	3264	16
6	250	72	3158	19.5
8	400	170	4668	11.5
8	350	145	4440	14
8	351	148	4657	13.5
6	231	110	3907	21
6	258	110	3730	19
6	225	95	3785	19
8	262	110	3221	13.5
8	302	129	3169	12
4	140	83	2639	17
6	232	100	2914	16
4	134	96	2702	13.5
4	90	71	2223	16.5
6	171	97	2984	14.5
4	115	95	2694	15
4	120	88	2957	17
4	121	115	2671	13.5
4	91	53	1795	17.5
4	116	81	2220	16.9
4	140	92	2572	14.9
4	101	83	2202	15.3
8	305	140	4215	13
8	304	120	3962	13.9
8	351	152	4215	12.8
6	250	105	3353	14.5
6	200	81	3012	17.6
4	85	52	2035	22.2
4	98	60	2164	22.1
6	225	100	3651	17.7
6	250	110	3645	16.2
6	258	95	3193	17.8
4	85	70	1990	17
4	97	75	2155	16.4
4	130	102	3150	15.7
8	318	150	3940	13.2
6	168	120	3820	16.7
8	350	180	4380	12.1
8	302	130	3870	15
8	318	150	3755	14
4	111	80	2155	14.8
4	79	58	1825	18.6
4	85	70	1945	16.8
8	305	145	3880	12.5
8	318	145	4140	13.7
6	231	105	3425	16.9
6	225	100	3630	17.7
8	400	180	4220	11.1
8	350	170	4165	11.4
8	351	149	4335	14.5
4	97	78	1940	14.5
4	97	75	2265	18.2
4	140	89	2755	15.8
4	98	83	2075	15.9
4	97	67	1985	16.4
6	146	97	2815	14.5
4	121	110	2600	12.8
4	90	48	1985	21.5
4	98	66	1800	14.4
4	85	70	2070	18.6
8	318	140	3735	13.2
8	302	139	3570	12.8
6	200	95	3155	18.2
6	200	85	2965	15.8
6	225	100	3430	17.2
6	232	90	3210	17.2
6	200	85	3070	16.7
6	225	110	3620	18.7
8	305	145	3425	13.2
6	231	165	3445	13.4
8	318	140	4080	13.7
4	98	68	2155	16.5
4	119	97	2300	14.7
4	105	75	2230	14.5
4	151	85	2855	17.6
5	131	103	2830	15.9
6	163	125	3140	13.6
6	163	133	3410	15.8
4	89	71	1990	14.9
4	98	68	2135	16.6
6	200	85	2990	18.2
4	140	88	2890	17.3
6	225	110	3360	16.6
8	305	130	3840	15.4
8	351	138	3955	13.2
8	318	135	3830	15.2
8	351	142	4054	14.3
8	267	125	3605	15
4	89	71	1925	14
4	86	65	1975	15.2
4	121	80	2670	15
4	141	71	3190	24.8
8	260	90	3420	22.2
4	105	70	2150	14.9
4	85	65	2020	19.2
4	151	90	2670	16
6	173	115	2595	11.3
4	151	90	2556	13.2
4	98	76	2144	14.7
4	98	70	2120	15.5
4	86	65	2019	16.4
4	140	88	2870	18.1
4	151	90	3003	20.1
4	97	78	2188	15.8
4	134	90	2711	15.5
4	119	92	2434	15
4	108	75	2265	15.2
4	156	105	2800	14.4
4	85	65	2110	19.2
5	121	67	2950	19.9
4	91	67	1850	13.8
4	89	62	1845	15.3
4	122	88	2500	15.1
4	135	84	2490	15.7
4	151	84	2635	16.4
6	173	110	2725	12.6
4	135	84	2385	12.9
4	86	64	1875	16.4
4	81	60	1760	16.1
4	85	65	1975	19.4
4	89	62	2050	17.3
4	105	63	2215	14.9
4	98	65	2045	16.2
4	105	74	2190	14.2
4	119	100	2615	14.8
4	141	80	3230	20.4
6	146	120	2930	13.8
6	231	110	3415	15.8
6	200	88	3060	17.1
6	225	85	3465	16.6
4	112	88	2640	18.6
4	112	88	2395	18
4	135	84	2525	16
4	151	90	2735	18
4	105	74	1980	15.3
4	91	68	1970	17.6
4	105	63	2125	14.7
4	120	88	2160	14.5
4	107	75	2205	14.5
4	91	67	1965	15.7
6	181	110	2945	16.4
6	262	85	3015	17
4	144	96	2665	13.9
4	151	90	2950	17.3
4	140	86	2790	15.6
4	135	84	2295	11.6
4	120	79	2625	18.6
4	72	69	1613	18
4	76	52	1649	17
4	79	58	1755	17
4	81	60	1760	16
4	71	65	1773	19
4	91	53	1795	18
4	91	53	1795	17
4	98	66	1800	14
4	91	60	1800	16
4	97	71	1825	12
4	79	58	1825	19
4	97	60	1834	19
4	97	46	1835	21
4	71	65	1836	21
4	89	62	1845	15
4	91	67	1850	14
4	68	49	1867	20
4	86	64	1875	16
4	98	80	1915	14
4	89	71	1925	14
4	90	70	1937	14
4	90	70	1937	14
4	97	78	1940	15
4	85	70	1945	17
4	97	46	1950	21
4	79	67	1950	19
4	91	70	1955	21
4	79	67	1963	16
4	91	67	1965	15
4	91	67	1965	16
4	89	60	1968	19
4	91	68	1970	18
4	86	65	1975	15
4	85	65	1975	19
4	105	74	1980	15
4	90	48	1985	22
4	97	67	1985	16
4	78	52	1985	19
4	91	68	1985	16
4	89	71	1990	15
4	85	70	1990	17
4	91	67	1995	16
4	79	67	2000	16
4	83	61	2003	19
4	86	65	2019	16
4	85	65	2020	19
4	91	68	2025	18
4	85	52	2035	22
4	98	65	2045	16
4	98	68	2045	19
4	89	62	2050	17
4	98	63	2051	17
4	88	76	2065	15
4	97	67	2065	18
4	85	70	2070	19
4	79	70	2074	20
4	98	83	2075	16
4	90	48	2085	22
4	97	88	2100	17
4	90	75	2108	16
4	86	65	2110	18
4	85	65	2110	19
4	98	70	2120	16
4	116	90	2123	14
3	70	90	2124	14
4	90	75	2125	15
4	105	63	2125	15
4	98	70	2125	17
4	97.5	80	2126	17
4	91	69	2130	15
4	97	52	2130	25
4	97	88	2130	15
4	97	88	2130	15
4	98	68	2135	17
4	98	76	2144	15
4	97	67	2145	18
4	105	70	2150	15
4	111	80	2155	15
4	98	68	2155	17
4	97	75	2155	16
4	116	75	2158	16
4	120	88	2160	15
4	98	80	2164	15
4	98	60	2164	22
4	97	75	2171	16
4	97	78	2188	16
4	96	69	2189	18
4	97	78	2190	14
4	105	74	2190	14
4	105	70	2200	13
4	101	83	2202	15
4	107	75	2205	15
4	107	75	2210	14
4	105	63	2215	15
4	98	83	2219	17
4	122	86	2220	14
4	116	81	2220	17
4	90	71	2223	17
4	122	86	2226	17
4	113	95	2228	14
4	105	75	2230	15
4	121	113	2234	13
4	108	70	2245	17
4	116	75	2246	14
4	97	54	2254	24
4	98	79	2255	18
4	140	90	2264	16
4	98	90	2265	16
4	97	75	2265	18
4	108	75	2265	15
4	113	95	2278	16
4	97	88	2279	19
4	97	92	2288	17
4	107	72	2290	17
4	135	84	2295	12
4	122	96	2300	16
4	97	78	2300	15
4	119	97	2300	15
4	122	85	2310	19
3	70	97	2330	14
4	90	48	2335	24
4	108	75	2350	17
4	135	84	2370	13
4	113	95	2372	15
4	104	95	2375	18
4	108	94	2379	17
4	98	65	2380	21
4	135	84	2385	13
4	108	93	2391	16
4	122	86	2395	16
4	112	88	2395	18
4	140	72	2401	20
4	119	97	2405	15
4	140	72	2408	19
4	140	90	2408	20
3	70	100	2420	13
4	107	90	2430	15
4	119	92	2434	15
4	122	80	2451	17
4	107	86	2464	16
6	155	107	2472	14
4	120	97	2489	15
4	135	84	2490	16
4	122	88	2500	15
4	120	97	2506	15
4	121	76	2511	18
4	134	95	2515	15
4	135	84	2525	16
4	140	75	2542	17
4	120	75	2542	18
4	119	97	2545	17
4	151	90	2556	13
4	134	95	2560	14
4	140	72	2565	14
4	140	92	2572	15
4	112	85	2575	16
4	114	91	2582	14
4	156	92	2585	15
6	200	85	2587	16
4	140	78	2592	19
6	173	115	2595	11
4	121	110	2600	13
4	112	88	2605	20
4	119	100	2615	15
4	156	92	2620	14
4	120	79	2625	19
6	232	100	2634	13
4	151	84	2635	16
4	120	74	2635	18
4	140	83	2639	17
4	112	88	2640	19
6	199	90	2648	15
4	121	110	2660	14
4	144	96	2665	14
4	121	80	2670	15
4	151	90	2670	16
4	121	115	2671	14
4	110	87	2672	18
4	151	90	2678	17
4	115	95	2694	15
6	173	115	2700	13
4	134	96	2702	14
4	134	90	2711	16
4	140	88	2720	15
4	119	82	2720	19
3	80	110	2720	14
6	173	110	2725	13
4	151	90	2735	18
4	151	88	2740	16
4	156	105	2745	17
4	140	89	2755	16
6	199	97	2774	16
6	232	100	2789	15
4	140	86	2790	16
4	121	115	2795	16
4	156	105	2800	14
6	156	122	2807	14
6	146	97	2815	15
5	131	103	2830	16
6	198	95	2833	16
6	232	112	2835	15
4	151	85	2855	18
4	140	92	2865	16
4	121	112	2868	16
4	140	88	2870	18
4	140	88	2890	17
6	168	116	2900	13
6	232	100	2901	16
6	198	95	2904	16
6	168	132	2910	11
6	232	100	2914	16
6	156	108	2930	16
6	146	120	2930	14
4	121	112	2933	15
6	232	100	2945	16
6	181	110	2945	16
4	121	98	2945	15
4	151	90	2950	17
5	121	67	2950	20
4	120	88	2957	17
6	258	110	2962	14
6	200	85	2965	16
4	120	87	2979	20
6	171	97	2984	15
6	200	85	2990	18
4	151	90	3003	20
6	200	81	3012	18
6	262	85	3015	17
6	250	88	3021	17
6	231	110	3039	15
6	200	88	3060	17
6	200	85	3070	17
6	232	90	3085	18
8	455	225	3086	10
6	198	95	3102	17
6	225	105	3121	17
6	250	88	3139	15
6	163	125	3140	14
4	130	102	3150	16
6	200	95	3155	18
6	250	72	3158	20
6	145	76	3160	20
8	302	129	3169	12
4	141	71	3190	25
6	258	95	3193	18
8	302	139	3205	11
6	232	90	3210	17
6	232	90	3211	17
8	262	110	3221	14
4	141	80	3230	20
6	225	100	3233	15
6	231	115	3245	15
4	146	67	3250	22
6	225	95	3264	16
6	232	90	3265	18
4	120	88	3270	22
6	250	100	3278	18
6	250	100	3282	15
6	232	100	3288	16
6	250	88	3302	16
6	250	100	3329	16
6	250	100	3336	17
6	250	105	3353	15
6	225	110	3360	17
8	260	110	3365	16
6	231	105	3380	16
6	225	90	3381	19
8	318	150	3399	11
6	258	120	3410	15
6	163	133	3410	16
6	231	110	3415	16
8	260	90	3420	22
6	231	105	3425	17
8	305	145	3425	13
6	225	100	3430	17
6	250	72	3432	21
8	304	150	3433	12
8	318	150	3436	11
6	225	105	3439	16
6	231	165	3445	13
8	302	140	3449	11
6	250	105	3459	16
6	225	85	3465	17
8	307	130	3504	12
6	250	110	3520	16
6	250	98	3525	19
5	183	77	3530	20
6	231	105	3535	19
8	383	170	3563	10
8	302	139	3570	13
6	250	78	3574	21
8	267	125	3605	15
8	340	160	3609	8
6	225	105	3613	17
6	225	110	3620	19
6	225	100	3630	18
6	258	110	3632	18
6	250	110	3645	16
6	225	100	3651	18
8	350	180	3664	11
8	304	150	3672	12
8	304	150	3672	12
8	350	165	3693	12
8	302	129	3725	13
8	350	105	3725	19
6	258	110	3730	19
8	318	140	3735	13
8	318	150	3755	14
8	400	150	3761	10
8	318	150	3777	13
6	250	100	3781	17
6	225	95	3785	19
6	168	120	3820	17
8	360	175	3821	11
8	318	135	3830	15
8	305	130	3840	15
8	390	190	3850	9
8	302	130	3870	15
8	305	145	3880	13
8	304	150	3892	13
6	250	105	3897	19
8	350	125	3900	17
6	231	110	3907	21
8	318	150	3940	13
8	360	150	3940	13
8	351	138	3955	13
8	304	120	3962	14
8	350	145	3988	13
8	302	137	4042	15
8	351	142	4054	14
8	350	145	4055	12
8	260	110	4060	19
8	318	150	4077	14
8	318	140	4080	14
8	350	145	4082	13
8	318	150	4096	13
8	307	130	4098	14
8	350	175	4100	13
8	351	153	4129	13
8	318	150	4135	14
8	318	145	4140	14
8	302	140	4141	14
8	351	153	4154	14
8	350	170	4165	11
8	318	150	4190	13
8	350	165	4209	12
8	305	140	4215	13
8	351	152	4215	13
8	400	180	4220	11
8	318	150	4237	15
8	304	150	4257	16
8	350	165	4274	12
8	400	230	4278	10
8	302	140	4294	16
8	302	130	4295	15
8	440	215	4312	9
8	400	190	4325	12
8	351	149	4335	15
8	429	198	4341	10
8	454	220	4354	9
8	350	155	4360	15
8	351	158	4363	13
8	307	200	4376	15
8	350	180	4380	12
8	318	210	4382	14
8	400	175	4385	12
8	400	190	4422	13
8	455	225	4425	10
8	350	145	4440	14
8	350	160	4456	14
8	318	150	4457	14
8	400	175	4464	12
8	400	150	4464	12
8	318	150	4498	15
8	350	180	4499	13
8	350	155	4502	14
8	360	215	4615	14
8	429	208	4633	11
8	302	140	4638	16
8	360	170	4654	13
8	351	148	4657	14
8	400	170	4668	12
8	350	150	4699	15
8	304	193	4732	19
8	440	215	4735	11
8	400	170	4746	12
8	400	167	4906	13
8	455	225	4951	11
8	429	198	4952	12
8	383	180	4955	12
8	400	150	4997	14
8	400	175	5140	12

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	50 seconds
R Server	'George Udny Yule' @ 72.249.76.132
R Framework error message	The field 'Names of X columns' contains a hard return which cannot be interpreted. Please, resubmit your request without hard returns in the 'Names of X columns'.

\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 & 50 seconds \tabularnewline
R Server & 'George Udny Yule' @ 72.249.76.132 \tabularnewline
R Framework error message & The field 'Names of X columns' contains a hard return which cannot be interpreted.
Please, resubmit your request without hard returns in the 'Names of X columns'. \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&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]50 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'George Udny Yule' @ 72.249.76.132[/C][/ROW]
[ROW][C]R Framework error message[/C][C]The field 'Names of X columns' contains a hard return which cannot be interpreted.
Please, resubmit your request without hard returns in the 'Names of X columns'.[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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	50 seconds
R Server	'George Udny Yule' @ 72.249.76.132
R Framework error message	The field 'Names of X columns' contains a hard return which cannot be interpreted. Please, resubmit your request without hard returns in the 'Names of X columns'.

Multiple Linear Regression - Estimated Regression Equation
acceleration [t] = + 17.3425380893823 -0.172973901455077cylinders[t] -0.00823600695068293engine.displacement[t] -0.0787884360084219horsepower[t] + 0.00303601366592021weight[t] + e[t]

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Estimated Regression Equation \tabularnewline
acceleration
[t] =  +  17.3425380893823 -0.172973901455077cylinders[t] -0.00823600695068293engine.displacement[t] -0.0787884360084219horsepower[t] +  0.00303601366592021weight[t]  + e[t] \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&T=1

[TABLE]
[ROW][C]Multiple Linear Regression - Estimated Regression Equation[/C][/ROW]
[ROW][C]acceleration
[t] =  +  17.3425380893823 -0.172973901455077cylinders[t] -0.00823600695068293engine.displacement[t] -0.0787884360084219horsepower[t] +  0.00303601366592021weight[t]  + e[t][/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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
acceleration [t] = + 17.3425380893823 -0.172973901455077cylinders[t] -0.00823600695068293engine.displacement[t] -0.0787884360084219horsepower[t] + 0.00303601366592021weight[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)	17.3425380893823	0.48078	36.0717	0	0
cylinders	-0.172973901455077	0.129703	-1.3336	0.182816	0.091408
engine.displacement	-0.00823600695068293	0.002869	-2.8711	0.004228	0.002114
horsepower	-0.0787884360084219	0.00413	-19.0761	0	0
weight	0.00303601366592021	0.000227	13.3976	0	0

\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) & 17.3425380893823 & 0.48078 & 36.0717 & 0 & 0 \tabularnewline
cylinders & -0.172973901455077 & 0.129703 & -1.3336 & 0.182816 & 0.091408 \tabularnewline
engine.displacement & -0.00823600695068293 & 0.002869 & -2.8711 & 0.004228 & 0.002114 \tabularnewline
horsepower & -0.0787884360084219 & 0.00413 & -19.0761 & 0 & 0 \tabularnewline
weight & 0.00303601366592021 & 0.000227 & 13.3976 & 0 & 0 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&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]17.3425380893823[/C][C]0.48078[/C][C]36.0717[/C][C]0[/C][C]0[/C][/ROW]
[ROW][C]cylinders[/C][C]-0.172973901455077[/C][C]0.129703[/C][C]-1.3336[/C][C]0.182816[/C][C]0.091408[/C][/ROW]
[ROW][C]engine.displacement[/C][C]-0.00823600695068293[/C][C]0.002869[/C][C]-2.8711[/C][C]0.004228[/C][C]0.002114[/C][/ROW]
[ROW][C]horsepower[/C][C]-0.0787884360084219[/C][C]0.00413[/C][C]-19.0761[/C][C]0[/C][C]0[/C][/ROW]
[ROW][C]weight[/C][C]0.00303601366592021[/C][C]0.000227[/C][C]13.3976[/C][C]0[/C][C]0[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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)	17.3425380893823	0.48078	36.0717	0	0
cylinders	-0.172973901455077	0.129703	-1.3336	0.182816	0.091408
engine.displacement	-0.00823600695068293	0.002869	-2.8711	0.004228	0.002114
horsepower	-0.0787884360084219	0.00413	-19.0761	0	0
weight	0.00303601366592021	0.000227	13.3976	0	0

Multiple Linear Regression - Regression Statistics
Multiple R	0.776356439088369
R-squared	0.602729320513972
Adjusted R-squared	0.600194898316294
F-TEST (value)	237.817251232325
F-TEST (DF numerator)	4
F-TEST (DF denominator)	627
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.72021529453132
Sum Squared Residuals	1855.38119353126

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Regression Statistics \tabularnewline
Multiple R & 0.776356439088369 \tabularnewline
R-squared & 0.602729320513972 \tabularnewline
Adjusted R-squared & 0.600194898316294 \tabularnewline
F-TEST (value) & 237.817251232325 \tabularnewline
F-TEST (DF numerator) & 4 \tabularnewline
F-TEST (DF denominator) & 627 \tabularnewline
p-value & 0 \tabularnewline
Multiple Linear Regression - Residual Statistics \tabularnewline
Residual Standard Deviation & 1.72021529453132 \tabularnewline
Sum Squared Residuals & 1855.38119353126 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&T=3

[TABLE]
[ROW][C]Multiple Linear Regression - Regression Statistics[/C][/ROW]
[ROW][C]Multiple R[/C][C]0.776356439088369[/C][/ROW]
[ROW][C]R-squared[/C][C]0.602729320513972[/C][/ROW]
[ROW][C]Adjusted R-squared[/C][C]0.600194898316294[/C][/ROW]
[ROW][C]F-TEST (value)[/C][C]237.817251232325[/C][/ROW]
[ROW][C]F-TEST (DF numerator)[/C][C]4[/C][/ROW]
[ROW][C]F-TEST (DF denominator)[/C][C]627[/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]1.72021529453132[/C][/ROW]
[ROW][C]Sum Squared Residuals[/C][C]1855.38119353126[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=3

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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	0.776356439088369
R-squared	0.602729320513972
Adjusted R-squared	0.600194898316294
F-TEST (value)	237.817251232325
F-TEST (DF numerator)	4
F-TEST (DF denominator)	627
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	1.72021529453132
Sum Squared Residuals	1855.38119353126

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	InterpolationForecast	ResidualsPrediction Error
1	11.5	11.2880509718559	0.211949028144124
2	11	11.9531742222632	-0.953174222263184
3	10.5	12.9123028712151	-2.41230287121514
4	10	10.0047248899907	-0.00472488999073533
5	8.5	8.48668100507838	0.0133189949216213
6	10	7.9183260849829	2.08167391501711
7	10	10.2276387858720	-0.227638785872049
8	8	11.5093280734680	-3.50932807346796
9	10	3.85310378631573	6.14689621368427
10	15	15.4364966928974	-0.436496692897405
11	15.5	15.4451529139116	0.0548470860883915
12	20.5	17.7985668299219	2.70143317007815
13	17.5	17.0023163015929	0.497683698407108
14	17.5	15.5197287964513	1.98027120354869
15	12.5	13.5334469032434	-1.03344690324336
16	14	10.0654737019068	3.93452629809317
17	15	10.9582013442644	4.04179865573557
18	18.5	12.6152492822430	5.88475071775698
19	14.5	15.3850765490146	-0.885076549014595
20	14	14.9993107250049	-0.999310725004895
21	15.5	16.4737388359872	-0.97373883598723
22	15.5	16.4975104007968	-0.997510400796794
23	12	12.8546340234712	-0.854634023471152
24	13	13.9569432417704	-0.956943241770351
25	12	13.6792308344940	-1.67923083449405
26	12	14.4814780388245	-2.4814780388245
27	19	17.1355550253958	1.86444497460420
28	15	16.3310461936890	-1.33104619368898
29	14	15.6099944771972	-1.60999447719718
30	14	15.0497634492733	-1.04976344927333
31	14.5	16.207320955387	-1.70732095538699
32	19	16.3274898791925	2.67251012080746
33	19	16.6924927121380	2.30750728786197
34	20.5	16.3213820473343	4.17861795266575
35	17	15.9991219789429	1.00087802105705
36	16.5	15.6282105591927	0.871789440807295
37	12	13.0519749117560	-1.05197491175597
38	13.5	14.0753477747412	-0.57534777474124
39	13	13.5489781553479	-0.548978155347915
40	11	10.1033565203552	0.896643479644774
41	13.5	14.53207038767	-1.03207038766999
42	12.5	11.1197936865675	1.38020631343254
43	13.5	15.6785294472464	-2.17852944724635
44	14	15.6293800657281	-1.62938006572814
45	16	15.4777344189177	0.5222655810823
46	14.5	15.73440889173	-1.23440889173001
47	18	17.2895948210149	0.710405178985133
48	16	16.1412968687332	-0.141296868733221
49	14.5	15.6280936034591	-1.12809360345909
50	15	16.1103724947726	-1.11037249477257
51	13	11.7358241738016	1.26417582619837
52	11.5	12.7849775447297	-1.28497754472974
53	14.5	14.9490242831311	-0.449024283131072
54	12.5	12.9884548823418	-0.488454882341804
55	12	14.398843700873	-2.39884370087299
56	13	13.8654631731311	-0.865463173131135
57	11	9.77091478576262	1.22908521423738
58	11	9.51526927325692	1.48473072674308
59	16.5	15.6542059872008	0.84579401279921
60	18	16.3189021390253	1.6810978609747
61	16.5	16.4841078589849	0.0158921410151325
62	16	16.0056475694488	-0.00564756944876255
63	14	16.0170389848085	-2.01703898480846
64	12.5	12.5532514464617	-0.0532514464616851
65	15	14.9825395815026	0.0174604184973918
66	19.5	17.1143029297344	2.38569707026565
67	16.5	15.5777172593207	0.922282740679317
68	18.5	15.9620241431384	2.53797585686158
69	14	14.1027767325495	-0.102776732549536
70	13	14.0448290080677	-1.04482900806772
71	9.5	7.53107027833808	1.96892972166192
72	15.5	16.3378504677069	-0.837850467706869
73	14	16.3809772998237	-2.38097729982365
74	11	11.8408417166240	-0.840841716623964
75	14	15.0631540329506	-1.06315403295063
76	11	10.0181800354183	0.981819964581691
77	16.5	16.6067782753010	-0.106778275300964
78	16	15.3225731120857	0.677426887914328
79	16.5	16.7840442500753	-0.284044250075284
80	21	16.5187587401455	4.48124125985449
81	17	17.8460170129832	-0.846017012983165
82	18	16.5398785610714	1.46012143892863
83	14	15.0132243280319	-1.01322432803191
84	14.5	15.5241072598984	-1.02410725989838
85	16	16.5221231199943	-0.522123119994252
86	15.5	14.5610455392931	0.938954460706933
87	15.5	16.6808675480951	-1.18086754809507
88	14.5	16.6890832323053	-2.18908323230525
89	19	17.2420946829797	1.75790531702032
90	14.5	16.4517981974493	-1.95179819744926
91	14	16.6050196703078	-2.60501967030785
92	15	15.5764813711384	-0.576481371138445
93	16	16.7932000537341	-0.79320005373412
94	16	16.8762403015116	-0.876240301511599
95	19.5	18.1606567073507	1.33934329264931
96	11.5	13.4424217685523	-1.94242176855227
97	14	15.1317219004672	-1.13172190046716
98	13.5	15.5459355509959	-2.04593555099590
99	21	17.5971545068679	3.40284549313213
100	19	16.8374079003316	2.16259209966845
101	19	18.4580034214560	0.541996578543971
102	13.5	14.9131851136653	-1.41318511366529
103	12	12.9288918408501	-0.928891840850102
104	17	16.9702013861307	0.0297986138692754
105	16	15.3620412897426	0.637958710257365
106	13.5	16.1866366206783	-2.68663662067831
107	16.5	17.0644812807431	-0.564481280743127
108	14.5	16.3133239783740	-1.81332397837398
109	15	16.3976210794223	-1.39762107942235
110	17	17.7064316908649	-0.706431690864901
111	13.5	14.7026080032336	-1.20260800323365
112	17.5	17.1750232729302	0.324976727069812
113	16.9	16.0533526989434	0.846647301056608
114	14.9	16.0576925464383	-1.15769254643827
115	15.3	15.9646676852002	-0.664667685200227
116	13	15.2131813184580	-2.21318131845795
117	13.9	16.0290745880993	-2.12907458809926
118	12.8	13.8888637666255	-1.08886376662547
119	14.5	16.1526609839272	-1.65266098392721
120	17.6	17.4201031355847	0.179896864415315
121	22.2	18.0318710304636	4.16812896953644
122	22.1	17.686141214941	4.41385878505899
123	17.7	17.6572354101806	0.0427645898193882
124	16.2	16.6452347943338	-0.445234794333798
125	17.8	16.3888951018587	1.41110489814127
126	17	16.4770585673456	0.522941432654445
127	16.4	16.4852265587721	-0.085226558772086
128	15.7	17.1069841547628	-1.40698415476277
129	13.2	13.4833251098868	-0.283325109886799
130	16.7	17.0640053957416	-0.364005395741617
131	12.1	12.1919658202172	-0.0919658202171803
132	15	14.9783489846517	0.0216510153482510
133	14	12.9216625816916	1.07833741830844
134	14.8	15.9759802814204	-1.17598028142041
135	18.6	16.9709935862739	1.62900641372612
136	16.8	16.3404379523791	0.459562047620856
137	12.5	13.8021745603326	-1.30217456033257
138	13.7	14.4844700231129	-0.784470023112951
139	16.9	16.5277380999364	0.372261900063562
140	17.7	17.5934791231963	0.106520876803713
141	11.1	11.2944032861358	-0.194403286135798
142	11.4	12.3271072421286	-0.927107242128553
143	14.5	14.4895507145612	0.0104492854388337
144	14.5	15.5961183125740	-1.09611831257397
145	18.2	16.8191880620233	1.38081193797669
146	15.8	16.8496483553269	-1.04964835532694
147	15.9	15.6038019704804	0.296198029519591
148	16.4	16.5994117236330	-0.199411723633025
149	14.5	16.0061378426005	-1.50613784260053
150	12.8	14.8809932129954	-2.08099321299542
151	21.5	18.1540440564478	3.34595594355218
152	14.4	16.1083016244955	-1.70830162449552
153	18.6	16.7199396606192	1.88006033938083
154	13.2	13.6488266684574	-0.448826668457375
155	12.8	13.3584489607999	-0.558448960799888
156	18.2	16.7512149856934	1.44878501430663
157	15.8	16.9622567492527	-1.16225674925275
158	17.2	16.9862763900122	0.213723609987755
159	17.2	17.0485856949392	0.151414305060763
160	16.7	17.2810381841744	-0.581038184174371
161	18.7	16.7752346264529	1.92476537354713
162	13.2	12.4207883423389	0.779211657661122
163	13.4	11.8611522127495	1.53884778725047
164	13.7	14.6962513831998	-0.996251383199848
165	16.5	17.0285096038804	-0.528509603880355
166	14.7	15.0109107952302	-0.310910795230209
167	14.5	16.6470395281106	-2.14703952811064
168	17.6	17.3778073894951	0.222192610504867
169	15.9	15.8754614372541	0.0245385627458789
170	13.6	14.6467539576272	-1.04675395762718
171	15.8	14.8361701593583	0.963829840641741
172	14.9	16.3653261035344	-1.4653261035344
173	16.6	16.9677893305619	-0.367789330561949
174	18.2	17.0381570909008	1.16184290909925
175	17.3	17.3382986362346	-0.0382986362345874
176	16.6	15.9858710733136	0.614128926686391
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518	11	11.9531742222630	-0.953174222263012
519	16	16.6196583329634	-0.619658332963417
520	13	11.8611522127495	1.13884778725047
521	11	12.9123028712151	-1.91230287121512
522	16	16.4744784325147	-0.474478432514748
523	17	18.2743634084458	-1.27436340844578
524	12	13.8259879481715	-1.82598794817154
525	16	16.2657330860938	-0.265733086093771
526	19	17.2263743865244	1.77362561347557
527	20	19.6208979781817	0.379102021818275
528	19	16.8616996031877	2.13830039681234
529	10	10.2276387858720	-0.227638785872049
530	13	13.3584489607999	-0.358448960799888
531	21	18.9509077763230	2.04909222367704
532	15	14.8560077864989	0.143992213501094
533	8	11.5093280734680	-3.50932807346796
534	17	17.1479247108335	-0.147924710833533
535	19	16.7752346264529	2.22476537354714
536	18	17.5934791231963	0.406520876803713
537	18	16.5398785610714	1.46012143892863
538	16	16.6452347943338	-0.645234794333797
539	18	17.6572354101806	0.342764589819389
540	11	10.0181800354183	0.981819964581691
541	12	12.7849775447297	-0.784977544729743
542	12	12.7849775447297	-0.784977544729743
543	12	11.2880509718563	0.711949028143677
544	13	14.6169154391017	-1.61691543910174
545	19	16.1125095696711	2.88749043032892
546	19	16.8374079003316	2.16259209966845
547	13	13.6488266684574	-0.648826668457374
548	14	12.9216625816916	1.07833741830844
549	10	12.2645260937311	-2.26452609373108
550	13	12.9884548823418	0.0115451176581960
551	17	17.8460170129832	-0.846017012983165
552	19	18.4580034214560	0.541996578543971
553	17	17.0640053957416	-0.0640053957416167
554	11	10.8064162915031	0.193583708496938
555	15	14.3311901467619	0.668809853238096
556	15	14.8625605538221	0.137439446177906
557	9	9.46555393916793	-0.465553939167929
558	15	14.9783489846517	0.0216510153482510
559	13	13.8021745603326	-0.802174560332574
560	13	13.4529005512322	-0.452900551232190
561	19	17.8042524181878	1.1957475818122
562	17	15.0680432410387	1.93195675896132
563	21	17.5971545068679	3.40284549313213
564	13	13.4833251098868	-0.483325109886798
565	13	13.1374128179581	-0.137412817958115
566	13	14.2025383176041	-1.20253831760413
567	14	16.0290745880993	-2.02907458809926
568	13	13.7594437234712	-0.759443723471224
569	15	14.9490242831311	0.0509757168689282
570	14	14.1879499264965	-0.187949926496540
571	12	13.9628566390879	-1.96285663908788
572	19	17.4768725932737	1.52312740672629
573	14	13.8992589821179	0.100741017882133
574	14	14.6962513831998	-0.696251383199847
575	13	14.0448290080677	-1.04482900806772
576	13	13.9569432417704	-0.956943241770351
577	14	15.6293800657281	-1.62938006572814
578	13	11.7358241738016	1.26417582619837
579	13	13.5489781553479	-0.548978155347915
580	14	14.0753477747412	-0.0753477747412397
581	14	14.4844700231129	-0.48447002311295
582	14	15.0132243280319	-1.01322432803191
583	14	13.6248784969959	0.375121503004080
584	11	12.3271072421286	-1.32710724212855
585	13	14.2423285263669	-1.24232852636685
586	12	12.8546340234712	-0.854634023471152
587	13	15.2131813184580	-2.21318131845795
588	13	13.8888637666255	-0.888863766625475
589	11	11.2944032861358	-0.294403286135798
590	15	14.3850211686651	0.614978831334899
591	16	14.5610455392931	1.43895446070693
592	12	13.0519749117560	-1.05197491175597
593	10	7.53107027833808	2.46892972166192
594	16	15.4777344189177	0.5222655810823
595	15	16.2686547926678	-1.26865479266784
596	9	8.48668100507837	0.513318994921628
597	12	10.8253003609732	1.1746996390268
598	15	14.4895507145612	0.510449285438834
599	10	10.0047248899907	-0.00472488999074368
600	9	8.10494730169535	0.89505269830465
601	15	14.1009564471093	0.899043552890677
602	13	13.8654631731311	-0.865463173131135
603	15	10.9582013442644	4.04179865573557
604	12	12.1919658202172	-0.19196582021718
605	14	10.0979369897182	3.90206301028178
606	12	12.1892877210547	-0.189287721054743
607	13	11.1197936865675	1.88020631343254
608	10	7.9183260849829	2.08167391501711
609	14	15.1317219004672	-1.13172190046716
610	14	13.9984715789956	0.00152842100444603
611	14	15.0529441751675	-1.05294417516755
612	12	12.4291328006624	-0.429132800662439
613	12	14.398843700873	-2.39884370087299
614	15	15.1774207354703	-0.177420735470276
615	13	12.5532514464617	0.446748553538315
616	14	14.53207038767	-0.532070387669993
617	14	10.0654737019068	3.93452629809317
618	11	10.1033565203552	0.896643479644774
619	16	16.5221231199943	-0.522123119994252
620	13	13.7293578552567	-0.729357855256707
621	14	15.5459355509959	-1.54593555099590
622	12	13.4424217685523	-1.44242176855227
623	15	15.5241072598984	-0.524107259898384
624	19	12.6152492822430	6.38475071775698
625	11	9.77091478576262	1.22908521423738
626	12	13.6792308344940	-1.67923083449405
627	13	14.4013583290665	-1.40135832906655
628	11	9.51526927325692	1.48473072674308
629	12	11.859729239868	0.140270760132007
630	12	13.6658854487488	-1.66588544874876
631	14	16.0170389848085	-2.01703898480846
632	12	14.4814780388245	-2.4814780388245

