权重对生成对抗网络GAN性能的影响

本文制作了一个生成对抗网络GAN网络，并通过调节权重的初始化方法来观察权重对网络性能的影响。

生成网络的结构是784*300*784，对抗网络的结构是784*300*1.生成网络的输入是一个28*28的二维数组，

double []z=new double[28*28];

for(int n=0 ;n<28;n++){

for(int m=0 ;m<28;m++){

z[n*28+m]=((double)(n+1)*(m+1)/100);

}}

样本是mnist数据集的9的前5000张图片，也就是说

logD（x)=logD（mnist9）

log(1-D(G(z)))=log（1-D（G（z）））

比如将这个网络简写成呢个

gan( z, mnist 9(784*300*784)   )-784*300*1-p

具体进样顺序
n=4999	m=1
for n do
for m do
z
mnist 9-n
计算 (logD（x)+log(1-D(G(z))) )/m  ,和(log(1-D(G(z))) )/m
end for
每隔100张记录下网络的输出值，每隔500张生成一张图片
梯度下降
end for

 

权重的初始化方法

Random rand1 =new Random();

int ti1=rand1.nextInt(98)+1;

ti1=1;

int xx=1;

if(ti1%2==0){

xx=-1;}

w[a][b]=xx*((double)ti1/wx);

本文就是通过调整wx的值观察网路的性能，本文一共尝试了包括270，280，300，400，500，600，700，800，900，1000，2000，3000，4000，5000，10000，20000，50000，10w，50w，100w，共20个值。

分别统计了当n=4999时的网络的D（x）和D(G(z))值

D(x)表格

	D（x）
	100w	50w	10w	5w	20000	10000	5000	4000	3000	2000	1000	900	800	700	600	500	400	300	280	270
	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]	red[0]
100	0.42332	0.423304	0.423172	0.423008	0.422517	0.421705	0.420103	0.419314	0.418016	0.415502	0.409576	0.409081	0.40948	0.413039	0.429066	0.472792	0.301123	0.273265	0.263532	0.283752
200	0.41651	0.416487	0.41631	0.416089	0.415423	0.414311	0.412074	0.410948	0.40906	0.405247	0.394108	0.391871	0.389247	0.385864	0.37756	0.405426	0.302072	0.538325	0.535189	0.544812
300	0.416064	0.416048	0.41592	0.41576	0.415282	0.414491	0.412933	0.412164	0.410899	0.408445	0.402723	0.402146	0.401846	0.400838	0.382686	0.473559	0.314931	0.305442	0.511287	0.496561
400	0.407169	0.407146	0.406962	0.406732	0.40604	0.404883	0.402554	0.401382	0.39942	0.395499	0.385833	0.385135	0.386305	0.39389	0.415384	0.435926	0.312878	0.289498	0.290688	0.292386
500	0.403415	0.403403	0.403311	0.403196	0.402853	0.402292	0.401204	0.400676	0.399824	0.39825	0.395397	0.395657	0.397711	0.406133	0.426644	0.446426	0.460958	0.497144	0.509821	0.515502
600	0.402458	0.402441	0.402306	0.402138	0.401631	0.400787	0.399092	0.398239	0.396807	0.393883	0.382105	0.377689	0.37053	0.358989	0.344414	0.333786	0.3257	0.469694	0.489312	0.493531
700	0.399725	0.399712	0.399609	0.399479	0.399085	0.39841	0.396972	0.3962	0.394815	0.391567	0.374569	0.368697	0.360487	0.34991	0.338939	0.332785	0.328749	0.395198	0.4207	0.432533
800	0.383543	0.383514	0.383281	0.38299	0.382112	0.380629	0.377611	0.376088	0.373565	0.368784	0.361099	0.361747	0.363926	0.367491	0.368457	0.369652	0.374919	0.389076	0.39488	0.395938
900	0.380004	0.37998	0.379786	0.379543	0.378812	0.377592	0.375187	0.374038	0.372274	0.369693	0.373111	0.375681	0.379161	0.383424	0.387678	0.386902	0.381842	0.380088	0.380335	0.381278
1000	0.370074	0.370039	0.369756	0.369399	0.368311	0.366444	0.362541	0.360533	0.357153	0.350459	0.331843	0.327815	0.322749	0.316556	0.309889	0.305734	0.303392	0.298054	0.296555	0.295893
1100	0.379493	0.379471	0.379293	0.37907	0.3784	0.377285	0.375124	0.37411	0.372559	0.370062	0.365579	0.364484	0.362848	0.360534	0.357891	0.357083	0.357157	0.356423	0.356133	0.355772
1200	0.361382	0.361342	0.361023	0.36062	0.359393	0.357296	0.353007	0.350863	0.347352	0.340713	0.324346	0.321463	0.318333	0.315186	0.312427	0.312108	0.313253	0.311726	0.311668	0.311501
1300	0.356825	0.356791	0.356523	0.356188	0.355184	0.353526	0.350351	0.348861	0.346539	0.342467	0.333439	0.331899	0.330216	0.328506	0.327046	0.326882	0.326959	0.32666	0.32698	0.326661
1400	0.355961	0.355938	0.355753	0.355523	0.354848	0.353777	0.351876	0.351049	0.349845	0.347983	0.344716	0.344134	0.343353	0.34217	0.340232	0.336311	0.331284	0.327824	0.327747	0.32779
1500	0.348964	0.348938	0.348733	0.348481	0.347756	0.346654	0.34482	0.344069	0.343019	0.341507	0.339407	0.339162	0.338881	0.33849	0.337767	0.336259	0.334005	0.333555	0.334358	0.333849
1600	0.338164	0.338131	0.337869	0.337548	0.336622	0.335205	0.332803	0.331791	0.330337	0.328115	0.324467	0.323963	0.323398	0.322721	0.321825	0.320396	0.319002	0.317424	0.317137	0.317288
1700	0.350118	0.350101	0.349963	0.349795	0.349313	0.348584	0.347366	0.346858	0.346136	0.345043	0.343263	0.343009	0.342717	0.342351	0.341811	0.340583	0.339225	0.337401	0.336932	0.337118
1800	0.376305	0.376297	0.376232	0.376152	0.375924	0.375578	0.375013	0.374791	0.374498	0.374152	0.37395	0.37389	0.373719	0.373273	0.37229	0.36925	0.364011	0.362036	0.361916	0.361729
1900	0.329043	0.329026	0.32889	0.328724	0.32826	0.327579	0.326486	0.326041	0.325407	0.324422	0.322662	0.322452	0.322303	0.322337	0.322804	0.324652	0.328424	0.330203	0.330144	0.33051
2000	0.376939	0.376941	0.376956	0.376976	0.377046	0.377185	0.377511	0.377682	0.377965	0.378478	0.379539	0.379723	0.379964	0.380343	0.381094	0.383014	0.385746	0.388051	0.388498	0.388578
2100	0.262365	0.262341	0.262149	0.261913	0.26124	0.260217	0.258487	0.257753	0.256685	0.255005	0.252069	0.251662	0.251226	0.250746	0.250101	0.24917	0.248024	0.24643	0.246148	0.246005
2200	0.337182	0.337174	0.337113	0.337039	0.336827	0.336506	0.33597	0.335747	0.335432	0.334963	0.334258	0.334167	0.334058	0.3339	0.333597	0.332793	0.33168	0.331245	0.330888	0.33103
