Questão 1

Data Frame

	A.declivis	A.lineatus	A.vulpes	A.tricolor	A.clupeoides	A.striatus	A.brasiliensis	B.soporator	C.bartholomaei	C.crysus	C.latus	C.parallelus	C.pectinatus	C.undecimalis	C.edentulus	C.faber	C.arenaceus	C.spilopterus	C.leiarchus	D.volitans	D.rhombeus	E.pisonis	E.argenteus	E.gula	E.melanopterus	Eucinostomussp.	E.brasilianus	F.petimba	G.oceanicus	C.smaragdus	G.stomatus	G.ocellatus	H.parra	H.clupeola	H.roberti	H.unifasciatus	L.trigonus	L.analis	L.griseus	L.jocu	L.synagris	L.grossidens	M.furnieri	M.curema	Mugilsp.	O.vespetilio	O.palometa	O.saurus	O.oglinum	P.brasiliensis	P.virginicus	P.corvinaeformis	P.punctatus	P.maculatus	R.amazonica	S.cavalla	S.isthmensis	S.vomer	S.amplum	S.radians	S.greeleyi	S.spengleri	S.testudineus	S.barracuda	S.plagusia	S.tessellatus	S.foetens	T.nenattereri
SecSA1	0	0	0	0	13	0	0	1	0	0	0	0	54	8	0	0	1	13	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3
SecSA2	0	0	0	0	27	0	0	2	0	0	0	11	172	10	0	0	0	5	0	1	3	0	0	5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	2
SecSA3	1	0	0	0	5	0	0	1	0	0	1	1	1	0	0	0	0	4	0	0	22	0	1	2	4	0	17	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0
SecMA1	0	0	0	0	16	0	2	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	126	0	0	0	0	0	1	0	0	0	0	0	0	0
SecMA2	0	0	0	0	22	0	6	0	0	0	0	1	0	1	0	0	1	7	0	0	41	0	1	5	2	0	15	0	0	0	0	0	0	21	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	11	0	0	0	0	0	0	0	0	0	0	0	0	0
SecMA3	0	0	0	0	22	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	17	0	5	1	0	2	7	0	0	0	0	0	0	2	1	0	0	0	0	0	1	0	0	0	4	0	0	1	0	0	0	0	0	0	80	0	0	0	0	0	19	0	0	0	0	0	0	0
SecIA1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	7	6	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SecIA2	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
SecIA3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	6	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
SecSA1b	0	0	0	0	0	0	0	1	0	0	0	0	1	2	4	0	0	7	0	0	5	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0
SecSA2b	0	0	0	0	0	1	0	0	0	0	0	0	0	1	30	0	0	5	0	0	10	0	0	2	3	0	0	0	0	1	2	0	0	5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	10	0	0	0	0	0
SecSA3b	0	2	0	0	0	0	0	2	0	0	0	0	0	2	63	0	0	0	0	1	20	0	0	4	5	0	0	0	0	0	5	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	2	0	0	3	0	0
SecMA1b	0	0	0	0	0	0	4	0	0	0	0	0	0	0	0	0	0	0	0	0	5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0
SecMA2b	0	0	0	0	30	0	14	3	0	10	0	0	0	0	0	1	0	0	0	0	45	0	3	0	4	0	5	0	0	0	0	0	1	202	0	0	1	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	0	0	207	0	0	0	1	0	2	1	0	0	0	0	1	0
SecMA3b	0	0	0	0	27	0	52	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	6	1	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	12	7	0	0	0	0	1	0
SecIA1b	0	0	0	0	0	0	2	0	0	0	1	0	0	0	0	0	3	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	5	0	5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	12	0	0	0	0	0	1	0	0	0	0	0	0	0