\begin{tabular}{lllllllll}
\hline
Multiple Linear Regression - Actuals, Interpolation, and Residuals \tabularnewline
Time or Index & Actuals & InterpolationForecast & ResidualsPrediction Error \tabularnewline
1 & 11.5 & 11.2880509718559 & 0.211949028144124 \tabularnewline
2 & 11 & 11.9531742222632 & -0.953174222263184 \tabularnewline
3 & 10.5 & 12.9123028712151 & -2.41230287121514 \tabularnewline
4 & 10 & 10.0047248899907 & -0.00472488999073533 \tabularnewline
5 & 8.5 & 8.48668100507838 & 0.0133189949216213 \tabularnewline
6 & 10 & 7.9183260849829 & 2.08167391501711 \tabularnewline
7 & 10 & 10.2276387858720 & -0.227638785872049 \tabularnewline
8 & 8 & 11.5093280734680 & -3.50932807346796 \tabularnewline
9 & 10 & 3.85310378631573 & 6.14689621368427 \tabularnewline
10 & 15 & 15.4364966928974 & -0.436496692897405 \tabularnewline
11 & 15.5 & 15.4451529139116 & 0.0548470860883915 \tabularnewline
12 & 20.5 & 17.7985668299219 & 2.70143317007815 \tabularnewline
13 & 17.5 & 17.0023163015929 & 0.497683698407108 \tabularnewline
14 & 17.5 & 15.5197287964513 & 1.98027120354869 \tabularnewline
15 & 12.5 & 13.5334469032434 & -1.03344690324336 \tabularnewline
16 & 14 & 10.0654737019068 & 3.93452629809317 \tabularnewline
17 & 15 & 10.9582013442644 & 4.04179865573557 \tabularnewline
18 & 18.5 & 12.6152492822430 & 5.88475071775698 \tabularnewline
19 & 14.5 & 15.3850765490146 & -0.885076549014595 \tabularnewline
20 & 14 & 14.9993107250049 & -0.999310725004895 \tabularnewline
21 & 15.5 & 16.4737388359872 & -0.97373883598723 \tabularnewline
22 & 15.5 & 16.4975104007968 & -0.997510400796794 \tabularnewline
23 & 12 & 12.8546340234712 & -0.854634023471152 \tabularnewline
24 & 13 & 13.9569432417704 & -0.956943241770351 \tabularnewline
25 & 12 & 13.6792308344940 & -1.67923083449405 \tabularnewline
26 & 12 & 14.4814780388245 & -2.4814780388245 \tabularnewline
27 & 19 & 17.1355550253958 & 1.86444497460420 \tabularnewline
28 & 15 & 16.3310461936890 & -1.33104619368898 \tabularnewline
29 & 14 & 15.6099944771972 & -1.60999447719718 \tabularnewline
30 & 14 & 15.0497634492733 & -1.04976344927333 \tabularnewline
31 & 14.5 & 16.207320955387 & -1.70732095538699 \tabularnewline
32 & 19 & 16.3274898791925 & 2.67251012080746 \tabularnewline
33 & 19 & 16.6924927121380 & 2.30750728786197 \tabularnewline
34 & 20.5 & 16.3213820473343 & 4.17861795266575 \tabularnewline
35 & 17 & 15.9991219789429 & 1.00087802105705 \tabularnewline
36 & 16.5 & 15.6282105591927 & 0.871789440807295 \tabularnewline
37 & 12 & 13.0519749117560 & -1.05197491175597 \tabularnewline
38 & 13.5 & 14.0753477747412 & -0.57534777474124 \tabularnewline
39 & 13 & 13.5489781553479 & -0.548978155347915 \tabularnewline
40 & 11 & 10.1033565203552 & 0.896643479644774 \tabularnewline
41 & 13.5 & 14.53207038767 & -1.03207038766999 \tabularnewline
42 & 12.5 & 11.1197936865675 & 1.38020631343254 \tabularnewline
43 & 13.5 & 15.6785294472464 & -2.17852944724635 \tabularnewline
44 & 14 & 15.6293800657281 & -1.62938006572814 \tabularnewline
45 & 16 & 15.4777344189177 & 0.5222655810823 \tabularnewline
46 & 14.5 & 15.73440889173 & -1.23440889173001 \tabularnewline
47 & 18 & 17.2895948210149 & 0.710405178985133 \tabularnewline
48 & 16 & 16.1412968687332 & -0.141296868733221 \tabularnewline
49 & 14.5 & 15.6280936034591 & -1.12809360345909 \tabularnewline
50 & 15 & 16.1103724947726 & -1.11037249477257 \tabularnewline
51 & 13 & 11.7358241738016 & 1.26417582619837 \tabularnewline
52 & 11.5 & 12.7849775447297 & -1.28497754472974 \tabularnewline
53 & 14.5 & 14.9490242831311 & -0.449024283131072 \tabularnewline
54 & 12.5 & 12.9884548823418 & -0.488454882341804 \tabularnewline
55 & 12 & 14.398843700873 & -2.39884370087299 \tabularnewline
56 & 13 & 13.8654631731311 & -0.865463173131135 \tabularnewline
57 & 11 & 9.77091478576262 & 1.22908521423738 \tabularnewline
58 & 11 & 9.51526927325692 & 1.48473072674308 \tabularnewline
59 & 16.5 & 15.6542059872008 & 0.84579401279921 \tabularnewline
60 & 18 & 16.3189021390253 & 1.6810978609747 \tabularnewline
61 & 16.5 & 16.4841078589849 & 0.0158921410151325 \tabularnewline
62 & 16 & 16.0056475694488 & -0.00564756944876255 \tabularnewline
63 & 14 & 16.0170389848085 & -2.01703898480846 \tabularnewline
64 & 12.5 & 12.5532514464617 & -0.0532514464616851 \tabularnewline
65 & 15 & 14.9825395815026 & 0.0174604184973918 \tabularnewline
66 & 19.5 & 17.1143029297344 & 2.38569707026565 \tabularnewline
67 & 16.5 & 15.5777172593207 & 0.922282740679317 \tabularnewline
68 & 18.5 & 15.9620241431384 & 2.53797585686158 \tabularnewline
69 & 14 & 14.1027767325495 & -0.102776732549536 \tabularnewline
70 & 13 & 14.0448290080677 & -1.04482900806772 \tabularnewline
71 & 9.5 & 7.53107027833808 & 1.96892972166192 \tabularnewline
72 & 15.5 & 16.3378504677069 & -0.837850467706869 \tabularnewline
73 & 14 & 16.3809772998237 & -2.38097729982365 \tabularnewline
74 & 11 & 11.8408417166240 & -0.840841716623964 \tabularnewline
75 & 14 & 15.0631540329506 & -1.06315403295063 \tabularnewline
76 & 11 & 10.0181800354183 & 0.981819964581691 \tabularnewline
77 & 16.5 & 16.6067782753010 & -0.106778275300964 \tabularnewline
78 & 16 & 15.3225731120857 & 0.677426887914328 \tabularnewline
79 & 16.5 & 16.7840442500753 & -0.284044250075284 \tabularnewline
80 & 21 & 16.5187587401455 & 4.48124125985449 \tabularnewline
81 & 17 & 17.8460170129832 & -0.846017012983165 \tabularnewline
82 & 18 & 16.5398785610714 & 1.46012143892863 \tabularnewline
83 & 14 & 15.0132243280319 & -1.01322432803191 \tabularnewline
84 & 14.5 & 15.5241072598984 & -1.02410725989838 \tabularnewline
85 & 16 & 16.5221231199943 & -0.522123119994252 \tabularnewline
86 & 15.5 & 14.5610455392931 & 0.938954460706933 \tabularnewline
87 & 15.5 & 16.6808675480951 & -1.18086754809507 \tabularnewline
88 & 14.5 & 16.6890832323053 & -2.18908323230525 \tabularnewline
89 & 19 & 17.2420946829797 & 1.75790531702032 \tabularnewline
90 & 14.5 & 16.4517981974493 & -1.95179819744926 \tabularnewline
91 & 14 & 16.6050196703078 & -2.60501967030785 \tabularnewline
92 & 15 & 15.5764813711384 & -0.576481371138445 \tabularnewline
93 & 16 & 16.7932000537341 & -0.79320005373412 \tabularnewline
94 & 16 & 16.8762403015116 & -0.876240301511599 \tabularnewline
95 & 19.5 & 18.1606567073507 & 1.33934329264931 \tabularnewline
96 & 11.5 & 13.4424217685523 & -1.94242176855227 \tabularnewline
97 & 14 & 15.1317219004672 & -1.13172190046716 \tabularnewline
98 & 13.5 & 15.5459355509959 & -2.04593555099590 \tabularnewline
99 & 21 & 17.5971545068679 & 3.40284549313213 \tabularnewline
100 & 19 & 16.8374079003316 & 2.16259209966845 \tabularnewline
101 & 19 & 18.4580034214560 & 0.541996578543971 \tabularnewline
102 & 13.5 & 14.9131851136653 & -1.41318511366529 \tabularnewline
103 & 12 & 12.9288918408501 & -0.928891840850102 \tabularnewline
104 & 17 & 16.9702013861307 & 0.0297986138692754 \tabularnewline
105 & 16 & 15.3620412897426 & 0.637958710257365 \tabularnewline
106 & 13.5 & 16.1866366206783 & -2.68663662067831 \tabularnewline
107 & 16.5 & 17.0644812807431 & -0.564481280743127 \tabularnewline
108 & 14.5 & 16.3133239783740 & -1.81332397837398 \tabularnewline
109 & 15 & 16.3976210794223 & -1.39762107942235 \tabularnewline
110 & 17 & 17.7064316908649 & -0.706431690864901 \tabularnewline
111 & 13.5 & 14.7026080032336 & -1.20260800323365 \tabularnewline
112 & 17.5 & 17.1750232729302 & 0.324976727069812 \tabularnewline
113 & 16.9 & 16.0533526989434 & 0.846647301056608 \tabularnewline
114 & 14.9 & 16.0576925464383 & -1.15769254643827 \tabularnewline
115 & 15.3 & 15.9646676852002 & -0.664667685200227 \tabularnewline
116 & 13 & 15.2131813184580 & -2.21318131845795 \tabularnewline
117 & 13.9 & 16.0290745880993 & -2.12907458809926 \tabularnewline
118 & 12.8 & 13.8888637666255 & -1.08886376662547 \tabularnewline
119 & 14.5 & 16.1526609839272 & -1.65266098392721 \tabularnewline
120 & 17.6 & 17.4201031355847 & 0.179896864415315 \tabularnewline
121 & 22.2 & 18.0318710304636 & 4.16812896953644 \tabularnewline
122 & 22.1 & 17.686141214941 & 4.41385878505899 \tabularnewline
123 & 17.7 & 17.6572354101806 & 0.0427645898193882 \tabularnewline
124 & 16.2 & 16.6452347943338 & -0.445234794333798 \tabularnewline
125 & 17.8 & 16.3888951018587 & 1.41110489814127 \tabularnewline
126 & 17 & 16.4770585673456 & 0.522941432654445 \tabularnewline
127 & 16.4 & 16.4852265587721 & -0.085226558772086 \tabularnewline
128 & 15.7 & 17.1069841547628 & -1.40698415476277 \tabularnewline
129 & 13.2 & 13.4833251098868 & -0.283325109886799 \tabularnewline
130 & 16.7 & 17.0640053957416 & -0.364005395741617 \tabularnewline
131 & 12.1 & 12.1919658202172 & -0.0919658202171803 \tabularnewline
132 & 15 & 14.9783489846517 & 0.0216510153482510 \tabularnewline
133 & 14 & 12.9216625816916 & 1.07833741830844 \tabularnewline
134 & 14.8 & 15.9759802814204 & -1.17598028142041 \tabularnewline
135 & 18.6 & 16.9709935862739 & 1.62900641372612 \tabularnewline
136 & 16.8 & 16.3404379523791 & 0.459562047620856 \tabularnewline
137 & 12.5 & 13.8021745603326 & -1.30217456033257 \tabularnewline
138 & 13.7 & 14.4844700231129 & -0.784470023112951 \tabularnewline
139 & 16.9 & 16.5277380999364 & 0.372261900063562 \tabularnewline
140 & 17.7 & 17.5934791231963 & 0.106520876803713 \tabularnewline
141 & 11.1 & 11.2944032861358 & -0.194403286135798 \tabularnewline
142 & 11.4 & 12.3271072421286 & -0.927107242128553 \tabularnewline
143 & 14.5 & 14.4895507145612 & 0.0104492854388337 \tabularnewline
144 & 14.5 & 15.5961183125740 & -1.09611831257397 \tabularnewline
145 & 18.2 & 16.8191880620233 & 1.38081193797669 \tabularnewline
146 & 15.8 & 16.8496483553269 & -1.04964835532694 \tabularnewline
147 & 15.9 & 15.6038019704804 & 0.296198029519591 \tabularnewline
148 & 16.4 & 16.5994117236330 & -0.199411723633025 \tabularnewline
149 & 14.5 & 16.0061378426005 & -1.50613784260053 \tabularnewline
150 & 12.8 & 14.8809932129954 & -2.08099321299542 \tabularnewline
151 & 21.5 & 18.1540440564478 & 3.34595594355218 \tabularnewline
152 & 14.4 & 16.1083016244955 & -1.70830162449552 \tabularnewline
153 & 18.6 & 16.7199396606192 & 1.88006033938083 \tabularnewline
154 & 13.2 & 13.6488266684574 & -0.448826668457375 \tabularnewline
155 & 12.8 & 13.3584489607999 & -0.558448960799888 \tabularnewline
156 & 18.2 & 16.7512149856934 & 1.44878501430663 \tabularnewline
157 & 15.8 & 16.9622567492527 & -1.16225674925275 \tabularnewline
158 & 17.2 & 16.9862763900122 & 0.213723609987755 \tabularnewline
159 & 17.2 & 17.0485856949392 & 0.151414305060763 \tabularnewline
160 & 16.7 & 17.2810381841744 & -0.581038184174371 \tabularnewline
161 & 18.7 & 16.7752346264529 & 1.92476537354713 \tabularnewline
162 & 13.2 & 12.4207883423389 & 0.779211657661122 \tabularnewline
163 & 13.4 & 11.8611522127495 & 1.53884778725047 \tabularnewline
164 & 13.7 & 14.6962513831998 & -0.996251383199848 \tabularnewline
165 & 16.5 & 17.0285096038804 & -0.528509603880355 \tabularnewline
166 & 14.7 & 15.0109107952302 & -0.310910795230209 \tabularnewline
167 & 14.5 & 16.6470395281106 & -2.14703952811064 \tabularnewline
168 & 17.6 & 17.3778073894951 & 0.222192610504867 \tabularnewline
169 & 15.9 & 15.8754614372541 & 0.0245385627458789 \tabularnewline
170 & 13.6 & 14.6467539576272 & -1.04675395762718 \tabularnewline
171 & 15.8 & 14.8361701593583 & 0.963829840641741 \tabularnewline
172 & 14.9 & 16.3653261035344 & -1.4653261035344 \tabularnewline
173 & 16.6 & 16.9677893305619 & -0.367789330561949 \tabularnewline
174 & 18.2 & 17.0381570909008 & 1.16184290909925 \tabularnewline
175 & 17.3 & 17.3382986362346 & -0.0382986362345874 \tabularnewline
176 & 16.6 & 15.9858710733136 & 0.614128926686391 \tabularnewline
177 & 15.4 & 14.8625605538221 & 0.537439446177907 \tabularnewline
178 & 13.2 & 14.2025383176041 & -1.00253831760413 \tabularnewline
179 & 15.2 & 14.3311901467619 & 0.868809853238095 \tabularnewline
180 & 14.3 & 14.1879499264965 & 0.112050073503460 \tabularnewline
181 & 15 & 14.8560077864989 & 0.143992213501094 \tabularnewline
182 & 14 & 16.1679852152496 & -2.16798521524959 \tabularnewline
183 & 15.2 & 16.8172245354482 & -1.61722453544818 \tabularnewline
184 & 15 & 17.4571672498625 & -2.45716724986249 \tabularnewline
185 & 24.8 & 19.5802701412031 & 5.21972985879686 \tabularnewline
186 & 22.2 & 17.1095925672532 & 5.09040743274678 \tabularnewline
187 & 14.9 & 16.7981006148791 & -1.89810061487913 \tabularnewline
188 & 19.2 & 16.9620811573653 & 2.23791884263473 \tabularnewline
189 & 16 & 16.4222026812578 & -0.422202681257785 \tabularnewline
190 & 11.3 & 13.6976508002781 & -2.39765080027805 \tabularnewline
191 & 13.2 & 16.0760971233429 & -2.87609712334288 \tabularnewline
192 & 14.7 & 16.3648059654879 & -1.66480596548786 \tabularnewline
193 & 15.5 & 16.7646722535563 & -1.26467225355630 \tabularnewline
194 & 16.4 & 16.9508091367487 & -0.550809136748669 \tabularnewline
195 & 18.1 & 17.2775783629162 & 0.822421637083818 \tabularnewline
196 & 20.1 & 17.4331952320092 & 2.66680476799079 \tabularnewline
197 & 15.8 & 16.3490497017222 & -0.549049701722185 \tabularnewline
198 & 15.5 & 16.6866913597221 & -1.18669135972212 \tabularnewline
199 & 15 & 15.8116788065056 & -0.811678806505626 \tabularnewline
200 & 15.2 & 16.7285919855658 & -1.52859198556580 \tabularnewline
201 & 14.4 & 15.5938778829477 & -1.19387788294767 \tabularnewline
202 & 19.2 & 17.2353223872981 & 1.96467761270191 \tabularnewline
203 & 19.9 & 19.1585268429746 & 0.741473157025434 \tabularnewline
204 & 13.8 & 16.2389659204379 & -2.43896592043789 \tabularnewline
205 & 15.3 & 16.6342000460518 & -1.33420004605177 \tabularnewline
206 & 15.1 & 16.302501431638 & -1.202501431638 \tabularnewline
207 & 15.7 & 16.4802269486536 & -0.780226948653607 \tabularnewline
208 & 16.4 & 16.7886728190011 & -0.388672819001111 \tabularnewline
209 & 12.6 & 14.4862747568898 & -1.88627475688979 \tabularnewline
210 & 12.9 & 16.161445513732 & -3.26144551373198 \tabularnewline
211 & 16.4 & 16.5924116048646 & -0.192411604864580 \tabularnewline
212 & 16.1 & 16.5996038120709 & -0.499603812070855 \tabularnewline
213 & 19.4 & 16.8254605423989 & 2.57453945760114 \tabularnewline
214 & 17.3 & 17.2565828475654 & 0.0434171524345899 \tabularnewline
215 & 14.9 & 17.5469605552229 & -2.64696055522290 \tabularnewline
216 & 16.2 & 16.9309134086544 & -0.730913408654398 \tabularnewline
217 & 14.2 & 16.6043874174823 & -2.40438741748225 \tabularnewline
218 & 14.8 & 15.7308897919698 & -0.930889791969808 \tabularnewline
219 & 20.4 & 18.9926147637642 & 1.40738523623585 \tabularnewline
220 & 13.8 & 14.5431453859877 & -0.743145385987653 \tabularnewline
221 & 15.8 & 16.1034357832351 & -0.303435783235124 \tabularnewline
222 & 17.1 & 17.0143127394899 & 0.0856872605100983 \tabularnewline
223 & 16.6 & 18.2743634084458 & -1.67436340844578 \tabularnewline
224 & 18.6 & 16.8099034143737 & 1.79009658562634 \tabularnewline
225 & 18 & 16.0660800662232 & 1.93391993377679 \tabularnewline
226 & 16 & 16.5864874269608 & -0.586487426960813 \tabularnewline
227 & 18 & 16.6195435695426 & 1.3804564304574 \tabularnewline
228 & 15.3 & 15.966824547639 & -0.666824547639005 \tabularnewline
229 & 17.6 & 16.5244991243399 & 1.07550087566010 \tabularnewline
230 & 14.7 & 17.2737193252901 & -2.57371932529008 \tabularnewline
231 & 14.5 & 15.2867287991265 & -0.786728799126493 \tabularnewline
232 & 14.5 & 16.5546671725613 & -2.05466717256127 \tabularnewline
233 & 15.7 & 16.5881074920187 & -0.888107492018718 \tabularnewline
234 & 16.4 & 15.0883097077868 & 1.31169029221323 \tabularnewline
235 & 17 & 16.6034250016064 & 0.396574998393584 \tabularnewline
236 & 13.9 & 15.9919440455324 & -2.09194404553243 \tabularnewline
237 & 17.3 & 17.2722865077154 & 0.0277134922845562 \tabularnewline
238 & 15.6 & 17.1922741416594 & -1.59227414165941 \tabularnewline
239 & 11.6 & 15.8882042837992 & -4.28820428379916 \tabularnewline
240 & 18.6 & 17.4075710778552 & 1.19242892214481 \tabularnewline
241 & 18 & 15.5183379416609 & 2.48166205833906 \tabularnewline
242 & 17 & 16.9340938179745 & 0.0659061820254966 \tabularnewline
243 & 17 & 16.7584726296595 & 0.241527370340534 \tabularnewline
244 & 16 & 16.5996038120709 & -0.599603812070857 \tabularnewline
245 & 19 & 16.3274898791925 & 2.67251012080746 \tabularnewline
246 & 18 & 17.1750232729302 & 0.824976727069812 \tabularnewline
247 & 17 & 17.1750232729302 & -0.175023272930188 \tabularnewline
248 & 14 & 16.1083016244955 & -2.10830162449552 \tabularnewline
249 & 16 & 16.6386842892008 & -0.638684289200836 \tabularnewline
250 & 12 & 15.7984957930521 & -3.7984957930521 \tabularnewline
251 & 19 & 16.9709935862739 & 2.02900641372612 \tabularnewline
252 & 19 & 16.6924927121380 & 2.30750728786197 \tabularnewline
253 & 21 & 17.7985668299219 & 3.20143317007815 \tabularnewline
254 & 21 & 16.5187587401455 & 4.48124125985449 \tabularnewline
255 & 15 & 16.6342000460518 & -1.63420004605177 \tabularnewline
256 & 14 & 16.2389659204379 & -2.23896592043789 \tabularnewline
257 & 20 & 17.8981981607758 & 2.10180183922416 \tabularnewline
258 & 16 & 16.5924116048646 & -0.592411604864579 \tabularnewline
259 & 14 & 15.3544050919584 & -1.35440509195844 \tabularnewline
260 & 14 & 16.1679852152496 & -2.16798521524959 \tabularnewline
261 & 14 & 16.2749698082984 & -2.27496980829837 \tabularnewline
262 & 14 & 16.2749698082984 & -2.27496980829837 \tabularnewline
263 & 15 & 15.5961183125740 & -0.596118312573973 \tabularnewline
264 & 17 & 16.3404379523791 & 0.659562047620855 \tabularnewline
265 & 21 & 18.1477084015027 & 2.85229159849732 \tabularnewline
266 & 19 & 16.6413993704381 & 2.35860062956189 \tabularnewline
267 & 21 & 16.3213820473343 & 4.67861795266575 \tabularnewline
268 & 16 & 16.6808675480951 & -0.680867548095072 \tabularnewline
269 & 15 & 16.5881074920187 & -1.58810749201872 \tabularnewline
270 & 16 & 16.5881074920187 & -0.588107492018717 \tabularnewline
271 & 19 & 17.1652065989768 & 1.83479340102320 \tabularnewline
272 & 18 & 16.5244991243399 & 1.47550087566010 \tabularnewline
273 & 15 & 16.8172245354482 & -1.81722453544818 \tabularnewline
274 & 19 & 16.8254605423989 & 2.17453945760114 \tabularnewline
275 & 15 & 15.966824547639 & -0.966824547639006 \tabularnewline
276 & 22 & 18.1540440564478 & 3.84595594355218 \tabularnewline
277 & 16 & 16.5994117236330 & -0.599411723633024 \tabularnewline
278 & 19 & 17.9377223958223 & 1.06227760417767 \tabularnewline
279 & 16 & 16.5700393293287 & -0.5700393293287 \tabularnewline
280 & 15 & 16.3653261035344 & -1.3653261035344 \tabularnewline
281 & 17 & 16.4770585673456 & 0.522941432654445 \tabularnewline
282 & 16 & 16.6791879019963 & -0.679187901996324 \tabularnewline
283 & 16 & 16.7932000537341 & -0.79320005373412 \tabularnewline
284 & 19 & 17.2420946829797 & 1.75790531702032 \tabularnewline
285 & 16 & 16.9508091367487 & -0.950809136748667 \tabularnewline
286 & 19 & 16.9620811573653 & 2.03791884263473 \tabularnewline
287 & 18 & 16.6914798759655 & 1.30852012403449 \tabularnewline
288 & 22 & 18.0318710304636 & 3.96812896953644 \tabularnewline
289 & 16 & 16.9309134086544 & -0.930913408654398 \tabularnewline
290 & 19 & 16.6945481006291 & 2.30545189937087 \tabularnewline
291 & 17 & 17.2565828475654 & -0.256582847565411 \tabularnewline
292 & 17 & 17.1067063626668 & -0.106706362666762 \tabularnewline
293 & 15 & 16.207320955387 & -1.20732095538699 \tabularnewline
294 & 18 & 16.8422928169066 & 1.15770718309336 \tabularnewline
295 & 19 & 16.7199396606192 & 2.28006033938083 \tabularnewline
296 & 20 & 16.7814997569869 & 3.21850024301305 \tabularnewline
297 & 16 & 15.6038019704804 & 0.396198029519591 \tabularnewline
298 & 22 & 18.4576454230398 & 3.54235457696016 \tabularnewline
299 & 17 & 15.293996139037 & 1.70600386096301 \tabularnewline
300 & 16 & 16.4001859651286 & -0.400185965128615 \tabularnewline
301 & 18 & 17.2270863803474 & 0.772913619652594 \tabularnewline
302 & 19 & 17.2353223872981 & 1.76467761270191 \tabularnewline
303 & 16 & 16.7646722535563 & -0.764672253556304 \tabularnewline
304 & 14 & 15.0497634492733 & -1.04976344927333 \tabularnewline
305 & 14 & 15.6046296841257 & -1.60462968412574 \tabularnewline
306 & 15 & 16.4517981974493 & -1.45179819744926 \tabularnewline
307 & 15 & 17.2737193252901 & -2.27371932529008 \tabularnewline
308 & 17 & 16.7798523218859 & 0.220147678114095 \tabularnewline
309 & 17 & 15.9991219789429 & 1.00087802105705 \tabularnewline
310 & 15 & 16.9314728748787 & -1.93147287487871 \tabularnewline
311 & 25 & 18.2214602453178 & 6.77853975468222 \tabularnewline
312 & 15 & 15.3850765490146 & -0.385076549014594 \tabularnewline
313 & 15 & 15.3850765490146 & -0.385076549014594 \tabularnewline
314 & 17 & 16.9677893305619 & 0.0322106694380492 \tabularnewline
315 & 15 & 16.3648059654879 & -1.36480596548786 \tabularnewline
316 & 18 & 17.0851739101803 & 0.914826089819742 \tabularnewline
317 & 15 & 16.7981006148791 & -1.79810061487913 \tabularnewline
318 & 15 & 15.9759802814204 & -0.975980281420413 \tabularnewline
319 & 17 & 17.0285096038804 & -0.028509603880355 \tabularnewline
320 & 16 & 16.4852265587721 & -0.485226558772085 \tabularnewline
321 & 16 & 16.3378504677069 & -0.337850467706869 \tabularnewline
322 & 15 & 15.2867287991265 & -0.286728799126493 \tabularnewline
323 & 15 & 16.1103724947726 & -1.11037249477257 \tabularnewline
324 & 22 & 17.686141214941 & 4.31385878505899 \tabularnewline
325 & 16 & 16.5338027774268 & -0.533802777426808 \tabularnewline
326 & 16 & 16.3490497017222 & -0.349049701722186 \tabularnewline
327 & 18 & 17.0694176464146 & 0.930582353585414 \tabularnewline
328 & 14 & 16.3551217290540 & -2.35512172905403 \tabularnewline
329 & 14 & 16.6043874174823 & -2.60438741748225 \tabularnewline
330 & 13 & 16.9499012981751 & -3.94990129817514 \tabularnewline
331 & 15 & 15.9646676852002 & -0.964667685200227 \tabularnewline
332 & 15 & 16.5546671725613 & -1.55466717256127 \tabularnewline
333 & 14 & 16.5698472408909 & -2.56984724089087 \tabularnewline
334 & 15 & 17.5469605552229 & -2.54696055522290 \tabularnewline
335 & 17 & 16.0409879383729 & 0.95901206162708 \tabularnewline
336 & 14 & 15.6099944771972 & -1.60999447719718 \tabularnewline
337 & 17 & 16.0533526989434 & 0.94664730105661 \tabularnewline
338 & 17 & 17.0644812807431 & -0.0644812807431272 \tabularnewline
339 & 17 & 15.6282105591927 & 1.37178944080730 \tabularnewline
340 & 14 & 14.9993107250049 & -0.999310725004895 \tabularnewline
341 & 15 & 16.6470395281106 & -1.64703952811064 \tabularnewline
342 & 13 & 13.5334469032434 & -0.533446903243357 \tabularnewline
343 & 17 & 17.0618138922895 & -0.0618138922895006 \tabularnewline
344 & 14 & 16.6050196703078 & -2.60501967030785 \tabularnewline
345 & 24 & 18.4403490678750 & 5.55965093212495 \tabularnewline
346 & 18 & 16.4654381743797 & 1.53456182562026 \tabularnewline
347 & 16 & 15.2801772093517 & 0.719822790648308 \tabularnewline
348 & 16 & 15.6291255149463 & 0.370874485053704 \tabularnewline
349 & 18 & 16.8191880620233 & 1.18081193797669 \tabularnewline
350 & 15 & 16.7285919855658 & -1.72859198556580 \tabularnewline
351 & 16 & 15.1511114083009 & 0.848888591699095 \tabularnewline
352 & 19 & 15.8374425852367 & 3.16255741476329 \tabularnewline
353 & 17 & 15.5496129641963 & 1.4503870358037 \tabularnewline
354 & 17 & 17.0490936421897 & -0.0490936421897493 \tabularnewline
355 & 12 & 15.8882042837992 & -3.88820428379916 \tabularnewline
356 & 16 & 15.0649912103866 & 0.935008789613419 \tabularnewline
357 & 15 & 16.6890832323053 & -1.68908323230525 \tabularnewline
358 & 15 & 15.0109107952302 & -0.0109107952302081 \tabularnewline
359 & 19 & 15.9620241431384 & 3.03797585686158 \tabularnewline
360 & 14 & 15.6785294472464 & -1.67852944724635 \tabularnewline
361 & 24 & 19.2166488395199 & 4.78335116048011 \tabularnewline
362 & 17 & 16.986653147169 & 0.0133468528309868 \tabularnewline
363 & 13 & 16.1159053087432 & -3.11590530874318 \tabularnewline
364 & 15 & 15.4364966928974 & -0.436496692897405 \tabularnewline
365 & 18 & 15.5197287964513 & 2.48027120354869 \tabularnewline
366 & 17 & 15.5777172593207 & 1.42228274067932 \tabularnewline
367 & 21 & 17.9479779867377 & 3.05202201326233 \tabularnewline
368 & 13 & 16.161445513732 & -3.16144551373198 \tabularnewline
369 & 16 & 15.6929378593201 & 0.307062140679853 \tabularnewline
370 & 16 & 16.1412968687332 & -0.141296868733221 \tabularnewline
371 & 18 & 16.0660800662232 & 1.93391993377679 \tabularnewline
372 & 20 & 17.1143029297344 & 2.88569707026565 \tabularnewline
373 & 15 & 15.3296922301518 & -0.32969223015183 \tabularnewline
374 & 19 & 17.1355550253958 & 1.86444497460420 \tabularnewline
375 & 20 & 15.7173631772442 & 4.2826368227558 \tabularnewline
376 & 13 & 15.7154053691539 & -2.71540536915390 \tabularnewline
377 & 15 & 16.0559437072670 & -1.05594370726698 \tabularnewline
378 & 15 & 15.8116788065056 & -0.811678806505626 \tabularnewline
379 & 17 & 16.7840442500753 & 0.215955749924716 \tabularnewline
380 & 16 & 16.4743219159420 & -0.474321915941959 \tabularnewline
381 & 14 & 14.1027767325495 & -0.102776732549536 \tabularnewline
382 & 15 & 15.5764813711384 & -0.576481371138445 \tabularnewline
383 & 16 & 16.4802269486536 & -0.480226948653606 \tabularnewline
384 & 15 & 16.302501431638 & -1.302501431638 \tabularnewline
385 & 15 & 15.6280936034591 & -0.628093603459089 \tabularnewline
386 & 18 & 17.2895948210149 & 0.710405178985133 \tabularnewline
387 & 15 & 15.6976905011597 & -0.697690501159653 \tabularnewline
388 & 16 & 16.5864874269608 & -0.586487426960813 \tabularnewline
389 & 17 & 17.3060155486038 & -0.306015548603839 \tabularnewline
390 & 18 & 17.4707356876175 & 0.529264312382501 \tabularnewline
391 & 17 & 15.7547341433807 & 1.24526585661934 \tabularnewline
392 & 13 & 16.0760971233429 & -3.07609712334288 \tabularnewline
393 & 14 & 15.8343111161261 & -1.83431111612606 \tabularnewline
394 & 14 & 17.6122091709453 & -3.61220917094527 \tabularnewline
395 & 15 & 16.0576925464383 & -1.05769254643827 \tabularnewline
396 & 16 & 16.8489278341141 & -0.84892783411411 \tabularnewline
397 & 14 & 16.3809772998237 & -2.38097729982365 \tabularnewline
398 & 15 & 15.9653846128843 & -0.965384612884309 \tabularnewline
399 & 16 & 15.8146435835349 & 0.185356416465091 \tabularnewline
400 & 19 & 17.2214509238746 & 1.77854907612542 \tabularnewline
401 & 11 & 13.6976508002781 & -2.69765080027805 \tabularnewline
402 & 13 & 14.8809932129954 & -1.88099321299542 \tabularnewline
403 & 20 & 16.7036429360665 & 3.29635706393355 \tabularnewline
404 & 15 & 15.7308897919698 & -0.73088979196981 \tabularnewline
405 & 14 & 16.0716450911915 & -2.07164509119152 \tabularnewline
406 & 19 & 17.4075710778552 & 1.59242892214481 \tabularnewline
407 & 13 & 14.5119574632850 & -1.51195746328498 \tabularnewline
408 & 16 & 16.7886728190011 & -0.78867281900111 \tabularnewline
409 & 18 & 17.8318733945565 & 0.1681266054435 \tabularnewline
410 & 17 & 16.9702013861307 & 0.0297986138692754 \tabularnewline
411 & 19 & 16.8099034143737 & 2.19009658562634 \tabularnewline
412 & 15 & 15.6141342440646 & -0.614134244064615 \tabularnewline
413 & 14 & 15.0631540329506 & -1.06315403295063 \tabularnewline
414 & 14 & 15.9919440455324 & -1.99194404553243 \tabularnewline
415 & 15 & 17.4571672498625 & -2.45716724986249 \tabularnewline
416 & 16 & 16.4222026812578 & -0.422202681257785 \tabularnewline
417 & 14 & 14.7026080032336 & -0.702608003233646 \tabularnewline
418 & 18 & 17.0023163015929 & 0.997683698407108 \tabularnewline
419 & 17 & 16.4464907905851 & 0.553509209414853 \tabularnewline
420 & 15 & 16.3976210794223 & -1.39762107942235 \tabularnewline
421 & 13 & 14.0164322351997 & -1.01643223519967 \tabularnewline
422 & 14 & 16.1866366206783 & -2.18663662067831 \tabularnewline
423 & 16 & 16.6866913597221 & -0.686691359722124 \tabularnewline
424 & 15 & 16.8221763130282 & -1.82217631302815 \tabularnewline
425 & 19 & 17.4678630750430 & 1.53213692495697 \tabularnewline
426 & 14 & 15.7559650393389 & -1.75596503933892 \tabularnewline
427 & 13 & 14.4862747568898 & -1.48627475688979 \tabularnewline
428 & 18 & 16.6195435695426 & 1.3804564304574 \tabularnewline
429 & 16 & 16.7923005098890 & -0.792300509889044 \tabularnewline
430 & 17 & 15.4268971313221 & 1.57310286867794 \tabularnewline
431 & 16 & 16.8496483553269 & -0.849648355326938 \tabularnewline
432 & 16 & 15.4451529139116 & 0.554847086088392 \tabularnewline
433 & 15 & 14.9825395815026 & 0.0174604184973918 \tabularnewline
434 & 16 & 17.1922741416594 & -1.19227414165941 \tabularnewline
435 & 16 & 15.0790736978078 & 0.920926302192248 \tabularnewline
436 & 14 & 15.5938778829477 & -1.59387788294767 \tabularnewline
437 & 14 & 13.9297787635558 & 0.0702212364442056 \tabularnewline
438 & 15 & 16.0061378426005 & -1.00613784260053 \tabularnewline
439 & 16 & 15.8754614372541 & 0.124538562745879 \tabularnewline
440 & 16 & 15.7900905991684 & 0.209909400831572 \tabularnewline
441 & 15 & 14.1767349780339 & 0.823265021966125 \tabularnewline
442 & 18 & 17.3778073894951 & 0.622192610504866 \tabularnewline
443 & 16 & 16.9472445505529 & -0.947244550552895 \tabularnewline
444 & 16 & 15.5370680034452 & 0.462931996554807 \tabularnewline
445 & 18 & 17.2775783629162 & 0.722421637083816 \tabularnewline
446 & 17 & 17.3382986362346 & -0.338298636234588 \tabularnewline
447 & 13 & 14.5860265671287 & -1.58602656712871 \tabularnewline
448 & 16 & 15.3225731120857 & 0.677426887914328 \tabularnewline
449 & 16 & 16.0056475694488 & -0.00564756944876255 \tabularnewline
450 & 11 & 13.3557717276532 & -2.35577172765316 \tabularnewline
451 & 16 & 15.3620412897426 & 0.637958710257365 \tabularnewline
452 & 16 & 15.4062465485819 & 0.593753451418113 \tabularnewline
453 & 14 & 14.5431453859877 & -0.543145385987653 \tabularnewline
454 & 15 & 15.73440889173 & -0.734408891730007 \tabularnewline
455 & 16 & 15.4561577133862 & 0.543842286613839 \tabularnewline
456 & 16 & 15.0883097077868 & 0.911690292213227 \tabularnewline
457 & 15 & 16.8738791598390 & -1.87387915983896 \tabularnewline
458 & 17 & 17.2722865077154 & -0.272286507715444 \tabularnewline
459 & 20 & 19.1585268429746 & 0.841473157025435 \tabularnewline
460 & 17 & 17.7064316908649 & -0.706431690864901 \tabularnewline
461 & 14 & 14.5057494049048 & -0.505749404904829 \tabularnewline
462 & 16 & 16.9622567492527 & -0.962256749252749 \tabularnewline
463 & 20 & 17.8520124275236 & 2.14798757247643 \tabularnewline
464 & 15 & 16.3133239783740 & -1.31332397837398 \tabularnewline
465 & 18 & 17.0381570909008 & 0.961842909099246 \tabularnewline