2300	0.34082	0.340819	0.340814	0.340807	0.340794	0.340786	0.340804	0.340823	0.340859	0.34093	0.341105	0.341152	0.341226	0.341359	0.341606	0.342154	0.342847	0.343484	0.343597	0.343709
2400	0.327921	0.327919	0.327901	0.327879	0.327821	0.327745	0.327648	0.327619	0.327588	0.327559	0.327516	0.327505	0.327492	0.327478	0.327502	0.327839	0.328473	0.329035	0.328589	0.328576
2500	0.351282	0.351286	0.351322	0.351366	0.351494	0.351697	0.352058	0.352215	0.352446	0.352801	0.353343	0.353417	0.353513	0.353669	0.353976	0.354775	0.35603	0.356595	0.356548	0.356553
2600	0.316087	0.316085	0.316068	0.316048	0.31599	0.315908	0.315781	0.315733	0.31567	0.315586	0.315493	0.315484	0.315469	0.315436	0.31531	0.315128	0.314597	0.315128	0.315595	0.315643
2700	0.344381	0.344391	0.344472	0.344572	0.344861	0.345306	0.346068	0.34639	0.346849	0.347524	0.348435	0.348544	0.348687	0.348935	0.34943	0.350849	0.352879	0.353684	0.353955	0.354045
2800	0.386672	0.386674	0.386693	0.386716	0.386785	0.386902	0.387126	0.387231	0.387394	0.387668	0.388144	0.388206	0.388277	0.388383	0.388647	0.389233	0.39036	0.390766	0.390494	0.390398
2900	0.308498	0.308496	0.308473	0.308446	0.308374	0.308274	0.308138	0.308094	0.308044	0.308001	0.308024	0.308029	0.308025	0.30799	0.307917	0.307785	0.307894	0.308429	0.308526	0.308828
3000	0.365196	0.365201	0.365243	0.365294	0.365444	0.36568	0.366101	0.366288	0.366566	0.367011	0.367759	0.367857	0.367968	0.368119	0.368428	0.369074	0.370497	0.371093	0.370995	0.370993
3100	0.354485	0.35449	0.354535	0.35459	0.354749	0.354992	0.355405	0.355578	0.355822	0.356172	0.356594	0.356635	0.356691	0.356801	0.357093	0.357912	0.359231	0.359516	0.359481	0.359323
3200	0.345722	0.345729	0.345787	0.345858	0.346063	0.346376	0.346905	0.347126	0.347437	0.347886	0.348443	0.348496	0.348561	0.348676	0.348959	0.349816	0.35115	0.352034	0.352159	0.351925
3300	0.364998	0.365004	0.36505	0.365107	0.36527	0.365524	0.365963	0.366152	0.366425	0.366839	0.367453	0.367529	0.367618	0.367749	0.368014	0.368716	0.369728	0.370699	0.370688	0.370611
3400	0.349388	0.349395	0.349458	0.349534	0.349752	0.350079	0.35061	0.350821	0.351103	0.351459	0.351664	0.351653	0.351654	0.351706	0.351873	0.352801	0.354504	0.355102	0.354933	0.354983
3500	0.286883	0.286886	0.28691	0.28694	0.287023	0.287145	0.28733	0.287396	0.287473	0.28753	0.287303	0.287229	0.28715	0.287096	0.287169	0.287568	0.288588	0.287802	0.287295	0.286977
3600	0.371487	0.371492	0.371539	0.371595	0.371759	0.372011	0.37244	0.372622	0.372882	0.373271	0.373839	0.373914	0.374011	0.374163	0.374465	0.375242	0.376348	0.376944	0.376745	0.376907
3700	0.416953	0.41696	0.417013	0.417077	0.417263	0.417543	0.418005	0.418193	0.418452	0.418803	0.419147	0.419169	0.419203	0.419291	0.419539	0.420369	0.421489	0.42199	0.422043	0.421845
3800	0.368211	0.368216	0.368262	0.368318	0.368478	0.368724	0.369139	0.369313	0.369557	0.369912	0.370364	0.370411	0.370469	0.37057	0.370822	0.371518	0.372765	0.373351	0.373034	0.373005
3900	0.376307	0.376313	0.376362	0.376421	0.376593	0.376855	0.377298	0.377483	0.377746	0.378132	0.378667	0.378733	0.378818	0.378956	0.379232	0.379982	0.381095	0.382025	0.382168	0.38232
4000	0.330135	0.330139	0.330164	0.330196	0.330287	0.330429	0.330677	0.330784	0.330941	0.331188	0.331589	0.33164	0.3317	0.331783	0.331932	0.33223	0.333081	0.33357	0.333658	0.333813
4100	0.368477	0.368483	0.36853	0.368587	0.36875	0.368992	0.369381	0.369532	0.369732	0.369973	0.370086	0.370079	0.37009	0.370161	0.370349	0.371111	0.371984	0.372172	0.372139	0.37221
4200	0.371553	0.371555	0.371569	0.371587	0.371638	0.371718	0.371859	0.37192	0.372011	0.372153	0.372363	0.372383	0.372401	0.37243	0.372508	0.372728	0.373166	0.373224	0.373553	0.373538
4300	0.345383	0.345387	0.345423	0.345467	0.345591	0.345771	0.346045	0.346144	0.346262	0.346364	0.346187	0.346132	0.346085	0.346082	0.346162	0.346748	0.347434	0.347535	0.347381	0.347446
4400	0.419458	0.419462	0.419497	0.41954	0.419662	0.419847	0.420151	0.420273	0.42044	0.420663	0.420867	0.42088	0.420903	0.420964	0.42113	0.421629	0.422226	0.423008	0.422994	0.422981
4500	0.36795	0.367952	0.367974	0.368002	0.368082	0.368208	0.368436	0.368538	0.368692	0.368949	0.369444	0.369522	0.369614	0.369729	0.369911	0.370363	0.370693	0.371614	0.371816	0.37191
4600	0.382483	0.382486	0.382512	0.382543	0.382635	0.382774	0.383008	0.383105	0.383242	0.383437	0.383672	0.383694	0.383724	0.383785	0.383952	0.38431	0.385253	0.385451	0.385205	0.385258
4700	0.411907	0.411911	0.411943	0.411982	0.412093	0.412262	0.412539	0.412651	0.412804	0.413012	0.413208	0.413219	0.413238	0.413289	0.413423	0.413941	0.414728	0.415101	0.415039	0.415103
4800	0.381367	0.381372	0.381407	0.38145	0.381572	0.381757	0.382061	0.382183	0.38235	0.382569	0.382736	0.382736	0.382742	0.382784	0.382947	0.383571	0.384237	0.384658	0.384778	0.384492
4900	0.349585	0.349588	0.349605	0.349627	0.349688	0.349782	0.349937	0.350001	0.350089	0.350212	0.350336	0.350343	0.350353	0.350381	0.350489	0.350669	0.351284	0.351477	0.351289	0.351204