SecIA2b	0	0	2	0	0	0	2	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	4	0	0	0	0	0	0	0	0	16	0	2	1	0	0	0	2	0	0	0	0	0	1	0	0	0	0	0	0	0	15	0	0	0	1	0	1	0	0	0	0	0	0	0
SecIA3b	0	0	0	0	0	0	5	0	0	0	2	0	0	0	0	0	1	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	2	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0
ChuvSA1	0	1	0	0	2	0	0	1	0	0	0	0	0	0	71	0	1	4	0	0	33	1	9	5	5	0	5	0	0	2	1	0	0	1	0	0	0	0	0	0	0	30	0	0	0	0	0	0	0	0	0	0	0	0	15	0	0	0	0	0	0	0	1	0	1	1	0	0
ChuvSA2	0	0	0	0	0	0	0	1	0	0	0	0	0	0	2	0	0	18	0	0	50	0	7	7	10	0	1	0	6	0	5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	1	0	0
ChuvSA3	0	0	0	0	0	0	0	0	0	0	0	1	0	0	7	0	0	29	0	0	1	0	3	1	1	0	0	0	0	0	2	0	0	0	0	0	0	0	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	1	0	1
ChuvMA1	0	0	0	0	0	0	21	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	8	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	104	0	0	0	0	0	4	0	0	0	0	0	0	0
ChuvMA2	0	0	0	0	0	0	22	0	0	2	2	0	0	0	0	0	0	0	0	0	1	0	3	2	5	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	154	0	0	0	2	0	8	0	0	0	0	0	0	0
ChuvMA3	0	0	0	0	2	0	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	4	0	0	0	0	0	0	0	3	0	1	0	0	0	0	0	0	0	0	0	0	136	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvIA1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvIA2	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	15	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	110	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvIA3	0	0	4	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvSA1b	1	0	0	2	1	0	0	1	0	0	0	0	0	0	17	0	0	5	6	0	43	0	0	1	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	1	0	2	2	0	0	0	0	0	0	0	0	0	0	0	14	0	0	0	0	0	0	0	1	0	0	0	0	0
ChuvSA2b	0	0	0	0	0	0	0	0	0	0	1	7	10	4	7	0	0	16	2	0	59	0	7	0	8	0	10	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	4	0	0	0	0	0	0	0	12	0	0	0	0	0
ChuvSA3b	0	1	0	2	0	0	0	3	0	0	0	0	0	4	14	0	0	7	5	0	3	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	7	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvMA1b	0	0	0	0	0	0	9	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	4	0	0	0	0	0	0	0	5	4	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	6	12	0	1	0	0	0	4	0	0	0	0	0	0	1
ChuvMA2b	0	0	0	0	0	0	1	0	0	0	0	0	0	0	2	0	0	0	0	1	3	0	0	1	5	0	1	0	0	0	0	0	0	11	0	0	0	0	0	0	0	6	0	0	0	0	0	0	0	1	0	0	1	0	49	2	0	0	0	0	7	1	0	0	0	0	1	0
ChuvMA3b	0	0	0	5	15	0	0	0	0	0	0	0	0	0	85	0	0	1	0	0	4	0	0	0	0	0	0	0	0	0	0	0	1	3	0	0	0	0	0	0	2	1	0	0	0	0	0	0	2	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0
ChuvIA1b	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	35	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvIA2b	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
ChuvIA3b	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	27	0	0	0	0	0	0	0	0	0	0	0	0	0