466 & 20 & 17.4331952320092 & 2.56680476799078 \tabularnewline
467 & 18 & 17.4201031355847 & 0.579896864415314 \tabularnewline
468 & 17 & 16.6034250016064 & 0.396574998393584 \tabularnewline
469 & 17 & 16.4841078589849 & 0.515892141015132 \tabularnewline
470 & 15 & 14.9618946448491 & 0.0381053551508750 \tabularnewline
471 & 17 & 17.0143127394899 & -0.0143127394899031 \tabularnewline
472 & 17 & 17.2810381841744 & -0.281038184174371 \tabularnewline
473 & 18 & 16.6690839866992 & 1.33091601330079 \tabularnewline
474 & 10 & 3.85310378631573 & 6.14689621368427 \tabularnewline
475 & 17 & 16.6067782753010 & 0.393221724699036 \tabularnewline
476 & 17 & 15.6542059872008 & 1.34579401279921 \tabularnewline
477 & 15 & 16.8423574715635 & -1.84235747156345 \tabularnewline
478 & 14 & 14.6467539576272 & -0.646753957627178 \tabularnewline
479 & 16 & 17.1069841547628 & -1.10698415476277 \tabularnewline
480 & 18 & 16.7512149856934 & 1.24878501430663 \tabularnewline
481 & 20 & 18.1606567073507 & 1.83934329264931 \tabularnewline
482 & 20 & 18.7163557204705 & 1.28364427952945 \tabularnewline
483 & 12 & 12.9288918408501 & -0.928891840850102 \tabularnewline
484 & 25 & 19.5802701412031 & 5.41972985879686 \tabularnewline
485 & 18 & 16.3888951018587 & 1.61110489814127 \tabularnewline
486 & 11 & 12.250303972739 & -1.25030397273901 \tabularnewline
487 & 17 & 17.0485856949392 & -0.048585694939236 \tabularnewline
488 & 17 & 17.0516217086052 & -0.0516217086051562 \tabularnewline
489 & 14 & 14.9131851136653 & -0.913185113665288 \tabularnewline
490 & 20 & 18.9926147637642 & 1.00738523623585 \tabularnewline
491 & 15 & 16.3881816978260 & -1.38818169782596 \tabularnewline
492 & 15 & 15.1933712799866 & -0.193371279986579 \tabularnewline
493 & 22 & 20.0364046704386 & 1.96359532956137 \tabularnewline
494 & 16 & 16.8762403015116 & -0.876240301511599 \tabularnewline
495 & 18 & 17.2155664465648 & 0.784433553435153 \tabularnewline
496 & 22 & 18.6567039682979 & 3.34329603170207 \tabularnewline
497 & 18 & 16.3189021390253 & 1.6810978609747 \tabularnewline
498 & 15 & 16.3310461936890 & -1.33104619368898 \tabularnewline
499 & 16 & 16.4975104007968 & -0.497510400796794 \tabularnewline
500 & 16 & 17.3372276991084 & -1.33722769910845 \tabularnewline
501 & 16 & 16.4737388359872 & -0.473738835987229 \tabularnewline
502 & 17 & 16.4949909316487 & 0.505009068351329 \tabularnewline
503 & 15 & 16.1526609839272 & -1.15266098392721 \tabularnewline
504 & 17 & 15.9858710733136 & 1.01412892668639 \tabularnewline
505 & 16 & 15.3668430954592 & 0.633156904540836 \tabularnewline
506 & 16 & 16.3911174849700 & -0.391117484970027 \tabularnewline
507 & 19 & 17.6253960804664 & 1.37460391953363 \tabularnewline
508 & 11 & 11.8408417166240 & -0.840841716623964 \tabularnewline
509 & 15 & 15.0779991671529 & -0.0779991671528646 \tabularnewline
510 & 16 & 14.8361701593583 & 1.16382984064174 \tabularnewline
511 & 16 & 16.1034357832351 & -0.103435783235124 \tabularnewline
512 & 22 & 17.1095925672532 & 4.89040743274679 \tabularnewline
513 & 17 & 16.5277380999364 & 0.472261900063564 \tabularnewline
514 & 13 & 12.4207883423389 & 0.579211657661123 \tabularnewline
515 & 17 & 16.9862763900122 & 0.0137236099877556 \tabularnewline
516 & 21 & 18.9925244518128 & 2.00747554818718 \tabularnewline
517 & 12 & 12.0593702785748 & -0.0593702785748125 \tabularnewline
518 & 11 & 11.9531742222630 & -0.953174222263012 \tabularnewline
519 & 16 & 16.6196583329634 & -0.619658332963417 \tabularnewline
520 & 13 & 11.8611522127495 & 1.13884778725047 \tabularnewline
521 & 11 & 12.9123028712151 & -1.91230287121512 \tabularnewline
522 & 16 & 16.4744784325147 & -0.474478432514748 \tabularnewline
523 & 17 & 18.2743634084458 & -1.27436340844578 \tabularnewline
524 & 12 & 13.8259879481715 & -1.82598794817154 \tabularnewline
525 & 16 & 16.2657330860938 & -0.265733086093771 \tabularnewline
526 & 19 & 17.2263743865244 & 1.77362561347557 \tabularnewline
527 & 20 & 19.6208979781817 & 0.379102021818275 \tabularnewline
528 & 19 & 16.8616996031877 & 2.13830039681234 \tabularnewline
529 & 10 & 10.2276387858720 & -0.227638785872049 \tabularnewline
530 & 13 & 13.3584489607999 & -0.358448960799888 \tabularnewline
531 & 21 & 18.9509077763230 & 2.04909222367704 \tabularnewline
532 & 15 & 14.8560077864989 & 0.143992213501094 \tabularnewline
533 & 8 & 11.5093280734680 & -3.50932807346796 \tabularnewline
534 & 17 & 17.1479247108335 & -0.147924710833533 \tabularnewline
535 & 19 & 16.7752346264529 & 2.22476537354714 \tabularnewline
536 & 18 & 17.5934791231963 & 0.406520876803713 \tabularnewline
537 & 18 & 16.5398785610714 & 1.46012143892863 \tabularnewline
538 & 16 & 16.6452347943338 & -0.645234794333797 \tabularnewline
539 & 18 & 17.6572354101806 & 0.342764589819389 \tabularnewline
540 & 11 & 10.0181800354183 & 0.981819964581691 \tabularnewline
541 & 12 & 12.7849775447297 & -0.784977544729743 \tabularnewline
542 & 12 & 12.7849775447297 & -0.784977544729743 \tabularnewline
543 & 12 & 11.2880509718563 & 0.711949028143677 \tabularnewline
544 & 13 & 14.6169154391017 & -1.61691543910174 \tabularnewline
545 & 19 & 16.1125095696711 & 2.88749043032892 \tabularnewline
546 & 19 & 16.8374079003316 & 2.16259209966845 \tabularnewline
547 & 13 & 13.6488266684574 & -0.648826668457374 \tabularnewline
548 & 14 & 12.9216625816916 & 1.07833741830844 \tabularnewline
549 & 10 & 12.2645260937311 & -2.26452609373108 \tabularnewline
550 & 13 & 12.9884548823418 & 0.0115451176581960 \tabularnewline
551 & 17 & 17.8460170129832 & -0.846017012983165 \tabularnewline
552 & 19 & 18.4580034214560 & 0.541996578543971 \tabularnewline
553 & 17 & 17.0640053957416 & -0.0640053957416167 \tabularnewline
554 & 11 & 10.8064162915031 & 0.193583708496938 \tabularnewline
555 & 15 & 14.3311901467619 & 0.668809853238096 \tabularnewline
556 & 15 & 14.8625605538221 & 0.137439446177906 \tabularnewline
557 & 9 & 9.46555393916793 & -0.465553939167929 \tabularnewline
558 & 15 & 14.9783489846517 & 0.0216510153482510 \tabularnewline
559 & 13 & 13.8021745603326 & -0.802174560332574 \tabularnewline
560 & 13 & 13.4529005512322 & -0.452900551232190 \tabularnewline
561 & 19 & 17.8042524181878 & 1.1957475818122 \tabularnewline
562 & 17 & 15.0680432410387 & 1.93195675896132 \tabularnewline
563 & 21 & 17.5971545068679 & 3.40284549313213 \tabularnewline
564 & 13 & 13.4833251098868 & -0.483325109886798 \tabularnewline
565 & 13 & 13.1374128179581 & -0.137412817958115 \tabularnewline
566 & 13 & 14.2025383176041 & -1.20253831760413 \tabularnewline
567 & 14 & 16.0290745880993 & -2.02907458809926 \tabularnewline
568 & 13 & 13.7594437234712 & -0.759443723471224 \tabularnewline
569 & 15 & 14.9490242831311 & 0.0509757168689282 \tabularnewline
570 & 14 & 14.1879499264965 & -0.187949926496540 \tabularnewline
571 & 12 & 13.9628566390879 & -1.96285663908788 \tabularnewline
572 & 19 & 17.4768725932737 & 1.52312740672629 \tabularnewline
573 & 14 & 13.8992589821179 & 0.100741017882133 \tabularnewline
574 & 14 & 14.6962513831998 & -0.696251383199847 \tabularnewline
575 & 13 & 14.0448290080677 & -1.04482900806772 \tabularnewline
576 & 13 & 13.9569432417704 & -0.956943241770351 \tabularnewline
577 & 14 & 15.6293800657281 & -1.62938006572814 \tabularnewline
578 & 13 & 11.7358241738016 & 1.26417582619837 \tabularnewline
579 & 13 & 13.5489781553479 & -0.548978155347915 \tabularnewline
580 & 14 & 14.0753477747412 & -0.0753477747412397 \tabularnewline
581 & 14 & 14.4844700231129 & -0.48447002311295 \tabularnewline
582 & 14 & 15.0132243280319 & -1.01322432803191 \tabularnewline
583 & 14 & 13.6248784969959 & 0.375121503004080 \tabularnewline
584 & 11 & 12.3271072421286 & -1.32710724212855 \tabularnewline
585 & 13 & 14.2423285263669 & -1.24232852636685 \tabularnewline
586 & 12 & 12.8546340234712 & -0.854634023471152 \tabularnewline
587 & 13 & 15.2131813184580 & -2.21318131845795 \tabularnewline
588 & 13 & 13.8888637666255 & -0.888863766625475 \tabularnewline
589 & 11 & 11.2944032861358 & -0.294403286135798 \tabularnewline
590 & 15 & 14.3850211686651 & 0.614978831334899 \tabularnewline
591 & 16 & 14.5610455392931 & 1.43895446070693 \tabularnewline
592 & 12 & 13.0519749117560 & -1.05197491175597 \tabularnewline
593 & 10 & 7.53107027833808 & 2.46892972166192 \tabularnewline
594 & 16 & 15.4777344189177 & 0.5222655810823 \tabularnewline
595 & 15 & 16.2686547926678 & -1.26865479266784 \tabularnewline
596 & 9 & 8.48668100507837 & 0.513318994921628 \tabularnewline
597 & 12 & 10.8253003609732 & 1.1746996390268 \tabularnewline
598 & 15 & 14.4895507145612 & 0.510449285438834 \tabularnewline
599 & 10 & 10.0047248899907 & -0.00472488999074368 \tabularnewline
600 & 9 & 8.10494730169535 & 0.89505269830465 \tabularnewline
601 & 15 & 14.1009564471093 & 0.899043552890677 \tabularnewline
602 & 13 & 13.8654631731311 & -0.865463173131135 \tabularnewline
603 & 15 & 10.9582013442644 & 4.04179865573557 \tabularnewline
604 & 12 & 12.1919658202172 & -0.19196582021718 \tabularnewline
605 & 14 & 10.0979369897182 & 3.90206301028178 \tabularnewline
606 & 12 & 12.1892877210547 & -0.189287721054743 \tabularnewline
607 & 13 & 11.1197936865675 & 1.88020631343254 \tabularnewline
608 & 10 & 7.9183260849829 & 2.08167391501711 \tabularnewline
609 & 14 & 15.1317219004672 & -1.13172190046716 \tabularnewline
610 & 14 & 13.9984715789956 & 0.00152842100444603 \tabularnewline
611 & 14 & 15.0529441751675 & -1.05294417516755 \tabularnewline
612 & 12 & 12.4291328006624 & -0.429132800662439 \tabularnewline
613 & 12 & 14.398843700873 & -2.39884370087299 \tabularnewline
614 & 15 & 15.1774207354703 & -0.177420735470276 \tabularnewline
615 & 13 & 12.5532514464617 & 0.446748553538315 \tabularnewline
616 & 14 & 14.53207038767 & -0.532070387669993 \tabularnewline
617 & 14 & 10.0654737019068 & 3.93452629809317 \tabularnewline
618 & 11 & 10.1033565203552 & 0.896643479644774 \tabularnewline
619 & 16 & 16.5221231199943 & -0.522123119994252 \tabularnewline
620 & 13 & 13.7293578552567 & -0.729357855256707 \tabularnewline
621 & 14 & 15.5459355509959 & -1.54593555099590 \tabularnewline
622 & 12 & 13.4424217685523 & -1.44242176855227 \tabularnewline
623 & 15 & 15.5241072598984 & -0.524107259898384 \tabularnewline
624 & 19 & 12.6152492822430 & 6.38475071775698 \tabularnewline
625 & 11 & 9.77091478576262 & 1.22908521423738 \tabularnewline
626 & 12 & 13.6792308344940 & -1.67923083449405 \tabularnewline
627 & 13 & 14.4013583290665 & -1.40135832906655 \tabularnewline
628 & 11 & 9.51526927325692 & 1.48473072674308 \tabularnewline
629 & 12 & 11.859729239868 & 0.140270760132007 \tabularnewline
630 & 12 & 13.6658854487488 & -1.66588544874876 \tabularnewline
631 & 14 & 16.0170389848085 & -2.01703898480846 \tabularnewline
632 & 12 & 14.4814780388245 & -2.4814780388245 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&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]11.5[/C][C]11.2880509718559[/C][C]0.211949028144124[/C][/ROW]
[ROW][C]2[/C][C]11[/C][C]11.9531742222632[/C][C]-0.953174222263184[/C][/ROW]
[ROW][C]3[/C][C]10.5[/C][C]12.9123028712151[/C][C]-2.41230287121514[/C][/ROW]
[ROW][C]4[/C][C]10[/C][C]10.0047248899907[/C][C]-0.00472488999073533[/C][/ROW]
[ROW][C]5[/C][C]8.5[/C][C]8.48668100507838[/C][C]0.0133189949216213[/C][/ROW]
[ROW][C]6[/C][C]10[/C][C]7.9183260849829[/C][C]2.08167391501711[/C][/ROW]
[ROW][C]7[/C][C]10[/C][C]10.2276387858720[/C][C]-0.227638785872049[/C][/ROW]
[ROW][C]8[/C][C]8[/C][C]11.5093280734680[/C][C]-3.50932807346796[/C][/ROW]
[ROW][C]9[/C][C]10[/C][C]3.85310378631573[/C][C]6.14689621368427[/C][/ROW]
[ROW][C]10[/C][C]15[/C][C]15.4364966928974[/C][C]-0.436496692897405[/C][/ROW]
[ROW][C]11[/C][C]15.5[/C][C]15.4451529139116[/C][C]0.0548470860883915[/C][/ROW]
[ROW][C]12[/C][C]20.5[/C][C]17.7985668299219[/C][C]2.70143317007815[/C][/ROW]
[ROW][C]13[/C][C]17.5[/C][C]17.0023163015929[/C][C]0.497683698407108[/C][/ROW]
[ROW][C]14[/C][C]17.5[/C][C]15.5197287964513[/C][C]1.98027120354869[/C][/ROW]
[ROW][C]15[/C][C]12.5[/C][C]13.5334469032434[/C][C]-1.03344690324336[/C][/ROW]
[ROW][C]16[/C][C]14[/C][C]10.0654737019068[/C][C]3.93452629809317[/C][/ROW]
[ROW][C]17[/C][C]15[/C][C]10.9582013442644[/C][C]4.04179865573557[/C][/ROW]
[ROW][C]18[/C][C]18.5[/C][C]12.6152492822430[/C][C]5.88475071775698[/C][/ROW]
[ROW][C]19[/C][C]14.5[/C][C]15.3850765490146[/C][C]-0.885076549014595[/C][/ROW]
[ROW][C]20[/C][C]14[/C][C]14.9993107250049[/C][C]-0.999310725004895[/C][/ROW]
[ROW][C]21[/C][C]15.5[/C][C]16.4737388359872[/C][C]-0.97373883598723[/C][/ROW]
[ROW][C]22[/C][C]15.5[/C][C]16.4975104007968[/C][C]-0.997510400796794[/C][/ROW]
[ROW][C]23[/C][C]12[/C][C]12.8546340234712[/C][C]-0.854634023471152[/C][/ROW]
[ROW][C]24[/C][C]13[/C][C]13.9569432417704[/C][C]-0.956943241770351[/C][/ROW]
[ROW][C]25[/C][C]12[/C][C]13.6792308344940[/C][C]-1.67923083449405[/C][/ROW]
[ROW][C]26[/C][C]12[/C][C]14.4814780388245[/C][C]-2.4814780388245[/C][/ROW]
[ROW][C]27[/C][C]19[/C][C]17.1355550253958[/C][C]1.86444497460420[/C][/ROW]
[ROW][C]28[/C][C]15[/C][C]16.3310461936890[/C][C]-1.33104619368898[/C][/ROW]
[ROW][C]29[/C][C]14[/C][C]15.6099944771972[/C][C]-1.60999447719718[/C][/ROW]
[ROW][C]30[/C][C]14[/C][C]15.0497634492733[/C][C]-1.04976344927333[/C][/ROW]
[ROW][C]31[/C][C]14.5[/C][C]16.207320955387[/C][C]-1.70732095538699[/C][/ROW]
[ROW][C]32[/C][C]19[/C][C]16.3274898791925[/C][C]2.67251012080746[/C][/ROW]
[ROW][C]33[/C][C]19[/C][C]16.6924927121380[/C][C]2.30750728786197[/C][/ROW]
[ROW][C]34[/C][C]20.5[/C][C]16.3213820473343[/C][C]4.17861795266575[/C][/ROW]
[ROW][C]35[/C][C]17[/C][C]15.9991219789429[/C][C]1.00087802105705[/C][/ROW]
[ROW][C]36[/C][C]16.5[/C][C]15.6282105591927[/C][C]0.871789440807295[/C][/ROW]
[ROW][C]37[/C][C]12[/C][C]13.0519749117560[/C][C]-1.05197491175597[/C][/ROW]
[ROW][C]38[/C][C]13.5[/C][C]14.0753477747412[/C][C]-0.57534777474124[/C][/ROW]
[ROW][C]39[/C][C]13[/C][C]13.5489781553479[/C][C]-0.548978155347915[/C][/ROW]
[ROW][C]40[/C][C]11[/C][C]10.1033565203552[/C][C]0.896643479644774[/C][/ROW]
[ROW][C]41[/C][C]13.5[/C][C]14.53207038767[/C][C]-1.03207038766999[/C][/ROW]
[ROW][C]42[/C][C]12.5[/C][C]11.1197936865675[/C][C]1.38020631343254[/C][/ROW]
[ROW][C]43[/C][C]13.5[/C][C]15.6785294472464[/C][C]-2.17852944724635[/C][/ROW]
[ROW][C]44[/C][C]14[/C][C]15.6293800657281[/C][C]-1.62938006572814[/C][/ROW]
[ROW][C]45[/C][C]16[/C][C]15.4777344189177[/C][C]0.5222655810823[/C][/ROW]
[ROW][C]46[/C][C]14.5[/C][C]15.73440889173[/C][C]-1.23440889173001[/C][/ROW]
[ROW][C]47[/C][C]18[/C][C]17.2895948210149[/C][C]0.710405178985133[/C][/ROW]
[ROW][C]48[/C][C]16[/C][C]16.1412968687332[/C][C]-0.141296868733221[/C][/ROW]
[ROW][C]49[/C][C]14.5[/C][C]15.6280936034591[/C][C]-1.12809360345909[/C][/ROW]
[ROW][C]50[/C][C]15[/C][C]16.1103724947726[/C][C]-1.11037249477257[/C][/ROW]
[ROW][C]51[/C][C]13[/C][C]11.7358241738016[/C][C]1.26417582619837[/C][/ROW]
[ROW][C]52[/C][C]11.5[/C][C]12.7849775447297[/C][C]-1.28497754472974[/C][/ROW]
[ROW][C]53[/C][C]14.5[/C][C]14.9490242831311[/C][C]-0.449024283131072[/C][/ROW]
[ROW][C]54[/C][C]12.5[/C][C]12.9884548823418[/C][C]-0.488454882341804[/C][/ROW]
[ROW][C]55[/C][C]12[/C][C]14.398843700873[/C][C]-2.39884370087299[/C][/ROW]
[ROW][C]56[/C][C]13[/C][C]13.8654631731311[/C][C]-0.865463173131135[/C][/ROW]
[ROW][C]57[/C][C]11[/C][C]9.77091478576262[/C][C]1.22908521423738[/C][/ROW]
[ROW][C]58[/C][C]11[/C][C]9.51526927325692[/C][C]1.48473072674308[/C][/ROW]
[ROW][C]59[/C][C]16.5[/C][C]15.6542059872008[/C][C]0.84579401279921[/C][/ROW]
[ROW][C]60[/C][C]18[/C][C]16.3189021390253[/C][C]1.6810978609747[/C][/ROW]
[ROW][C]61[/C][C]16.5[/C][C]16.4841078589849[/C][C]0.0158921410151325[/C][/ROW]
[ROW][C]62[/C][C]16[/C][C]16.0056475694488[/C][C]-0.00564756944876255[/C][/ROW]
[ROW][C]63[/C][C]14[/C][C]16.0170389848085[/C][C]-2.01703898480846[/C][/ROW]
[ROW][C]64[/C][C]12.5[/C][C]12.5532514464617[/C][C]-0.0532514464616851[/C][/ROW]
[ROW][C]65[/C][C]15[/C][C]14.9825395815026[/C][C]0.0174604184973918[/C][/ROW]
[ROW][C]66[/C][C]19.5[/C][C]17.1143029297344[/C][C]2.38569707026565[/C][/ROW]
[ROW][C]67[/C][C]16.5[/C][C]15.5777172593207[/C][C]0.922282740679317[/C][/ROW]
[ROW][C]68[/C][C]18.5[/C][C]15.9620241431384[/C][C]2.53797585686158[/C][/ROW]
[ROW][C]69[/C][C]14[/C][C]14.1027767325495[/C][C]-0.102776732549536[/C][/ROW]
[ROW][C]70[/C][C]13[/C][C]14.0448290080677[/C][C]-1.04482900806772[/C][/ROW]
[ROW][C]71[/C][C]9.5[/C][C]7.53107027833808[/C][C]1.96892972166192[/C][/ROW]
[ROW][C]72[/C][C]15.5[/C][C]16.3378504677069[/C][C]-0.837850467706869[/C][/ROW]
[ROW][C]73[/C][C]14[/C][C]16.3809772998237[/C][C]-2.38097729982365[/C][/ROW]
[ROW][C]74[/C][C]11[/C][C]11.8408417166240[/C][C]-0.840841716623964[/C][/ROW]
[ROW][C]75[/C][C]14[/C][C]15.0631540329506[/C][C]-1.06315403295063[/C][/ROW]
[ROW][C]76[/C][C]11[/C][C]10.0181800354183[/C][C]0.981819964581691[/C][/ROW]
[ROW][C]77[/C][C]16.5[/C][C]16.6067782753010[/C][C]-0.106778275300964[/C][/ROW]
[ROW][C]78[/C][C]16[/C][C]15.3225731120857[/C][C]0.677426887914328[/C][/ROW]
[ROW][C]79[/C][C]16.5[/C][C]16.7840442500753[/C][C]-0.284044250075284[/C][/ROW]
[ROW][C]80[/C][C]21[/C][C]16.5187587401455[/C][C]4.48124125985449[/C][/ROW]
[ROW][C]81[/C][C]17[/C][C]17.8460170129832[/C][C]-0.846017012983165[/C][/ROW]
[ROW][C]82[/C][C]18[/C][C]16.5398785610714[/C][C]1.46012143892863[/C][/ROW]
[ROW][C]83[/C][C]14[/C][C]15.0132243280319[/C][C]-1.01322432803191[/C][/ROW]
[ROW][C]84[/C][C]14.5[/C][C]15.5241072598984[/C][C]-1.02410725989838[/C][/ROW]
[ROW][C]85[/C][C]16[/C][C]16.5221231199943[/C][C]-0.522123119994252[/C][/ROW]
[ROW][C]86[/C][C]15.5[/C][C]14.5610455392931[/C][C]0.938954460706933[/C][/ROW]
[ROW][C]87[/C][C]15.5[/C][C]16.6808675480951[/C][C]-1.18086754809507[/C][/ROW]
[ROW][C]88[/C][C]14.5[/C][C]16.6890832323053[/C][C]-2.18908323230525[/C][/ROW]
[ROW][C]89[/C][C]19[/C][C]17.2420946829797[/C][C]1.75790531702032[/C][/ROW]
[ROW][C]90[/C][C]14.5[/C][C]16.4517981974493[/C][C]-1.95179819744926[/C][/ROW]
[ROW][C]91[/C][C]14[/C][C]16.6050196703078[/C][C]-2.60501967030785[/C][/ROW]
[ROW][C]92[/C][C]15[/C][C]15.5764813711384[/C][C]-0.576481371138445[/C][/ROW]
[ROW][C]93[/C][C]16[/C][C]16.7932000537341[/C][C]-0.79320005373412[/C][/ROW]
[ROW][C]94[/C][C]16[/C][C]16.8762403015116[/C][C]-0.876240301511599[/C][/ROW]
[ROW][C]95[/C][C]19.5[/C][C]18.1606567073507[/C][C]1.33934329264931[/C][/ROW]
[ROW][C]96[/C][C]11.5[/C][C]13.4424217685523[/C][C]-1.94242176855227[/C][/ROW]
[ROW][C]97[/C][C]14[/C][C]15.1317219004672[/C][C]-1.13172190046716[/C][/ROW]
[ROW][C]98[/C][C]13.5[/C][C]15.5459355509959[/C][C]-2.04593555099590[/C][/ROW]
[ROW][C]99[/C][C]21[/C][C]17.5971545068679[/C][C]3.40284549313213[/C][/ROW]
[ROW][C]100[/C][C]19[/C][C]16.8374079003316[/C][C]2.16259209966845[/C][/ROW]
[ROW][C]101[/C][C]19[/C][C]18.4580034214560[/C][C]0.541996578543971[/C][/ROW]
[ROW][C]102[/C][C]13.5[/C][C]14.9131851136653[/C][C]-1.41318511366529[/C][/ROW]
[ROW][C]103[/C][C]12[/C][C]12.9288918408501[/C][C]-0.928891840850102[/C][/ROW]
[ROW][C]104[/C][C]17[/C][C]16.9702013861307[/C][C]0.0297986138692754[/C][/ROW]
[ROW][C]105[/C][C]16[/C][C]15.3620412897426[/C][C]0.637958710257365[/C][/ROW]
[ROW][C]106[/C][C]13.5[/C][C]16.1866366206783[/C][C]-2.68663662067831[/C][/ROW]
[ROW][C]107[/C][C]16.5[/C][C]17.0644812807431[/C][C]-0.564481280743127[/C][/ROW]
[ROW][C]108[/C][C]14.5[/C][C]16.3133239783740[/C][C]-1.81332397837398[/C][/ROW]
[ROW][C]109[/C][C]15[/C][C]16.3976210794223[/C][C]-1.39762107942235[/C][/ROW]
[ROW][C]110[/C][C]17[/C][C]17.7064316908649[/C][C]-0.706431690864901[/C][/ROW]
[ROW][C]111[/C][C]13.5[/C][C]14.7026080032336[/C][C]-1.20260800323365[/C][/ROW]
[ROW][C]112[/C][C]17.5[/C][C]17.1750232729302[/C][C]0.324976727069812[/C][/ROW]
[ROW][C]113[/C][C]16.9[/C][C]16.0533526989434[/C][C]0.846647301056608[/C][/ROW]
[ROW][C]114[/C][C]14.9[/C][C]16.0576925464383[/C][C]-1.15769254643827[/C][/ROW]
[ROW][C]115[/C][C]15.3[/C][C]15.9646676852002[/C][C]-0.664667685200227[/C][/ROW]
[ROW][C]116[/C][C]13[/C][C]15.2131813184580[/C][C]-2.21318131845795[/C][/ROW]
[ROW][C]117[/C][C]13.9[/C][C]16.0290745880993[/C][C]-2.12907458809926[/C][/ROW]
[ROW][C]118[/C][C]12.8[/C][C]13.8888637666255[/C][C]-1.08886376662547[/C][/ROW]
[ROW][C]119[/C][C]14.5[/C][C]16.1526609839272[/C][C]-1.65266098392721[/C][/ROW]
[ROW][C]120[/C][C]17.6[/C][C]17.4201031355847[/C][C]0.179896864415315[/C][/ROW]
[ROW][C]121[/C][C]22.2[/C][C]18.0318710304636[/C][C]4.16812896953644[/C][/ROW]
[ROW][C]122[/C][C]22.1[/C][C]17.686141214941[/C][C]4.41385878505899[/C][/ROW]
[ROW][C]123[/C][C]17.7[/C][C]17.6572354101806[/C][C]0.0427645898193882[/C][/ROW]
[ROW][C]124[/C][C]16.2[/C][C]16.6452347943338[/C][C]-0.445234794333798[/C][/ROW]
[ROW][C]125[/C][C]17.8[/C][C]16.3888951018587[/C][C]1.41110489814127[/C][/ROW]
[ROW][C]126[/C][C]17[/C][C]16.4770585673456[/C][C]0.522941432654445[/C][/ROW]
[ROW][C]127[/C][C]16.4[/C][C]16.4852265587721[/C][C]-0.085226558772086[/C][/ROW]
[ROW][C]128[/C][C]15.7[/C][C]17.1069841547628[/C][C]-1.40698415476277[/C][/ROW]
[ROW][C]129[/C][C]13.2[/C][C]13.4833251098868[/C][C]-0.283325109886799[/C][/ROW]
[ROW][C]130[/C][C]16.7[/C][C]17.0640053957416[/C][C]-0.364005395741617[/C][/ROW]
[ROW][C]131[/C][C]12.1[/C][C]12.1919658202172[/C][C]-0.0919658202171803[/C][/ROW]
[ROW][C]132[/C][C]15[/C][C]14.9783489846517[/C][C]0.0216510153482510[/C][/ROW]
[ROW][C]133[/C][C]14[/C][C]12.9216625816916[/C][C]1.07833741830844[/C][/ROW]
[ROW][C]134[/C][C]14.8[/C][C]15.9759802814204[/C][C]-1.17598028142041[/C][/ROW]
[ROW][C]135[/C][C]18.6[/C][C]16.9709935862739[/C][C]1.62900641372612[/C][/ROW]
[ROW][C]136[/C][C]16.8[/C][C]16.3404379523791[/C][C]0.459562047620856[/C][/ROW]
[ROW][C]137[/C][C]12.5[/C][C]13.8021745603326[/C][C]-1.30217456033257[/C][/ROW]
[ROW][C]138[/C][C]13.7[/C][C]14.4844700231129[/C][C]-0.784470023112951[/C][/ROW]
[ROW][C]139[/C][C]16.9[/C][C]16.5277380999364[/C][C]0.372261900063562[/C][/ROW]
[ROW][C]140[/C][C]17.7[/C][C]17.5934791231963[/C][C]0.106520876803713[/C][/ROW]
[ROW][C]141[/C][C]11.1[/C][C]11.2944032861358[/C][C]-0.194403286135798[/C][/ROW]
[ROW][C]142[/C][C]11.4[/C][C]12.3271072421286[/C][C]-0.927107242128553[/C][/ROW]
[ROW][C]143[/C][C]14.5[/C][C]14.4895507145612[/C][C]0.0104492854388337[/C][/ROW]
[ROW][C]144[/C][C]14.5[/C][C]15.5961183125740[/C][C]-1.09611831257397[/C][/ROW]
[ROW][C]145[/C][C]18.2[/C][C]16.8191880620233[/C][C]1.38081193797669[/C][/ROW]
[ROW][C]146[/C][C]15.8[/C][C]16.8496483553269[/C][C]-1.04964835532694[/C][/ROW]
[ROW][C]147[/C][C]15.9[/C][C]15.6038019704804[/C][C]0.296198029519591[/C][/ROW]
[ROW][C]148[/C][C]16.4[/C][C]16.5994117236330[/C][C]-0.199411723633025[/C][/ROW]
[ROW][C]149[/C][C]14.5[/C][C]16.0061378426005[/C][C]-1.50613784260053[/C][/ROW]
[ROW][C]150[/C][C]12.8[/C][C]14.8809932129954[/C][C]-2.08099321299542[/C][/ROW]
[ROW][C]151[/C][C]21.5[/C][C]18.1540440564478[/C][C]3.34595594355218[/C][/ROW]
[ROW][C]152[/C][C]14.4[/C][C]16.1083016244955[/C][C]-1.70830162449552[/C][/ROW]
[ROW][C]153[/C][C]18.6[/C][C]16.7199396606192[/C][C]1.88006033938083[/C][/ROW]
[ROW][C]154[/C][C]13.2[/C][C]13.6488266684574[/C][C]-0.448826668457375[/C][/ROW]
[ROW][C]155[/C][C]12.8[/C][C]13.3584489607999[/C][C]-0.558448960799888[/C][/ROW]
[ROW][C]156[/C][C]18.2[/C][C]16.7512149856934[/C][C]1.44878501430663[/C][/ROW]
[ROW][C]157[/C][C]15.8[/C][C]16.9622567492527[/C][C]-1.16225674925275[/C][/ROW]
[ROW][C]158[/C][C]17.2[/C][C]16.9862763900122[/C][C]0.213723609987755[/C][/ROW]
[ROW][C]159[/C][C]17.2[/C][C]17.0485856949392[/C][C]0.151414305060763[/C][/ROW]
[ROW][C]160[/C][C]16.7[/C][C]17.2810381841744[/C][C]-0.581038184174371[/C][/ROW]
[ROW][C]161[/C][C]18.7[/C][C]16.7752346264529[/C][C]1.92476537354713[/C][/ROW]
[ROW][C]162[/C][C]13.2[/C][C]12.4207883423389[/C][C]0.779211657661122[/C][/ROW]
[ROW][C]163[/C][C]13.4[/C][C]11.8611522127495[/C][C]1.53884778725047[/C][/ROW]
[ROW][C]164[/C][C]13.7[/C][C]14.6962513831998[/C][C]-0.996251383199848[/C][/ROW]
[ROW][C]165[/C][C]16.5[/C][C]17.0285096038804[/C][C]-0.528509603880355[/C][/ROW]
[ROW][C]166[/C][C]14.7[/C][C]15.0109107952302[/C][C]-0.310910795230209[/C][/ROW]
[ROW][C]167[/C][C]14.5[/C][C]16.6470395281106[/C][C]-2.14703952811064[/C][/ROW]
[ROW][C]168[/C][C]17.6[/C][C]17.3778073894951[/C][C]0.222192610504867[/C][/ROW]
[ROW][C]169[/C][C]15.9[/C][C]15.8754614372541[/C][C]0.0245385627458789[/C][/ROW]
[ROW][C]170[/C][C]13.6[/C][C]14.6467539576272[/C][C]-1.04675395762718[/C][/ROW]
[ROW][C]171[/C][C]15.8[/C][C]14.8361701593583[/C][C]0.963829840641741[/C][/ROW]
[ROW][C]172[/C][C]14.9[/C][C]16.3653261035344[/C][C]-1.4653261035344[/C][/ROW]
[ROW][C]173[/C][C]16.6[/C][C]16.9677893305619[/C][C]-0.367789330561949[/C][/ROW]
[ROW][C]174[/C][C]18.2[/C][C]17.0381570909008[/C][C]1.16184290909925[/C][/ROW]
[ROW][C]175[/C][C]17.3[/C][C]17.3382986362346[/C][C]-0.0382986362345874[/C][/ROW]
[ROW][C]176[/C][C]16.6[/C][C]15.9858710733136[/C][C]0.614128926686391[/C][/ROW]
[ROW][C]177[/C][C]15.4[/C][C]14.8625605538221[/C][C]0.537439446177907[/C][/ROW]
[ROW][C]178[/C][C]13.2[/C][C]14.2025383176041[/C][C]-1.00253831760413[/C][/ROW]
[ROW][C]179[/C][C]15.2[/C][C]14.3311901467619[/C][C]0.868809853238095[/C][/ROW]
[ROW][C]180[/C][C]14.3[/C][C]14.1879499264965[/C][C]0.112050073503460[/C][/ROW]
[ROW][C]181[/C][C]15[/C][C]14.8560077864989[/C][C]0.143992213501094[/C][/ROW]
[ROW][C]182[/C][C]14[/C][C]16.1679852152496[/C][C]-2.16798521524959[/C][/ROW]
[ROW][C]183[/C][C]15.2[/C][C]16.8172245354482[/C][C]-1.61722453544818[/C][/ROW]
[ROW][C]184[/C][C]15[/C][C]17.4571672498625[/C][C]-2.45716724986249[/C][/ROW]
[ROW][C]185[/C][C]24.8[/C][C]19.5802701412031[/C][C]5.21972985879686[/C][/ROW]
[ROW][C]186[/C][C]22.2[/C][C]17.1095925672532[/C][C]5.09040743274678[/C][/ROW]
[ROW][C]187[/C][C]14.9[/C][C]16.7981006148791[/C][C]-1.89810061487913[/C][/ROW]
[ROW][C]188[/C][C]19.2[/C][C]16.9620811573653[/C][C]2.23791884263473[/C][/ROW]
[ROW][C]189[/C][C]16[/C][C]16.4222026812578[/C][C]-0.422202681257785[/C][/ROW]
[ROW][C]190[/C][C]11.3[/C][C]13.6976508002781[/C][C]-2.39765080027805[/C][/ROW]
[ROW][C]191[/C][C]13.2[/C][C]16.0760971233429[/C][C]-2.87609712334288[/C][/ROW]
[ROW][C]192[/C][C]14.7[/C][C]16.3648059654879[/C][C]-1.66480596548786[/C][/ROW]
[ROW][C]193[/C][C]15.5[/C][C]16.7646722535563[/C][C]-1.26467225355630[/C][/ROW]
[ROW][C]194[/C][C]16.4[/C][C]16.9508091367487[/C][C]-0.550809136748669[/C][/ROW]
[ROW][C]195[/C][C]18.1[/C][C]17.2775783629162[/C][C]0.822421637083818[/C][/ROW]
[ROW][C]196[/C][C]20.1[/C][C]17.4331952320092[/C][C]2.66680476799079[/C][/ROW]
[ROW][C]197[/C][C]15.8[/C][C]16.3490497017222[/C][C]-0.549049701722185[/C][/ROW]
[ROW][C]198[/C][C]15.5[/C][C]16.6866913597221[/C][C]-1.18669135972212[/C][/ROW]
[ROW][C]199[/C][C]15[/C][C]15.8116788065056[/C][C]-0.811678806505626[/C][/ROW]
[ROW][C]200[/C][C]15.2[/C][C]16.7285919855658[/C][C]-1.52859198556580[/C][/ROW]
[ROW][C]201[/C][C]14.4[/C][C]15.5938778829477[/C][C]-1.19387788294767[/C][/ROW]
[ROW][C]202[/C][C]19.2[/C][C]17.2353223872981[/C][C]1.96467761270191[/C][/ROW]
[ROW][C]203[/C][C]19.9[/C][C]19.1585268429746[/C][C]0.741473157025434[/C][/ROW]
[ROW][C]204[/C][C]13.8[/C][C]16.2389659204379[/C][C]-2.43896592043789[/C][/ROW]
[ROW][C]205[/C][C]15.3[/C][C]16.6342000460518[/C][C]-1.33420004605177[/C][/ROW]
[ROW][C]206[/C][C]15.1[/C][C]16.302501431638[/C][C]-1.202501431638[/C][/ROW]
[ROW][C]207[/C][C]15.7[/C][C]16.4802269486536[/C][C]-0.780226948653607[/C][/ROW]
[ROW][C]208[/C][C]16.4[/C][C]16.7886728190011[/C][C]-0.388672819001111[/C][/ROW]
[ROW][C]209[/C][C]12.6[/C][C]14.4862747568898[/C][C]-1.88627475688979[/C][/ROW]
[ROW][C]210[/C][C]12.9[/C][C]16.161445513732[/C][C]-3.26144551373198[/C][/ROW]
[ROW][C]211[/C][C]16.4[/C][C]16.5924116048646[/C][C]-0.192411604864580[/C][/ROW]
[ROW][C]212[/C][C]16.1[/C][C]16.5996038120709[/C][C]-0.499603812070855[/C][/ROW]
[ROW][C]213[/C][C]19.4[/C][C]16.8254605423989[/C][C]2.57453945760114[/C][/ROW]
[ROW][C]214[/C][C]17.3[/C][C]17.2565828475654[/C][C]0.0434171524345899[/C][/ROW]
[ROW][C]215[/C][C]14.9[/C][C]17.5469605552229[/C][C]-2.64696055522290[/C][/ROW]
[ROW][C]216[/C][C]16.2[/C][C]16.9309134086544[/C][C]-0.730913408654398[/C][/ROW]
[ROW][C]217[/C][C]14.2[/C][C]16.6043874174823[/C][C]-2.40438741748225[/C][/ROW]
[ROW][C]218[/C][C]14.8[/C][C]15.7308897919698[/C][C]-0.930889791969808[/C][/ROW]
[ROW][C]219[/C][C]20.4[/C][C]18.9926147637642[/C][C]1.40738523623585[/C][/ROW]
[ROW][C]220[/C][C]13.8[/C][C]14.5431453859877[/C][C]-0.743145385987653[/C][/ROW]
[ROW][C]221[/C][C]15.8[/C][C]16.1034357832351[/C][C]-0.303435783235124[/C][/ROW]
[ROW][C]222[/C][C]17.1[/C][C]17.0143127394899[/C][C]0.0856872605100983[/C][/ROW]
[ROW][C]223[/C][C]16.6[/C][C]18.2743634084458[/C][C]-1.67436340844578[/C][/ROW]
[ROW][C]224[/C][C]18.6[/C][C]16.8099034143737[/C][C]1.79009658562634[/C][/ROW]
[ROW][C]225[/C][C]18[/C][C]16.0660800662232[/C][C]1.93391993377679[/C][/ROW]
[ROW][C]226[/C][C]16[/C][C]16.5864874269608[/C][C]-0.586487426960813[/C][/ROW]
[ROW][C]227[/C][C]18[/C][C]16.6195435695426[/C][C]1.3804564304574[/C][/ROW]
[ROW][C]228[/C][C]15.3[/C][C]15.966824547639[/C][C]-0.666824547639005[/C][/ROW]
[ROW][C]229[/C][C]17.6[/C][C]16.5244991243399[/C][C]1.07550087566010[/C][/ROW]
[ROW][C]230[/C][C]14.7[/C][C]17.2737193252901[/C][C]-2.57371932529008[/C][/ROW]
[ROW][C]231[/C][C]14.5[/C][C]15.2867287991265[/C][C]-0.786728799126493[/C][/ROW]
[ROW][C]232[/C][C]14.5[/C][C]16.5546671725613[/C][C]-2.05466717256127[/C][/ROW]
[ROW][C]233[/C][C]15.7[/C][C]16.5881074920187[/C][C]-0.888107492018718[/C][/ROW]
[ROW][C]234[/C][C]16.4[/C][C]15.0883097077868[/C][C]1.31169029221323[/C][/ROW]
[ROW][C]235[/C][C]17[/C][C]16.6034250016064[/C][C]0.396574998393584[/C][/ROW]
[ROW][C]236[/C][C]13.9[/C][C]15.9919440455324[/C][C]-2.09194404553243[/C][/ROW]
[ROW][C]237[/C][C]17.3[/C][C]17.2722865077154[/C][C]0.0277134922845562[/C][/ROW]
[ROW][C]238[/C][C]15.6[/C][C]17.1922741416594[/C][C]-1.59227414165941[/C][/ROW]
[ROW][C]239[/C][C]11.6[/C][C]15.8882042837992[/C][C]-4.28820428379916[/C][/ROW]
[ROW][C]240[/C][C]18.6[/C][C]17.4075710778552[/C][C]1.19242892214481[/C][/ROW]
[ROW][C]241[/C][C]18[/C][C]15.5183379416609[/C][C]2.48166205833906[/C][/ROW]
[ROW][C]242[/C][C]17[/C][C]16.9340938179745[/C][C]0.0659061820254966[/C][/ROW]
[ROW][C]243[/C][C]17[/C][C]16.7584726296595[/C][C]0.241527370340534[/C][/ROW]
[ROW][C]244[/C][C]16[/C][C]16.5996038120709[/C][C]-0.599603812070857[/C][/ROW]
[ROW][C]245[/C][C]19[/C][C]16.3274898791925[/C][C]2.67251012080746[/C][/ROW]
[ROW][C]246[/C][C]18[/C][C]17.1750232729302[/C][C]0.824976727069812[/C][/ROW]