将D(x)对n的曲线画成图

可以明显的观察到无论权重如何初始化，只是在第20点，2000张图片以前有比较明显的影响。超过2000以后的曲线几乎是完全重合的。

Wx有一个极小值，当wx小于270的时候无法收敛。

 

	D(G(z))
	100w	50w	10w	5w	20000	10000	5000	4000	3000	2000	1000	900	800	700	600	500	400	300	280	270
	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]	reg[0]
100	0.42113	0.421104	0.420898	0.420641	0.419867	0.418574	0.415973	0.414664	0.41247	0.408049	0.3957	0.393779	0.392566	0.394725	0.411862	0.465034	0.245413	0.204475	0.19225583	0.214899
200	0.410986	0.41095	0.410663	0.410305	0.409223	0.4074	0.403677	0.401774	0.398537	0.391824	0.370606	0.365975	0.360355	0.353105	0.338673	0.370705	0.23073	0.55751	0.55320705	0.567952
300	0.408129	0.408098	0.407854	0.407549	0.406632	0.405097	0.401994	0.400425	0.397782	0.392419	0.377354	0.374816	0.372235	0.36825	0.341034	0.462564	0.24232	0.221219	0.51742799	0.494667
400	0.395194	0.395153	0.394824	0.394411	0.393165	0.391063	0.386759	0.384554	0.380802	0.373059	0.351171	0.348124	0.347086	0.354174	0.380398	0.406715	0.23292	0.195334	0.19512288	0.196323
500	0.38719	0.38716	0.386915	0.386609	0.38569	0.384152	0.381046	0.379478	0.376844	0.371566	0.357823	0.356132	0.356556	0.36556	0.392083	0.418857	0.438937	0.495337	0.51616347	0.525594
600	0.384044	0.384007	0.383705	0.383327	0.382186	0.380259	0.376299	0.374263	0.370788	0.363541	0.337421	0.329342	0.317151	0.298584	0.275526	0.257226	0.241324	0.450638	0.48241873	0.489312
700	0.376893	0.376861	0.376602	0.376276	0.375286	0.373588	0.369983	0.368064	0.364673	0.35709	0.324674	0.314842	0.301528	0.284661	0.266817	0.254366	0.243389	0.332159	0.37086777	0.389316
800	0.352891	0.352835	0.35239	0.35183	0.350131	0.347234	0.341211	0.338107	0.33286	0.322507	0.301214	0.30013	0.300923	0.303427	0.301984	0.299875	0.302664	0.318455	0.32682748	0.327834
900	0.341847	0.341791	0.341338	0.34077	0.339045	0.336115	0.33012	0.327115	0.322239	0.313727	0.306367	0.30809	0.311015	0.31499	0.318783	0.314258	0.302052	0.293507	0.29268343	0.293424
1000	0.320677	0.320602	0.319999	0.319239	0.316913	0.312896	0.30442	0.300027	0.292612	0.277972	0.239539	0.231934	0.222708	0.211672	0.199416	0.188674	0.178261	0.163611	0.16061738	0.159038
1100	0.333097	0.333041	0.332588	0.332017	0.330285	0.327342	0.321398	0.318484	0.313844	0.305724	0.289319	0.286142	0.281969	0.276479	0.269914	0.264365	0.258018	0.250806	0.24941754	0.248104
1200	0.302274	0.302184	0.301456	0.300539	0.297738	0.292943	0.283129	0.278238	0.270278	0.255503	0.221436	0.215748	0.209556	0.203088	0.196682	0.192151	0.18812	0.180141	0.17882735	0.17784
1300	0.287685	0.287598	0.286894	0.286011	0.283352	0.27892	0.270313	0.266237	0.259864	0.248751	0.225429	0.22164	0.217431	0.212812	0.207771	0.202267	0.194881	0.18776	0.1874086	0.186267
1400	0.282668	0.28259	0.281963	0.281182	0.278862	0.275109	0.268191	0.26507	0.260381	0.252739	0.23864	0.23639	0.233674	0.230081	0.224875	0.215086	0.20217	0.191629	0.1904838	0.189764
1500	0.25895	0.25886	0.258137	0.257243	0.254632	0.250524	0.243273	0.240113	0.235472	0.228152	0.215645	0.213878	0.211868	0.209365	0.205737	0.198879	0.189088	0.181937	0.18195364	0.180211
1600	0.242323	0.242223	0.241428	0.240447	0.237601	0.233173	0.225456	0.222119	0.217232	0.20953	0.196228	0.194318	0.19215	0.189508	0.185942	0.179651	0.17185	0.164573	0.16363021	0.163124
1700	0.236133	0.236049	0.235382	0.234563	0.232189	0.228511	0.222117	0.21935	0.215291	0.208863	0.197586	0.19593	0.194026	0.191655	0.188268	0.181592	0.172572	0.163915	0.16317948	0.162587
1800	0.266634	0.266568	0.266051	0.265415	0.263572	0.260714	0.255755	0.253624	0.25053	0.245766	0.237965	0.236761	0.235195	0.232825	0.228821	0.219006	0.203598	0.194268	0.19364865	0.192586
1900	0.174993	0.174909	0.174244	0.173431	0.1711	0.16755	0.161529	0.158971	0.155259	0.149452	0.139498	0.138136	0.136677	0.13508	0.133178	0.130334	0.127338	0.124134	0.12356952	0.123451
2000	0.212475	0.21241	0.211894	0.211263	0.209452	0.206698	0.202053	0.200099	0.197295	0.193028	0.186173	0.185221	0.184116	0.1827	0.180709	0.17668	0.171026	0.166857	0.16684048	0.166344
2100	0.138915	0.138859	0.138419	0.13788	0.13634	0.134008	0.13009	0.128441	0.126068	0.122413	0.116386	0.115583	0.11471	0.113705	0.112347	0.109928	0.106592	0.104075	0.10389201	0.103719
2200	0.173539	0.173486	0.173065	0.172548	0.171061	0.168782	0.164885	0.163226	0.160826	0.157132	0.151149	0.150328	0.149368	0.148082	0.14599	0.141292	0.134577	0.130088	0.12958323	0.12936
2300	0.162564	0.162519	0.162166	0.161734	0.160495	0.158607	0.155412	0.154063	0.152125	0.149172	0.144573	0.143985	0.143315	0.14243	0.140955	0.137516	0.132186	0.129545	0.13026103	0.130011
2400	0.124357	0.124306	0.123909	0.123422	0.122029	0.119914	0.116372	0.114898	0.112807	0.109709	0.105128	0.104526	0.10379	0.102711	0.100854	0.096396	0.090419	0.087057	0.08703736	0.086734
2500	0.120204	0.120161	0.119821	0.119404	0.118205	0.116375	0.113275	0.111972	0.110109	0.107312	0.10309	0.102534	0.10186	0.100881	0.099138	0.094937	0.0889	0.08572	0.08626267	0.085888
2600	0.09377	0.093733	0.09344	0.093081	0.092052	0.09049	0.087873	0.086784	0.085243	0.082975	0.079723	0.07931	0.078799	0.078023	0.076585	0.072998	0.068021	0.065475	0.06599977	0.065851
2700	0.076423	0.076396	0.076179	0.075914	0.075154	0.073999	0.072064	0.071257	0.070114	0.068423	0.065973	0.065663	0.065286	0.064729	0.063712	0.061165	0.057524	0.055559	0.0559506	0.055761
2800	0.123226	0.123184	0.122849	0.122439	0.121266	0.11949	0.116534	0.115313	0.1136	0.111123	0.107746	0.107329	0.1068	0.105969	0.104478	0.100393	0.094941	0.091688	0.09186927	0.091608
2900	0.07484	0.074813	0.074601	0.074341	0.073604	0.072497	0.070682	0.069945	0.068922	0.067476	0.065637	0.065428	0.065157	0.064699	0.063805	0.061366	0.05803	0.056632	0.05680478	0.056719
3000	0.064951	0.064926	0.064727	0.064484	0.063789	0.062741	0.061009	0.060301	0.059315	0.057918	0.056159	0.055963	0.055706	0.055265	0.054376	0.051854	0.048421	0.046716	0.04674847	0.046632
3100	0.075192	0.075172	0.075014	0.074822	0.07427	0.073435	0.072042	0.071467	0.070659	0.069494	0.067963	0.067793	0.067581	0.067238	0.066562	0.064593	0.061808	0.060288	0.0603472	0.060144
3200	0.046168	0.046154	0.046043	0.045906	0.045516	0.044924	0.043937	0.04353	0.042959	0.042135	0.041056	0.040933	0.040779	0.040523	0.040009	0.038564	0.036642	0.035601	0.03572211	0.035653
3300	0.052227	0.052212	0.052091	0.051943	0.051519	0.050879	0.049816	0.049379	0.048768	0.047894	0.046779	0.046657	0.046499	0.046226	0.045649	0.044016	0.041661	0.040694	0.04104587	0.040877
3400	0.046177	0.046164	0.046063	0.045939	0.045587	0.045055	0.044176	0.043817	0.043317	0.042608	0.041732	0.04164	0.04152	0.041307	0.040846	0.039561	0.037806	0.036995	0.03707548	0.037041
3500	0.051891	0.051882	0.051806	0.051714	0.051449	0.051048	0.050379	0.050102	0.049714	0.049155	0.048432	0.048355	0.048258	0.048095	0.047755	0.046784	0.045395	0.044686	0.04474092	0.044694
3600	0.043633	0.043622	0.043541	0.043442	0.043158	0.042728	0.042011	0.041716	0.041304	0.040715	0.039978	0.0399	0.039798	0.039619	0.039243	0.038137	0.036621	0.035846	0.03596746	0.035864
3700	0.049849	0.049839	0.049756	0.049655	0.049365	0.048927	0.048201	0.047903	0.047489	0.046905	0.046198	0.046128	0.046037	0.045873	0.045508	0.044384	0.04266	0.041849	0.04198492	0.041854
3800	0.034224	0.034216	0.034161	0.034092	0.033897	0.033602	0.033112	0.032912	0.032634	0.032243	0.031795	0.031754	0.0317	0.031595	0.031354	0.030575	0.029478	0.028952	0.02904693	0.029035
3900	0.034694	0.034687	0.034636	0.034573	0.034395	0.034128	0.033695	0.033522	0.033288	0.032982	0.032731	0.032725	0.032709	0.032645	0.03246	0.031756	0.030724	0.030369	0.03054064	0.030514
4000	0.030107	0.030102	0.030056	0.03	0.02984	0.029598	0.029196	0.029032	0.028805	0.028487	0.028127	0.028096	0.028053	0.02797	0.027766	0.027118	0.026193	0.025753	0.02584268	0.025829
4100	0.019325	0.019321	0.019289	0.01925	0.019138	0.01897	0.018694	0.018582	0.018428	0.018216	0.01799	0.017972	0.017947	0.017893	0.01776	0.017317	0.016715	0.016398	0.01640883	0.016386
4200	0.0363	0.036292	0.036231	0.036157	0.035946	0.035628	0.035108	0.034898	0.034611	0.034221	0.033827	0.033798	0.033752	0.033646	0.033385	0.032508	0.031292	0.030703	0.03088538	0.030754
4300	0.021836	0.021832	0.021804	0.021769	0.021669	0.02152	0.021274	0.021175	0.021038	0.020853	0.020666	0.020652	0.020632	0.020583	0.020455	0.020046	0.019458	0.019261	0.01929284	0.019287
4400	0.026677	0.026672	0.026639	0.026598	0.026481	0.026306	0.026023	0.025909	0.025756	0.025555	0.025389	0.025383	0.025369	0.025322	0.02519	0.02469	0.024005	0.023792	0.02386009	0.023844
4500	0.029618	0.029614	0.029578	0.029534	0.029411	0.029229	0.028941	0.02883	0.028687	0.028519	0.028494	0.028519	0.02854	0.028529	0.028426	0.027916	0.027158	0.027063	0.02716909	0.027162
4600	0.013632	0.013629	0.013607	0.013581	0.013505	0.01339	0.013202	0.013125	0.01302	0.012875	0.012726	0.012715	0.012699	0.012661	0.012564	0.012248	0.011791	0.011604	0.01163984	0.011611
4700	0.016068	0.016065	0.016045	0.016021	0.015951	0.015846	0.015677	0.01561	0.01552	0.015404	0.015327	0.015329	0.015328	0.01531	0.01524	0.014942	0.014552	0.014344	0.01437805	0.014362
4800	0.015081	0.015079	0.015067	0.015051	0.015006	0.01494	0.01483	0.014786	0.014727	0.014648	0.014585	0.014584	0.014581	0.014566	0.014517	0.014325	0.014056	0.01397	0.01398192	0.014001
4900	0.029043	0.02904	0.029017	0.028988	0.028905	0.028781	0.028575	0.028492	0.028378	0.028224	0.028084	0.028078	0.028069	0.02804	0.027957	0.027586	0.027063	0.026742	0.02681954	0.026791

将D(G(z))对n的曲线画成图

画成图

这个结果也是非常明显权重的变化仅反应在收敛过程的初始阶段，随着迭代次数的增加，曲线的形态变得高度统一。

生成的图片

对比生的图片，wx变大对网络性能有正面影响，对比1500列图片，当wx=100w时要比当wx=270时的图片清晰的多。

 

实验数据

学习率0.1

red[0]=D(x)

reg[0]=D(G(z))

double d1=(-1)*log(D（x）,10)+(-1)*log(1- D(G(z)),10);

double d2=(-1)*log(1- D(G(z)),10);