Análise de Coordenadas Principais

Análise

##            Length Class      Mode     
## correction   2    -none-     character
## note         1    -none-     character
## values       6    data.frame list     
## vectors    936    -none-     numeric  
## trace        1    -none-     numeric

##     Eigenvalues  Relative_eig Rel_corr_eig Broken_stick Cum_corr_eig
## 1   2.942028729  0.2482044976  0.186851157 0.1211238232    0.1868512
## 2   1.843837330  0.1555554892  0.120083161 0.0917120585    0.3069343
## 3   1.157261602  0.0976324710  0.078340633 0.0770061762    0.3852750
## 4   1.002273138  0.0845568563  0.068917622 0.0672022546    0.4541926
## 5   0.952326951  0.0803431422  0.065880987 0.0598493134    0.5200736
## 6   0.669847321  0.0565117248  0.048706750 0.0539669605    0.5687803
## 7   0.571945077  0.0482521939  0.042754476 0.0490649997    0.6115348
## 8   0.494796074  0.0417435118  0.038063960 0.0448633190    0.6495987
## 9   0.456743177  0.0385331760  0.035750414 0.0411868485    0.6853492
## 10  0.379996810  0.0320584624  0.031084378 0.0379188746    0.7164335
## 11  0.346362935  0.0292209377  0.029039501 0.0349776981    0.7454730
## 12  0.236904557  0.0199864726  0.022384635 0.0323039013    0.7678577
## 13  0.223538702  0.0188588611  0.021572016 0.0298529209    0.7894297
## 14  0.185458013  0.0156461806  0.019256781 0.0275904775    0.8086865
## 15  0.167819120  0.0141580740  0.018184369 0.0254896372    0.8268708
## 16  0.149540395  0.0126159878  0.017073056 0.0235288529    0.8439439
## 17  0.139956604  0.0118074505  0.016490379 0.0216906176    0.8604343
## 18  0.109356304  0.0092258536  0.014629938 0.0199605138    0.8750642
## 19  0.108189318  0.0091274008  0.014558988 0.0183265268    0.8896232
## 20  0.079336601  0.0066932389  0.012804796 0.0167785392    0.9024280
## 21  0.070782799  0.0059715967  0.012284741 0.0153079510    0.9147127
## 22  0.061651987  0.0052012750  0.011729604 0.0139073908    0.9264423
## 23  0.025911319  0.0021860106  0.009556638 0.0125704924    0.9359990
## 24  0.017142750  0.0014462495  0.009023525 0.0112917200    0.9450225
## 25  0.009528254  0.0008038519  0.008560578 0.0100662298    0.9535831
## 26  0.001218060  0.0001027617  0.008055334 0.0088897592    0.9616384
## 27  0.000000000  0.0000000000  0.007359136 0.0077585375    0.9689976
## 28 -0.010232912 -0.0008633005  0.006875143 0.0066692129    0.9758727
## 29 -0.018193563 -0.0015349015  0.006608859 0.0056187927    0.9824816
## 30 -0.022573377 -0.0019044048  0.004963133 0.0046045939    0.9874447
## 31 -0.049642060 -0.0041880565  0.004182625 0.0036242018    0.9916273
## 32 -0.062479753 -0.0052711095  0.003362705 0.0026754351    0.9949900
## 33 -0.075965697 -0.0064088523  0.003057163 0.0017563175    0.9980472
## 34 -0.080991213 -0.0068328304  0.001952821 0.0008650519    1.0000000
## 35 -0.099155282 -0.0083652436  0.000000000 0.0000000000    1.0000000
## 36 -0.131275034 -0.0110750291  0.000000000 0.0000000000    1.0000000
##    Cumul_br_stick
## 1       0.1211238
## 2       0.2128359
## 3       0.2898421
## 4       0.3570443
## 5       0.4168936
## 6       0.4708606
## 7       0.5199256
## 8       0.5647889
## 9       0.6059758
## 10      0.6438946
## 11      0.6788723
## 12      0.7111762
## 13      0.7410291
## 14      0.7686196
## 15      0.7941093
## 16      0.8176381
## 17      0.8393287
## 18      0.8592892
## 19      0.8776158
## 20      0.8943943
## 21      0.9097023
## 22      0.9236097
## 23      0.9361801
## 24      0.9474719
## 25      0.9575381
## 26      0.9664279
## 27      0.9741864
## 28      0.9808556
## 29      0.9864744
## 30      0.9910790
## 31      0.9947032
## 32      0.9973786
## 33      0.9991349
## 34      1.0000000
## 35      1.0000000
## 36      1.0000000

Gráfico 1 - áreas

Aqui apresento a amostragem de três regiões situadas em lugares diferentes e com seus próprios arranjos de espécies. Através da análise de Coordenadas Principais foi possível aferir as distâncias entre os dados dessas áreas, e com issos podemos concluir que as áreas I (azul) e M (vermelho) estão mais correlacionadas por apresentarem espécies em comum e por estarem parcialmente sobrepostas no gráfico abaixo. Já a área S (verde) demonstra possuir espécies distintas das outras comunidades, não apresentando nenhuma semelhança com as outras duas.

Gráfico 2 - chuvoso X seco

Para nenhuma das áreas foi abservada qualquer diferença significativa nos períodos de chuva e nos períodos mais secos do ano.