[ROW][C]247[/C][C]17[/C][C]17.1750232729302[/C][C]-0.175023272930188[/C][/ROW]
[ROW][C]248[/C][C]14[/C][C]16.1083016244955[/C][C]-2.10830162449552[/C][/ROW]
[ROW][C]249[/C][C]16[/C][C]16.6386842892008[/C][C]-0.638684289200836[/C][/ROW]
[ROW][C]250[/C][C]12[/C][C]15.7984957930521[/C][C]-3.7984957930521[/C][/ROW]
[ROW][C]251[/C][C]19[/C][C]16.9709935862739[/C][C]2.02900641372612[/C][/ROW]
[ROW][C]252[/C][C]19[/C][C]16.6924927121380[/C][C]2.30750728786197[/C][/ROW]
[ROW][C]253[/C][C]21[/C][C]17.7985668299219[/C][C]3.20143317007815[/C][/ROW]
[ROW][C]254[/C][C]21[/C][C]16.5187587401455[/C][C]4.48124125985449[/C][/ROW]
[ROW][C]255[/C][C]15[/C][C]16.6342000460518[/C][C]-1.63420004605177[/C][/ROW]
[ROW][C]256[/C][C]14[/C][C]16.2389659204379[/C][C]-2.23896592043789[/C][/ROW]
[ROW][C]257[/C][C]20[/C][C]17.8981981607758[/C][C]2.10180183922416[/C][/ROW]
[ROW][C]258[/C][C]16[/C][C]16.5924116048646[/C][C]-0.592411604864579[/C][/ROW]
[ROW][C]259[/C][C]14[/C][C]15.3544050919584[/C][C]-1.35440509195844[/C][/ROW]
[ROW][C]260[/C][C]14[/C][C]16.1679852152496[/C][C]-2.16798521524959[/C][/ROW]
[ROW][C]261[/C][C]14[/C][C]16.2749698082984[/C][C]-2.27496980829837[/C][/ROW]
[ROW][C]262[/C][C]14[/C][C]16.2749698082984[/C][C]-2.27496980829837[/C][/ROW]
[ROW][C]263[/C][C]15[/C][C]15.5961183125740[/C][C]-0.596118312573973[/C][/ROW]
[ROW][C]264[/C][C]17[/C][C]16.3404379523791[/C][C]0.659562047620855[/C][/ROW]
[ROW][C]265[/C][C]21[/C][C]18.1477084015027[/C][C]2.85229159849732[/C][/ROW]
[ROW][C]266[/C][C]19[/C][C]16.6413993704381[/C][C]2.35860062956189[/C][/ROW]
[ROW][C]267[/C][C]21[/C][C]16.3213820473343[/C][C]4.67861795266575[/C][/ROW]
[ROW][C]268[/C][C]16[/C][C]16.6808675480951[/C][C]-0.680867548095072[/C][/ROW]
[ROW][C]269[/C][C]15[/C][C]16.5881074920187[/C][C]-1.58810749201872[/C][/ROW]
[ROW][C]270[/C][C]16[/C][C]16.5881074920187[/C][C]-0.588107492018717[/C][/ROW]
[ROW][C]271[/C][C]19[/C][C]17.1652065989768[/C][C]1.83479340102320[/C][/ROW]
[ROW][C]272[/C][C]18[/C][C]16.5244991243399[/C][C]1.47550087566010[/C][/ROW]
[ROW][C]273[/C][C]15[/C][C]16.8172245354482[/C][C]-1.81722453544818[/C][/ROW]
[ROW][C]274[/C][C]19[/C][C]16.8254605423989[/C][C]2.17453945760114[/C][/ROW]
[ROW][C]275[/C][C]15[/C][C]15.966824547639[/C][C]-0.966824547639006[/C][/ROW]
[ROW][C]276[/C][C]22[/C][C]18.1540440564478[/C][C]3.84595594355218[/C][/ROW]
[ROW][C]277[/C][C]16[/C][C]16.5994117236330[/C][C]-0.599411723633024[/C][/ROW]
[ROW][C]278[/C][C]19[/C][C]17.9377223958223[/C][C]1.06227760417767[/C][/ROW]
[ROW][C]279[/C][C]16[/C][C]16.5700393293287[/C][C]-0.5700393293287[/C][/ROW]
[ROW][C]280[/C][C]15[/C][C]16.3653261035344[/C][C]-1.3653261035344[/C][/ROW]
[ROW][C]281[/C][C]17[/C][C]16.4770585673456[/C][C]0.522941432654445[/C][/ROW]
[ROW][C]282[/C][C]16[/C][C]16.6791879019963[/C][C]-0.679187901996324[/C][/ROW]
[ROW][C]283[/C][C]16[/C][C]16.7932000537341[/C][C]-0.79320005373412[/C][/ROW]
[ROW][C]284[/C][C]19[/C][C]17.2420946829797[/C][C]1.75790531702032[/C][/ROW]
[ROW][C]285[/C][C]16[/C][C]16.9508091367487[/C][C]-0.950809136748667[/C][/ROW]
[ROW][C]286[/C][C]19[/C][C]16.9620811573653[/C][C]2.03791884263473[/C][/ROW]
[ROW][C]287[/C][C]18[/C][C]16.6914798759655[/C][C]1.30852012403449[/C][/ROW]
[ROW][C]288[/C][C]22[/C][C]18.0318710304636[/C][C]3.96812896953644[/C][/ROW]
[ROW][C]289[/C][C]16[/C][C]16.9309134086544[/C][C]-0.930913408654398[/C][/ROW]
[ROW][C]290[/C][C]19[/C][C]16.6945481006291[/C][C]2.30545189937087[/C][/ROW]
[ROW][C]291[/C][C]17[/C][C]17.2565828475654[/C][C]-0.256582847565411[/C][/ROW]
[ROW][C]292[/C][C]17[/C][C]17.1067063626668[/C][C]-0.106706362666762[/C][/ROW]
[ROW][C]293[/C][C]15[/C][C]16.207320955387[/C][C]-1.20732095538699[/C][/ROW]
[ROW][C]294[/C][C]18[/C][C]16.8422928169066[/C][C]1.15770718309336[/C][/ROW]
[ROW][C]295[/C][C]19[/C][C]16.7199396606192[/C][C]2.28006033938083[/C][/ROW]
[ROW][C]296[/C][C]20[/C][C]16.7814997569869[/C][C]3.21850024301305[/C][/ROW]
[ROW][C]297[/C][C]16[/C][C]15.6038019704804[/C][C]0.396198029519591[/C][/ROW]
[ROW][C]298[/C][C]22[/C][C]18.4576454230398[/C][C]3.54235457696016[/C][/ROW]
[ROW][C]299[/C][C]17[/C][C]15.293996139037[/C][C]1.70600386096301[/C][/ROW]
[ROW][C]300[/C][C]16[/C][C]16.4001859651286[/C][C]-0.400185965128615[/C][/ROW]
[ROW][C]301[/C][C]18[/C][C]17.2270863803474[/C][C]0.772913619652594[/C][/ROW]
[ROW][C]302[/C][C]19[/C][C]17.2353223872981[/C][C]1.76467761270191[/C][/ROW]
[ROW][C]303[/C][C]16[/C][C]16.7646722535563[/C][C]-0.764672253556304[/C][/ROW]
[ROW][C]304[/C][C]14[/C][C]15.0497634492733[/C][C]-1.04976344927333[/C][/ROW]
[ROW][C]305[/C][C]14[/C][C]15.6046296841257[/C][C]-1.60462968412574[/C][/ROW]
[ROW][C]306[/C][C]15[/C][C]16.4517981974493[/C][C]-1.45179819744926[/C][/ROW]
[ROW][C]307[/C][C]15[/C][C]17.2737193252901[/C][C]-2.27371932529008[/C][/ROW]
[ROW][C]308[/C][C]17[/C][C]16.7798523218859[/C][C]0.220147678114095[/C][/ROW]
[ROW][C]309[/C][C]17[/C][C]15.9991219789429[/C][C]1.00087802105705[/C][/ROW]
[ROW][C]310[/C][C]15[/C][C]16.9314728748787[/C][C]-1.93147287487871[/C][/ROW]
[ROW][C]311[/C][C]25[/C][C]18.2214602453178[/C][C]6.77853975468222[/C][/ROW]
[ROW][C]312[/C][C]15[/C][C]15.3850765490146[/C][C]-0.385076549014594[/C][/ROW]
[ROW][C]313[/C][C]15[/C][C]15.3850765490146[/C][C]-0.385076549014594[/C][/ROW]
[ROW][C]314[/C][C]17[/C][C]16.9677893305619[/C][C]0.0322106694380492[/C][/ROW]
[ROW][C]315[/C][C]15[/C][C]16.3648059654879[/C][C]-1.36480596548786[/C][/ROW]
[ROW][C]316[/C][C]18[/C][C]17.0851739101803[/C][C]0.914826089819742[/C][/ROW]
[ROW][C]317[/C][C]15[/C][C]16.7981006148791[/C][C]-1.79810061487913[/C][/ROW]
[ROW][C]318[/C][C]15[/C][C]15.9759802814204[/C][C]-0.975980281420413[/C][/ROW]
[ROW][C]319[/C][C]17[/C][C]17.0285096038804[/C][C]-0.028509603880355[/C][/ROW]
[ROW][C]320[/C][C]16[/C][C]16.4852265587721[/C][C]-0.485226558772085[/C][/ROW]
[ROW][C]321[/C][C]16[/C][C]16.3378504677069[/C][C]-0.337850467706869[/C][/ROW]
[ROW][C]322[/C][C]15[/C][C]15.2867287991265[/C][C]-0.286728799126493[/C][/ROW]
[ROW][C]323[/C][C]15[/C][C]16.1103724947726[/C][C]-1.11037249477257[/C][/ROW]
[ROW][C]324[/C][C]22[/C][C]17.686141214941[/C][C]4.31385878505899[/C][/ROW]
[ROW][C]325[/C][C]16[/C][C]16.5338027774268[/C][C]-0.533802777426808[/C][/ROW]
[ROW][C]326[/C][C]16[/C][C]16.3490497017222[/C][C]-0.349049701722186[/C][/ROW]
[ROW][C]327[/C][C]18[/C][C]17.0694176464146[/C][C]0.930582353585414[/C][/ROW]
[ROW][C]328[/C][C]14[/C][C]16.3551217290540[/C][C]-2.35512172905403[/C][/ROW]
[ROW][C]329[/C][C]14[/C][C]16.6043874174823[/C][C]-2.60438741748225[/C][/ROW]
[ROW][C]330[/C][C]13[/C][C]16.9499012981751[/C][C]-3.94990129817514[/C][/ROW]
[ROW][C]331[/C][C]15[/C][C]15.9646676852002[/C][C]-0.964667685200227[/C][/ROW]
[ROW][C]332[/C][C]15[/C][C]16.5546671725613[/C][C]-1.55466717256127[/C][/ROW]
[ROW][C]333[/C][C]14[/C][C]16.5698472408909[/C][C]-2.56984724089087[/C][/ROW]
[ROW][C]334[/C][C]15[/C][C]17.5469605552229[/C][C]-2.54696055522290[/C][/ROW]
[ROW][C]335[/C][C]17[/C][C]16.0409879383729[/C][C]0.95901206162708[/C][/ROW]
[ROW][C]336[/C][C]14[/C][C]15.6099944771972[/C][C]-1.60999447719718[/C][/ROW]
[ROW][C]337[/C][C]17[/C][C]16.0533526989434[/C][C]0.94664730105661[/C][/ROW]
[ROW][C]338[/C][C]17[/C][C]17.0644812807431[/C][C]-0.0644812807431272[/C][/ROW]
[ROW][C]339[/C][C]17[/C][C]15.6282105591927[/C][C]1.37178944080730[/C][/ROW]
[ROW][C]340[/C][C]14[/C][C]14.9993107250049[/C][C]-0.999310725004895[/C][/ROW]
[ROW][C]341[/C][C]15[/C][C]16.6470395281106[/C][C]-1.64703952811064[/C][/ROW]
[ROW][C]342[/C][C]13[/C][C]13.5334469032434[/C][C]-0.533446903243357[/C][/ROW]
[ROW][C]343[/C][C]17[/C][C]17.0618138922895[/C][C]-0.0618138922895006[/C][/ROW]
[ROW][C]344[/C][C]14[/C][C]16.6050196703078[/C][C]-2.60501967030785[/C][/ROW]
[ROW][C]345[/C][C]24[/C][C]18.4403490678750[/C][C]5.55965093212495[/C][/ROW]
[ROW][C]346[/C][C]18[/C][C]16.4654381743797[/C][C]1.53456182562026[/C][/ROW]
[ROW][C]347[/C][C]16[/C][C]15.2801772093517[/C][C]0.719822790648308[/C][/ROW]
[ROW][C]348[/C][C]16[/C][C]15.6291255149463[/C][C]0.370874485053704[/C][/ROW]
[ROW][C]349[/C][C]18[/C][C]16.8191880620233[/C][C]1.18081193797669[/C][/ROW]
[ROW][C]350[/C][C]15[/C][C]16.7285919855658[/C][C]-1.72859198556580[/C][/ROW]
[ROW][C]351[/C][C]16[/C][C]15.1511114083009[/C][C]0.848888591699095[/C][/ROW]
[ROW][C]352[/C][C]19[/C][C]15.8374425852367[/C][C]3.16255741476329[/C][/ROW]
[ROW][C]353[/C][C]17[/C][C]15.5496129641963[/C][C]1.4503870358037[/C][/ROW]
[ROW][C]354[/C][C]17[/C][C]17.0490936421897[/C][C]-0.0490936421897493[/C][/ROW]
[ROW][C]355[/C][C]12[/C][C]15.8882042837992[/C][C]-3.88820428379916[/C][/ROW]
[ROW][C]356[/C][C]16[/C][C]15.0649912103866[/C][C]0.935008789613419[/C][/ROW]
[ROW][C]357[/C][C]15[/C][C]16.6890832323053[/C][C]-1.68908323230525[/C][/ROW]
[ROW][C]358[/C][C]15[/C][C]15.0109107952302[/C][C]-0.0109107952302081[/C][/ROW]
[ROW][C]359[/C][C]19[/C][C]15.9620241431384[/C][C]3.03797585686158[/C][/ROW]
[ROW][C]360[/C][C]14[/C][C]15.6785294472464[/C][C]-1.67852944724635[/C][/ROW]
[ROW][C]361[/C][C]24[/C][C]19.2166488395199[/C][C]4.78335116048011[/C][/ROW]
[ROW][C]362[/C][C]17[/C][C]16.986653147169[/C][C]0.0133468528309868[/C][/ROW]
[ROW][C]363[/C][C]13[/C][C]16.1159053087432[/C][C]-3.11590530874318[/C][/ROW]
[ROW][C]364[/C][C]15[/C][C]15.4364966928974[/C][C]-0.436496692897405[/C][/ROW]
[ROW][C]365[/C][C]18[/C][C]15.5197287964513[/C][C]2.48027120354869[/C][/ROW]
[ROW][C]366[/C][C]17[/C][C]15.5777172593207[/C][C]1.42228274067932[/C][/ROW]
[ROW][C]367[/C][C]21[/C][C]17.9479779867377[/C][C]3.05202201326233[/C][/ROW]
[ROW][C]368[/C][C]13[/C][C]16.161445513732[/C][C]-3.16144551373198[/C][/ROW]
[ROW][C]369[/C][C]16[/C][C]15.6929378593201[/C][C]0.307062140679853[/C][/ROW]
[ROW][C]370[/C][C]16[/C][C]16.1412968687332[/C][C]-0.141296868733221[/C][/ROW]
[ROW][C]371[/C][C]18[/C][C]16.0660800662232[/C][C]1.93391993377679[/C][/ROW]
[ROW][C]372[/C][C]20[/C][C]17.1143029297344[/C][C]2.88569707026565[/C][/ROW]
[ROW][C]373[/C][C]15[/C][C]15.3296922301518[/C][C]-0.32969223015183[/C][/ROW]
[ROW][C]374[/C][C]19[/C][C]17.1355550253958[/C][C]1.86444497460420[/C][/ROW]
[ROW][C]375[/C][C]20[/C][C]15.7173631772442[/C][C]4.2826368227558[/C][/ROW]
[ROW][C]376[/C][C]13[/C][C]15.7154053691539[/C][C]-2.71540536915390[/C][/ROW]
[ROW][C]377[/C][C]15[/C][C]16.0559437072670[/C][C]-1.05594370726698[/C][/ROW]
[ROW][C]378[/C][C]15[/C][C]15.8116788065056[/C][C]-0.811678806505626[/C][/ROW]
[ROW][C]379[/C][C]17[/C][C]16.7840442500753[/C][C]0.215955749924716[/C][/ROW]
[ROW][C]380[/C][C]16[/C][C]16.4743219159420[/C][C]-0.474321915941959[/C][/ROW]
[ROW][C]381[/C][C]14[/C][C]14.1027767325495[/C][C]-0.102776732549536[/C][/ROW]
[ROW][C]382[/C][C]15[/C][C]15.5764813711384[/C][C]-0.576481371138445[/C][/ROW]
[ROW][C]383[/C][C]16[/C][C]16.4802269486536[/C][C]-0.480226948653606[/C][/ROW]
[ROW][C]384[/C][C]15[/C][C]16.302501431638[/C][C]-1.302501431638[/C][/ROW]
[ROW][C]385[/C][C]15[/C][C]15.6280936034591[/C][C]-0.628093603459089[/C][/ROW]
[ROW][C]386[/C][C]18[/C][C]17.2895948210149[/C][C]0.710405178985133[/C][/ROW]
[ROW][C]387[/C][C]15[/C][C]15.6976905011597[/C][C]-0.697690501159653[/C][/ROW]
[ROW][C]388[/C][C]16[/C][C]16.5864874269608[/C][C]-0.586487426960813[/C][/ROW]
[ROW][C]389[/C][C]17[/C][C]17.3060155486038[/C][C]-0.306015548603839[/C][/ROW]
[ROW][C]390[/C][C]18[/C][C]17.4707356876175[/C][C]0.529264312382501[/C][/ROW]
[ROW][C]391[/C][C]17[/C][C]15.7547341433807[/C][C]1.24526585661934[/C][/ROW]
[ROW][C]392[/C][C]13[/C][C]16.0760971233429[/C][C]-3.07609712334288[/C][/ROW]
[ROW][C]393[/C][C]14[/C][C]15.8343111161261[/C][C]-1.83431111612606[/C][/ROW]
[ROW][C]394[/C][C]14[/C][C]17.6122091709453[/C][C]-3.61220917094527[/C][/ROW]
[ROW][C]395[/C][C]15[/C][C]16.0576925464383[/C][C]-1.05769254643827[/C][/ROW]
[ROW][C]396[/C][C]16[/C][C]16.8489278341141[/C][C]-0.84892783411411[/C][/ROW]
[ROW][C]397[/C][C]14[/C][C]16.3809772998237[/C][C]-2.38097729982365[/C][/ROW]
[ROW][C]398[/C][C]15[/C][C]15.9653846128843[/C][C]-0.965384612884309[/C][/ROW]
[ROW][C]399[/C][C]16[/C][C]15.8146435835349[/C][C]0.185356416465091[/C][/ROW]
[ROW][C]400[/C][C]19[/C][C]17.2214509238746[/C][C]1.77854907612542[/C][/ROW]
[ROW][C]401[/C][C]11[/C][C]13.6976508002781[/C][C]-2.69765080027805[/C][/ROW]
[ROW][C]402[/C][C]13[/C][C]14.8809932129954[/C][C]-1.88099321299542[/C][/ROW]
[ROW][C]403[/C][C]20[/C][C]16.7036429360665[/C][C]3.29635706393355[/C][/ROW]
[ROW][C]404[/C][C]15[/C][C]15.7308897919698[/C][C]-0.73088979196981[/C][/ROW]
[ROW][C]405[/C][C]14[/C][C]16.0716450911915[/C][C]-2.07164509119152[/C][/ROW]
[ROW][C]406[/C][C]19[/C][C]17.4075710778552[/C][C]1.59242892214481[/C][/ROW]
[ROW][C]407[/C][C]13[/C][C]14.5119574632850[/C][C]-1.51195746328498[/C][/ROW]
[ROW][C]408[/C][C]16[/C][C]16.7886728190011[/C][C]-0.78867281900111[/C][/ROW]
[ROW][C]409[/C][C]18[/C][C]17.8318733945565[/C][C]0.1681266054435[/C][/ROW]
[ROW][C]410[/C][C]17[/C][C]16.9702013861307[/C][C]0.0297986138692754[/C][/ROW]
[ROW][C]411[/C][C]19[/C][C]16.8099034143737[/C][C]2.19009658562634[/C][/ROW]
[ROW][C]412[/C][C]15[/C][C]15.6141342440646[/C][C]-0.614134244064615[/C][/ROW]
[ROW][C]413[/C][C]14[/C][C]15.0631540329506[/C][C]-1.06315403295063[/C][/ROW]
[ROW][C]414[/C][C]14[/C][C]15.9919440455324[/C][C]-1.99194404553243[/C][/ROW]
[ROW][C]415[/C][C]15[/C][C]17.4571672498625[/C][C]-2.45716724986249[/C][/ROW]
[ROW][C]416[/C][C]16[/C][C]16.4222026812578[/C][C]-0.422202681257785[/C][/ROW]
[ROW][C]417[/C][C]14[/C][C]14.7026080032336[/C][C]-0.702608003233646[/C][/ROW]
[ROW][C]418[/C][C]18[/C][C]17.0023163015929[/C][C]0.997683698407108[/C][/ROW]
[ROW][C]419[/C][C]17[/C][C]16.4464907905851[/C][C]0.553509209414853[/C][/ROW]
[ROW][C]420[/C][C]15[/C][C]16.3976210794223[/C][C]-1.39762107942235[/C][/ROW]
[ROW][C]421[/C][C]13[/C][C]14.0164322351997[/C][C]-1.01643223519967[/C][/ROW]
[ROW][C]422[/C][C]14[/C][C]16.1866366206783[/C][C]-2.18663662067831[/C][/ROW]
[ROW][C]423[/C][C]16[/C][C]16.6866913597221[/C][C]-0.686691359722124[/C][/ROW]
[ROW][C]424[/C][C]15[/C][C]16.8221763130282[/C][C]-1.82217631302815[/C][/ROW]
[ROW][C]425[/C][C]19[/C][C]17.4678630750430[/C][C]1.53213692495697[/C][/ROW]
[ROW][C]426[/C][C]14[/C][C]15.7559650393389[/C][C]-1.75596503933892[/C][/ROW]
[ROW][C]427[/C][C]13[/C][C]14.4862747568898[/C][C]-1.48627475688979[/C][/ROW]
[ROW][C]428[/C][C]18[/C][C]16.6195435695426[/C][C]1.3804564304574[/C][/ROW]
[ROW][C]429[/C][C]16[/C][C]16.7923005098890[/C][C]-0.792300509889044[/C][/ROW]
[ROW][C]430[/C][C]17[/C][C]15.4268971313221[/C][C]1.57310286867794[/C][/ROW]
[ROW][C]431[/C][C]16[/C][C]16.8496483553269[/C][C]-0.849648355326938[/C][/ROW]
[ROW][C]432[/C][C]16[/C][C]15.4451529139116[/C][C]0.554847086088392[/C][/ROW]
[ROW][C]433[/C][C]15[/C][C]14.9825395815026[/C][C]0.0174604184973918[/C][/ROW]
[ROW][C]434[/C][C]16[/C][C]17.1922741416594[/C][C]-1.19227414165941[/C][/ROW]
[ROW][C]435[/C][C]16[/C][C]15.0790736978078[/C][C]0.920926302192248[/C][/ROW]
[ROW][C]436[/C][C]14[/C][C]15.5938778829477[/C][C]-1.59387788294767[/C][/ROW]
[ROW][C]437[/C][C]14[/C][C]13.9297787635558[/C][C]0.0702212364442056[/C][/ROW]
[ROW][C]438[/C][C]15[/C][C]16.0061378426005[/C][C]-1.00613784260053[/C][/ROW]
[ROW][C]439[/C][C]16[/C][C]15.8754614372541[/C][C]0.124538562745879[/C][/ROW]
[ROW][C]440[/C][C]16[/C][C]15.7900905991684[/C][C]0.209909400831572[/C][/ROW]
[ROW][C]441[/C][C]15[/C][C]14.1767349780339[/C][C]0.823265021966125[/C][/ROW]
[ROW][C]442[/C][C]18[/C][C]17.3778073894951[/C][C]0.622192610504866[/C][/ROW]
[ROW][C]443[/C][C]16[/C][C]16.9472445505529[/C][C]-0.947244550552895[/C][/ROW]
[ROW][C]444[/C][C]16[/C][C]15.5370680034452[/C][C]0.462931996554807[/C][/ROW]
[ROW][C]445[/C][C]18[/C][C]17.2775783629162[/C][C]0.722421637083816[/C][/ROW]
[ROW][C]446[/C][C]17[/C][C]17.3382986362346[/C][C]-0.338298636234588[/C][/ROW]
[ROW][C]447[/C][C]13[/C][C]14.5860265671287[/C][C]-1.58602656712871[/C][/ROW]
[ROW][C]448[/C][C]16[/C][C]15.3225731120857[/C][C]0.677426887914328[/C][/ROW]
[ROW][C]449[/C][C]16[/C][C]16.0056475694488[/C][C]-0.00564756944876255[/C][/ROW]
[ROW][C]450[/C][C]11[/C][C]13.3557717276532[/C][C]-2.35577172765316[/C][/ROW]
[ROW][C]451[/C][C]16[/C][C]15.3620412897426[/C][C]0.637958710257365[/C][/ROW]
[ROW][C]452[/C][C]16[/C][C]15.4062465485819[/C][C]0.593753451418113[/C][/ROW]
[ROW][C]453[/C][C]14[/C][C]14.5431453859877[/C][C]-0.543145385987653[/C][/ROW]
[ROW][C]454[/C][C]15[/C][C]15.73440889173[/C][C]-0.734408891730007[/C][/ROW]
[ROW][C]455[/C][C]16[/C][C]15.4561577133862[/C][C]0.543842286613839[/C][/ROW]
[ROW][C]456[/C][C]16[/C][C]15.0883097077868[/C][C]0.911690292213227[/C][/ROW]
[ROW][C]457[/C][C]15[/C][C]16.8738791598390[/C][C]-1.87387915983896[/C][/ROW]
[ROW][C]458[/C][C]17[/C][C]17.2722865077154[/C][C]-0.272286507715444[/C][/ROW]
[ROW][C]459[/C][C]20[/C][C]19.1585268429746[/C][C]0.841473157025435[/C][/ROW]
[ROW][C]460[/C][C]17[/C][C]17.7064316908649[/C][C]-0.706431690864901[/C][/ROW]
[ROW][C]461[/C][C]14[/C][C]14.5057494049048[/C][C]-0.505749404904829[/C][/ROW]
[ROW][C]462[/C][C]16[/C][C]16.9622567492527[/C][C]-0.962256749252749[/C][/ROW]
[ROW][C]463[/C][C]20[/C][C]17.8520124275236[/C][C]2.14798757247643[/C][/ROW]
[ROW][C]464[/C][C]15[/C][C]16.3133239783740[/C][C]-1.31332397837398[/C][/ROW]
[ROW][C]465[/C][C]18[/C][C]17.0381570909008[/C][C]0.961842909099246[/C][/ROW]
[ROW][C]466[/C][C]20[/C][C]17.4331952320092[/C][C]2.56680476799078[/C][/ROW]
[ROW][C]467[/C][C]18[/C][C]17.4201031355847[/C][C]0.579896864415314[/C][/ROW]
[ROW][C]468[/C][C]17[/C][C]16.6034250016064[/C][C]0.396574998393584[/C][/ROW]
[ROW][C]469[/C][C]17[/C][C]16.4841078589849[/C][C]0.515892141015132[/C][/ROW]
[ROW][C]470[/C][C]15[/C][C]14.9618946448491[/C][C]0.0381053551508750[/C][/ROW]
[ROW][C]471[/C][C]17[/C][C]17.0143127394899[/C][C]-0.0143127394899031[/C][/ROW]
[ROW][C]472[/C][C]17[/C][C]17.2810381841744[/C][C]-0.281038184174371[/C][/ROW]
[ROW][C]473[/C][C]18[/C][C]16.6690839866992[/C][C]1.33091601330079[/C][/ROW]
[ROW][C]474[/C][C]10[/C][C]3.85310378631573[/C][C]6.14689621368427[/C][/ROW]
[ROW][C]475[/C][C]17[/C][C]16.6067782753010[/C][C]0.393221724699036[/C][/ROW]
[ROW][C]476[/C][C]17[/C][C]15.6542059872008[/C][C]1.34579401279921[/C][/ROW]
[ROW][C]477[/C][C]15[/C][C]16.8423574715635[/C][C]-1.84235747156345[/C][/ROW]
[ROW][C]478[/C][C]14[/C][C]14.6467539576272[/C][C]-0.646753957627178[/C][/ROW]
[ROW][C]479[/C][C]16[/C][C]17.1069841547628[/C][C]-1.10698415476277[/C][/ROW]
[ROW][C]480[/C][C]18[/C][C]16.7512149856934[/C][C]1.24878501430663[/C][/ROW]
[ROW][C]481[/C][C]20[/C][C]18.1606567073507[/C][C]1.83934329264931[/C][/ROW]
[ROW][C]482[/C][C]20[/C][C]18.7163557204705[/C][C]1.28364427952945[/C][/ROW]
[ROW][C]483[/C][C]12[/C][C]12.9288918408501[/C][C]-0.928891840850102[/C][/ROW]
[ROW][C]484[/C][C]25[/C][C]19.5802701412031[/C][C]5.41972985879686[/C][/ROW]
[ROW][C]485[/C][C]18[/C][C]16.3888951018587[/C][C]1.61110489814127[/C][/ROW]
[ROW][C]486[/C][C]11[/C][C]12.250303972739[/C][C]-1.25030397273901[/C][/ROW]
[ROW][C]487[/C][C]17[/C][C]17.0485856949392[/C][C]-0.048585694939236[/C][/ROW]
[ROW][C]488[/C][C]17[/C][C]17.0516217086052[/C][C]-0.0516217086051562[/C][/ROW]
[ROW][C]489[/C][C]14[/C][C]14.9131851136653[/C][C]-0.913185113665288[/C][/ROW]
[ROW][C]490[/C][C]20[/C][C]18.9926147637642[/C][C]1.00738523623585[/C][/ROW]
[ROW][C]491[/C][C]15[/C][C]16.3881816978260[/C][C]-1.38818169782596[/C][/ROW]
[ROW][C]492[/C][C]15[/C][C]15.1933712799866[/C][C]-0.193371279986579[/C][/ROW]
[ROW][C]493[/C][C]22[/C][C]20.0364046704386[/C][C]1.96359532956137[/C][/ROW]
[ROW][C]494[/C][C]16[/C][C]16.8762403015116[/C][C]-0.876240301511599[/C][/ROW]
[ROW][C]495[/C][C]18[/C][C]17.2155664465648[/C][C]0.784433553435153[/C][/ROW]
[ROW][C]496[/C][C]22[/C][C]18.6567039682979[/C][C]3.34329603170207[/C][/ROW]
[ROW][C]497[/C][C]18[/C][C]16.3189021390253[/C][C]1.6810978609747[/C][/ROW]
[ROW][C]498[/C][C]15[/C][C]16.3310461936890[/C][C]-1.33104619368898[/C][/ROW]
[ROW][C]499[/C][C]16[/C][C]16.4975104007968[/C][C]-0.497510400796794[/C][/ROW]
[ROW][C]500[/C][C]16[/C][C]17.3372276991084[/C][C]-1.33722769910845[/C][/ROW]
[ROW][C]501[/C][C]16[/C][C]16.4737388359872[/C][C]-0.473738835987229[/C][/ROW]
[ROW][C]502[/C][C]17[/C][C]16.4949909316487[/C][C]0.505009068351329[/C][/ROW]
[ROW][C]503[/C][C]15[/C][C]16.1526609839272[/C][C]-1.15266098392721[/C][/ROW]
[ROW][C]504[/C][C]17[/C][C]15.9858710733136[/C][C]1.01412892668639[/C][/ROW]
[ROW][C]505[/C][C]16[/C][C]15.3668430954592[/C][C]0.633156904540836[/C][/ROW]
[ROW][C]506[/C][C]16[/C][C]16.3911174849700[/C][C]-0.391117484970027[/C][/ROW]
[ROW][C]507[/C][C]19[/C][C]17.6253960804664[/C][C]1.37460391953363[/C][/ROW]
[ROW][C]508[/C][C]11[/C][C]11.8408417166240[/C][C]-0.840841716623964[/C][/ROW]
[ROW][C]509[/C][C]15[/C][C]15.0779991671529[/C][C]-0.0779991671528646[/C][/ROW]
[ROW][C]510[/C][C]16[/C][C]14.8361701593583[/C][C]1.16382984064174[/C][/ROW]
[ROW][C]511[/C][C]16[/C][C]16.1034357832351[/C][C]-0.103435783235124[/C][/ROW]
[ROW][C]512[/C][C]22[/C][C]17.1095925672532[/C][C]4.89040743274679[/C][/ROW]
[ROW][C]513[/C][C]17[/C][C]16.5277380999364[/C][C]0.472261900063564[/C][/ROW]
[ROW][C]514[/C][C]13[/C][C]12.4207883423389[/C][C]0.579211657661123[/C][/ROW]
[ROW][C]515[/C][C]17[/C][C]16.9862763900122[/C][C]0.0137236099877556[/C][/ROW]
[ROW][C]516[/C][C]21[/C][C]18.9925244518128[/C][C]2.00747554818718[/C][/ROW]
[ROW][C]517[/C][C]12[/C][C]12.0593702785748[/C][C]-0.0593702785748125[/C][/ROW]
[ROW][C]518[/C][C]11[/C][C]11.9531742222630[/C][C]-0.953174222263012[/C][/ROW]
[ROW][C]519[/C][C]16[/C][C]16.6196583329634[/C][C]-0.619658332963417[/C][/ROW]
[ROW][C]520[/C][C]13[/C][C]11.8611522127495[/C][C]1.13884778725047[/C][/ROW]
[ROW][C]521[/C][C]11[/C][C]12.9123028712151[/C][C]-1.91230287121512[/C][/ROW]
[ROW][C]522[/C][C]16[/C][C]16.4744784325147[/C][C]-0.474478432514748[/C][/ROW]
[ROW][C]523[/C][C]17[/C][C]18.2743634084458[/C][C]-1.27436340844578[/C][/ROW]
[ROW][C]524[/C][C]12[/C][C]13.8259879481715[/C][C]-1.82598794817154[/C][/ROW]
[ROW][C]525[/C][C]16[/C][C]16.2657330860938[/C][C]-0.265733086093771[/C][/ROW]
[ROW][C]526[/C][C]19[/C][C]17.2263743865244[/C][C]1.77362561347557[/C][/ROW]
[ROW][C]527[/C][C]20[/C][C]19.6208979781817[/C][C]0.379102021818275[/C][/ROW]
[ROW][C]528[/C][C]19[/C][C]16.8616996031877[/C][C]2.13830039681234[/C][/ROW]
[ROW][C]529[/C][C]10[/C][C]10.2276387858720[/C][C]-0.227638785872049[/C][/ROW]
[ROW][C]530[/C][C]13[/C][C]13.3584489607999[/C][C]-0.358448960799888[/C][/ROW]
[ROW][C]531[/C][C]21[/C][C]18.9509077763230[/C][C]2.04909222367704[/C][/ROW]
[ROW][C]532[/C][C]15[/C][C]14.8560077864989[/C][C]0.143992213501094[/C][/ROW]
[ROW][C]533[/C][C]8[/C][C]11.5093280734680[/C][C]-3.50932807346796[/C][/ROW]
[ROW][C]534[/C][C]17[/C][C]17.1479247108335[/C][C]-0.147924710833533[/C][/ROW]
[ROW][C]535[/C][C]19[/C][C]16.7752346264529[/C][C]2.22476537354714[/C][/ROW]
[ROW][C]536[/C][C]18[/C][C]17.5934791231963[/C][C]0.406520876803713[/C][/ROW]
[ROW][C]537[/C][C]18[/C][C]16.5398785610714[/C][C]1.46012143892863[/C][/ROW]
[ROW][C]538[/C][C]16[/C][C]16.6452347943338[/C][C]-0.645234794333797[/C][/ROW]
[ROW][C]539[/C][C]18[/C][C]17.6572354101806[/C][C]0.342764589819389[/C][/ROW]
[ROW][C]540[/C][C]11[/C][C]10.0181800354183[/C][C]0.981819964581691[/C][/ROW]
[ROW][C]541[/C][C]12[/C][C]12.7849775447297[/C][C]-0.784977544729743[/C][/ROW]
[ROW][C]542[/C][C]12[/C][C]12.7849775447297[/C][C]-0.784977544729743[/C][/ROW]
[ROW][C]543[/C][C]12[/C][C]11.2880509718563[/C][C]0.711949028143677[/C][/ROW]
[ROW][C]544[/C][C]13[/C][C]14.6169154391017[/C][C]-1.61691543910174[/C][/ROW]
[ROW][C]545[/C][C]19[/C][C]16.1125095696711[/C][C]2.88749043032892[/C][/ROW]
[ROW][C]546[/C][C]19[/C][C]16.8374079003316[/C][C]2.16259209966845[/C][/ROW]
[ROW][C]547[/C][C]13[/C][C]13.6488266684574[/C][C]-0.648826668457374[/C][/ROW]
[ROW][C]548[/C][C]14[/C][C]12.9216625816916[/C][C]1.07833741830844[/C][/ROW]
[ROW][C]549[/C][C]10[/C][C]12.2645260937311[/C][C]-2.26452609373108[/C][/ROW]
[ROW][C]550[/C][C]13[/C][C]12.9884548823418[/C][C]0.0115451176581960[/C][/ROW]
[ROW][C]551[/C][C]17[/C][C]17.8460170129832[/C][C]-0.846017012983165[/C][/ROW]
[ROW][C]552[/C][C]19[/C][C]18.4580034214560[/C][C]0.541996578543971[/C][/ROW]
[ROW][C]553[/C][C]17[/C][C]17.0640053957416[/C][C]-0.0640053957416167[/C][/ROW]
[ROW][C]554[/C][C]11[/C][C]10.8064162915031[/C][C]0.193583708496938[/C][/ROW]
[ROW][C]555[/C][C]15[/C][C]14.3311901467619[/C][C]0.668809853238096[/C][/ROW]
[ROW][C]556[/C][C]15[/C][C]14.8625605538221[/C][C]0.137439446177906[/C][/ROW]
[ROW][C]557[/C][C]9[/C][C]9.46555393916793[/C][C]-0.465553939167929[/C][/ROW]
[ROW][C]558[/C][C]15[/C][C]14.9783489846517[/C][C]0.0216510153482510[/C][/ROW]
[ROW][C]559[/C][C]13[/C][C]13.8021745603326[/C][C]-0.802174560332574[/C][/ROW]
[ROW][C]560[/C][C]13[/C][C]13.4529005512322[/C][C]-0.452900551232190[/C][/ROW]
[ROW][C]561[/C][C]19[/C][C]17.8042524181878[/C][C]1.1957475818122[/C][/ROW]
[ROW][C]562[/C][C]17[/C][C]15.0680432410387[/C][C]1.93195675896132[/C][/ROW]
[ROW][C]563[/C][C]21[/C][C]17.5971545068679[/C][C]3.40284549313213[/C][/ROW]
[ROW][C]564[/C][C]13[/C][C]13.4833251098868[/C][C]-0.483325109886798[/C][/ROW]
[ROW][C]565[/C][C]13[/C][C]13.1374128179581[/C][C]-0.137412817958115[/C][/ROW]
[ROW][C]566[/C][C]13[/C][C]14.2025383176041[/C][C]-1.20253831760413[/C][/ROW]
[ROW][C]567[/C][C]14[/C][C]16.0290745880993[/C][C]-2.02907458809926[/C][/ROW]
[ROW][C]568[/C][C]13[/C][C]13.7594437234712[/C][C]-0.759443723471224[/C][/ROW]
[ROW][C]569[/C][C]15[/C][C]14.9490242831311[/C][C]0.0509757168689282[/C][/ROW]
[ROW][C]570[/C][C]14[/C][C]14.1879499264965[/C][C]-0.187949926496540[/C][/ROW]
[ROW][C]571[/C][C]12[/C][C]13.9628566390879[/C][C]-1.96285663908788[/C][/ROW]
[ROW][C]572[/C][C]19[/C][C]17.4768725932737[/C][C]1.52312740672629[/C][/ROW]
[ROW][C]573[/C][C]14[/C][C]13.8992589821179[/C][C]0.100741017882133[/C][/ROW]
[ROW][C]574[/C][C]14[/C][C]14.6962513831998[/C][C]-0.696251383199847[/C][/ROW]
[ROW][C]575[/C][C]13[/C][C]14.0448290080677[/C][C]-1.04482900806772[/C][/ROW]
[ROW][C]576[/C][C]13[/C][C]13.9569432417704[/C][C]-0.956943241770351[/C][/ROW]
[ROW][C]577[/C][C]14[/C][C]15.6293800657281[/C][C]-1.62938006572814[/C][/ROW]
[ROW][C]578[/C][C]13[/C][C]11.7358241738016[/C][C]1.26417582619837[/C][/ROW]
[ROW][C]579[/C][C]13[/C][C]13.5489781553479[/C][C]-0.548978155347915[/C][/ROW]
[ROW][C]580[/C][C]14[/C][C]14.0753477747412[/C][C]-0.0753477747412397[/C][/ROW]
[ROW][C]581[/C][C]14[/C][C]14.4844700231129[/C][C]-0.48447002311295[/C][/ROW]
[ROW][C]582[/C][C]14[/C][C]15.0132243280319[/C][C]-1.01322432803191[/C][/ROW]
[ROW][C]583[/C][C]14[/C][C]13.6248784969959[/C][C]0.375121503004080[/C][/ROW]
[ROW][C]584[/C][C]11[/C][C]12.3271072421286[/C][C]-1.32710724212855[/C][/ROW]
[ROW][C]585[/C][C]13[/C][C]14.2423285263669[/C][C]-1.24232852636685[/C][/ROW]
[ROW][C]586[/C][C]12[/C][C]12.8546340234712[/C][C]-0.854634023471152[/C][/ROW]
[ROW][C]587[/C][C]13[/C][C]15.2131813184580[/C][C]-2.21318131845795[/C][/ROW]
[ROW][C]588[/C][C]13[/C][C]13.8888637666255[/C][C]-0.888863766625475[/C][/ROW]
[ROW][C]589[/C][C]11[/C][C]11.2944032861358[/C][C]-0.294403286135798[/C][/ROW]
[ROW][C]590[/C][C]15[/C][C]14.3850211686651[/C][C]0.614978831334899[/C][/ROW]
[ROW][C]591[/C][C]16[/C][C]14.5610455392931[/C][C]1.43895446070693[/C][/ROW]
[ROW][C]592[/C][C]12[/C][C]13.0519749117560[/C][C]-1.05197491175597[/C][/ROW]
[ROW][C]593[/C][C]10[/C][C]7.53107027833808[/C][C]2.46892972166192[/C][/ROW]
[ROW][C]594[/C][C]16[/C][C]15.4777344189177[/C][C]0.5222655810823[/C][/ROW]
[ROW][C]595[/C][C]15[/C][C]16.2686547926678[/C][C]-1.26865479266784[/C][/ROW]
[ROW][C]596[/C][C]9[/C][C]8.48668100507837[/C][C]0.513318994921628[/C][/ROW]
[ROW][C]597[/C][C]12[/C][C]10.8253003609732[/C][C]1.1746996390268[/C][/ROW]
[ROW][C]598[/C][C]15[/C][C]14.4895507145612[/C][C]0.510449285438834[/C][/ROW]
[ROW][C]599[/C][C]10[/C][C]10.0047248899907[/C][C]-0.00472488999074368[/C][/ROW]
[ROW][C]600[/C][C]9[/C][C]8.10494730169535[/C][C]0.89505269830465[/C][/ROW]
[ROW][C]601[/C][C]15[/C][C]14.1009564471093[/C][C]0.899043552890677[/C][/ROW]
[ROW][C]602[/C][C]13[/C][C]13.8654631731311[/C][C]-0.865463173131135[/C][/ROW]
[ROW][C]603[/C][C]15[/C][C]10.9582013442644[/C][C]4.04179865573557[/C][/ROW]
[ROW][C]604[/C][C]12[/C][C]12.1919658202172[/C][C]-0.19196582021718[/C][/ROW]
[ROW][C]605[/C][C]14[/C][C]10.0979369897182[/C][C]3.90206301028178[/C][/ROW]
[ROW][C]606[/C][C]12[/C][C]12.1892877210547[/C][C]-0.189287721054743[/C][/ROW]
[ROW][C]607[/C][C]13[/C][C]11.1197936865675[/C][C]1.88020631343254[/C][/ROW]
[ROW][C]608[/C][C]10[/C][C]7.9183260849829[/C][C]2.08167391501711[/C][/ROW]
[ROW][C]609[/C][C]14[/C][C]15.1317219004672[/C][C]-1.13172190046716[/C][/ROW]
[ROW][C]610[/C][C]14[/C][C]13.9984715789956[/C][C]0.00152842100444603[/C][/ROW]
[ROW][C]611[/C][C]14[/C][C]15.0529441751675[/C][C]-1.05294417516755[/C][/ROW]
[ROW][C]612[/C][C]12[/C][C]12.4291328006624[/C][C]-0.429132800662439[/C][/ROW]
[ROW][C]613[/C][C]12[/C][C]14.398843700873[/C][C]-2.39884370087299[/C][/ROW]
[ROW][C]614[/C][C]15[/C][C]15.1774207354703[/C][C]-0.177420735470276[/C][/ROW]
[ROW][C]615[/C][C]13[/C][C]12.5532514464617[/C][C]0.446748553538315[/C][/ROW]
[ROW][C]616[/C][C]14[/C][C]14.53207038767[/C][C]-0.532070387669993[/C][/ROW]
[ROW][C]617[/C][C]14[/C][C]10.0654737019068[/C][C]3.93452629809317[/C][/ROW]
[ROW][C]618[/C][C]11[/C][C]10.1033565203552[/C][C]0.896643479644774[/C][/ROW]
[ROW][C]619[/C][C]16[/C][C]16.5221231199943[/C][C]-0.522123119994252[/C][/ROW]
[ROW][C]620[/C][C]13[/C][C]13.7293578552567[/C][C]-0.729357855256707[/C][/ROW]
[ROW][C]621[/C][C]14[/C][C]15.5459355509959[/C][C]-1.54593555099590[/C][/ROW]
[ROW][C]622[/C][C]12[/C][C]13.4424217685523[/C][C]-1.44242176855227[/C][/ROW]
[ROW][C]623[/C][C]15[/C][C]15.5241072598984[/C][C]-0.524107259898384[/C][/ROW]
[ROW][C]624[/C][C]19[/C][C]12.6152492822430[/C][C]6.38475071775698[/C][/ROW]
[ROW][C]625[/C][C]11[/C][C]9.77091478576262[/C][C]1.22908521423738[/C][/ROW]
[ROW][C]626[/C][C]12[/C][C]13.6792308344940[/C][C]-1.67923083449405[/C][/ROW]
[ROW][C]627[/C][C]13[/C][C]14.4013583290665[/C][C]-1.40135832906655[/C][/ROW]
[ROW][C]628[/C][C]11[/C][C]9.51526927325692[/C][C]1.48473072674308[/C][/ROW]
[ROW][C]629[/C][C]12[/C][C]11.859729239868[/C][C]0.140270760132007[/C][/ROW]
[ROW][C]630[/C][C]12[/C][C]13.6658854487488[/C][C]-1.66588544874876[/C][/ROW]
[ROW][C]631[/C][C]14[/C][C]16.0170389848085[/C][C]-2.01703898480846[/C][/ROW]
[ROW][C]632[/C][C]12[/C][C]14.4814780388245[/C][C]-2.4814780388245[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=4