270            
red[0]    reg[0]    d1    d2
0.283752    0.214899    0.652136    0.105074
0.544812    0.567952    0.628221    0.364468
0.496561    0.494667    0.60045    0.296422
0.292386    0.196323    0.628962    0.094918
0.515502    0.525594    0.61162    0.32385
0.493531    0.489312    0.59853    0.291845
0.432533    0.389316    0.578164    0.214183
0.395938    0.327834    0.574896    0.172523
0.381278    0.293424    0.569599    0.150841
0.295893    0.159038    0.604089    0.075224
0.355772    0.248104    0.57267    0.123842
0.311501    0.17784    0.591584    0.085043
0.326661    0.186267    0.575421    0.089518
0.32779    0.189764    0.575793    0.091388
0.333849    0.180211    0.562747    0.086298
0.317288    0.163124    0.575885    0.077339
0.337118    0.162587    0.549279    0.077061
0.361729    0.192586    0.53452    0.092904
0.33051    0.123451    0.538039    0.057224
0.388578    0.166344    0.489536    0.079013
0.246005    0.103719    0.656612    0.047556
0.33103    0.12936    0.540294    0.060162
0.343709    0.130011    0.524295    0.060486
0.328576    0.086734    0.522767    0.039403
0.356553    0.085888    0.486877    0.039001
0.315643    0.065851    0.530388    0.029584
0.354045    0.055761    0.47586    0.024918
0.390398    0.091608    0.450219    0.041727
0.308828    0.056719    0.535643    0.025359
0.370993    0.046632    0.451373    0.02074
0.359323    0.060144    0.471453    0.026939
0.351925    0.035653    0.469316    0.015767
0.370611    0.040877    0.449207    0.018126
0.354983    0.037041    0.466185    0.016392
0.286977    0.044694    0.56201    0.019857
0.376907    0.035864    0.439627    0.015862
0.421845    0.041854    0.393415    0.018568
0.373005    0.029035    0.441081    0.012796
0.38232    0.030514    0.431032    0.013459
0.333813    0.025829    0.487861    0.011365
0.37221    0.016386    0.436388    0.007175
0.373538    0.030754    0.441231    0.013566
0.347446    0.019287    0.46757    0.008458
0.422981    0.023844    0.38416    0.010481
0.37191    0.027162    0.441522    0.01196
0.385258    0.011611    0.41932    0.005072
0.415103    0.014362    0.388126    0.006282
0.384492    0.014001    0.421236    0.006124
0.351204    0.026791    0.466235    0.011794

280            
red[0]    reg[0]    d1    d2
0.263532    0.192256    0.671892    0.092726
0.535189    0.553207    0.621387    0.349894
0.511287    0.517428    0.607773    0.316438
0.290688    0.195123    0.630843    0.09427
0.509821    0.516163    0.607883    0.315301
0.489312    0.482419    0.596435    0.286021
0.4207    0.370868    0.577286    0.201258
0.39488    0.326827    0.575409    0.171874
0.380335    0.292683    0.57022    0.150386
0.296555    0.160617    0.603935    0.07604
0.356133    0.249418    0.572989    0.124602
0.311668    0.178827    0.591873    0.085566
0.32698    0.187409    0.575606    0.090128
0.327747    0.190484    0.576235    0.091774
0.334358    0.181954    0.563011    0.087222
0.317137    0.16363    0.576355    0.077602
0.336932    0.163179    0.549825    0.077368
0.361916    0.193649    0.534868    0.093476
0.330144    0.12357    0.538578    0.057283
0.388498    0.16684    0.489883    0.079272
0.246148    0.103892    0.656444    0.04764
0.330888    0.129583    0.540591    0.060273
0.343597    0.130261    0.524562    0.060611
0.328589    0.087037    0.522894    0.039547
0.356548    0.086263    0.48706    0.039179
0.315595    0.066    0.530523    0.029653
0.353955    0.055951    0.476057    0.025005
0.390494    0.091869    0.450237    0.041852
0.308526    0.056805    0.536106    0.025398
0.370995    0.046748    0.451425    0.020792
0.359481    0.060347    0.471356    0.027033
0.352159    0.035722    0.469059    0.015798
0.370688    0.041046    0.449193    0.018202
0.354933    0.037075    0.466261    0.016408
0.287295    0.044741    0.561551    0.019879
0.376745    0.035967    0.439861    0.015908
0.422043    0.041985    0.393271    0.018628
0.373034    0.029047    0.441054    0.012802
0.382168    0.030541    0.431216    0.01347
0.333658    0.025843    0.48807    0.011371
0.372139    0.016409    0.436481    0.007185
0.373553    0.030885    0.441273    0.013625
0.347381    0.019293    0.467655    0.008461
0.422994    0.02386    0.384154    0.010488
0.371816    0.027169    0.441634    0.011963
0.385205    0.01164    0.419393    0.005085
0.415039    0.014378    0.388201    0.00629
0.384778    0.013982    0.420905    0.006115
0.351289    0.02682    0.466142    0.011807

300            
red[0]    reg[0]    d1    d2
0.273265    0.204475    0.662763    0.099346
0.538325    0.55751    0.623052    0.354096
0.305442    0.221219    0.623656    0.108585
0.289498    0.195334    0.632738    0.094385
0.497144    0.495337    0.600516    0.296998
0.469694    0.450638    0.588326    0.260142
0.395198    0.332159    0.578512    0.175327
0.389076    0.318455    0.576471    0.166505
0.380088    0.293507    0.571008    0.150892
0.298054    0.163611    0.603296    0.077592
0.356423    0.250806    0.57344    0.125406
0.311726    0.180141    0.592487    0.086261
0.32666    0.18776    0.57622    0.090315
0.327824    0.191629    0.576748    0.092389
0.333555    0.181937    0.564046    0.087213
0.317424    0.164573    0.576451    0.078091
0.337401    0.163915    0.549603    0.07775
0.362036    0.194268    0.535057    0.093809
0.330203    0.124134    0.538781    0.057562
0.388051    0.166857    0.490391    0.07928
0.24643    0.104075    0.656034    0.047728
0.331245    0.130088    0.540375    0.060525
0.343484    0.129545    0.524346    0.060254
0.329035    0.087057    0.522315    0.039556
0.356595    0.08572    0.486745    0.038921
0.315128    0.065475    0.530922    0.029409
0.353684    0.055559    0.47621    0.024825
0.390766    0.091688    0.449849    0.041765
0.308429    0.056632    0.536164    0.025319
0.371093    0.046716    0.451295    0.020778
0.359516    0.060288    0.471288    0.027005
0.352034    0.035601    0.469159    0.015743
0.370699    0.040694    0.449022    0.018043
0.355102    0.036995    0.466018    0.016371
0.287802    0.044686    0.56076    0.019854
0.376944    0.035846    0.439577    0.015853
0.42199    0.041849    0.393264    0.018566
0.373351    0.028952    0.440642    0.012759
0.382025    0.030369    0.431302    0.013393
0.33357    0.025753    0.488144    0.011331
0.372172    0.016398    0.436437    0.007181
0.373224    0.030703    0.441574    0.013543
0.347535    0.019261    0.467448    0.008447
0.423008    0.023792    0.384109    0.010458
0.371614    0.027063    0.441823    0.011915
0.385451    0.011604    0.4191    0.005069
0.415101    0.014344    0.388121    0.006275
0.384658    0.01397    0.421035    0.00611
0.351477    0.026742    0.465874    0.011772

400            
red[0]    reg[0]    d1    d2
0.301123    0.245413    0.643547    0.122291
0.302072    0.23073    0.63381    0.113921
0.314931    0.24232    0.622299    0.120514
0.312878    0.23292    0.619785    0.11516
0.460958    0.438937    0.587326    0.250988
0.3257    0.241324    0.607126    0.119943
0.328749    0.243389    0.604263    0.121127
0.374919    0.302664    0.582621    0.156558
0.381842    0.302052    0.574293    0.156177
0.303392    0.178261    0.603262    0.085266
0.357157    0.258018    0.576748    0.129607
0.313253    0.18812    0.594613    0.090508
0.326959    0.194881    0.579647    0.09414
0.331284    0.20217    0.577889    0.09809
0.334005    0.189088    0.567273    0.091026
0.319002    0.17185    0.578098    0.081891
0.339225    0.172572    0.551783    0.08227
0.364011    0.203598    0.537753    0.098867
0.328424    0.127338    0.54272    0.059154
0.385746    0.171026    0.495158    0.081459
0.248024    0.106592    0.654457    0.04895
0.33168    0.134577    0.542053    0.062771
0.342847    0.132186    0.526473    0.061573
0.328473    0.090419    0.524659    0.041158
0.35603    0.0889    0.488947    0.040434
0.314597    0.068021    0.53284    0.030594
0.352879    0.057524    0.478104    0.02573
0.39036    0.094941    0.451857    0.043323
0.307894    0.05803    0.537561    0.025963
0.370497    0.048421    0.45277    0.021555
0.359231    0.061808    0.472335    0.027708
0.35115    0.036642    0.47072    0.016212
0.369728    0.041661    0.450598    0.018481
0.354504    0.037806    0.467117    0.016737
0.288588    0.045395    0.559898    0.020176
0.376348    0.036621    0.440613    0.016203
0.421489    0.04266    0.394148    0.018934
0.372765    0.029478    0.441559    0.012995
0.381095    0.030724    0.43252    0.013553
0.333081    0.026193    0.488977    0.011527
0.371984    0.016715    0.436796    0.007321
0.373166    0.031292    0.441905    0.013807
0.347434    0.019458    0.467661    0.008534
0.422226    0.024005    0.385007    0.010552
0.370693    0.027158    0.442943    0.011958
0.385253    0.011791    0.419406    0.005151
0.414728    0.014552    0.388603    0.006366
0.384237    0.014056    0.421548    0.006148
0.351284    0.027063    0.466257    0.011915

500            
red[0]    reg[0]    d1    d2
0.472792    0.465034    0.597004    0.271674
0.405426    0.370705    0.593234    0.201146
0.473559    0.462564    0.594299    0.269673
0.435926    0.406715    0.587324    0.226736
0.446426    0.418857    0.585967    0.235717
0.333786    0.257226    0.605675    0.129143
0.332785    0.254366    0.60531    0.127474
0.369652    0.299875    0.587031    0.154824
0.386902    0.314258    0.576239    0.163839
0.305734    0.188674    0.605461    0.090805
0.357083    0.264365    0.580569    0.133338
0.312108    0.192151    0.598366    0.09267
0.326882    0.202267    0.583752    0.098143
0.336311    0.215086    0.578437    0.105178
0.336259    0.198879    0.569628    0.096302
0.320396    0.179651    0.580314    0.086001
0.340583    0.181592    0.554807    0.08703
0.36925    0.219006    0.540033    0.107352
0.324652    0.130334    0.549229    0.060647
0.383014    0.17668    0.501217    0.084432
0.24917    0.109928    0.65408    0.050575
0.332793    0.141292    0.54398    0.066155
0.342154    0.137516    0.530027    0.064249
0.327839    0.096396    0.528362    0.044022
0.354775    0.094937    0.493368    0.043321
0.315128    0.072998    0.534432    0.032919
0.350849    0.061165    0.482291    0.027411
0.389233    0.100393    0.455738    0.045947
0.307785    0.061366    0.539257    0.027504
0.369074    0.051854    0.456011    0.023125
0.357912    0.064593    0.475223    0.028999
0.349816    0.038564    0.47324    0.01708
0.368716    0.044016    0.452857    0.019549
0.352801    0.039561    0.470001    0.01753
0.287568    0.046784    0.562069    0.020809
0.375242    0.038137    0.442575    0.016887
0.420369    0.044384    0.396086    0.019717
0.371518    0.030575    0.443506    0.013486
0.379982    0.031756    0.434252    0.014015
0.33223    0.027118    0.490501    0.01194
0.371111    0.017317    0.438083    0.007587
0.372728    0.032508    0.44296    0.014353
0.346748    0.020046    0.46878    0.008794
0.421629    0.02469    0.385927    0.010857
0.370363    0.027916    0.443668    0.012296
0.38431    0.012248    0.420671    0.005352
0.413941    0.014942    0.3896    0.006538
0.383571    0.014325    0.422421    0.006266
0.350669    0.027586    0.467252    0.012149

600            
red[0]    reg[0]    d1    d2
0.429066    0.411862    0.597996    0.23052
0.37756    0.338673    0.602598    0.179584
0.382686    0.341034    0.598294    0.181137
0.415384    0.380398    0.589438    0.207887
0.426644    0.392083    0.58609    0.216156
0.344414    0.275526    0.602896    0.139977
0.338939    0.266817    0.604665    0.134787
0.368457    0.301984    0.589748    0.156134
0.387678    0.318783    0.578243    0.166714
0.309889    0.199416    0.605387    0.096593
0.357891    0.269914    0.582875    0.136626
0.312427    0.196682    0.600364    0.095112
0.327046    0.207771    0.58654    0.101149
0.340232    0.224875    0.578853    0.110628
0.337767    0.205737    0.571419    0.100036
0.321825    0.185942    0.581725    0.089345
0.341811    0.188268    0.556801    0.090588
0.37229    0.228821    0.541964    0.112845
0.322804    0.133178    0.553131    0.06207
0.381094    0.180709    0.50553    0.086562
0.250101    0.112347    0.653641    0.051757
0.333597    0.14599    0.545315    0.068537
0.341606    0.140955    0.532459    0.065984
0.327502    0.100854    0.530956    0.04617
0.353976    0.099138    0.496368    0.045342
0.31531    0.076585    0.535865    0.034603
0.34943    0.063712    0.48523    0.02859
0.388647    0.104478    0.458368    0.047924
0.307917    0.063805    0.5402    0.028634
0.368428    0.054376    0.457929    0.024281
0.357093    0.066562    0.477133    0.029915
0.348959    0.040009    0.474959    0.017733
0.368014    0.045649    0.454428    0.020292
0.351873    0.040846    0.471725    0.018112
0.287169    0.047755    0.563114    0.021251
0.374465    0.039243    0.443975    0.017386
0.419539    0.045508    0.397455    0.020228
0.370822    0.031354    0.44467    0.013835
0.379232    0.03246    0.435426    0.014331
0.331932    0.027766    0.49118    0.012229
0.370349    0.01776    0.439171    0.007782
0.372508    0.033385    0.44361    0.014746
0.346162    0.020455    0.469696    0.008976
0.42113    0.02519    0.386664    0.01108
0.369911    0.028426    0.444426    0.012524
0.383952    0.012564    0.421214    0.005491
0.413423    0.01524    0.390275    0.00667
0.382947    0.014517    0.423211    0.006351
0.350489    0.027957    0.46764    0.012314

700            
red[0]    reg[0]    d1    d2
0.413039    0.394725    0.602056    0.218047
0.385864    0.353105    0.602732    0.189166
0.400838    0.36825    0.596486    0.199455
0.39389    0.354174    0.59451    0.189885
0.406133    0.36556    0.588941    0.197609
0.358989    0.298584    0.598943    0.154024
0.34991    0.284661    0.601531    0.145488
0.367491    0.303427    0.591786    0.157033
0.383424    0.31499    0.580623    0.164303
0.316556    0.211672    0.602842    0.103293
0.360534    0.276479    0.583602    0.140549
0.315186    0.203088    0.600023    0.098589
0.328506    0.212812    0.587378    0.103922
0.34217    0.230081    0.579313    0.113555
0.33849    0.209365    0.572478    0.102024
0.322721    0.189508    0.582424    0.091251
0.342351    0.191655    0.557932    0.092403
0.373273    0.232825    0.543079    0.115106
0.322337    0.13508    0.554713    0.063024
0.380343    0.1827    0.507443    0.087619
0.250746    0.113705    0.653188    0.052422
0.3339    0.148082    0.545985    0.069602
0.341359    0.14243    0.53352    0.066731
0.327478    0.102711    0.531886    0.047068
0.353669    0.100881    0.497586    0.046183
0.315436    0.078023    0.53637    0.03528
0.348935    0.064729    0.486318    0.029063
0.388383    0.105969    0.459388    0.048648
0.30799    0.064699    0.540512    0.029049
0.368119    0.055265    0.458702    0.02469
0.356801    0.067238    0.477803    0.030229
0.348676    0.040523    0.475543    0.017966
0.367749    0.046226    0.455003    0.020554
0.351706    0.041307    0.472141    0.018321
0.287096    0.048095    0.563379    0.021406
0.374163    0.039619    0.444496    0.017557
0.419291    0.045873    0.397878    0.020394
0.37057    0.031595    0.445073    0.013943
0.378956    0.032645    0.435825    0.014414
0.331783    0.02797    0.491466    0.01232
0.370161    0.017893    0.43945    0.007841
0.37243    0.033646    0.443819    0.014864
0.346082    0.020583    0.469854    0.009032
0.420964    0.025322    0.386894    0.011139
0.369729    0.028529    0.444687    0.01257
0.383785    0.012661    0.421445    0.005534
0.413289    0.01531    0.390446    0.0067
0.382784    0.014566    0.423418    0.006372
0.350381    0.02804    0.467811    0.012352
            

800            
red[0]    reg[0]    d1    d2
0.40948    0.392566    0.604269    0.216501
0.389247    0.360355    0.603836    0.194061
0.401846    0.372235    0.598143    0.202203
0.386305    0.347086    0.598213    0.185144
0.397711    0.356556    0.591922    0.19149
0.37053    0.317151    0.596852    0.165676
0.360487    0.301528    0.598962    0.155851
0.363926    0.300923    0.594462    0.155475
0.379161    0.311015    0.582967    0.16179
0.322749    0.222708    0.600551    0.109416
0.362848    0.281969    0.584132    0.143857
0.318333    0.209556    0.599247    0.102129
0.330216    0.217431    0.58768    0.106477
0.343353    0.233674    0.579845    0.115586
0.338881    0.211868    0.573354    0.103401
0.323398    0.19215    0.582932    0.092669
0.342717    0.194026    0.558743    0.093679
0.373719    0.235195    0.543904    0.116449
0.322303    0.136677    0.555563    0.063827
0.379964    0.184116    0.508629    0.088372
0.251226    0.11471    0.652849    0.052915
0.334058    0.149368    0.546436    0.070258
0.341226    0.143315    0.534137    0.067179
0.327492    0.10379    0.532389    0.04759
0.353513    0.10186    0.49825    0.046656
0.315469    0.078799    0.536688    0.035646
0.348687    0.065286    0.486885    0.029321
0.388277    0.1068    0.45991    0.049051
0.308025    0.065157    0.540676    0.029261
0.367968    0.055706    0.459083    0.024893
0.356691    0.067581    0.478097    0.030389
0.348561    0.040779    0.475802    0.018081
0.367618    0.046499    0.455282    0.020679
0.351654    0.04152    0.472302    0.018417
0.28715    0.048258    0.563372    0.021481
0.374011    0.039798    0.444753    0.017637
0.419203    0.046037    0.398044    0.020469
0.370469    0.0317    0.445239    0.01399
0.378818    0.032709    0.436012    0.014443
0.3317    0.028053    0.491612    0.012358
0.37009    0.017947    0.439558    0.007865
0.372401    0.033752    0.4439    0.014911
0.346085    0.020632    0.469871    0.009054
0.420903    0.025369    0.386978    0.01116
0.369614    0.02854    0.444827    0.012575
0.383724    0.012699    0.421531    0.00555
0.413238    0.015328    0.390509    0.006708
0.382742    0.014581    0.423472    0.006379
0.350353    0.028069    0.467858    0.012364