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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	11.5	11.2880509718559	0.211949028144124
2	11	11.9531742222632	-0.953174222263184
3	10.5	12.9123028712151	-2.41230287121514
4	10	10.0047248899907	-0.00472488999073533
5	8.5	8.48668100507838	0.0133189949216213
6	10	7.9183260849829	2.08167391501711
7	10	10.2276387858720	-0.227638785872049
8	8	11.5093280734680	-3.50932807346796
9	10	3.85310378631573	6.14689621368427
10	15	15.4364966928974	-0.436496692897405
11	15.5	15.4451529139116	0.0548470860883915
12	20.5	17.7985668299219	2.70143317007815
13	17.5	17.0023163015929	0.497683698407108
14	17.5	15.5197287964513	1.98027120354869
15	12.5	13.5334469032434	-1.03344690324336
16	14	10.0654737019068	3.93452629809317
17	15	10.9582013442644	4.04179865573557
18	18.5	12.6152492822430	5.88475071775698
19	14.5	15.3850765490146	-0.885076549014595
20	14	14.9993107250049	-0.999310725004895
21	15.5	16.4737388359872	-0.97373883598723
22	15.5	16.4975104007968	-0.997510400796794
23	12	12.8546340234712	-0.854634023471152
24	13	13.9569432417704	-0.956943241770351
25	12	13.6792308344940	-1.67923083449405
26	12	14.4814780388245	-2.4814780388245
27	19	17.1355550253958	1.86444497460420
28	15	16.3310461936890	-1.33104619368898
29	14	15.6099944771972	-1.60999447719718
30	14	15.0497634492733	-1.04976344927333
31	14.5	16.207320955387	-1.70732095538699
32	19	16.3274898791925	2.67251012080746
33	19	16.6924927121380	2.30750728786197
34	20.5	16.3213820473343	4.17861795266575
35	17	15.9991219789429	1.00087802105705
36	16.5	15.6282105591927	0.871789440807295
37	12	13.0519749117560	-1.05197491175597
38	13.5	14.0753477747412	-0.57534777474124
39	13	13.5489781553479	-0.548978155347915
40	11	10.1033565203552	0.896643479644774
41	13.5	14.53207038767	-1.03207038766999
42	12.5	11.1197936865675	1.38020631343254
43	13.5	15.6785294472464	-2.17852944724635
44	14	15.6293800657281	-1.62938006572814
45	16	15.4777344189177	0.5222655810823
46	14.5	15.73440889173	-1.23440889173001
47	18	17.2895948210149	0.710405178985133
48	16	16.1412968687332	-0.141296868733221
49	14.5	15.6280936034591	-1.12809360345909
50	15	16.1103724947726	-1.11037249477257
51	13	11.7358241738016	1.26417582619837
52	11.5	12.7849775447297	-1.28497754472974
53	14.5	14.9490242831311	-0.449024283131072
54	12.5	12.9884548823418	-0.488454882341804
55	12	14.398843700873	-2.39884370087299
56	13	13.8654631731311	-0.865463173131135
57	11	9.77091478576262	1.22908521423738
58	11	9.51526927325692	1.48473072674308
59	16.5	15.6542059872008	0.84579401279921
60	18	16.3189021390253	1.6810978609747
61	16.5	16.4841078589849	0.0158921410151325
62	16	16.0056475694488	-0.00564756944876255
63	14	16.0170389848085	-2.01703898480846
64	12.5	12.5532514464617	-0.0532514464616851
65	15	14.9825395815026	0.0174604184973918
66	19.5	17.1143029297344	2.38569707026565
67	16.5	15.5777172593207	0.922282740679317
68	18.5	15.9620241431384	2.53797585686158
69	14	14.1027767325495	-0.102776732549536
70	13	14.0448290080677	-1.04482900806772
71	9.5	7.53107027833808	1.96892972166192
72	15.5	16.3378504677069	-0.837850467706869
73	14	16.3809772998237	-2.38097729982365
74	11	11.8408417166240	-0.840841716623964
75	14	15.0631540329506	-1.06315403295063
76	11	10.0181800354183	0.981819964581691
77	16.5	16.6067782753010	-0.106778275300964
78	16	15.3225731120857	0.677426887914328
79	16.5	16.7840442500753	-0.284044250075284
80	21	16.5187587401455	4.48124125985449
81	17	17.8460170129832	-0.846017012983165
82	18	16.5398785610714	1.46012143892863
83	14	15.0132243280319	-1.01322432803191
84	14.5	15.5241072598984	-1.02410725989838
85	16	16.5221231199943	-0.522123119994252
86	15.5	14.5610455392931	0.938954460706933
87	15.5	16.6808675480951	-1.18086754809507
88	14.5	16.6890832323053	-2.18908323230525
89	19	17.2420946829797	1.75790531702032
90	14.5	16.4517981974493	-1.95179819744926
91	14	16.6050196703078	-2.60501967030785
92	15	15.5764813711384	-0.576481371138445
93	16	16.7932000537341	-0.79320005373412
94	16	16.8762403015116	-0.876240301511599
95	19.5	18.1606567073507	1.33934329264931
96	11.5	13.4424217685523	-1.94242176855227
97	14	15.1317219004672	-1.13172190046716
98	13.5	15.5459355509959	-2.04593555099590
99	21	17.5971545068679	3.40284549313213
100	19	16.8374079003316	2.16259209966845
101	19	18.4580034214560	0.541996578543971
102	13.5	14.9131851136653	-1.41318511366529
103	12	12.9288918408501	-0.928891840850102
104	17	16.9702013861307	0.0297986138692754
105	16	15.3620412897426	0.637958710257365
106	13.5	16.1866366206783	-2.68663662067831
107	16.5	17.0644812807431	-0.564481280743127
108	14.5	16.3133239783740	-1.81332397837398
109	15	16.3976210794223	-1.39762107942235
110	17	17.7064316908649	-0.706431690864901
111	13.5	14.7026080032336	-1.20260800323365
112	17.5	17.1750232729302	0.324976727069812
113	16.9	16.0533526989434	0.846647301056608
114	14.9	16.0576925464383	-1.15769254643827
115	15.3	15.9646676852002	-0.664667685200227
116	13	15.2131813184580	-2.21318131845795
117	13.9	16.0290745880993	-2.12907458809926
118	12.8	13.8888637666255	-1.08886376662547
119	14.5	16.1526609839272	-1.65266098392721
120	17.6	17.4201031355847	0.179896864415315
121	22.2	18.0318710304636	4.16812896953644
122	22.1	17.686141214941	4.41385878505899
123	17.7	17.6572354101806	0.0427645898193882
124	16.2	16.6452347943338	-0.445234794333798
125	17.8	16.3888951018587	1.41110489814127
126	17	16.4770585673456	0.522941432654445
127	16.4	16.4852265587721	-0.085226558772086
128	15.7	17.1069841547628	-1.40698415476277
129	13.2	13.4833251098868	-0.283325109886799
130	16.7	17.0640053957416	-0.364005395741617
131	12.1	12.1919658202172	-0.0919658202171803
132	15	14.9783489846517	0.0216510153482510
133	14	12.9216625816916	1.07833741830844
134	14.8	15.9759802814204	-1.17598028142041
135	18.6	16.9709935862739	1.62900641372612
136	16.8	16.3404379523791	0.459562047620856
137	12.5	13.8021745603326	-1.30217456033257
138	13.7	14.4844700231129	-0.784470023112951
139	16.9	16.5277380999364	0.372261900063562
140	17.7	17.5934791231963	0.106520876803713
141	11.1	11.2944032861358	-0.194403286135798
142	11.4	12.3271072421286	-0.927107242128553
143	14.5	14.4895507145612	0.0104492854388337
144	14.5	15.5961183125740	-1.09611831257397
145	18.2	16.8191880620233	1.38081193797669
146	15.8	16.8496483553269	-1.04964835532694
147	15.9	15.6038019704804	0.296198029519591
148	16.4	16.5994117236330	-0.199411723633025
149	14.5	16.0061378426005	-1.50613784260053
150	12.8	14.8809932129954	-2.08099321299542
151	21.5	18.1540440564478	3.34595594355218
152	14.4	16.1083016244955	-1.70830162449552
153	18.6	16.7199396606192	1.88006033938083
154	13.2	13.6488266684574	-0.448826668457375
155	12.8	13.3584489607999	-0.558448960799888
156	18.2	16.7512149856934	1.44878501430663
157	15.8	16.9622567492527	-1.16225674925275
158	17.2	16.9862763900122	0.213723609987755
159	17.2	17.0485856949392	0.151414305060763
160	16.7	17.2810381841744	-0.581038184174371
161	18.7	16.7752346264529	1.92476537354713
162	13.2	12.4207883423389	0.779211657661122
163	13.4	11.8611522127495	1.53884778725047
164	13.7	14.6962513831998	-0.996251383199848
165	16.5	17.0285096038804	-0.528509603880355
166	14.7	15.0109107952302	-0.310910795230209
167	14.5	16.6470395281106	-2.14703952811064
168	17.6	17.3778073894951	0.222192610504867
169	15.9	15.8754614372541	0.0245385627458789
170	13.6	14.6467539576272	-1.04675395762718
171	15.8	14.8361701593583	0.963829840641741
172	14.9	16.3653261035344	-1.4653261035344
173	16.6	16.9677893305619	-0.367789330561949
174	18.2	17.0381570909008	1.16184290909925
175	17.3	17.3382986362346	-0.0382986362345874
176	16.6	15.9858710733136	0.614128926686391
177	15.4	14.8625605538221	0.537439446177907
178	13.2	14.2025383176041	-1.00253831760413
179	15.2	14.3311901467619	0.868809853238095
180	14.3	14.1879499264965	0.112050073503460
181	15	14.8560077864989	0.143992213501094
182	14	16.1679852152496	-2.16798521524959
183	15.2	16.8172245354482	-1.61722453544818
184	15	17.4571672498625	-2.45716724986249
185	24.8	19.5802701412031	5.21972985879686
186	22.2	17.1095925672532	5.09040743274678
187	14.9	16.7981006148791	-1.89810061487913
188	19.2	16.9620811573653	2.23791884263473
189	16	16.4222026812578	-0.422202681257785
190	11.3	13.6976508002781	-2.39765080027805
191	13.2	16.0760971233429	-2.87609712334288
192	14.7	16.3648059654879	-1.66480596548786
193	15.5	16.7646722535563	-1.26467225355630
194	16.4	16.9508091367487	-0.550809136748669
195	18.1	17.2775783629162	0.822421637083818
196	20.1	17.4331952320092	2.66680476799079
197	15.8	16.3490497017222	-0.549049701722185
198	15.5	16.6866913597221	-1.18669135972212
199	15	15.8116788065056	-0.811678806505626
200	15.2	16.7285919855658	-1.52859198556580
201	14.4	15.5938778829477	-1.19387788294767
202	19.2	17.2353223872981	1.96467761270191
203	19.9	19.1585268429746	0.741473157025434
204	13.8	16.2389659204379	-2.43896592043789
205	15.3	16.6342000460518	-1.33420004605177
206	15.1	16.302501431638	-1.202501431638
207	15.7	16.4802269486536	-0.780226948653607
208	16.4	16.7886728190011	-0.388672819001111
209	12.6	14.4862747568898	-1.88627475688979
210	12.9	16.161445513732	-3.26144551373198
211	16.4	16.5924116048646	-0.192411604864580
212	16.1	16.5996038120709	-0.499603812070855
213	19.4	16.8254605423989	2.57453945760114
214	17.3	17.2565828475654	0.0434171524345899
215	14.9	17.5469605552229	-2.64696055522290
216	16.2	16.9309134086544	-0.730913408654398
217	14.2	16.6043874174823	-2.40438741748225
218	14.8	15.7308897919698	-0.930889791969808
219	20.4	18.9926147637642	1.40738523623585
220	13.8	14.5431453859877	-0.743145385987653
221	15.8	16.1034357832351	-0.303435783235124
222	17.1	17.0143127394899	0.0856872605100983
223	16.6	18.2743634084458	-1.67436340844578
224	18.6	16.8099034143737	1.79009658562634
225	18	16.0660800662232	1.93391993377679
226	16	16.5864874269608	-0.586487426960813
227	18	16.6195435695426	1.3804564304574
228	15.3	15.966824547639	-0.666824547639005
229	17.6	16.5244991243399	1.07550087566010
230	14.7	17.2737193252901	-2.57371932529008
231	14.5	15.2867287991265	-0.786728799126493
232	14.5	16.5546671725613	-2.05466717256127
233	15.7	16.5881074920187	-0.888107492018718
234	16.4	15.0883097077868	1.31169029221323
235	17	16.6034250016064	0.396574998393584
236	13.9	15.9919440455324	-2.09194404553243
237	17.3	17.2722865077154	0.0277134922845562
238	15.6	17.1922741416594	-1.59227414165941
239	11.6	15.8882042837992	-4.28820428379916
240	18.6	17.4075710778552	1.19242892214481
241	18	15.5183379416609	2.48166205833906
242	17	16.9340938179745	0.0659061820254966
243	17	16.7584726296595	0.241527370340534
244	16	16.5996038120709	-0.599603812070857
245	19	16.3274898791925	2.67251012080746
246	18	17.1750232729302	0.824976727069812
247	17	17.1750232729302	-0.175023272930188
248	14	16.1083016244955	-2.10830162449552
249	16	16.6386842892008	-0.638684289200836
250	12	15.7984957930521	-3.7984957930521
251	19	16.9709935862739	2.02900641372612
252	19	16.6924927121380	2.30750728786197
253	21	17.7985668299219	3.20143317007815
254	21	16.5187587401455	4.48124125985449
255	15	16.6342000460518	-1.63420004605177
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602	13	13.8654631731311	-0.865463173131135
603	15	10.9582013442644	4.04179865573557
604	12	12.1919658202172	-0.19196582021718
605	14	10.0979369897182	3.90206301028178
606	12	12.1892877210547	-0.189287721054743
607	13	11.1197936865675	1.88020631343254
608	10	7.9183260849829	2.08167391501711
609	14	15.1317219004672	-1.13172190046716
610	14	13.9984715789956	0.00152842100444603
611	14	15.0529441751675	-1.05294417516755
612	12	12.4291328006624	-0.429132800662439
613	12	14.398843700873	-2.39884370087299
614	15	15.1774207354703	-0.177420735470276
615	13	12.5532514464617	0.446748553538315
616	14	14.53207038767	-0.532070387669993
617	14	10.0654737019068	3.93452629809317
618	11	10.1033565203552	0.896643479644774
619	16	16.5221231199943	-0.522123119994252
620	13	13.7293578552567	-0.729357855256707
621	14	15.5459355509959	-1.54593555099590
622	12	13.4424217685523	-1.44242176855227
623	15	15.5241072598984	-0.524107259898384
624	19	12.6152492822430	6.38475071775698
625	11	9.77091478576262	1.22908521423738
626	12	13.6792308344940	-1.67923083449405
627	13	14.4013583290665	-1.40135832906655
628	11	9.51526927325692	1.48473072674308
629	12	11.859729239868	0.140270760132007
630	12	13.6658854487488	-1.66588544874876
631	14	16.0170389848085	-2.01703898480846
632	12	14.4814780388245	-2.4814780388245