900            
red[0]    reg[0]    d1    d2
0.409081    0.393779    0.605559    0.217369
0.391871    0.365975    0.60475    0.197894
0.402146    0.374816    0.599609    0.203992
0.385135    0.348124    0.600221    0.185835
0.395657    0.356132    0.593884    0.191203
0.377689    0.329342    0.596364    0.173499
0.368697    0.314842    0.59754    0.164209
0.361747    0.30013    0.596577    0.154982
0.375681    0.30809    0.585131    0.15995
0.327815    0.231934    0.598973    0.114601
0.364484    0.286142    0.584709    0.146388
0.321463    0.215748    0.598413    0.105544
0.331899    0.22164    0.587813    0.108819
0.344134    0.23639    0.580401    0.117128
0.339162    0.213878    0.574103    0.10451
0.323963    0.194318    0.583341    0.093836
0.343009    0.19593    0.5594    0.094706
0.37389    0.236761    0.544595    0.117339
0.322452    0.138136    0.556096    0.064561
0.379723    0.185221    0.509493    0.08896
0.251662    0.115583    0.652525    0.053343
0.334167    0.150328    0.546785    0.070749
0.341152    0.143985    0.534571    0.067518
0.327505    0.104526    0.532729    0.047947
0.353417    0.102534    0.498694    0.046982
0.315484    0.07931    0.53691    0.035886
0.348544    0.065663    0.487239    0.029496
0.388206    0.107329    0.460247    0.049309
0.308029    0.065428    0.540795    0.029387
0.367857    0.055963    0.459332    0.025011
0.356635    0.067793    0.478263    0.030487
0.348496    0.040933    0.475953    0.018151
0.367529    0.046657    0.455459    0.020751
0.351653    0.04164    0.472357    0.018471
0.287229    0.048355    0.563297    0.021525
0.373914    0.0399    0.444911    0.017683
0.419169    0.046128    0.398121    0.02051
0.370411    0.031754    0.445331    0.014014
0.378733    0.032725    0.436117    0.01445
0.33164    0.028096    0.491709    0.012376
0.370079    0.017972    0.439581    0.007876
0.372383    0.033798    0.443942    0.014932
0.346132    0.020652    0.469822    0.009063
0.42088    0.025383    0.387007    0.011166
0.369522    0.028519    0.444925    0.012566
0.383694    0.012715    0.421572    0.005558
0.413219    0.015329    0.390529    0.006709
0.382736    0.014584    0.423481    0.00638
0.350343    0.028078    0.467875    0.012369

1000            
red[0]    reg[0]    d1    d2
0.409576    0.3957    0.606412    0.218747
0.394108    0.370606    0.605462    0.201077
0.402723    0.377354    0.600752    0.205759
0.385833    0.351171    0.601471    0.18787
0.395397    0.357823    0.595312    0.192345
0.382105    0.337421    0.59658    0.178763
0.374569    0.324674    0.596954    0.170486
0.361099    0.301214    0.59803    0.155656
0.373111    0.306367    0.587032    0.15887
0.331843    0.239539    0.59799    0.118923
0.365579    0.289319    0.585343    0.148325
0.324346    0.221436    0.597698    0.108706
0.333439    0.225429    0.587923    0.110939
0.344716    0.23864    0.580948    0.11841
0.339407    0.215645    0.574767    0.105487
0.324467    0.196228    0.583697    0.094867
0.343263    0.197586    0.559975    0.095602
0.37395    0.237965    0.545212    0.118025
0.322662    0.139498    0.5565    0.065248
0.379539    0.186173    0.510211    0.089468
0.252069    0.116386    0.652218    0.053738
0.334258    0.151149    0.547087    0.071168
0.341105    0.144573    0.534929    0.067817
0.327516    0.105128    0.533006    0.048239
0.353343    0.10309    0.499054    0.047251
0.315493    0.079723    0.537092    0.036081
0.348435    0.065973    0.487519    0.02964
0.388144    0.107746    0.460519    0.049511
0.308024    0.065637    0.5409    0.029484
0.367759    0.056159    0.459537    0.025101
0.356594    0.067963    0.478392    0.030567
0.348443    0.041056    0.476075    0.018207
0.367453    0.046779    0.455605    0.020807
0.351664    0.041732    0.472385    0.018513
0.287303    0.048432    0.563221    0.02156
0.373839    0.039978    0.445034    0.017719
0.419147    0.046198    0.398176    0.020542
0.370364    0.031795    0.445404    0.014033
0.378667    0.032731    0.436196    0.014453
0.331589    0.028127    0.491791    0.01239
0.370086    0.01799    0.439581    0.007884
0.372363    0.033827    0.443978    0.014945
0.346187    0.020666    0.469759    0.009069
0.420867    0.025389    0.387023    0.011169
0.369444    0.028494    0.445006    0.012555
0.383672    0.012726    0.421602    0.005562
0.413208    0.015327    0.39054    0.006708
0.382736    0.014585    0.423482    0.006381
0.350336    0.028084    0.467886    0.012371
            

2000            
red[0]    reg[0]    d1    d2
0.415502    0.408049    0.609141    0.227714
0.405247    0.391824    0.608251    0.215971
0.408445    0.392419    0.605262    0.216396
0.395499    0.373059    0.605627    0.202773
0.39825    0.371566    0.601585    0.201741
0.393883    0.363541    0.600863    0.19623
0.391567    0.35709    0.599043    0.19185
0.368784    0.322507    0.602323    0.169095
0.369693    0.313727    0.595661    0.163503
0.350459    0.277972    0.596808    0.141446
0.370062    0.305724    0.590194    0.158468
0.340713    0.255503    0.595748    0.128137
0.342467    0.248751    0.589597    0.124216
0.347983    0.252739    0.584969    0.126528
0.341507    0.228152    0.579068    0.112468
0.328115    0.20953    0.586089    0.102114
0.345043    0.208863    0.563875    0.101748
0.374152    0.245766    0.549446    0.122494
0.324422    0.149452    0.55919    0.070301
0.378478    0.193028    0.515102    0.093142
0.255005    0.122413    0.650162    0.05671
0.334963    0.157132    0.549243    0.074241
0.34093    0.149172    0.537493    0.070158
0.327559    0.109709    0.535178    0.050468
0.352801    0.107312    0.501771    0.0493
0.315586    0.082975    0.5385    0.037619
0.347524    0.068423    0.489797    0.030781
0.387668    0.111123    0.462699    0.051158
0.308001    0.067476    0.541789    0.03034
0.367011    0.057918    0.461232    0.025911
0.356172    0.069494    0.479621    0.031281
0.347886    0.042135    0.477259    0.018696
0.366839    0.047894    0.45684    0.021315
0.351459    0.042608    0.473035    0.01891
0.28753    0.049155    0.563207    0.02189
0.373271    0.040715    0.446028    0.018052
0.418803    0.046905    0.398853    0.020864
0.369912    0.032243    0.446136    0.014234
0.378132    0.032982    0.436922    0.014565
0.331188    0.028487    0.492477    0.012551
0.369973    0.018216    0.439814    0.007984
0.372153    0.034221    0.444401    0.015122
0.346364    0.020853    0.469619    0.009152
0.420663    0.025555    0.387308    0.011243
0.368949    0.028519    0.4456    0.012566
0.383437    0.012875    0.421934    0.005628
0.413012    0.015404    0.390779    0.006742
0.382569    0.014648    0.423699    0.006409
0.350212    0.028224    0.468103    0.012434

3000            
red[0]    reg[0]    d1    d2
0.418016    0.41247    0.609777    0.23097
0.40906    0.398537    0.609004    0.220791
0.410899    0.397782    0.606511    0.220247
0.39942    0.380802    0.606741    0.208171
0.399824    0.376844    0.603534    0.205403
0.396807    0.370788    0.602624    0.201203
0.394815    0.364673    0.600609    0.197003
0.373565    0.33286    0.603417    0.175783
0.372274    0.322239    0.598061    0.168924
0.357153    0.292612    0.597488    0.150342
0.372559    0.313844    0.592382    0.163577
0.347352    0.270278    0.596073    0.136843
0.346539    0.259864    0.590936    0.130688
0.349845    0.260381    0.587116    0.130992
0.343019    0.235472    0.581288    0.116606
0.330337    0.217232    0.587409    0.106367
0.346136    0.215291    0.566045    0.105291
0.374498    0.25053    0.551796    0.125245
0.325407    0.155259    0.560849    0.073276
0.377965    0.197295    0.517993    0.095444
0.256685    0.126068    0.649122    0.058522
0.335432    0.160826    0.550544    0.076148
0.340859    0.152125    0.539094    0.071668
0.327588    0.112807    0.536654    0.051982
0.352446    0.110109    0.50357    0.050663
0.31567    0.085243    0.539461    0.038694
0.346849    0.070114    0.49143    0.03157
0.387394    0.1136    0.464217    0.05237
0.308044    0.068922    0.542402    0.031014
0.366566    0.059315    0.462404    0.026556
0.355822    0.070659    0.480592    0.031825
0.347437    0.042959    0.478193    0.019069
0.366425    0.048768    0.457729    0.021713
0.351103    0.043317    0.473797    0.019232
0.287473    0.049714    0.563548    0.022146
0.372882    0.041304    0.446748    0.018319
0.418452    0.047489    0.399485    0.02113
0.369557    0.032634    0.446727    0.014409
0.377746    0.033288    0.437503    0.014703
0.330941    0.028805    0.492943    0.012694
0.369732    0.018428    0.440191    0.008078
0.372011    0.034611    0.444742    0.015298
0.346262    0.021038    0.46983    0.009234
0.42044    0.025756    0.387628    0.011332
0.368692    0.028687    0.445977    0.012641
0.383242    0.01302    0.422219    0.005692
0.412804    0.01552    0.391049    0.006793
0.38235    0.014727    0.423983    0.006443
0.350089    0.028378    0.468324    0.012503
            

4000            
red[0]    reg[0]    d1    d2
0.419314    0.414664    0.610056    0.232595
0.410948    0.401774    0.609347    0.223134
0.412164    0.400425    0.607086    0.222156
0.401382    0.384554    0.607252    0.21081
0.400676    0.379478    0.604449    0.207243
0.398239    0.374263    0.603465    0.203608
0.3962    0.368064    0.601412    0.199327
0.376088    0.338107    0.603923    0.179212
0.374038    0.327115    0.599144    0.172059
0.360533    0.300027    0.597974    0.154919
0.37411    0.318484    0.593525    0.166524
0.350863    0.278238    0.596468    0.141606
0.348861    0.266237    0.591791    0.134444
0.351049    0.26507    0.588386    0.133754
0.344069    0.240113    0.582606    0.119251
0.331791    0.222119    0.588222    0.109087
0.346858    0.21935    0.567392    0.107544
0.374791    0.253624    0.553254    0.127042
0.326041    0.158971    0.561917    0.075189
0.377682    0.200099    0.519837    0.096964
0.257753    0.128441    0.6485    0.059703
0.335747    0.163226    0.551379    0.077392
0.340823    0.154063    0.540133    0.072662
0.327619    0.114898    0.537637    0.053007
0.352215    0.111972    0.504765    0.051573
0.315733    0.086784    0.540106    0.039426
0.34639    0.071257    0.492539    0.032105
0.387231    0.115313    0.46524    0.053211
0.308094    0.069945    0.542809    0.031491
0.366288    0.060301    0.463188    0.027011
0.355578    0.071467    0.481267    0.032203
0.347126    0.04353    0.478842    0.019329
0.366152    0.049379    0.458331    0.021993
0.350821    0.043817    0.474373    0.019459
0.287396    0.050102    0.563843    0.022323
0.372622    0.041716    0.447237    0.018506
0.418193    0.047903    0.399942    0.021319
0.369313    0.032912    0.44714    0.014534
0.377483    0.033522    0.43791    0.014808
0.330784    0.029032    0.493251    0.012795
0.369532    0.018582    0.440494    0.008146
0.37192    0.034898    0.444977    0.015427
0.346144    0.021175    0.470038    0.009295
0.420273    0.025909    0.387869    0.011401
0.368538    0.02883    0.446222    0.012705
0.383105    0.013125    0.42242    0.005738
0.412651    0.01561    0.39125    0.006833
0.382183    0.014786    0.424198    0.00647
0.350001    0.028492    0.468484    0.012554

5000            
red[0]    reg[0]    d1    d2
0.420103    0.415973    0.610211    0.233567
0.412074    0.403677    0.609543    0.224518
0.412933    0.401994    0.607415    0.223294
0.402554    0.386759    0.607545    0.212369
0.401204    0.381046    0.604977    0.208342
0.399092    0.376299    0.60395    0.205024
0.396972    0.369983    0.601887    0.200648
0.377611    0.341211    0.604209    0.181254
0.375187    0.33012    0.599755    0.174003
0.362541    0.30442    0.598295    0.157653
0.375124    0.321398    0.59421    0.168385
0.353007    0.283129    0.596776    0.144559
0.350351    0.270313    0.59236    0.136864
0.351876    0.268191    0.589213    0.135602
0.34482    0.243273    0.583468    0.121061
0.332803    0.225456    0.588767    0.110954
0.347366    0.222117    0.568299    0.109086
0.375013    0.255755    0.554237    0.128284
0.326486    0.161529    0.562647    0.076512
0.377511    0.202053    0.521097    0.098026
0.258487    0.13009    0.648086    0.060526
0.33597    0.164885    0.551953    0.078254
0.340804    0.155412    0.54085    0.073355
0.327648    0.116372    0.538323    0.053731
0.352058    0.113275    0.505597    0.052211
0.315781    0.087873    0.540558    0.039944
0.346068    0.072064    0.49332    0.032482
0.387126    0.116534    0.465958    0.05381
0.308138    0.070682    0.54309    0.031836
0.366101    0.061009    0.463737    0.027339
0.355405    0.072042    0.481748    0.032472
0.346905    0.043937    0.479303    0.019514
0.365963    0.049816    0.458755    0.022192
0.35061    0.044176    0.474798    0.019622
0.28733    0.050379    0.564069    0.02245
0.37244    0.042011    0.447583    0.01864
0.418005    0.048201    0.400273    0.021455
0.369139    0.033112    0.447434    0.014624
0.377298    0.033695    0.438201    0.014886
0.330677    0.029196    0.493465    0.012869
0.369381    0.018694    0.440721    0.008196
0.371859    0.035108    0.445143    0.015521
0.346045    0.021274    0.470206    0.009339
0.420151    0.026023    0.388046    0.011451
0.368436    0.028941    0.446392    0.012754
0.383008    0.013202    0.422564    0.005772
0.412539    0.015677    0.391398    0.006862
0.382061    0.01483    0.424356    0.006489
0.349937    0.028575    0.4686    0.012591
            

10000            
red[0]    reg[0]    d1    d2
0.421705    0.418574    0.610497    0.235505
0.414311    0.4074    0.609912    0.227238
0.414491    0.405097    0.608038    0.225554
0.404883    0.391063    0.608099    0.215428
0.402292    0.384152    0.605985    0.210527
0.400787    0.380259    0.604875    0.20779
0.39841    0.373588    0.60281    0.20314
0.380629    0.347234    0.60474    0.185242
0.377592    0.336115    0.600885    0.177907
0.366444    0.312896    0.59897    0.162978
0.377285    0.327342    0.595536    0.172206
0.357296    0.292943    0.597517    0.150546
0.353526    0.27892    0.593595    0.142017
0.353777    0.275109    0.590997    0.139727
0.346654    0.250524    0.585347    0.125243
0.335205    0.233173    0.589993    0.115303
0.348584    0.228511    0.570363    0.11267
0.375578    0.260714    0.556487    0.131187
0.327579    0.16755    0.564326    0.079642
0.377185    0.206698    0.524008    0.100562
0.260217    0.134008    0.64715    0.062486
0.336506    0.168782    0.553293    0.080285
0.340786    0.158607    0.542519    0.075001
0.327745    0.119914    0.539939    0.055475
0.351697    0.116375    0.507563    0.053732
0.315908    0.09049    0.541632    0.041193
0.345306    0.073999    0.495185    0.033389
0.386902    0.11949    0.467665    0.055266
0.308274    0.072497    0.543748    0.032684
0.36568    0.062741    0.465039    0.028141
0.354992    0.073435    0.482905    0.033124
0.346376    0.044924    0.480414    0.019962
0.365524    0.050879    0.459763    0.022678
0.350079    0.045055    0.475856    0.020022
0.287145    0.051048    0.564655    0.022756
0.372011    0.042728    0.448409    0.018964
0.417543    0.048927    0.401085    0.021786
0.368724    0.033602    0.448142    0.014844
0.376855    0.034128    0.438906    0.01508
0.330429    0.029598    0.49397    0.013048
0.368992    0.01897    0.4413    0.008318
0.371718    0.035628    0.445542    0.015755
0.345771    0.02152    0.470659    0.009448
0.419847    0.026306    0.388486    0.011578
0.368208    0.029229    0.44679    0.012883
0.382774    0.01339    0.422913    0.005855
0.412262    0.015846    0.391764    0.006937
0.381757    0.01494    0.42475    0.006537
0.349782    0.028781    0.468885    0.012683

20000            
red[0]    reg[0]    d1    d2
0.422517    0.419867    0.610628    0.236472
0.415423    0.409223    0.610085    0.228576
0.415282    0.406632    0.608333    0.226676
0.40604    0.393165    0.608361    0.216929
0.402853    0.38569    0.606466    0.211613
0.401631    0.382186    0.605314    0.209142
0.399085    0.375286    0.603253    0.204319
0.382112    0.350131    0.604984    0.187174
0.378812    0.339045    0.601404    0.179828
0.368311    0.316913    0.599309    0.165524
0.3784    0.330285    0.596159    0.17411
0.359393    0.297738    0.597931    0.153501
0.355184    0.283352    0.594241    0.144694
0.354848    0.278862    0.591939    0.141982
0.347756    0.254632    0.586354    0.127629
0.336622    0.237601    0.590676    0.117817
0.349313    0.232189    0.571531    0.114746
0.375924    0.263572    0.55777    0.13287
0.32826    0.1711    0.565279    0.081498
0.377046    0.209452    0.525678    0.102072
0.26124    0.13634    0.646618    0.063657
0.336827    0.171061    0.554071    0.081478
0.340794    0.160495    0.543485    0.075977
0.327821    0.122029    0.540882    0.05652
0.351494    0.118205    0.508714    0.054632
0.31599    0.092052    0.542265    0.041939
0.344861    0.075154    0.496287    0.03393
0.386785    0.121266    0.468672    0.056142
0.308374    0.073604    0.544126    0.033203
0.365444    0.063789    0.465806    0.028626
0.354749    0.07427    0.483595    0.033516
0.346063    0.045516    0.481076    0.020231
0.36527    0.051519    0.460357    0.022972
0.349752    0.045587    0.476504    0.020264
0.287023    0.051449    0.565022    0.02294
0.371759    0.043158    0.448898    0.01916
0.417263    0.049365    0.401577    0.021986
0.368478    0.033897    0.448565    0.014977
0.376593    0.034395    0.439328    0.0152
0.330287    0.02984    0.494265    0.013156
0.36875    0.019138    0.44166    0.008392
0.371638    0.035946    0.445779    0.015899
0.345591    0.021669    0.470952    0.009514
0.419662    0.026481    0.388756    0.011656
0.368082    0.029411    0.447021    0.012965
0.382635    0.013505    0.423121    0.005905
0.412093    0.015951    0.391988    0.006983
0.381572    0.015006    0.42499    0.006567
0.349688    0.028905    0.469057    0.012738