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
8	0.590728319131341	0.818543361737317	0.409271680868659
9	0.442871451088646	0.885742902177293	0.557128548911354
10	0.300323404365471	0.600646808730942	0.699676595634529
11	0.327142013010238	0.654284026020476	0.672857986989762
12	0.243670150539197	0.487340301078394	0.756329849460803
13	0.197507973018255	0.395015946036511	0.802492026981745
14	0.175479611498851	0.350959222997701	0.82452038850115
15	0.313758181990717	0.627516363981433	0.686241818009283
16	0.927911058722351	0.144177882555298	0.0720889412776489
17	0.961284805313706	0.0774303893725873	0.0387151946862936
18	0.990754924492119	0.0184901510157622	0.00924507550788108
19	0.99036256769707	0.0192748646058607	0.00963743230293035
20	0.989616844592895	0.0207663108142097	0.0103831554071049
21	0.985610070781558	0.0287798584368845	0.0143899292184422
22	0.978985166723435	0.0420296665531293	0.0210148332765646
23	0.972527071045397	0.0549458579092066	0.0274729289546033
24	0.962525339646123	0.0749493207077549	0.0374746603538774
25	0.952446820060522	0.0951063598789558	0.0475531799394779
26	0.946798177894425	0.106403644211149	0.0532018221055746
27	0.966327286500717	0.0673454269985661	0.0336727134992831
28	0.95550856982694	0.08898286034612	0.04449143017306
29	0.956639344892648	0.0867213102147031	0.0433606551073516
30	0.953201068952306	0.0935978620953887	0.0467989310476943
31	0.950985867340591	0.0980282653188177	0.0490141326594089
32	0.965864767514197	0.0682704649716059	0.0341352324858029
33	0.97706597750294	0.0458680449941191	0.0229340224970595
34	0.991813289661305	0.0163734206773897	0.00818671033869483
35	0.988744356898017	0.0225112862039653	0.0112556431019827
36	0.984750925462976	0.030498149074048	0.015249074537024
37	0.980496175622863	0.0390076487542746	0.0195038243771373
38	0.974120590805394	0.0517588183892113	0.0258794091946057
39	0.966442195389425	0.0671156092211498	0.0335578046105749
40	0.957159805603093	0.0856803887938143	0.0428401943969071
41	0.945785408156805	0.10842918368639	0.054214591843195
42	0.937338012360646	0.125323975278709	0.0626619876393544
43	0.970258185934974	0.0594836281300526	0.0297418140650263
44	0.962977451185222	0.0740450976295566	0.0370225488147783
45	0.95796345202618	0.0840730959476387	0.0420365479738194
46	0.95903787997581	0.0819242400483811	0.0409621200241905
47	0.953770124922159	0.0924597501556825	0.0462298750778412
48	0.942519557147407	0.114960885705186	0.0574804428525928
49	0.939004298351602	0.121991403296796	0.0609957016483981
50	0.933435714757262	0.133128570485476	0.066564285242738
51	0.921388761144334	0.157222477711331	0.0786112388556657
52	0.920417827639336	0.159164344721329	0.0795821723606644
53	0.904258498152003	0.191483003695995	0.0957415018479973
54	0.887745336779049	0.224509326441902	0.112254663220951
55	0.87346596106181	0.253068077876381	0.126534038938191
56	0.852015792004673	0.295968415990654	0.147984207995327
57	0.831948151531352	0.336103696937295	0.168051848468648
58	0.812438935051948	0.375122129896104	0.187561064948052
59	0.805195877628183	0.389608244743633	0.194804122371817
60	0.84644373581772	0.307112528364560	0.153556264182280
61	0.835271313127896	0.329457373744208	0.164728686872104
62	0.811548141248481	0.376903717503039	0.188451858751519
63	0.789098716641077	0.421802566717846	0.210901283358923
64	0.761393058606168	0.477213882787664	0.238606941393832
65	0.732065696335204	0.535868607329592	0.267934303664796
66	0.779249650531417	0.441500698937165	0.220750349468583
67	0.752169098585295	0.49566180282941	0.247830901414705
68	0.770094081307015	0.459811837385971	0.229905918692985
69	0.747928249901249	0.504143500197503	0.252071750098751
70	0.720308578825697	0.559382842348607	0.279691421174303
71	0.69703094177217	0.605938116455662	0.302969058227831
72	0.67582356255874	0.648352874882521	0.324176437441261
73	0.71682155708991	0.56635688582018	0.28317844291009
74	0.700925186014667	0.598149627970665	0.299074813985333
75	0.701768992803265	0.59646201439347	0.298231007196735
76	0.672824332790871	0.654351334418257	0.327175667209129
77	0.643539082057769	0.712921835884463	0.356460917942231
78	0.621715085936378	0.756569828127243	0.378284914063622
79	0.58842699525747	0.82314600948506	0.41157300474253
80	0.740880793875344	0.518238412249312	0.259119206124656
81	0.716653987089901	0.566692025820199	0.283346012910099
82	0.734393487781131	0.531213024437738	0.265606512218869
83	0.7086489177321	0.5827021645358	0.2913510822679
84	0.680892485940047	0.638215028119905	0.319107514059953
85	0.654844987972755	0.69031002405449	0.345155012027245
86	0.640171616453529	0.719656767092943	0.359828383546471
87	0.631254019884802	0.737491960230397	0.368745980115198
88	0.657991144316903	0.684017711366194	0.342008855683097
89	0.659125769097857	0.681748461804285	0.340874230902143
90	0.677552655786346	0.644894688427307	0.322447344213653
91	0.713874820767649	0.572250358464702	0.286125179232351
92	0.69335437186072	0.61329125627856	0.30664562813928
93	0.671513226720186	0.656973546559627	0.328486773279814
94	0.643423874155711	0.713152251688578	0.356576125844289
95	0.67743657602747	0.645126847945059	0.322563423972530
96	0.673409947020153	0.653180105959695	0.326590052979847
97	0.647600305025889	0.704799389948222	0.352399694974111
98	0.63524166708992	0.729516665820161	0.364758332910080
99	0.767823689033203	0.464352621933595	0.232176310966797
100	0.800787899618473	0.398424200763055	0.199212100381527
101	0.792405807158797	0.415188385682405	0.207594192841203
102	0.77818652626055	0.443626947478899	0.221813473739449
103	0.760059096794104	0.479881806411792	0.239940903205896
104	0.735479068417022	0.529041863165957	0.264520931582978
105	0.715522463194261	0.568955073611479	0.284477536805739
106	0.759071630072675	0.48185673985465	0.240928369927325
107	0.737234624091428	0.525530751817144	0.262765375908572
108	0.732850045401057	0.534299909197886	0.267149954598943
109	0.726593165074183	0.546813669851634	0.273406834925817
110	0.70337491384908	0.59325017230184	0.29662508615092
111	0.700099832141463	0.599800335717073	0.299900167858537
112	0.67538548064358	0.649229038712839	0.324614519356420
113	0.653346693497993	0.693306613004013	0.346653306502007
114	0.63960472974236	0.72079054051528	0.36039527025764
115	0.61724823964056	0.76550352071888	0.38275176035944
116	0.618977416771487	0.762045166457027	0.381022583228513
117	0.613108595107833	0.773782809784333	0.386891404892167
118	0.591421168432841	0.817157663134318	0.408578831567159
119	0.579463691590047	0.841072616819906	0.420536308409953
120	0.558178421579986	0.883643156840028	0.441821578420014
121	0.710739361542906	0.578521276914188	0.289260638457094
122	0.834818983678882	0.330362032642236	0.165181016321118
123	0.819664376171567	0.360671247656866	0.180335623828433
124	0.8008078865258	0.3983842269484	0.1991921134742
125	0.7986635540763	0.402672891847398	0.201336445923699
126	0.779071201245426	0.441857597509147	0.220928798754574
127	0.757925887148356	0.484148225703289	0.242074112851644
128	0.747732803142507	0.504534393714986	0.252267196857493
129	0.724885270224883	0.550229459550234	0.275114729775117
130	0.702828492127611	0.594343015744778	0.297171507872389
131	0.678100327867253	0.643799344265494	0.321899672132747
132	0.654420561049111	0.691158877901778	0.345579438950889
133	0.638359627190986	0.723280745618028	0.361640372809014
134	0.629488203582905	0.74102359283419	0.370511796417095
135	0.623457277319473	0.753085445361054	0.376542722680527
136	0.597602444467336	0.804795111065328	0.402397555532664
137	0.582978593931896	0.834042812136209	0.417021406068104
138	0.55844218521376	0.883115629572481	0.441557814786241
139	0.535615127590595	0.92876974481881	0.464384872409405
140	0.512988121446793	0.974023757106415	0.487011878553207
141	0.487426380853515	0.97485276170703	0.512573619146485
142	0.468390348862328	0.936780697724657	0.531609651137672
143	0.442905553111122	0.885811106222244	0.557094446888878
144	0.434769934867254	0.869539869734508	0.565230065132746
145	0.424035733467635	0.84807146693527	0.575964266532365
146	0.407334294782441	0.814668589564882	0.592665705217559
147	0.381629168631172	0.763258337262344	0.618370831368828
148	0.357223794168042	0.714447588336083	0.642776205831958
149	0.348281738616427	0.696563477232854	0.651718261383573
150	0.369971424484392	0.739942848968784	0.630028575515608
151	0.447406646676936	0.894813293353873	0.552593353323064
152	0.456845150085984	0.913690300171968	0.543154849914016
153	0.459712373035814	0.919424746071627	0.540287626964186
154	0.434547119156855	0.86909423831371	0.565452880843145
155	0.410846751623743	0.821693503247487	0.589153248376257
156	0.410725577645126	0.821451155290251	0.589274422354874
157	0.393557230593089	0.787114461186178	0.606442769406911
158	0.371138464999158	0.742276929998316	0.628861535000842
159	0.347865465059142	0.695730930118283	0.652134534940858
160	0.325164249573172	0.650328499146344	0.674835750426828
161	0.342948548470001	0.685897096940002	0.657051451529999
162	0.322998795710484	0.645997591420968	0.677001204289516
163	0.313327869429038	0.626655738858075	0.686672130570962
164	0.295148632453888	0.590297264907776	0.704851367546112
165	0.275766857624174	0.551533715248348	0.724233142375826
166	0.25741195241456	0.51482390482912	0.74258804758544
167	0.273273272283306	0.546546544566612	0.726726727716694
168	0.252721265165870	0.505442530331739	0.74727873483413
169	0.23246664565032	0.46493329130064	0.76753335434968
170	0.219543635712359	0.439087271424718	0.780456364287641
171	0.208895281258255	0.417790562516510	0.791104718741745
172	0.206956905280259	0.413913810560517	0.793043094719741
173	0.190008211109041	0.380016422218081	0.80999178889096
174	0.184498521469890	0.368997042939781	0.81550147853011
175	0.167903481174164	0.335806962348328	0.832096518825836
176	0.155439528952911	0.310879057905821	0.844560471047089
177	0.143776369159979	0.287552738319958	0.85622363084002
178	0.133549091910438	0.267098183820875	0.866450908089562
179	0.125036248345715	0.250072496691429	0.874963751654285
180	0.112662734510320	0.225325469020641	0.88733726548968
181	0.101548345201789	0.203096690403578	0.898451654798211
182	0.112141464820896	0.224282929641792	0.887858535179104
183	0.111915864753679	0.223831729507358	0.888084135246321
184	0.123649712969805	0.247299425939611	0.876350287030195
185	0.292271851321673	0.584543702643347	0.707728148678327
186	0.503273480426423	0.993453039147153	0.496726519573577
187	0.510284570178424	0.979430859643151	0.489715429821576
188	0.525811450416367	0.948377099167266	0.474188549583633
189	0.502688056681451	0.994623886637098	0.497311943318549
190	0.530361613426131	0.939276773147738	0.469638386573869
191	0.576559600309626	0.846880799380747	0.423440399690374
192	0.575651484032696	0.848697031934608	0.424348515967304
193	0.564536437988911	0.870927124022179	0.435463562011089
194	0.542576961148397	0.914846077703206	0.457423038851603
195	0.525043352228287	0.949913295543427	0.474956647771713
196	0.562273296870098	0.875453406259804	0.437726703129902
197	0.540566870733802	0.918866258532397	0.459433129266198
198	0.527373342764902	0.945253314470196	0.472626657235098
199	0.508647556874732	0.982704886250536	0.491352443125268
200	0.503192343751315	0.99361531249737	0.496807656248685
201	0.490727346363787	0.981454692727574	0.509272653636213
202	0.49931030208806	0.99862060417612	0.50068969791194
203	0.482972573199848	0.965945146399695	0.517027426800152
204	0.508827017005951	0.982345965988098	0.491172982994049
205	0.499195011883348	0.998390023766697	0.500804988116652
206	0.48622695597354	0.97245391194708	0.51377304402646
207	0.466700338905112	0.933400677810223	0.533299661094888
208	0.443661161837041	0.887322323674082	0.556338838162959
209	0.447883802053428	0.895767604106856	0.552116197946572
210	0.509046165919919	0.981907668160161	0.490953834080081
211	0.485168110866994	0.970336221733988	0.514831889133006
212	0.462907837396922	0.925815674793845	0.537092162603078
213	0.494594200601575	0.98918840120315	0.505405799398425
214	0.470741876285316	0.94148375257063	0.529258123714685
215	0.50026918378117	0.99946163243766	0.49973081621883
216	0.480069870306696	0.960139740613393	0.519930129693304
217	0.50056427560523	0.99887144878954	0.49943572439477
218	0.482807441344735	0.96561488268947	0.517192558655265
219	0.479727550819822	0.959455101639644	0.520272449180178
220	0.459699110693575	0.91939822138715	0.540300889306425
221	0.436597702982318	0.873195405964635	0.563402297017682
222	0.413712492977716	0.827424985955433	0.586287507022283
223	0.409344704524164	0.818689409048327	0.590655295475836
224	0.413768210182064	0.827536420364128	0.586231789817936
225	0.421063919056814	0.842127838113628	0.578936080943186
226	0.400286830965885	0.800573661931769	0.599713169034115
227	0.392984994841511	0.785969989683023	0.607015005158489
228	0.373571732867905	0.74714346573581	0.626428267132095
229	0.360676324271839	0.721352648543677	0.639323675728161
230	0.386200685107011	0.772401370214022	0.613799314892989
231	0.368420206642290	0.736840413284581	0.63157979335771
232	0.376454635220659	0.752909270441319	0.623545364779341
233	0.359427538912851	0.718855077825702	0.640572461087149
234	0.351410575961758	0.702821151923516	0.648589424038242
235	0.331463728081428	0.662927456162855	0.668536271918572
236	0.340718703329862	0.681437406659725	0.659281296670138
237	0.319628550734076	0.639257101468152	0.680371449265924
238	0.314972251030773	0.629944502061547	0.685027748969227
239	0.427585655366688	0.855171310733376	0.572414344633312
240	0.417896584387231	0.835793168774463	0.582103415612769
241	0.443706786040169	0.887413572080338	0.556293213959831
242	0.420884956277576	0.841769912555152	0.579115043722424
243	0.39886374019769	0.79772748039538	0.60113625980231
244	0.378844799433216	0.757689598866432	0.621155200566784
245	0.411857907850371	0.823715815700743	0.588142092149629
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500	0.998999887267692	0.00200022546461565	0.00100011273230783
501	0.998776653139866	0.00244669372026771	0.00122334686013385
502	0.998453840784297	0.00309231843140689	0.00154615921570345
503	0.998422738557566	0.00315452288486883	0.00157726144243441
504	0.998027599999652	0.0039448000006964	0.0019724000003482
505	0.997730577349629	0.00453884530074282	0.00226942265037141
506	0.997391093999852	0.00521781200029647	0.00260890600014824
507	0.99706481022055	0.00587037955890014	0.00293518977945007
508	0.99656054630432	0.00687890739135842	0.00343945369567921
509	0.995940890837255	0.00811821832549018	0.00405910916274509
510	0.995716459277419	0.00856708144516281	0.00428354072258141
511	0.995077734736603	0.00984453052679477	0.00492226526339739
512	0.999876768153425	0.000246463693149982	0.000123231846574991
513	0.99983541438724	0.000329171225519374	0.000164585612759687
514	0.999791614264716	0.00041677147056762	0.00020838573528381
515	0.99973406266827	0.000531874663460907	0.000265937331730453
516	0.999861279209479	0.000277441581043003	0.000138720790521501
517	0.99981230433033	0.000375391339339864	0.000187695669669932
518	0.999769771853678	0.000460456292644148	0.000230228146322074
519	0.999757162880685	0.000485674238630717	0.000242837119315359
520	0.999824151100058	0.000351697799884381	0.000175848899942191
521	0.999846169743585	0.000307660512829552	0.000153830256414776
522	0.999820552302464	0.000358895395072409	0.000179447697536204
523	0.999820272319003	0.000359455361994970	0.000179727680997485
524	0.999809326733016	0.000381346533967634	0.000190673266983817
525	0.999787737340038	0.0004245253199233	0.00021226265996165
526	0.999773079837698	0.000453840324603922	0.000226920162301961
527	0.99972793506171	0.00054412987658014	0.00027206493829007
528	0.999692954276397	0.000614091447205312	0.000307045723602656
529	0.999586631783708	0.000826736432584904	0.000413368216292452
530	0.99944978335157	0.00110043329685983	0.000550216648429915
531	0.999691193918637	0.000617612162726001	0.000308806081363001
532	0.999583958636145	0.000832082727709764	0.000416041363854882
533	0.999931776147451	0.000136447705097897	6.82238525489483e-05
534	0.999921101510855	0.000157796978290706	7.88984891453528e-05
535	0.99990862736741	0.000182745265178146	9.13726325890732e-05
536	0.999873650229973	0.000252699540053946	0.000126349770026973
537	0.9998431676369	0.000313664726200892	0.000156832363100446
538	0.999837875536308	0.000324248927384521	0.000162124463692261
539	0.999783044622205	0.000433910755589273	0.000216955377794636
540	0.999706793272328	0.000586413455342904	0.000293206727671452
541	0.99968984818621	0.000620303627582048	0.000310151813791024
542	0.999682220737587	0.000635558524825683	0.000317779262412842
543	0.999564223253212	0.000871553493575008	0.000435776746787504
544	0.999540261286656	0.000919477426687532	0.000459738713343766
545	0.999996890681352	6.21863729629817e-06	3.10931864814909e-06
546	0.999997436518513	5.12696297419896e-06	2.56348148709948e-06
547	0.999996142564555	7.71487089021102e-06	3.85743544510551e-06
548	0.999994860946479	1.02781070420832e-05	5.13905352104159e-06
549	0.999993315639632	1.33687207367685e-05	6.68436036838425e-06
550	0.9999898729136	2.02541728007068e-05	1.01270864003534e-05
551	0.999987103699735	2.57926005298207e-05	1.28963002649104e-05
552	0.999980405026796	3.91899464077949e-05	1.95949732038975e-05
553	0.999999244717301	1.51056539733629e-06	7.55282698668144e-07
554	0.999998886216546	2.22756690896849e-06	1.11378345448425e-06
555	0.99999883108468	2.33783063990686e-06	1.16891531995343e-06
556	0.999998383905489	3.23218902221244e-06	1.61609451110622e-06
557	0.999998481239583	3.03752083382371e-06	1.51876041691186e-06
558	0.999997747954415	4.50409116939718e-06	2.25204558469859e-06
559	0.999997369492293	5.26101541493293e-06	2.63050770746647e-06
560	0.999997025240563	5.94951887449224e-06	2.97475943724612e-06
561	0.999996266142626	7.4677147479557e-06	3.73385737397785e-06
562	0.999999979392111	4.12157785473511e-08	2.06078892736756e-08
563	0.999999967128005	6.574399028937e-08	3.2871995144685e-08
564	0.99999994961866	1.00762680134134e-07	5.0381340067067e-08
565	0.999999933042264	1.33915472356860e-07	6.69577361784299e-08
566	0.999999891770035	2.16459929257717e-07	1.08229964628858e-07
567	0.999999828591644	3.42816712695209e-07	1.71408356347604e-07
568	0.999999713835776	5.72328448380491e-07	2.86164224190245e-07
569	0.999999514876158	9.70247683455153e-07	4.85123841727576e-07
570	0.999999543783033	9.12433933132133e-07	4.56216966566066e-07
571	0.999999328429776	1.34314044876774e-06	6.7157022438387e-07
572	0.999999929255415	1.4148917063602e-07	7.074458531801e-08
573	0.99999986803068	2.63938640322742e-07	1.31969320161371e-07
574	0.999999756189415	4.87621169638479e-07	2.43810584819240e-07
575	0.999999581686615	8.36626769997597e-07	4.18313384998799e-07
576	0.999999421736642	1.15652671529043e-06	5.78263357645217e-07
577	0.999999023389711	1.95322057781660e-06	9.76610288908298e-07
578	0.999998370887145	3.25822571006117e-06	1.62911285503059e-06
579	0.999997164542245	5.67091550982383e-06	2.83545775491191e-06
580	0.99999491028191	1.01794361818024e-05	5.0897180909012e-06
581	0.999990975922183	1.80481556349294e-05	9.02407781746468e-06
582	0.99998646625783	2.70674843395625e-05	1.35337421697813e-05
583	0.999986209794669	2.75804106622975e-05	1.37902053311487e-05
584	0.999992003002865	1.59939942693752e-05	7.99699713468759e-06
585	0.999991958006703	1.60839865943107e-05	8.04199329715535e-06
586	0.999990423120573	1.91537588549447e-05	9.57687942747235e-06
587	0.999996944147827	6.11170434596827e-06	3.05585217298413e-06
588	0.999994357754555	1.12844908894007e-05	5.64224544470037e-06
589	0.999989506889136	2.09862217274091e-05	1.04931108637046e-05
590	0.99998147690396	3.70461920801697e-05	1.85230960400848e-05
591	0.999973972825137	5.20543497268549e-05	2.60271748634274e-05
592	0.999977202744208	4.55945115834284e-05	2.27972557917142e-05
593	0.999978466212154	4.3067575692103e-05	2.15337878460515e-05
594	0.999964379814116	7.12403717688205e-05	3.56201858844102e-05
595	0.999939465925882	0.000121068148235761	6.05340741178805e-05
596	0.999919417865923	0.000161164268154986	8.0582134077493e-05
597	0.999861844949869	0.000276310100262115	0.000138155050131058
598	0.999894335054765	0.000211329890470357	0.000105664945235179
599	0.99981469462959	0.000370610740818105	0.000185305370409053
600	0.99969898239231	0.000602035215379695	0.000301017607689848
601	0.999773822154858	0.000452355690284094	0.000226177845142047
602	0.999607077559563	0.000785844880873706	0.000392922440436853
603	0.999365833470062	0.00126833305987652	0.000634166529938262
604	0.999630225143013	0.000739549713974024	0.000369774856987012
605	0.999741771067386	0.000516457865227406	0.000258228932613703
606	0.99949920060711	0.00100159878578181	0.000500799392890906
607	0.99944330484396	0.00111339031208025	0.000556695156040124
608	0.998970657869464	0.00205868426107184	0.00102934213053592
609	0.998160510659167	0.00367897868166636	0.00183948934083318
610	0.99660727243616	0.00678545512767908	0.00339272756383954
611	0.996321083454292	0.00735783309141654	0.00367891654570827
612	0.993369130935333	0.0132617381293346	0.0066308690646673
613	0.990506312309133	0.0189873753817348	0.0094936876908674
614	0.983102917333914	0.0337941653321725	0.0168970826660862
615	0.981618311309614	0.0367633773807729	0.0183816886903865
616	0.966920566069966	0.0661588678600676	0.0330794339300338
617	0.952703687941607	0.0945926241167856	0.0472963120583928
618	0.919897700631052	0.160204598737895	0.0801022993689475
619	0.881735773607968	0.236528452784063	0.118264226392032
620	0.879660430694616	0.240679138610769	0.120339569305384
621	0.825103232308175	0.34979353538365	0.174896767691825
622	0.741747885270483	0.516504229459034	0.258252114729517
623	0.608270764794114	0.783458470411771	0.391729235205886
624	0.96939836770963	0.0612032645807399	0.0306016322903700