50000            
red[0]    reg[0]    d1    d2
0.423008    0.420641    0.610704    0.237052
0.416089    0.410305    0.610186    0.229372
0.41576    0.407549    0.608506    0.227348
0.406732    0.394411    0.608514    0.217822
0.403196    0.386609    0.606747    0.212263
0.402138    0.383327    0.60557    0.209945
0.399479    0.376276    0.603514    0.205008
0.38299    0.35183    0.605123    0.188311
0.379543    0.34077    0.601702    0.180963
0.369399    0.319239    0.59951    0.167005
0.37907    0.332017    0.596516    0.175235
0.36062    0.300539    0.598186    0.155236
0.356188    0.286011    0.594629    0.146309
0.355523    0.281182    0.592513    0.143381
0.348481    0.257243    0.586974    0.129154
0.337548    0.240447    0.591107    0.119442
0.349795    0.234563    0.572277    0.11609
0.376152    0.265415    0.558594    0.133958
0.328724    0.173431    0.565889    0.082721
0.376976    0.211263    0.526754    0.103068
0.261913    0.13788    0.646275    0.064432
0.337039    0.172548    0.554577    0.082257
0.340807    0.161734    0.544109    0.076618
0.327879    0.123422    0.541496    0.05721
0.351366    0.119404    0.509464    0.055223
0.316048    0.093081    0.542679    0.042431
0.344572    0.075914    0.497007    0.034287
0.386716    0.122439    0.469331    0.056723
0.308446    0.074341    0.544369    0.033549
0.365294    0.064484    0.466306    0.028949
0.35459    0.074822    0.484048    0.033775
0.345858    0.045906    0.481511    0.020409
0.365107    0.051943    0.460746    0.023165
0.349534    0.045939    0.476934    0.020424
0.28694    0.051714    0.56527    0.023061
0.371595    0.043442    0.449218    0.019289
0.417077    0.049655    0.401902    0.022119
0.368318    0.034092    0.448842    0.015064
0.376421    0.034573    0.439606    0.015281
0.330196    0.03    0.494457    0.013228
0.368587    0.01925    0.441902    0.008442
0.371587    0.036157    0.445934    0.015994
0.345467    0.021769    0.471152    0.009559
0.41954    0.026598    0.388934    0.011708
0.368002    0.029534    0.44717    0.01302
0.382543    0.013581    0.423258    0.005938
0.411982    0.016021    0.392136    0.007014
0.38145    0.015051    0.425149    0.006586
0.349627    0.028988    0.469171    0.012775

10w            
red[0]    reg[0]    d1    d2
0.423172    0.420898    0.610728    0.237245
0.41631    0.410663    0.61022    0.229637
0.41592    0.407854    0.608562    0.227571
0.406962    0.394824    0.608564    0.218118
0.403311    0.386915    0.60684    0.212479
0.402306    0.383705    0.605655    0.210211
0.399609    0.376602    0.603599    0.205235
0.383281    0.35239    0.605168    0.188686
0.379786    0.341338    0.601799    0.181338
0.369756    0.319999    0.599576    0.167491
0.379293    0.332588    0.596631    0.175606
0.361023    0.301456    0.598272    0.155806
0.356523    0.286894    0.594758    0.146846
0.355753    0.281963    0.592705    0.143853
0.348733    0.258137    0.587183    0.129676
0.337869    0.241428    0.591254    0.120003
0.349963    0.235382    0.572533    0.116556
0.376232    0.266051    0.558879    0.134334
0.32889    0.174244    0.566098    0.083148
0.376956    0.211894    0.527125    0.103416
0.262149    0.138419    0.646156    0.064704
0.337113    0.173065    0.554752    0.082528
0.340814    0.162166    0.544325    0.076842
0.327901    0.123909    0.541708    0.057451
0.351322    0.119821    0.509724    0.055429
0.316068    0.09344    0.542823    0.042603
0.344472    0.076179    0.497258    0.034412
0.386693    0.122849    0.46956    0.056925
0.308473    0.074601    0.544453    0.033671
0.365243    0.064727    0.46648    0.029062
0.354535    0.075014    0.484206    0.033865
0.345787    0.046043    0.481662    0.020471
0.36505    0.052091    0.460881    0.023233
0.349458    0.046063    0.477085    0.02048
0.28691    0.051806    0.565357    0.023103
0.371539    0.043541    0.44933    0.019334
0.417013    0.049756    0.402016    0.022165
0.368262    0.034161    0.448938    0.015095
0.376362    0.034636    0.439703    0.015309
0.330164    0.030056    0.494523    0.013253
0.36853    0.019289    0.441987    0.008459
0.371569    0.036231    0.445988    0.016027
0.345423    0.021804    0.471222    0.009574
0.419497    0.026639    0.388997    0.011726
0.367974    0.029578    0.447222    0.013039
0.382512    0.013607    0.423305    0.00595
0.411943    0.016045    0.392188    0.007025
0.381407    0.015067    0.425205    0.006593
0.349605    0.029017    0.46921    0.012788

50w            
red[0]    reg[0]    d1    d2
0.423304    0.421104    0.610748    0.2374
0.416487    0.41095    0.610246    0.229848
0.416048    0.408098    0.608607    0.22775
0.407146    0.395153    0.608604    0.218355
0.403403    0.38716    0.606913    0.212653
0.402441    0.384007    0.605721    0.210424
0.399712    0.376861    0.603668    0.205415
0.383514    0.352835    0.605204    0.188985
0.37998    0.341791    0.601876    0.181636
0.370039    0.320602    0.599629    0.167876
0.379471    0.333041    0.596722    0.175901
0.361342    0.302184    0.59834    0.156259
0.356791    0.287598    0.59486    0.147275
0.355938    0.28259    0.592858    0.144233
0.348938    0.25886    0.587351    0.1301
0.338131    0.242223    0.591373    0.120459
0.350101    0.236049    0.572741    0.116934
0.376297    0.266568    0.55911    0.13464
0.329026    0.174909    0.566268    0.083498
0.376941    0.21241    0.527427    0.1037
0.262341    0.138859    0.64606    0.064926
0.337174    0.173486    0.554895    0.08275
0.340819    0.162519    0.544501    0.077025
0.327919    0.124306    0.541881    0.057648
0.351286    0.120161    0.509936    0.055597
0.316085    0.093733    0.54294    0.042744
0.344391    0.076396    0.497462    0.034514
0.386674    0.123184    0.469746    0.057091
0.308496    0.074813    0.544521    0.03377
0.365201    0.064926    0.466622    0.029154
0.35449    0.075172    0.484335    0.033939
0.345729    0.046154    0.481786    0.020522
0.365004    0.052212    0.460991    0.023289
0.349395    0.046164    0.477209    0.020526
0.286886    0.051882    0.565428    0.023137
0.371492    0.043622    0.449421    0.019371
0.41696    0.049839    0.402109    0.022203
0.368216    0.034216    0.449017    0.01512
0.376313    0.034687    0.439782    0.015332
0.330139    0.030102    0.494577    0.013274
0.368483    0.019321    0.442056    0.008473
0.371555    0.036292    0.446032    0.016055
0.345387    0.021832    0.471281    0.009587
0.419462    0.026672    0.389048    0.011741
0.367952    0.029614    0.447264    0.013055
0.382486    0.013629    0.423344    0.00596
0.411911    0.016065    0.39223    0.007034
0.381372    0.015079    0.42525    0.006599
0.349588    0.02904    0.469243    0.012799

100w            
red[0]    reg[0]    d1    d2
0.42332    0.42113    0.61075    0.237419
0.41651    0.410986    0.610249    0.229874
0.416064    0.408129    0.608613    0.227773
0.407169    0.395194    0.608609    0.218384
0.403415    0.38719    0.606922    0.212674
0.402458    0.384044    0.60573    0.21045
0.399725    0.376893    0.603676    0.205437
0.383543    0.352891    0.605209    0.189022
0.380004    0.341847    0.601885    0.181673
0.370074    0.320677    0.599635    0.167924
0.379493    0.333097    0.596734    0.175938
0.361382    0.302274    0.598349    0.156315
0.356825    0.287685    0.594873    0.147328
0.355961    0.282668    0.592878    0.14428
0.348964    0.25895    0.587372    0.130153
0.338164    0.242323    0.591388    0.120516
0.350118    0.236133    0.572768    0.116982
0.376305    0.266634    0.559139    0.134679
0.329043    0.174993    0.56629    0.083542
0.376939    0.212475    0.527465    0.103736
0.262365    0.138915    0.646048    0.064954
0.337182    0.173539    0.554913    0.082778
0.34082    0.162564    0.544523    0.077048
0.327921    0.124357    0.541903    0.057673
0.351282    0.120204    0.509963    0.055618
0.316087    0.09377    0.542955    0.042762
0.344381    0.076423    0.497488    0.034527
0.386672    0.123226    0.46977    0.057112
0.308498    0.07484    0.54453    0.033783
0.365196    0.064951    0.46664    0.029166
0.354485    0.075192    0.484351    0.033948
0.345722    0.046168    0.481801    0.020528
0.364998    0.052227    0.461005    0.023296
0.349388    0.046177    0.477225    0.020532
0.286883    0.051891    0.565437    0.023142
0.371487    0.043633    0.449432    0.019375
0.416953    0.049849    0.402121    0.022208
0.368211    0.034224    0.449027    0.015123
0.376307    0.034694    0.439792    0.015335
0.330135    0.030107    0.494584    0.013276
0.368477    0.019325    0.442065    0.008475
0.371553    0.0363    0.446037    0.016058
0.345383    0.021836    0.471288    0.009588
0.419458    0.026677    0.389055    0.011743
0.36795    0.029618    0.447269    0.013057
0.382483    0.013632    0.423349    0.005961
0.411907    0.016068    0.392236    0.007035
0.381367    0.015081    0.425256    0.006599
0.349585    0.029043    0.469247    0.0128