\begin{tabular}{lllllllll}
\hline
Goldfeld-Quandt test for Heteroskedasticity \tabularnewline
p-values & Alternative Hypothesis \tabularnewline
breakpoint index & greater & 2-sided & less \tabularnewline
8 & 0.590728319131341 & 0.818543361737317 & 0.409271680868659 \tabularnewline
9 & 0.442871451088646 & 0.885742902177293 & 0.557128548911354 \tabularnewline
10 & 0.300323404365471 & 0.600646808730942 & 0.699676595634529 \tabularnewline
11 & 0.327142013010238 & 0.654284026020476 & 0.672857986989762 \tabularnewline
12 & 0.243670150539197 & 0.487340301078394 & 0.756329849460803 \tabularnewline
13 & 0.197507973018255 & 0.395015946036511 & 0.802492026981745 \tabularnewline
14 & 0.175479611498851 & 0.350959222997701 & 0.82452038850115 \tabularnewline
15 & 0.313758181990717 & 0.627516363981433 & 0.686241818009283 \tabularnewline
16 & 0.927911058722351 & 0.144177882555298 & 0.0720889412776489 \tabularnewline
17 & 0.961284805313706 & 0.0774303893725873 & 0.0387151946862936 \tabularnewline
18 & 0.990754924492119 & 0.0184901510157622 & 0.00924507550788108 \tabularnewline
19 & 0.99036256769707 & 0.0192748646058607 & 0.00963743230293035 \tabularnewline
20 & 0.989616844592895 & 0.0207663108142097 & 0.0103831554071049 \tabularnewline
21 & 0.985610070781558 & 0.0287798584368845 & 0.0143899292184422 \tabularnewline
22 & 0.978985166723435 & 0.0420296665531293 & 0.0210148332765646 \tabularnewline
23 & 0.972527071045397 & 0.0549458579092066 & 0.0274729289546033 \tabularnewline
24 & 0.962525339646123 & 0.0749493207077549 & 0.0374746603538774 \tabularnewline
25 & 0.952446820060522 & 0.0951063598789558 & 0.0475531799394779 \tabularnewline
26 & 0.946798177894425 & 0.106403644211149 & 0.0532018221055746 \tabularnewline
27 & 0.966327286500717 & 0.0673454269985661 & 0.0336727134992831 \tabularnewline
28 & 0.95550856982694 & 0.08898286034612 & 0.04449143017306 \tabularnewline
29 & 0.956639344892648 & 0.0867213102147031 & 0.0433606551073516 \tabularnewline
30 & 0.953201068952306 & 0.0935978620953887 & 0.0467989310476943 \tabularnewline
31 & 0.950985867340591 & 0.0980282653188177 & 0.0490141326594089 \tabularnewline
32 & 0.965864767514197 & 0.0682704649716059 & 0.0341352324858029 \tabularnewline
33 & 0.97706597750294 & 0.0458680449941191 & 0.0229340224970595 \tabularnewline
34 & 0.991813289661305 & 0.0163734206773897 & 0.00818671033869483 \tabularnewline
35 & 0.988744356898017 & 0.0225112862039653 & 0.0112556431019827 \tabularnewline
36 & 0.984750925462976 & 0.030498149074048 & 0.015249074537024 \tabularnewline
37 & 0.980496175622863 & 0.0390076487542746 & 0.0195038243771373 \tabularnewline
38 & 0.974120590805394 & 0.0517588183892113 & 0.0258794091946057 \tabularnewline
39 & 0.966442195389425 & 0.0671156092211498 & 0.0335578046105749 \tabularnewline
40 & 0.957159805603093 & 0.0856803887938143 & 0.0428401943969071 \tabularnewline
41 & 0.945785408156805 & 0.10842918368639 & 0.054214591843195 \tabularnewline
42 & 0.937338012360646 & 0.125323975278709 & 0.0626619876393544 \tabularnewline
43 & 0.970258185934974 & 0.0594836281300526 & 0.0297418140650263 \tabularnewline
44 & 0.962977451185222 & 0.0740450976295566 & 0.0370225488147783 \tabularnewline
45 & 0.95796345202618 & 0.0840730959476387 & 0.0420365479738194 \tabularnewline
46 & 0.95903787997581 & 0.0819242400483811 & 0.0409621200241905 \tabularnewline
47 & 0.953770124922159 & 0.0924597501556825 & 0.0462298750778412 \tabularnewline
48 & 0.942519557147407 & 0.114960885705186 & 0.0574804428525928 \tabularnewline
49 & 0.939004298351602 & 0.121991403296796 & 0.0609957016483981 \tabularnewline
50 & 0.933435714757262 & 0.133128570485476 & 0.066564285242738 \tabularnewline
51 & 0.921388761144334 & 0.157222477711331 & 0.0786112388556657 \tabularnewline
52 & 0.920417827639336 & 0.159164344721329 & 0.0795821723606644 \tabularnewline
53 & 0.904258498152003 & 0.191483003695995 & 0.0957415018479973 \tabularnewline
54 & 0.887745336779049 & 0.224509326441902 & 0.112254663220951 \tabularnewline
55 & 0.87346596106181 & 0.253068077876381 & 0.126534038938191 \tabularnewline
56 & 0.852015792004673 & 0.295968415990654 & 0.147984207995327 \tabularnewline
57 & 0.831948151531352 & 0.336103696937295 & 0.168051848468648 \tabularnewline
58 & 0.812438935051948 & 0.375122129896104 & 0.187561064948052 \tabularnewline
59 & 0.805195877628183 & 0.389608244743633 & 0.194804122371817 \tabularnewline
60 & 0.84644373581772 & 0.307112528364560 & 0.153556264182280 \tabularnewline
61 & 0.835271313127896 & 0.329457373744208 & 0.164728686872104 \tabularnewline
62 & 0.811548141248481 & 0.376903717503039 & 0.188451858751519 \tabularnewline
63 & 0.789098716641077 & 0.421802566717846 & 0.210901283358923 \tabularnewline
64 & 0.761393058606168 & 0.477213882787664 & 0.238606941393832 \tabularnewline
65 & 0.732065696335204 & 0.535868607329592 & 0.267934303664796 \tabularnewline
66 & 0.779249650531417 & 0.441500698937165 & 0.220750349468583 \tabularnewline
67 & 0.752169098585295 & 0.49566180282941 & 0.247830901414705 \tabularnewline
68 & 0.770094081307015 & 0.459811837385971 & 0.229905918692985 \tabularnewline
69 & 0.747928249901249 & 0.504143500197503 & 0.252071750098751 \tabularnewline
70 & 0.720308578825697 & 0.559382842348607 & 0.279691421174303 \tabularnewline
71 & 0.69703094177217 & 0.605938116455662 & 0.302969058227831 \tabularnewline
72 & 0.67582356255874 & 0.648352874882521 & 0.324176437441261 \tabularnewline
73 & 0.71682155708991 & 0.56635688582018 & 0.28317844291009 \tabularnewline
74 & 0.700925186014667 & 0.598149627970665 & 0.299074813985333 \tabularnewline
75 & 0.701768992803265 & 0.59646201439347 & 0.298231007196735 \tabularnewline
76 & 0.672824332790871 & 0.654351334418257 & 0.327175667209129 \tabularnewline
77 & 0.643539082057769 & 0.712921835884463 & 0.356460917942231 \tabularnewline
78 & 0.621715085936378 & 0.756569828127243 & 0.378284914063622 \tabularnewline
79 & 0.58842699525747 & 0.82314600948506 & 0.41157300474253 \tabularnewline
80 & 0.740880793875344 & 0.518238412249312 & 0.259119206124656 \tabularnewline
81 & 0.716653987089901 & 0.566692025820199 & 0.283346012910099 \tabularnewline
82 & 0.734393487781131 & 0.531213024437738 & 0.265606512218869 \tabularnewline
83 & 0.7086489177321 & 0.5827021645358 & 0.2913510822679 \tabularnewline
84 & 0.680892485940047 & 0.638215028119905 & 0.319107514059953 \tabularnewline
85 & 0.654844987972755 & 0.69031002405449 & 0.345155012027245 \tabularnewline
86 & 0.640171616453529 & 0.719656767092943 & 0.359828383546471 \tabularnewline
87 & 0.631254019884802 & 0.737491960230397 & 0.368745980115198 \tabularnewline
88 & 0.657991144316903 & 0.684017711366194 & 0.342008855683097 \tabularnewline
89 & 0.659125769097857 & 0.681748461804285 & 0.340874230902143 \tabularnewline
90 & 0.677552655786346 & 0.644894688427307 & 0.322447344213653 \tabularnewline
91 & 0.713874820767649 & 0.572250358464702 & 0.286125179232351 \tabularnewline
92 & 0.69335437186072 & 0.61329125627856 & 0.30664562813928 \tabularnewline
93 & 0.671513226720186 & 0.656973546559627 & 0.328486773279814 \tabularnewline
94 & 0.643423874155711 & 0.713152251688578 & 0.356576125844289 \tabularnewline
95 & 0.67743657602747 & 0.645126847945059 & 0.322563423972530 \tabularnewline
96 & 0.673409947020153 & 0.653180105959695 & 0.326590052979847 \tabularnewline
97 & 0.647600305025889 & 0.704799389948222 & 0.352399694974111 \tabularnewline
98 & 0.63524166708992 & 0.729516665820161 & 0.364758332910080 \tabularnewline
99 & 0.767823689033203 & 0.464352621933595 & 0.232176310966797 \tabularnewline
100 & 0.800787899618473 & 0.398424200763055 & 0.199212100381527 \tabularnewline
101 & 0.792405807158797 & 0.415188385682405 & 0.207594192841203 \tabularnewline
102 & 0.77818652626055 & 0.443626947478899 & 0.221813473739449 \tabularnewline
103 & 0.760059096794104 & 0.479881806411792 & 0.239940903205896 \tabularnewline
104 & 0.735479068417022 & 0.529041863165957 & 0.264520931582978 \tabularnewline
105 & 0.715522463194261 & 0.568955073611479 & 0.284477536805739 \tabularnewline
106 & 0.759071630072675 & 0.48185673985465 & 0.240928369927325 \tabularnewline
107 & 0.737234624091428 & 0.525530751817144 & 0.262765375908572 \tabularnewline
108 & 0.732850045401057 & 0.534299909197886 & 0.267149954598943 \tabularnewline
109 & 0.726593165074183 & 0.546813669851634 & 0.273406834925817 \tabularnewline
110 & 0.70337491384908 & 0.59325017230184 & 0.29662508615092 \tabularnewline
111 & 0.700099832141463 & 0.599800335717073 & 0.299900167858537 \tabularnewline
112 & 0.67538548064358 & 0.649229038712839 & 0.324614519356420 \tabularnewline
113 & 0.653346693497993 & 0.693306613004013 & 0.346653306502007 \tabularnewline
114 & 0.63960472974236 & 0.72079054051528 & 0.36039527025764 \tabularnewline
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118 & 0.591421168432841 & 0.817157663134318 & 0.408578831567159 \tabularnewline
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124 & 0.8008078865258 & 0.3983842269484 & 0.1991921134742 \tabularnewline
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130 & 0.702828492127611 & 0.594343015744778 & 0.297171507872389 \tabularnewline
131 & 0.678100327867253 & 0.643799344265494 & 0.321899672132747 \tabularnewline
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169 & 0.23246664565032 & 0.46493329130064 & 0.76753335434968 \tabularnewline
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177 & 0.143776369159979 & 0.287552738319958 & 0.85622363084002 \tabularnewline
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179 & 0.125036248345715 & 0.250072496691429 & 0.874963751654285 \tabularnewline
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337 & 0.956359100006271 & 0.0872817999874576 & 0.0436408999937288 \tabularnewline
338 & 0.950821551262714 & 0.0983568974745716 & 0.0491784487372858 \tabularnewline
339 & 0.948841244025298 & 0.102317511949404 & 0.051158755974702 \tabularnewline
340 & 0.944666839081872 & 0.110666321836257 & 0.0553331609181284 \tabularnewline
341 & 0.944032003023814 & 0.111935993952372 & 0.0559679969761859 \tabularnewline
342 & 0.937991823630788 & 0.124016352738425 & 0.0620081763692123 \tabularnewline
343 & 0.930700299000316 & 0.138599401999367 & 0.0692997009996835 \tabularnewline
344 & 0.94007342757696 & 0.119853144846080 & 0.0599265724230400 \tabularnewline
345 & 0.982486639524375 & 0.0350267209512505 & 0.0175133604756252 \tabularnewline
346 & 0.982081949743594 & 0.0358361005128128 & 0.0179180502564064 \tabularnewline
347 & 0.979939834115302 & 0.0401203317693967 & 0.0200601658846983 \tabularnewline
348 & 0.97716331229117 & 0.0456733754176586 & 0.0228366877088293 \tabularnewline
349 & 0.975602800581055 & 0.0487943988378892 & 0.0243971994189446 \tabularnewline
350 & 0.975536839533251 & 0.0489263209334974 & 0.0244631604667487 \tabularnewline
351 & 0.97301257879805 & 0.0539748424038999 & 0.0269874212019499 \tabularnewline
352 & 0.98087483470309 & 0.0382503305938183 & 0.0191251652969092 \tabularnewline
353 & 0.98026414212786 & 0.039471715744281 & 0.0197358578721405 \tabularnewline
354 & 0.977343071297804 & 0.0453138574043911 & 0.0226569287021956 \tabularnewline
355 & 0.987348108155269 & 0.0253037836894622 & 0.0126518918447311 \tabularnewline
356 & 0.98601857695686 & 0.0279628460862779 & 0.0139814230431390 \tabularnewline
357 & 0.98589452386219 & 0.0282109522756207 & 0.0141054761378103 \tabularnewline
358 & 0.98369051561901 & 0.0326189687619798 & 0.0163094843809899 \tabularnewline
359 & 0.988337474059323 & 0.0233250518813541 & 0.0116625259406770 \tabularnewline
360 & 0.988307792762778 & 0.0233844144744446 & 0.0116922072372223 \tabularnewline
361 & 0.996376259735022 & 0.00724748052995549 & 0.00362374026497774 \tabularnewline
362 & 0.99569877739786 & 0.00860244520428258 & 0.00430122260214129 \tabularnewline
363 & 0.997113054511559 & 0.00577389097688201 & 0.00288694548844100 \tabularnewline
364 & 0.99659390848751 & 0.00681218302498222 & 0.00340609151249111 \tabularnewline
365 & 0.997252863350243 & 0.00549427329951486 & 0.00274713664975743 \tabularnewline
366 & 0.997131839432287 & 0.00573632113542557 & 0.00286816056771278 \tabularnewline
367 & 0.998172964010714 & 0.0036540719785721 & 0.00182703598928605 \tabularnewline
368 & 0.998838004551358 & 0.00232399089728337 & 0.00116199544864168 \tabularnewline
369 & 0.998603763218296 & 0.00279247356340811 & 0.00139623678170406 \tabularnewline
370 & 0.998313407026607 & 0.00337318594678514 & 0.00168659297339257 \tabularnewline
371 & 0.998439135750354 & 0.00312172849929101 & 0.00156086424964551 \tabularnewline
372 & 0.998968737837606 & 0.00206252432478869 & 0.00103126216239435 \tabularnewline
373 & 0.998752305971572 & 0.00249538805685661 & 0.00124769402842830 \tabularnewline
374 & 0.998842800651473 & 0.00231439869705452 & 0.00115719934852726 \tabularnewline
375 & 0.999655198718221 & 0.000689602563557355 & 0.000344801281778677 \tabularnewline
376 & 0.999755275415077 & 0.000489449169845589 & 0.000244724584922794 \tabularnewline
377 & 0.999716764543324 & 0.000566470913351938 & 0.000283235456675969 \tabularnewline
378 & 0.999662357245541 & 0.000675285508917393 & 0.000337642754458697 \tabularnewline
379 & 0.999585183639846 & 0.000829632720307394 & 0.000414816360153697 \tabularnewline
380 & 0.999493596729994 & 0.00101280654001205 & 0.000506403270006023 \tabularnewline
381 & 0.999378527976855 & 0.00124294404628966 & 0.00062147202314483 \tabularnewline
382 & 0.99925189832588 & 0.00149620334823812 & 0.00074810167411906 \tabularnewline
383 & 0.999094661355453 & 0.00181067728909338 & 0.000905338644546692 \tabularnewline
384 & 0.99900880821205 & 0.0019823835759018 & 0.0009911917879509 \tabularnewline
385 & 0.998821577049568 & 0.00235684590086485 & 0.00117842295043242 \tabularnewline
386 & 0.9986288842073 & 0.00274223158540087 & 0.00137111579270043 \tabularnewline
387 & 0.998385559709824 & 0.0032288805803524 & 0.0016144402901762 \tabularnewline
388 & 0.998083835229056 & 0.00383232954188761 & 0.00191616477094381 \tabularnewline
389 & 0.997697917475162 & 0.00460416504967636 & 0.00230208252483818 \tabularnewline
390 & 0.997297227939806 & 0.00540554412038703 & 0.00270277206019352 \tabularnewline
391 & 0.997086988822154 & 0.0058260223556923 & 0.00291301117784615 \tabularnewline
392 & 0.998094566549195 & 0.00381086690161004 & 0.00190543345080502 \tabularnewline
393 & 0.998166652126127 & 0.00366669574774583 & 0.00183334787387291 \tabularnewline
394 & 0.99910102689501 & 0.0017979462099822 & 0.0008989731049911 \tabularnewline
395 & 0.998993717980708 & 0.00201256403858347 & 0.00100628201929174 \tabularnewline
396 & 0.998839145855615 & 0.00232170828876992 & 0.00116085414438496 \tabularnewline
397 & 0.999084377528054 & 0.00183124494389275 & 0.000915622471946377 \tabularnewline
398 & 0.998970028246108 & 0.00205994350778414 & 0.00102997175389207 \tabularnewline
399 & 0.998756361795347 & 0.00248727640930618 & 0.00124363820465309 \tabularnewline
400 & 0.99877823747977 & 0.00244352504046011 & 0.00122176252023006 \tabularnewline
401 & 0.999111170565926 & 0.00177765886814842 & 0.000888829434074208 \tabularnewline
402 & 0.999212690551386 & 0.00157461889722880 & 0.000787309448614402 \tabularnewline
403 & 0.999557717127195 & 0.000884565745609696 & 0.000442282872804848 \tabularnewline
404 & 0.999485858297444 & 0.00102828340511110 & 0.000514141702555552 \tabularnewline
405 & 0.999567044979455 & 0.000865910041090688 & 0.000432955020545344 \tabularnewline
406 & 0.999550649255828 & 0.000898701488344445 & 0.000449350744172222 \tabularnewline
407 & 0.999529591247482 & 0.000940817505035887 & 0.000470408752517943 \tabularnewline
408 & 0.99945499939853 & 0.00109000120294154 & 0.00054500060147077 \tabularnewline
409 & 0.999326493508539 & 0.00134701298292271 & 0.000673506491461355 \tabularnewline
410 & 0.999171728758822 & 0.00165654248235691 & 0.000828271241178453 \tabularnewline
411 & 0.99926274811407 & 0.00147450377185788 & 0.000737251885928938 \tabularnewline
412 & 0.99911267911778 & 0.00177464176444023 & 0.000887320882220114 \tabularnewline
413 & 0.999044719629443 & 0.00191056074111402 & 0.00095528037055701 \tabularnewline
414 & 0.999191236813818 & 0.00161752637236314 & 0.00080876318618157 \tabularnewline
415 & 0.999420655780706 & 0.00115868843858858 & 0.00057934421929429 \tabularnewline
416 & 0.99931126393796 & 0.00137747212408115 & 0.000688736062040574 \tabularnewline
417 & 0.999234148937257 & 0.00153170212548630 & 0.000765851062743151 \tabularnewline
418 & 0.999098956712547 & 0.00180208657490577 & 0.000901043287452883 \tabularnewline
419 & 0.998904881019422 & 0.00219023796115647 & 0.00109511898057824 \tabularnewline
420 & 0.998929610070213 & 0.00214077985957349 & 0.00107038992978674 \tabularnewline
421 & 0.99880920977287 & 0.00238158045425964 & 0.00119079022712982 \tabularnewline
422 & 0.9991232877472 & 0.00175342450560224 & 0.000876712252801119 \tabularnewline
423 & 0.999018653045681 & 0.00196269390863751 & 0.000981346954318755 \tabularnewline
424 & 0.99918474691475 & 0.00163050617049899 & 0.000815253085249497 \tabularnewline
425 & 0.999100730332793 & 0.00179853933441330 & 0.000899269667206651 \tabularnewline
426 & 0.99937589582056 & 0.00124820835888055 & 0.000624104179440277 \tabularnewline
427 & 0.999388870202314 & 0.00122225959537157 & 0.000611129797685783 \tabularnewline
428 & 0.999296276969122 & 0.00140744606175499 & 0.000703723030877495 \tabularnewline
429 & 0.999248098475175 & 0.00150380304965030 & 0.000751901524825152 \tabularnewline
430 & 0.99915112267771 & 0.00169775464457849 & 0.000848877322289246 \tabularnewline
431 & 0.999113027634426 & 0.00177394473114705 & 0.000886972365573526 \tabularnewline
432 & 0.998919805645234 & 0.00216038870953280 & 0.00108019435476640 \tabularnewline
433 & 0.998670694102644 & 0.00265861179471205 & 0.00132930589735602 \tabularnewline
434 & 0.998728319510813 & 0.00254336097837386 & 0.00127168048918693 \tabularnewline
435 & 0.998493673927028 & 0.00301265214594407 & 0.00150632607297204 \tabularnewline
436 & 0.99884543965434 & 0.00230912069132039 & 0.00115456034566020 \tabularnewline
437 & 0.99859795808146 & 0.00280408383708079 & 0.00140204191854039 \tabularnewline
438 & 0.998464750796828 & 0.00307049840634320 & 0.00153524920317160 \tabularnewline
439 & 0.998168127682368 & 0.0036637446352649 & 0.00183187231763245 \tabularnewline
440 & 0.99776029099001 & 0.00447941801997888 & 0.00223970900998944 \tabularnewline
441 & 0.997328063841484 & 0.00534387231703236 & 0.00267193615851618 \tabularnewline
442 & 0.996807643765685 & 0.0063847124686305 & 0.00319235623431525 \tabularnewline
443 & 0.996953287124 & 0.00609342575200028 & 0.00304671287600014 \tabularnewline
444 & 0.996557268197063 & 0.00688546360587436 & 0.00344273180293718 \tabularnewline
445 & 0.99592932691897 & 0.00814134616205857 & 0.00407067308102929 \tabularnewline
446 & 0.995650652659513 & 0.00869869468097394 & 0.00434934734048697 \tabularnewline
447 & 0.996181087090807 & 0.00763782581838522 & 0.00381891290919261 \tabularnewline
448 & 0.99544432670958 & 0.00911134658083842 & 0.00455567329041921 \tabularnewline
449 & 0.994537841699868 & 0.0109243166002633 & 0.00546215830013165 \tabularnewline
450 & 0.996854932088453 & 0.00629013582309486 & 0.00314506791154743 \tabularnewline
451 & 0.99621579416412 & 0.00756841167176124 & 0.00378420583588062 \tabularnewline
452 & 0.995456254547497 & 0.00908749090500524 & 0.00454374545250262 \tabularnewline
453 & 0.995289179885156 & 0.00942164022968812 & 0.00471082011484406 \tabularnewline
454 & 0.996328348756921 & 0.0073433024861577 & 0.00367165124307885 \tabularnewline
455 & 0.995566844285631 & 0.00886631142873712 & 0.00443315571436856 \tabularnewline
456 & 0.994717152778986 & 0.0105656944420270 & 0.00528284722101352 \tabularnewline
457 & 0.997380158098286 & 0.00523968380342895 & 0.00261984190171448 \tabularnewline
458 & 0.997499658893172 & 0.00500068221365528 & 0.00250034110682764 \tabularnewline
459 & 0.996967525054734 & 0.00606494989053149 & 0.00303247494526574 \tabularnewline
460 & 0.99766303584251 & 0.00467392831497781 & 0.00233696415748891 \tabularnewline
461 & 0.997377403735505 & 0.00524519252899106 & 0.00262259626449553 \tabularnewline
462 & 0.997177168479858 & 0.0056456630402844 & 0.0028228315201422 \tabularnewline
463 & 0.996842860824049 & 0.00631427835190197 & 0.00315713917595099 \tabularnewline
464 & 0.997254802021411 & 0.00549039595717757 & 0.00274519797858878 \tabularnewline
465 & 0.99673667404882 & 0.00652665190236163 & 0.00326332595118082 \tabularnewline
466 & 0.996529894954476 & 0.0069402100910485 & 0.00347010504552425 \tabularnewline
467 & 0.995802093677765 & 0.0083958126444697 & 0.00419790632223485 \tabularnewline
468 & 0.9949673927461 & 0.0100652145077987 & 0.00503260725389934 \tabularnewline
469 & 0.993981525106877 & 0.0120369497862470 & 0.00601847489312348 \tabularnewline
470 & 0.99299590306405 & 0.0140081938718977 & 0.00700409693594883 \tabularnewline
471 & 0.991667395717347 & 0.0166652085653061 & 0.00833260428265307 \tabularnewline
472 & 0.990255803377803 & 0.0194883932443949 & 0.00974419662219743 \tabularnewline
473 & 0.989261942614395 & 0.0214761147712101 & 0.0107380573856051 \tabularnewline
474 & 0.998796857296286 & 0.00240628540742739 & 0.00120314270371369 \tabularnewline
475 & 0.998500493730326 & 0.0029990125393479 & 0.00149950626967395 \tabularnewline
476 & 0.998261057291557 & 0.00347788541688515 & 0.00173894270844257 \tabularnewline
477 & 0.998361568308336 & 0.0032768633833285 & 0.00163843169166425 \tabularnewline
478 & 0.998662418797736 & 0.00267516240452868 & 0.00133758120226434 \tabularnewline
479 & 0.99946706047479 & 0.00106587905041845 & 0.000532939525209227 \tabularnewline
480 & 0.99934976801649 & 0.00130046396702015 & 0.000650231983510075 \tabularnewline
481 & 0.999515628008927 & 0.000968743982145083 & 0.000484371991072542 \tabularnewline
482 & 0.999406955062288 & 0.00118608987542312 & 0.000593044937711559 \tabularnewline
483 & 0.999269186148333 & 0.00146162770333423 & 0.000730813851667114 \tabularnewline
484 & 0.999843012378836 & 0.000313975242328120 & 0.000156987621164060 \tabularnewline
485 & 0.999853939253286 & 0.000292121493427592 & 0.000146060746713796 \tabularnewline
486 & 0.999831920072124 & 0.000336159855752764 & 0.000168079927876382 \tabularnewline
487 & 0.999779900178357 & 0.000440199643286312 & 0.000220099821643156 \tabularnewline
488 & 0.999713016057397 & 0.000573967885205012 & 0.000286983942602506 \tabularnewline
489 & 0.999639147637361 & 0.000721704725277226 & 0.000360852362638613 \tabularnewline
490 & 0.999563558678855 & 0.000872882642290127 & 0.000436441321145064 \tabularnewline
491 & 0.999599346914124 & 0.000801306171753005 & 0.000400653085876502 \tabularnewline
492 & 0.999533014005422 & 0.000933971989156318 & 0.000466985994578159 \tabularnewline
493 & 0.999448772848192 & 0.00110245430361653 & 0.000551227151808263 \tabularnewline
494 & 0.999387984488265 & 0.00122403102346945 & 0.000612015511734726 \tabularnewline
495 & 0.999247554162946 & 0.00150489167410890 & 0.000752445837054448 \tabularnewline
496 & 0.999270192342401 & 0.00145961531519699 & 0.000729807657598496 \tabularnewline
497 & 0.99927208535379 & 0.00145582929241919 & 0.000727914646209597 \tabularnewline
498 & 0.999242156098362 & 0.00151568780327565 & 0.000757843901637823 \tabularnewline
499 & 0.999093858383255 & 0.00181228323348937 & 0.000906141616744683 \tabularnewline
500 & 0.998999887267692 & 0.00200022546461565 & 0.00100011273230783 \tabularnewline
501 & 0.998776653139866 & 0.00244669372026771 & 0.00122334686013385 \tabularnewline
502 & 0.998453840784297 & 0.00309231843140689 & 0.00154615921570345 \tabularnewline
503 & 0.998422738557566 & 0.00315452288486883 & 0.00157726144243441 \tabularnewline
504 & 0.998027599999652 & 0.0039448000006964 & 0.0019724000003482 \tabularnewline
505 & 0.997730577349629 & 0.00453884530074282 & 0.00226942265037141 \tabularnewline
506 & 0.997391093999852 & 0.00521781200029647 & 0.00260890600014824 \tabularnewline
507 & 0.99706481022055 & 0.00587037955890014 & 0.00293518977945007 \tabularnewline
508 & 0.99656054630432 & 0.00687890739135842 & 0.00343945369567921 \tabularnewline
509 & 0.995940890837255 & 0.00811821832549018 & 0.00405910916274509 \tabularnewline
510 & 0.995716459277419 & 0.00856708144516281 & 0.00428354072258141 \tabularnewline
511 & 0.995077734736603 & 0.00984453052679477 & 0.00492226526339739 \tabularnewline
512 & 0.999876768153425 & 0.000246463693149982 & 0.000123231846574991 \tabularnewline
513 & 0.99983541438724 & 0.000329171225519374 & 0.000164585612759687 \tabularnewline
514 & 0.999791614264716 & 0.00041677147056762 & 0.00020838573528381 \tabularnewline
515 & 0.99973406266827 & 0.000531874663460907 & 0.000265937331730453 \tabularnewline
516 & 0.999861279209479 & 0.000277441581043003 & 0.000138720790521501 \tabularnewline
517 & 0.99981230433033 & 0.000375391339339864 & 0.000187695669669932 \tabularnewline
518 & 0.999769771853678 & 0.000460456292644148 & 0.000230228146322074 \tabularnewline
519 & 0.999757162880685 & 0.000485674238630717 & 0.000242837119315359 \tabularnewline
520 & 0.999824151100058 & 0.000351697799884381 & 0.000175848899942191 \tabularnewline
521 & 0.999846169743585 & 0.000307660512829552 & 0.000153830256414776 \tabularnewline
522 & 0.999820552302464 & 0.000358895395072409 & 0.000179447697536204 \tabularnewline
523 & 0.999820272319003 & 0.000359455361994970 & 0.000179727680997485 \tabularnewline
524 & 0.999809326733016 & 0.000381346533967634 & 0.000190673266983817 \tabularnewline
525 & 0.999787737340038 & 0.0004245253199233 & 0.00021226265996165 \tabularnewline
526 & 0.999773079837698 & 0.000453840324603922 & 0.000226920162301961 \tabularnewline
527 & 0.99972793506171 & 0.00054412987658014 & 0.00027206493829007 \tabularnewline
528 & 0.999692954276397 & 0.000614091447205312 & 0.000307045723602656 \tabularnewline
529 & 0.999586631783708 & 0.000826736432584904 & 0.000413368216292452 \tabularnewline
530 & 0.99944978335157 & 0.00110043329685983 & 0.000550216648429915 \tabularnewline
531 & 0.999691193918637 & 0.000617612162726001 & 0.000308806081363001 \tabularnewline
532 & 0.999583958636145 & 0.000832082727709764 & 0.000416041363854882 \tabularnewline
533 & 0.999931776147451 & 0.000136447705097897 & 6.82238525489483e-05 \tabularnewline
534 & 0.999921101510855 & 0.000157796978290706 & 7.88984891453528e-05 \tabularnewline
535 & 0.99990862736741 & 0.000182745265178146 & 9.13726325890732e-05 \tabularnewline
536 & 0.999873650229973 & 0.000252699540053946 & 0.000126349770026973 \tabularnewline
537 & 0.9998431676369 & 0.000313664726200892 & 0.000156832363100446 \tabularnewline
538 & 0.999837875536308 & 0.000324248927384521 & 0.000162124463692261 \tabularnewline
539 & 0.999783044622205 & 0.000433910755589273 & 0.000216955377794636 \tabularnewline
540 & 0.999706793272328 & 0.000586413455342904 & 0.000293206727671452 \tabularnewline
541 & 0.99968984818621 & 0.000620303627582048 & 0.000310151813791024 \tabularnewline
542 & 0.999682220737587 & 0.000635558524825683 & 0.000317779262412842 \tabularnewline
543 & 0.999564223253212 & 0.000871553493575008 & 0.000435776746787504 \tabularnewline
544 & 0.999540261286656 & 0.000919477426687532 & 0.000459738713343766 \tabularnewline
545 & 0.999996890681352 & 6.21863729629817e-06 & 3.10931864814909e-06 \tabularnewline
546 & 0.999997436518513 & 5.12696297419896e-06 & 2.56348148709948e-06 \tabularnewline
547 & 0.999996142564555 & 7.71487089021102e-06 & 3.85743544510551e-06 \tabularnewline
548 & 0.999994860946479 & 1.02781070420832e-05 & 5.13905352104159e-06 \tabularnewline
549 & 0.999993315639632 & 1.33687207367685e-05 & 6.68436036838425e-06 \tabularnewline
550 & 0.9999898729136 & 2.02541728007068e-05 & 1.01270864003534e-05 \tabularnewline
551 & 0.999987103699735 & 2.57926005298207e-05 & 1.28963002649104e-05 \tabularnewline
552 & 0.999980405026796 & 3.91899464077949e-05 & 1.95949732038975e-05 \tabularnewline
553 & 0.999999244717301 & 1.51056539733629e-06 & 7.55282698668144e-07 \tabularnewline
554 & 0.999998886216546 & 2.22756690896849e-06 & 1.11378345448425e-06 \tabularnewline
555 & 0.99999883108468 & 2.33783063990686e-06 & 1.16891531995343e-06 \tabularnewline
556 & 0.999998383905489 & 3.23218902221244e-06 & 1.61609451110622e-06 \tabularnewline
557 & 0.999998481239583 & 3.03752083382371e-06 & 1.51876041691186e-06 \tabularnewline
558 & 0.999997747954415 & 4.50409116939718e-06 & 2.25204558469859e-06 \tabularnewline
559 & 0.999997369492293 & 5.26101541493293e-06 & 2.63050770746647e-06 \tabularnewline
560 & 0.999997025240563 & 5.94951887449224e-06 & 2.97475943724612e-06 \tabularnewline
561 & 0.999996266142626 & 7.4677147479557e-06 & 3.73385737397785e-06 \tabularnewline
562 & 0.999999979392111 & 4.12157785473511e-08 & 2.06078892736756e-08 \tabularnewline
563 & 0.999999967128005 & 6.574399028937e-08 & 3.2871995144685e-08 \tabularnewline
564 & 0.99999994961866 & 1.00762680134134e-07 & 5.0381340067067e-08 \tabularnewline
565 & 0.999999933042264 & 1.33915472356860e-07 & 6.69577361784299e-08 \tabularnewline
566 & 0.999999891770035 & 2.16459929257717e-07 & 1.08229964628858e-07 \tabularnewline
567 & 0.999999828591644 & 3.42816712695209e-07 & 1.71408356347604e-07 \tabularnewline
568 & 0.999999713835776 & 5.72328448380491e-07 & 2.86164224190245e-07 \tabularnewline
569 & 0.999999514876158 & 9.70247683455153e-07 & 4.85123841727576e-07 \tabularnewline
570 & 0.999999543783033 & 9.12433933132133e-07 & 4.56216966566066e-07 \tabularnewline
571 & 0.999999328429776 & 1.34314044876774e-06 & 6.7157022438387e-07 \tabularnewline
572 & 0.999999929255415 & 1.4148917063602e-07 & 7.074458531801e-08 \tabularnewline
573 & 0.99999986803068 & 2.63938640322742e-07 & 1.31969320161371e-07 \tabularnewline
574 & 0.999999756189415 & 4.87621169638479e-07 & 2.43810584819240e-07 \tabularnewline
575 & 0.999999581686615 & 8.36626769997597e-07 & 4.18313384998799e-07 \tabularnewline
576 & 0.999999421736642 & 1.15652671529043e-06 & 5.78263357645217e-07 \tabularnewline
577 & 0.999999023389711 & 1.95322057781660e-06 & 9.76610288908298e-07 \tabularnewline
578 & 0.999998370887145 & 3.25822571006117e-06 & 1.62911285503059e-06 \tabularnewline
579 & 0.999997164542245 & 5.67091550982383e-06 & 2.83545775491191e-06 \tabularnewline
580 & 0.99999491028191 & 1.01794361818024e-05 & 5.0897180909012e-06 \tabularnewline
581 & 0.999990975922183 & 1.80481556349294e-05 & 9.02407781746468e-06 \tabularnewline
582 & 0.99998646625783 & 2.70674843395625e-05 & 1.35337421697813e-05 \tabularnewline
583 & 0.999986209794669 & 2.75804106622975e-05 & 1.37902053311487e-05 \tabularnewline
584 & 0.999992003002865 & 1.59939942693752e-05 & 7.99699713468759e-06 \tabularnewline
585 & 0.999991958006703 & 1.60839865943107e-05 & 8.04199329715535e-06 \tabularnewline
586 & 0.999990423120573 & 1.91537588549447e-05 & 9.57687942747235e-06 \tabularnewline
587 & 0.999996944147827 & 6.11170434596827e-06 & 3.05585217298413e-06 \tabularnewline
588 & 0.999994357754555 & 1.12844908894007e-05 & 5.64224544470037e-06 \tabularnewline
589 & 0.999989506889136 & 2.09862217274091e-05 & 1.04931108637046e-05 \tabularnewline
590 & 0.99998147690396 & 3.70461920801697e-05 & 1.85230960400848e-05 \tabularnewline
591 & 0.999973972825137 & 5.20543497268549e-05 & 2.60271748634274e-05 \tabularnewline
592 & 0.999977202744208 & 4.55945115834284e-05 & 2.27972557917142e-05 \tabularnewline
593 & 0.999978466212154 & 4.3067575692103e-05 & 2.15337878460515e-05 \tabularnewline
594 & 0.999964379814116 & 7.12403717688205e-05 & 3.56201858844102e-05 \tabularnewline
595 & 0.999939465925882 & 0.000121068148235761 & 6.05340741178805e-05 \tabularnewline
596 & 0.999919417865923 & 0.000161164268154986 & 8.0582134077493e-05 \tabularnewline
597 & 0.999861844949869 & 0.000276310100262115 & 0.000138155050131058 \tabularnewline
598 & 0.999894335054765 & 0.000211329890470357 & 0.000105664945235179 \tabularnewline
599 & 0.99981469462959 & 0.000370610740818105 & 0.000185305370409053 \tabularnewline
600 & 0.99969898239231 & 0.000602035215379695 & 0.000301017607689848 \tabularnewline
601 & 0.999773822154858 & 0.000452355690284094 & 0.000226177845142047 \tabularnewline
602 & 0.999607077559563 & 0.000785844880873706 & 0.000392922440436853 \tabularnewline
603 & 0.999365833470062 & 0.00126833305987652 & 0.000634166529938262 \tabularnewline
604 & 0.999630225143013 & 0.000739549713974024 & 0.000369774856987012 \tabularnewline
605 & 0.999741771067386 & 0.000516457865227406 & 0.000258228932613703 \tabularnewline
606 & 0.99949920060711 & 0.00100159878578181 & 0.000500799392890906 \tabularnewline
607 & 0.99944330484396 & 0.00111339031208025 & 0.000556695156040124 \tabularnewline
608 & 0.998970657869464 & 0.00205868426107184 & 0.00102934213053592 \tabularnewline
609 & 0.998160510659167 & 0.00367897868166636 & 0.00183948934083318 \tabularnewline
610 & 0.99660727243616 & 0.00678545512767908 & 0.00339272756383954 \tabularnewline
611 & 0.996321083454292 & 0.00735783309141654 & 0.00367891654570827 \tabularnewline
612 & 0.993369130935333 & 0.0132617381293346 & 0.0066308690646673 \tabularnewline
613 & 0.990506312309133 & 0.0189873753817348 & 0.0094936876908674 \tabularnewline
614 & 0.983102917333914 & 0.0337941653321725 & 0.0168970826660862 \tabularnewline
615 & 0.981618311309614 & 0.0367633773807729 & 0.0183816886903865 \tabularnewline
616 & 0.966920566069966 & 0.0661588678600676 & 0.0330794339300338 \tabularnewline
617 & 0.952703687941607 & 0.0945926241167856 & 0.0472963120583928 \tabularnewline
618 & 0.919897700631052 & 0.160204598737895 & 0.0801022993689475 \tabularnewline
619 & 0.881735773607968 & 0.236528452784063 & 0.118264226392032 \tabularnewline
620 & 0.879660430694616 & 0.240679138610769 & 0.120339569305384 \tabularnewline
621 & 0.825103232308175 & 0.34979353538365 & 0.174896767691825 \tabularnewline
622 & 0.741747885270483 & 0.516504229459034 & 0.258252114729517 \tabularnewline
623 & 0.608270764794114 & 0.783458470411771 & 0.391729235205886 \tabularnewline
624 & 0.96939836770963 & 0.0612032645807399 & 0.0306016322903700 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&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]8[/C][C]0.590728319131341[/C][C]0.818543361737317[/C][C]0.409271680868659[/C][/ROW]
[ROW][C]9[/C][C]0.442871451088646[/C][C]0.885742902177293[/C][C]0.557128548911354[/C][/ROW]
[ROW][C]10[/C][C]0.300323404365471[/C][C]0.600646808730942[/C][C]0.699676595634529[/C][/ROW]
[ROW][C]11[/C][C]0.327142013010238[/C][C]0.654284026020476[/C][C]0.672857986989762[/C][/ROW]
[ROW][C]12[/C][C]0.243670150539197[/C][C]0.487340301078394[/C][C]0.756329849460803[/C][/ROW]
[ROW][C]13[/C][C]0.197507973018255[/C][C]0.395015946036511[/C][C]0.802492026981745[/C][/ROW]
[ROW][C]14[/C][C]0.175479611498851[/C][C]0.350959222997701[/C][C]0.82452038850115[/C][/ROW]
[ROW][C]15[/C][C]0.313758181990717[/C][C]0.627516363981433[/C][C]0.686241818009283[/C][/ROW]
[ROW][C]16[/C][C]0.927911058722351[/C][C]0.144177882555298[/C][C]0.0720889412776489[/C][/ROW]
[ROW][C]17[/C][C]0.961284805313706[/C][C]0.0774303893725873[/C][C]0.0387151946862936[/C][/ROW]
[ROW][C]18[/C][C]0.990754924492119[/C][C]0.0184901510157622[/C][C]0.00924507550788108[/C][/ROW]
[ROW][C]19[/C][C]0.99036256769707[/C][C]0.0192748646058607[/C][C]0.00963743230293035[/C][/ROW]
[ROW][C]20[/C][C]0.989616844592895[/C][C]0.0207663108142097[/C][C]0.0103831554071049[/C][/ROW]
[ROW][C]21[/C][C]0.985610070781558[/C][C]0.0287798584368845[/C][C]0.0143899292184422[/C][/ROW]
[ROW][C]22[/C][C]0.978985166723435[/C][C]0.0420296665531293[/C][C]0.0210148332765646[/C][/ROW]
[ROW][C]23[/C][C]0.972527071045397[/C][C]0.0549458579092066[/C][C]0.0274729289546033[/C][/ROW]
[ROW][C]24[/C][C]0.962525339646123[/C][C]0.0749493207077549[/C][C]0.0374746603538774[/C][/ROW]
[ROW][C]25[/C][C]0.952446820060522[/C][C]0.0951063598789558[/C][C]0.0475531799394779[/C][/ROW]
[ROW][C]26[/C][C]0.946798177894425[/C][C]0.106403644211149[/C][C]0.0532018221055746[/C][/ROW]
[ROW][C]27[/C][C]0.966327286500717[/C][C]0.0673454269985661[/C][C]0.0336727134992831[/C][/ROW]
[ROW][C]28[/C][C]0.95550856982694[/C][C]0.08898286034612[/C][C]0.04449143017306[/C][/ROW]
[ROW][C]29[/C][C]0.956639344892648[/C][C]0.0867213102147031[/C][C]0.0433606551073516[/C][/ROW]
[ROW][C]30[/C][C]0.953201068952306[/C][C]0.0935978620953887[/C][C]0.0467989310476943[/C][/ROW]
[ROW][C]31[/C][C]0.950985867340591[/C][C]0.0980282653188177[/C][C]0.0490141326594089[/C][/ROW]
[ROW][C]32[/C][C]0.965864767514197[/C][C]0.0682704649716059[/C][C]0.0341352324858029[/C][/ROW]
[ROW][C]33[/C][C]0.97706597750294[/C][C]0.0458680449941191[/C][C]0.0229340224970595[/C][/ROW]
[ROW][C]34[/C][C]0.991813289661305[/C][C]0.0163734206773897[/C][C]0.00818671033869483[/C][/ROW]
[ROW][C]35[/C][C]0.988744356898017[/C][C]0.0225112862039653[/C][C]0.0112556431019827[/C][/ROW]
[ROW][C]36[/C][C]0.984750925462976[/C][C]0.030498149074048[/C][C]0.015249074537024[/C][/ROW]
[ROW][C]37[/C][C]0.980496175622863[/C][C]0.0390076487542746[/C][C]0.0195038243771373[/C][/ROW]
[ROW][C]38[/C][C]0.974120590805394[/C][C]0.0517588183892113[/C][C]0.0258794091946057[/C][/ROW]
[ROW][C]39[/C][C]0.966442195389425[/C][C]0.0671156092211498[/C][C]0.0335578046105749[/C][/ROW]
[ROW][C]40[/C][C]0.957159805603093[/C][C]0.0856803887938143[/C][C]0.0428401943969071[/C][/ROW]
[ROW][C]41[/C][C]0.945785408156805[/C][C]0.10842918368639[/C][C]0.054214591843195[/C][/ROW]
[ROW][C]42[/C][C]0.937338012360646[/C][C]0.125323975278709[/C][C]0.0626619876393544[/C][/ROW]
[ROW][C]43[/C][C]0.970258185934974[/C][C]0.0594836281300526[/C][C]0.0297418140650263[/C][/ROW]
[ROW][C]44[/C][C]0.962977451185222[/C][C]0.0740450976295566[/C][C]0.0370225488147783[/C][/ROW]
[ROW][C]45[/C][C]0.95796345202618[/C][C]0.0840730959476387[/C][C]0.0420365479738194[/C][/ROW]
[ROW][C]46[/C][C]0.95903787997581[/C][C]0.0819242400483811[/C][C]0.0409621200241905[/C][/ROW]
[ROW][C]47[/C][C]0.953770124922159[/C][C]0.0924597501556825[/C][C]0.0462298750778412[/C][/ROW]
[ROW][C]48[/C][C]0.942519557147407[/C][C]0.114960885705186[/C][C]0.0574804428525928[/C][/ROW]
[ROW][C]49[/C][C]0.939004298351602[/C][C]0.121991403296796[/C][C]0.0609957016483981[/C][/ROW]
[ROW][C]50[/C][C]0.933435714757262[/C][C]0.133128570485476[/C][C]0.066564285242738[/C][/ROW]
[ROW][C]51[/C][C]0.921388761144334[/C][C]0.157222477711331[/C][C]0.0786112388556657[/C][/ROW]
[ROW][C]52[/C][C]0.920417827639336[/C][C]0.159164344721329[/C][C]0.0795821723606644[/C][/ROW]
[ROW][C]53[/C][C]0.904258498152003[/C][C]0.191483003695995[/C][C]0.0957415018479973[/C][/ROW]
[ROW][C]54[/C][C]0.887745336779049[/C][C]0.224509326441902[/C][C]0.112254663220951[/C][/ROW]
[ROW][C]55[/C][C]0.87346596106181[/C][C]0.253068077876381[/C][C]0.126534038938191[/C][/ROW]
[ROW][C]56[/C][C]0.852015792004673[/C][C]0.295968415990654[/C][C]0.147984207995327[/C][/ROW]
[ROW][C]57[/C][C]0.831948151531352[/C][C]0.336103696937295[/C][C]0.168051848468648[/C][/ROW]
[ROW][C]58[/C][C]0.812438935051948[/C][C]0.375122129896104[/C][C]0.187561064948052[/C][/ROW]
[ROW][C]59[/C][C]0.805195877628183[/C][C]0.389608244743633[/C][C]0.194804122371817[/C][/ROW]
[ROW][C]60[/C][C]0.84644373581772[/C][C]0.307112528364560[/C][C]0.153556264182280[/C][/ROW]
[ROW][C]61[/C][C]0.835271313127896[/C][C]0.329457373744208[/C][C]0.164728686872104[/C][/ROW]
[ROW][C]62[/C][C]0.811548141248481[/C][C]0.376903717503039[/C][C]0.188451858751519[/C][/ROW]
[ROW][C]63[/C][C]0.789098716641077[/C][C]0.421802566717846[/C][C]0.210901283358923[/C][/ROW]
[ROW][C]64[/C][C]0.761393058606168[/C][C]0.477213882787664[/C][C]0.238606941393832[/C][/ROW]
[ROW][C]65[/C][C]0.732065696335204[/C][C]0.535868607329592[/C][C]0.267934303664796[/C][/ROW]
[ROW][C]66[/C][C]0.779249650531417[/C][C]0.441500698937165[/C][C]0.220750349468583[/C][/ROW]
[ROW][C]67[/C][C]0.752169098585295[/C][C]0.49566180282941[/C][C]0.247830901414705[/C][/ROW]
[ROW][C]68[/C][C]0.770094081307015[/C][C]0.459811837385971[/C][C]0.229905918692985[/C][/ROW]
[ROW][C]69[/C][C]0.747928249901249[/C][C]0.504143500197503[/C][C]0.252071750098751[/C][/ROW]
[ROW][C]70[/C][C]0.720308578825697[/C][C]0.559382842348607[/C][C]0.279691421174303[/C][/ROW]
[ROW][C]71[/C][C]0.69703094177217[/C][C]0.605938116455662[/C][C]0.302969058227831[/C][/ROW]
[ROW][C]72[/C][C]0.67582356255874[/C][C]0.648352874882521[/C][C]0.324176437441261[/C][/ROW]
[ROW][C]73[/C][C]0.71682155708991[/C][C]0.56635688582018[/C][C]0.28317844291009[/C][/ROW]
[ROW][C]74[/C][C]0.700925186014667[/C][C]0.598149627970665[/C][C]0.299074813985333[/C][/ROW]
[ROW][C]75[/C][C]0.701768992803265[/C][C]0.59646201439347[/C][C]0.298231007196735[/C][/ROW]
[ROW][C]76[/C][C]0.672824332790871[/C][C]0.654351334418257[/C][C]0.327175667209129[/C][/ROW]
[ROW][C]77[/C][C]0.643539082057769[/C][C]0.712921835884463[/C][C]0.356460917942231[/C][/ROW]
[ROW][C]78[/C][C]0.621715085936378[/C][C]0.756569828127243[/C][C]0.378284914063622[/C][/ROW]
[ROW][C]79[/C][C]0.58842699525747[/C][C]0.82314600948506[/C][C]0.41157300474253[/C][/ROW]
[ROW][C]80[/C][C]0.740880793875344[/C][C]0.518238412249312[/C][C]0.259119206124656[/C][/ROW]
[ROW][C]81[/C][C]0.716653987089901[/C][C]0.566692025820199[/C][C]0.283346012910099[/C][/ROW]
[ROW][C]82[/C][C]0.734393487781131[/C][C]0.531213024437738[/C][C]0.265606512218869[/C][/ROW]
[ROW][C]83[/C][C]0.7086489177321[/C][C]0.5827021645358[/C][C]0.2913510822679[/C][/ROW]
[ROW][C]84[/C][C]0.680892485940047[/C][C]0.638215028119905[/C][C]0.319107514059953[/C][/ROW]
[ROW][C]85[/C][C]0.654844987972755[/C][C]0.69031002405449[/C][C]0.345155012027245[/C][/ROW]
[ROW][C]86[/C][C]0.640171616453529[/C][C]0.719656767092943[/C][C]0.359828383546471[/C][/ROW]
[ROW][C]87[/C][C]0.631254019884802[/C][C]0.737491960230397[/C][C]0.368745980115198[/C][/ROW]
[ROW][C]88[/C][C]0.657991144316903[/C][C]0.684017711366194[/C][C]0.342008855683097[/C][/ROW]
[ROW][C]89[/C][C]0.659125769097857[/C][C]0.681748461804285[/C][C]0.340874230902143[/C][/ROW]
[ROW][C]90[/C][C]0.677552655786346[/C][C]0.644894688427307[/C][C]0.322447344213653[/C][/ROW]
[ROW][C]91[/C][C]0.713874820767649[/C][C]0.572250358464702[/C][C]0.286125179232351[/C][/ROW]
[ROW][C]92[/C][C]0.69335437186072[/C][C]0.61329125627856[/C][C]0.30664562813928[/C][/ROW]
[ROW][C]93[/C][C]0.671513226720186[/C][C]0.656973546559627[/C][C]0.328486773279814[/C][/ROW]
[ROW][C]94[/C][C]0.643423874155711[/C][C]0.713152251688578[/C][C]0.356576125844289[/C][/ROW]
[ROW][C]95[/C][C]0.67743657602747[/C][C]0.645126847945059[/C][C]0.322563423972530[/C][/ROW]
[ROW][C]96[/C][C]0.673409947020153[/C][C]0.653180105959695[/C][C]0.326590052979847[/C][/ROW]
[ROW][C]97[/C][C]0.647600305025889[/C][C]0.704799389948222[/C][C]0.352399694974111[/C][/ROW]
[ROW][C]98[/C][C]0.63524166708992[/C][C]0.729516665820161[/C][C]0.364758332910080[/C][/ROW]
[ROW][C]99[/C][C]0.767823689033203[/C][C]0.464352621933595[/C][C]0.232176310966797[/C][/ROW]
[ROW][C]100[/C][C]0.800787899618473[/C][C]0.398424200763055[/C][C]0.199212100381527[/C][/ROW]
[ROW][C]101[/C][C]0.792405807158797[/C][C]0.415188385682405[/C][C]0.207594192841203[/C][/ROW]
[ROW][C]102[/C][C]0.77818652626055[/C][C]0.443626947478899[/C][C]0.221813473739449[/C][/ROW]
[ROW][C]103[/C][C]0.760059096794104[/C][C]0.479881806411792[/C][C]0.239940903205896[/C][/ROW]
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[ROW][C]241[/C][C]0.443706786040169[/C][C]0.887413572080338[/C][C]0.556293213959831[/C][/ROW]
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[ROW][C]248[/C][C]0.383631460515543[/C][C]0.767262921031086[/C][C]0.616368539484457[/C][/ROW]
[ROW][C]249[/C][C]0.364310794535363[/C][C]0.728621589070725[/C][C]0.635689205464637[/C][/ROW]
[ROW][C]250[/C][C]0.450357455895179[/C][C]0.900714911790357[/C][C]0.549642544104821[/C][/ROW]
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[ROW][C]545[/C][C]0.999996890681352[/C][C]6.21863729629817e-06[/C][C]3.10931864814909e-06[/C][/ROW]
[ROW][C]546[/C][C]0.999997436518513[/C][C]5.12696297419896e-06[/C][C]2.56348148709948e-06[/C][/ROW]
[ROW][C]547[/C][C]0.999996142564555[/C][C]7.71487089021102e-06[/C][C]3.85743544510551e-06[/C][/ROW]
[ROW][C]548[/C][C]0.999994860946479[/C][C]1.02781070420832e-05[/C][C]5.13905352104159e-06[/C][/ROW]
[ROW][C]549[/C][C]0.999993315639632[/C][C]1.33687207367685e-05[/C][C]6.68436036838425e-06[/C][/ROW]
[ROW][C]550[/C][C]0.9999898729136[/C][C]2.02541728007068e-05[/C][C]1.01270864003534e-05[/C][/ROW]
[ROW][C]551[/C][C]0.999987103699735[/C][C]2.57926005298207e-05[/C][C]1.28963002649104e-05[/C][/ROW]
[ROW][C]552[/C][C]0.999980405026796[/C][C]3.91899464077949e-05[/C][C]1.95949732038975e-05[/C][/ROW]
[ROW][C]553[/C][C]0.999999244717301[/C][C]1.51056539733629e-06[/C][C]7.55282698668144e-07[/C][/ROW]
[ROW][C]554[/C][C]0.999998886216546[/C][C]2.22756690896849e-06[/C][C]1.11378345448425e-06[/C][/ROW]
[ROW][C]555[/C][C]0.99999883108468[/C][C]2.33783063990686e-06[/C][C]1.16891531995343e-06[/C][/ROW]
[ROW][C]556[/C][C]0.999998383905489[/C][C]3.23218902221244e-06[/C][C]1.61609451110622e-06[/C][/ROW]
[ROW][C]557[/C][C]0.999998481239583[/C][C]3.03752083382371e-06[/C][C]1.51876041691186e-06[/C][/ROW]
[ROW][C]558[/C][C]0.999997747954415[/C][C]4.50409116939718e-06[/C][C]2.25204558469859e-06[/C][/ROW]
[ROW][C]559[/C][C]0.999997369492293[/C][C]5.26101541493293e-06[/C][C]2.63050770746647e-06[/C][/ROW]
[ROW][C]560[/C][C]0.999997025240563[/C][C]5.94951887449224e-06[/C][C]2.97475943724612e-06[/C][/ROW]
[ROW][C]561[/C][C]0.999996266142626[/C][C]7.4677147479557e-06[/C][C]3.73385737397785e-06[/C][/ROW]
[ROW][C]562[/C][C]0.999999979392111[/C][C]4.12157785473511e-08[/C][C]2.06078892736756e-08[/C][/ROW]
[ROW][C]563[/C][C]0.999999967128005[/C][C]6.574399028937e-08[/C][C]3.2871995144685e-08[/C][/ROW]
[ROW][C]564[/C][C]0.99999994961866[/C][C]1.00762680134134e-07[/C][C]5.0381340067067e-08[/C][/ROW]
[ROW][C]565[/C][C]0.999999933042264[/C][C]1.33915472356860e-07[/C][C]6.69577361784299e-08[/C][/ROW]
[ROW][C]566[/C][C]0.999999891770035[/C][C]2.16459929257717e-07[/C][C]1.08229964628858e-07[/C][/ROW]
[ROW][C]567[/C][C]0.999999828591644[/C][C]3.42816712695209e-07[/C][C]1.71408356347604e-07[/C][/ROW]
[ROW][C]568[/C][C]0.999999713835776[/C][C]5.72328448380491e-07[/C][C]2.86164224190245e-07[/C][/ROW]
[ROW][C]569[/C][C]0.999999514876158[/C][C]9.70247683455153e-07[/C][C]4.85123841727576e-07[/C][/ROW]
[ROW][C]570[/C][C]0.999999543783033[/C][C]9.12433933132133e-07[/C][C]4.56216966566066e-07[/C][/ROW]
[ROW][C]571[/C][C]0.999999328429776[/C][C]1.34314044876774e-06[/C][C]6.7157022438387e-07[/C][/ROW]
[ROW][C]572[/C][C]0.999999929255415[/C][C]1.4148917063602e-07[/C][C]7.074458531801e-08[/C][/ROW]
[ROW][C]573[/C][C]0.99999986803068[/C][C]2.63938640322742e-07[/C][C]1.31969320161371e-07[/C][/ROW]
[ROW][C]574[/C][C]0.999999756189415[/C][C]4.87621169638479e-07[/C][C]2.43810584819240e-07[/C][/ROW]
[ROW][C]575[/C][C]0.999999581686615[/C][C]8.36626769997597e-07[/C][C]4.18313384998799e-07[/C][/ROW]
[ROW][C]576[/C][C]0.999999421736642[/C][C]1.15652671529043e-06[/C][C]5.78263357645217e-07[/C][/ROW]
[ROW][C]577[/C][C]0.999999023389711[/C][C]1.95322057781660e-06[/C][C]9.76610288908298e-07[/C][/ROW]
[ROW][C]578[/C][C]0.999998370887145[/C][C]3.25822571006117e-06[/C][C]1.62911285503059e-06[/C][/ROW]
[ROW][C]579[/C][C]0.999997164542245[/C][C]5.67091550982383e-06[/C][C]2.83545775491191e-06[/C][/ROW]
[ROW][C]580[/C][C]0.99999491028191[/C][C]1.01794361818024e-05[/C][C]5.0897180909012e-06[/C][/ROW]
[ROW][C]581[/C][C]0.999990975922183[/C][C]1.80481556349294e-05[/C][C]9.02407781746468e-06[/C][/ROW]
[ROW][C]582[/C][C]0.99998646625783[/C][C]2.70674843395625e-05[/C][C]1.35337421697813e-05[/C][/ROW]
[ROW][C]583[/C][C]0.999986209794669[/C][C]2.75804106622975e-05[/C][C]1.37902053311487e-05[/C][/ROW]
[ROW][C]584[/C][C]0.999992003002865[/C][C]1.59939942693752e-05[/C][C]7.99699713468759e-06[/C][/ROW]
[ROW][C]585[/C][C]0.999991958006703[/C][C]1.60839865943107e-05[/C][C]8.04199329715535e-06[/C][/ROW]
[ROW][C]586[/C][C]0.999990423120573[/C][C]1.91537588549447e-05[/C][C]9.57687942747235e-06[/C][/ROW]
[ROW][C]587[/C][C]0.999996944147827[/C][C]6.11170434596827e-06[/C][C]3.05585217298413e-06[/C][/ROW]
[ROW][C]588[/C][C]0.999994357754555[/C][C]1.12844908894007e-05[/C][C]5.64224544470037e-06[/C][/ROW]
[ROW][C]589[/C][C]0.999989506889136[/C][C]2.09862217274091e-05[/C][C]1.04931108637046e-05[/C][/ROW]
[ROW][C]590[/C][C]0.99998147690396[/C][C]3.70461920801697e-05[/C][C]1.85230960400848e-05[/C][/ROW]
[ROW][C]591[/C][C]0.999973972825137[/C][C]5.20543497268549e-05[/C][C]2.60271748634274e-05[/C][/ROW]
[ROW][C]592[/C][C]0.999977202744208[/C][C]4.55945115834284e-05[/C][C]2.27972557917142e-05[/C][/ROW]
[ROW][C]593[/C][C]0.999978466212154[/C][C]4.3067575692103e-05[/C][C]2.15337878460515e-05[/C][/ROW]
[ROW][C]594[/C][C]0.999964379814116[/C][C]7.12403717688205e-05[/C][C]3.56201858844102e-05[/C][/ROW]
[ROW][C]595[/C][C]0.999939465925882[/C][C]0.000121068148235761[/C][C]6.05340741178805e-05[/C][/ROW]
[ROW][C]596[/C][C]0.999919417865923[/C][C]0.000161164268154986[/C][C]8.0582134077493e-05[/C][/ROW]
[ROW][C]597[/C][C]0.999861844949869[/C][C]0.000276310100262115[/C][C]0.000138155050131058[/C][/ROW]
[ROW][C]598[/C][C]0.999894335054765[/C][C]0.000211329890470357[/C][C]0.000105664945235179[/C][/ROW]
[ROW][C]599[/C][C]0.99981469462959[/C][C]0.000370610740818105[/C][C]0.000185305370409053[/C][/ROW]
[ROW][C]600[/C][C]0.99969898239231[/C][C]0.000602035215379695[/C][C]0.000301017607689848[/C][/ROW]
[ROW][C]601[/C][C]0.999773822154858[/C][C]0.000452355690284094[/C][C]0.000226177845142047[/C][/ROW]
[ROW][C]602[/C][C]0.999607077559563[/C][C]0.000785844880873706[/C][C]0.000392922440436853[/C][/ROW]
[ROW][C]603[/C][C]0.999365833470062[/C][C]0.00126833305987652[/C][C]0.000634166529938262[/C][/ROW]
[ROW][C]604[/C][C]0.999630225143013[/C][C]0.000739549713974024[/C][C]0.000369774856987012[/C][/ROW]
[ROW][C]605[/C][C]0.999741771067386[/C][C]0.000516457865227406[/C][C]0.000258228932613703[/C][/ROW]
[ROW][C]606[/C][C]0.99949920060711[/C][C]0.00100159878578181[/C][C]0.000500799392890906[/C][/ROW]
[ROW][C]607[/C][C]0.99944330484396[/C][C]0.00111339031208025[/C][C]0.000556695156040124[/C][/ROW]
[ROW][C]608[/C][C]0.998970657869464[/C][C]0.00205868426107184[/C][C]0.00102934213053592[/C][/ROW]
[ROW][C]609[/C][C]0.998160510659167[/C][C]0.00367897868166636[/C][C]0.00183948934083318[/C][/ROW]
[ROW][C]610[/C][C]0.99660727243616[/C][C]0.00678545512767908[/C][C]0.00339272756383954[/C][/ROW]
[ROW][C]611[/C][C]0.996321083454292[/C][C]0.00735783309141654[/C][C]0.00367891654570827[/C][/ROW]
[ROW][C]612[/C][C]0.993369130935333[/C][C]0.0132617381293346[/C][C]0.0066308690646673[/C][/ROW]
[ROW][C]613[/C][C]0.990506312309133[/C][C]0.0189873753817348[/C][C]0.0094936876908674[/C][/ROW]
[ROW][C]614[/C][C]0.983102917333914[/C][C]0.0337941653321725[/C][C]0.0168970826660862[/C][/ROW]
[ROW][C]615[/C][C]0.981618311309614[/C][C]0.0367633773807729[/C][C]0.0183816886903865[/C][/ROW]
[ROW][C]616[/C][C]0.966920566069966[/C][C]0.0661588678600676[/C][C]0.0330794339300338[/C][/ROW]
[ROW][C]617[/C][C]0.952703687941607[/C][C]0.0945926241167856[/C][C]0.0472963120583928[/C][/ROW]
[ROW][C]618[/C][C]0.919897700631052[/C][C]0.160204598737895[/C][C]0.0801022993689475[/C][/ROW]
[ROW][C]619[/C][C]0.881735773607968[/C][C]0.236528452784063[/C][C]0.118264226392032[/C][/ROW]
[ROW][C]620[/C][C]0.879660430694616[/C][C]0.240679138610769[/C][C]0.120339569305384[/C][/ROW]
[ROW][C]621[/C][C]0.825103232308175[/C][C]0.34979353538365[/C][C]0.174896767691825[/C][/ROW]
[ROW][C]622[/C][C]0.741747885270483[/C][C]0.516504229459034[/C][C]0.258252114729517[/C][/ROW]
[ROW][C]623[/C][C]0.608270764794114[/C][C]0.783458470411771[/C][C]0.391729235205886[/C][/ROW]
[ROW][C]624[/C][C]0.96939836770963[/C][C]0.0612032645807399[/C][C]0.0306016322903700[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=5

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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
8	0.590728319131341	0.818543361737317	0.409271680868659
9	0.442871451088646	0.885742902177293	0.557128548911354
10	0.300323404365471	0.600646808730942	0.699676595634529
11	0.327142013010238	0.654284026020476	0.672857986989762
12	0.243670150539197	0.487340301078394	0.756329849460803
13	0.197507973018255	0.395015946036511	0.802492026981745
14	0.175479611498851	0.350959222997701	0.82452038850115
15	0.313758181990717	0.627516363981433	0.686241818009283
16	0.927911058722351	0.144177882555298	0.0720889412776489
17	0.961284805313706	0.0774303893725873	0.0387151946862936
18	0.990754924492119	0.0184901510157622	0.00924507550788108
19	0.99036256769707	0.0192748646058607	0.00963743230293035
20	0.989616844592895	0.0207663108142097	0.0103831554071049
21	0.985610070781558	0.0287798584368845	0.0143899292184422
22	0.978985166723435	0.0420296665531293	0.0210148332765646
23	0.972527071045397	0.0549458579092066	0.0274729289546033
24	0.962525339646123	0.0749493207077549	0.0374746603538774
25	0.952446820060522	0.0951063598789558	0.0475531799394779
26	0.946798177894425	0.106403644211149	0.0532018221055746
27	0.966327286500717	0.0673454269985661	0.0336727134992831
28	0.95550856982694	0.08898286034612	0.04449143017306
29	0.956639344892648	0.0867213102147031	0.0433606551073516
30	0.953201068952306	0.0935978620953887	0.0467989310476943
31	0.950985867340591	0.0980282653188177	0.0490141326594089
32	0.965864767514197	0.0682704649716059	0.0341352324858029
33	0.97706597750294	0.0458680449941191	0.0229340224970595
34	0.991813289661305	0.0163734206773897	0.00818671033869483
35	0.988744356898017	0.0225112862039653	0.0112556431019827
36	0.984750925462976	0.030498149074048	0.015249074537024
37	0.980496175622863	0.0390076487542746	0.0195038243771373
38	0.974120590805394	0.0517588183892113	0.0258794091946057
39	0.966442195389425	0.0671156092211498	0.0335578046105749
40	0.957159805603093	0.0856803887938143	0.0428401943969071
41	0.945785408156805	0.10842918368639	0.054214591843195
42	0.937338012360646	0.125323975278709	0.0626619876393544
43	0.970258185934974	0.0594836281300526	0.0297418140650263
44	0.962977451185222	0.0740450976295566	0.0370225488147783
45	0.95796345202618	0.0840730959476387	0.0420365479738194
46	0.95903787997581	0.0819242400483811	0.0409621200241905
47	0.953770124922159	0.0924597501556825	0.0462298750778412
48	0.942519557147407	0.114960885705186	0.0574804428525928
49	0.939004298351602	0.121991403296796	0.0609957016483981
50	0.933435714757262	0.133128570485476	0.066564285242738
51	0.921388761144334	0.157222477711331	0.0786112388556657
52	0.920417827639336	0.159164344721329	0.0795821723606644
53	0.904258498152003	0.191483003695995	0.0957415018479973
54	0.887745336779049	0.224509326441902	0.112254663220951
55	0.87346596106181	0.253068077876381	0.126534038938191
56	0.852015792004673	0.295968415990654	0.147984207995327
57	0.831948151531352	0.336103696937295	0.168051848468648
58	0.812438935051948	0.375122129896104	0.187561064948052
59	0.805195877628183	0.389608244743633	0.194804122371817
60	0.84644373581772	0.307112528364560	0.153556264182280
61	0.835271313127896	0.329457373744208	0.164728686872104
62	0.811548141248481	0.376903717503039	0.188451858751519
63	0.789098716641077	0.421802566717846	0.210901283358923
64	0.761393058606168	0.477213882787664	0.238606941393832
65	0.732065696335204	0.535868607329592	0.267934303664796
66	0.779249650531417	0.441500698937165	0.220750349468583
67	0.752169098585295	0.49566180282941	0.247830901414705
68	0.770094081307015	0.459811837385971	0.229905918692985
69	0.747928249901249	0.504143500197503	0.252071750098751
70	0.720308578825697	0.559382842348607	0.279691421174303
71	0.69703094177217	0.605938116455662	0.302969058227831
72	0.67582356255874	0.648352874882521	0.324176437441261
73	0.71682155708991	0.56635688582018	0.28317844291009
74	0.700925186014667	0.598149627970665	0.299074813985333
75	0.701768992803265	0.59646201439347	0.298231007196735
76	0.672824332790871	0.654351334418257	0.327175667209129
77	0.643539082057769	0.712921835884463	0.356460917942231
78	0.621715085936378	0.756569828127243	0.378284914063622
79	0.58842699525747	0.82314600948506	0.41157300474253
80	0.740880793875344	0.518238412249312	0.259119206124656
81	0.716653987089901	0.566692025820199	0.283346012910099
82	0.734393487781131	0.531213024437738	0.265606512218869
83	0.7086489177321	0.5827021645358	0.2913510822679
84	0.680892485940047	0.638215028119905	0.319107514059953
85	0.654844987972755	0.69031002405449	0.345155012027245
86	0.640171616453529	0.719656767092943	0.359828383546471
87	0.631254019884802	0.737491960230397	0.368745980115198
88	0.657991144316903	0.684017711366194	0.342008855683097
89	0.659125769097857	0.681748461804285	0.340874230902143
90	0.677552655786346	0.644894688427307	0.322447344213653
91	0.713874820767649	0.572250358464702	0.286125179232351
92	0.69335437186072	0.61329125627856	0.30664562813928
93	0.671513226720186	0.656973546559627	0.328486773279814
94	0.643423874155711	0.713152251688578	0.356576125844289
95	0.67743657602747	0.645126847945059	0.322563423972530
96	0.673409947020153	0.653180105959695	0.326590052979847
97	0.647600305025889	0.704799389948222	0.352399694974111
98	0.63524166708992	0.729516665820161	0.364758332910080
99	0.767823689033203	0.464352621933595	0.232176310966797
100	0.800787899618473	0.398424200763055	0.199212100381527
101	0.792405807158797	0.415188385682405	0.207594192841203
102	0.77818652626055	0.443626947478899	0.221813473739449
103	0.760059096794104	0.479881806411792	0.239940903205896
104	0.735479068417022	0.529041863165957	0.264520931582978
105	0.715522463194261	0.568955073611479	0.284477536805739
106	0.759071630072675	0.48185673985465	0.240928369927325
107	0.737234624091428	0.525530751817144	0.262765375908572
108	0.732850045401057	0.534299909197886	0.267149954598943
109	0.726593165074183	0.546813669851634	0.273406834925817
110	0.70337491384908	0.59325017230184	0.29662508615092
111	0.700099832141463	0.599800335717073	0.299900167858537
112	0.67538548064358	0.649229038712839	0.324614519356420
113	0.653346693497993	0.693306613004013	0.346653306502007
114	0.63960472974236	0.72079054051528	0.36039527025764
115	0.61724823964056	0.76550352071888	0.38275176035944
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Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	243	0.393841166936791	NOK
5% type I error level	280	0.453808752025932	NOK
10% type I error level	313	0.507293354943274	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 & 243 & 0.393841166936791 & NOK \tabularnewline
5% type I error level & 280 & 0.453808752025932 & NOK \tabularnewline
10% type I error level & 313 & 0.507293354943274 & NOK \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=113856&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]243[/C][C]0.393841166936791[/C][C]NOK[/C][/ROW]
[ROW][C]5% type I error level[/C][C]280[/C][C]0.453808752025932[/C][C]NOK[/C][/ROW]
[ROW][C]10% type I error level[/C][C]313[/C][C]0.507293354943274[/C][C]NOK[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=113856&T=6

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=113856&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	243	0.393841166936791	NOK
5% type I error level	280	0.453808752025932	NOK
10% type I error level	313	0.507293354943274	NOK

Figure 1

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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 = kendall ;

Parameters (R input):

par1 = 5 ; 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