Questão 2

Nematofauna

Data Frame

	X1	X2	X3	X4	X5	X6	X7	X8	X9	X10	X11	X12	X13	X14	X15	X16	X17	X18	X19	X20	X21	X22	X23	X24	X25	X26	X27	X28	X29	X30	X31	X32	X33	X34	X35	X36	X37	X38	X39	X40	X41	X42	X43	X44	X45	X46	X47	X48	X49	X50	X51	X52	X53	X54	X55	X56	X57	X58	X59	X60	X61	X62	X63	X64	X65	X66	X67	X68	X69	X70	X71	X72	X73	X74	X75	X76	X77	X78	X79	X80	X81	X82	X83	X84	X85	X86	X87	X88	X89	X90	X91	X92	X93	X94	X95	X96	X97	X98	X99	X100	X101	X102	X103	X104	X105	X106	X107	X108	X109	X110	X111	X112	X113	X114	X115	X116	X117	X118	X119	X120	X121	X122	X123	X124	X125	X126	X127	X128	X129	X130	X131	X132	X133	X134	X135	X136	X137	X138	X139	X140
S1	90	187	90	23	123	28	5	1	3	1	2	2	19	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S2	54	158	66	51	22	10	5	8	1	0	0	2	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S3	47	117	28	97	9	26	3	18	0	3	0	8	8	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S4	52	27	6	72	1	3	1	2	0	0	0	0	1	0	11	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	5	4	2	3	3	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S6	5	0	0	0	0	0	1	0	0	2	1	0	0	0	0	3	7	0	0	0	0	0	132	19	14	34	17	3	2	1	1	0	0	0	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S7	8	14	145	0	0	4	120	0	0	67	146	0	0	0	0	133	0	0	0	0	0	0	0	0	13	0	1	33	0	137	92	2	6	1	1	0	3	2	1	0	1	4	0	2	2	2	6	10	1	1	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S8	3	18	35	0	0	17	94	0	0	120	255	0	2	0	0	33	0	0	0	0	0	0	0	0	8	0	0	3	0	36	62	0	5	2	42	5	8	5	0	0	0	3	0	0	7	3	0	0	0	3	55	3	2	2	2	2	3	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S9	51	2	206	0	0	1	76	0	0	65	19	0	0	0	0	8	0	0	0	0	0	0	0	0	3	0	1	0	0	0	11	0	0	4	2	0	0	0	0	0	0	0	0	0	0	4	2	1	0	0	51	5	2	0	0	433	0	0	1	1	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S10	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	21	0	1	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S11	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	9	2	0	0	0	0	111	19	26	91	31	25	4	2	0	70	0	0	1	0	0	7	31	66	0	2	145	0	0	2	0	0	0	0	18	0	0	0	0	0	0	0	0	0	0	0	0	0	18	0	5	1	76	3	24	3	6	3	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S12	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	0	6	0	0	0	0	0	0	4	4	1	0	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	3	0	28	31	39	6	3	2	1	30	1	6	1	2	2	2	4	1	1	1	1	0	4	0	1	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S13	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	7	0	0	1	0	0	0	0	1	0	2	0	0	0	0	3	0	5	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	6	21	5	3	3	3	1	9	1	1	1	2	1	0	1	1	9	2	1	0	2	0	1	3	1	0	1	3	0	0	0	0	2	1	2	0	0	0	0	3	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S14	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	4	0	0	0	0	0	0	0	8	0	1	0	0	0	0	22	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	4	0	1	0	0	0	2	1	4	12	1	0	18	1	0	0	3	0	2	1	3	0	1	3	2	4	11	1	6	0	5	68	16	5	1	1	2	1	1	1	1	0	1	1	1	23	4	8	7	0	2	1	1	2	2	1	1	1	1	1	1	1	0	1	0	1	0	0	0	0	0	0	0
S15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	0	7	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
S16	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	9	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	0
S17	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	4	0	1	0	0	0	0	0	0	0	0	0	0	0	0	2	0	16	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	2	1	0	1	0	0
S18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	6	0	5	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S19	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	12	2	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	10	0	18	0	0	0	2	0	0	0	0	0	0	0	0	6	0	0	7	4	0	0	0	0	0	0	0	0	2	7	0	0	5	0	7	0	4	0	0	1	0	1	9

Análise de Componentes Principais

Padronização

##             X1           X2          X3         X4          X5          X6
## S1   2.6860636  2.751211158  1.02947935  0.3583296  4.05632275  2.59054976
## S2   1.3718522  2.250908403  0.61550882  1.3409652  0.48564231  0.59062195
## S3   1.1163111  1.543583818 -0.03994453  2.9552953  0.02604978  2.36833556
## S4   1.2988405 -0.009079905 -0.41941751  2.0779420 -0.25677639 -0.18712775
## S5  -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S6  -0.4169355 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S7  -0.3074179 -0.233353554  1.97816183 -0.4488355 -0.29212967 -0.07602065
## S8  -0.4899472 -0.164346277  0.08079688 -0.4488355 -0.29212967  1.36837166
## S9   1.2623346 -0.440375383  3.03033693 -0.4488355 -0.29212967 -0.40934195
## S10 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S11 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.22142312 -0.52044905
## S12 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S13 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S14 -0.5629590 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S15 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S16 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S17 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S18 -0.5994648 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
## S19 -0.5629590 -0.474879022 -0.52291015 -0.4488355 -0.29212967 -0.52044905
##             X7         X8         X9        X10         X11        X12
## S1  -0.3015791 -0.1195732  3.9107558 -0.3809604 -0.30923071  0.7233393
## S2  -0.3015791  1.4707500  1.1068177 -0.4112459 -0.33975218  0.7233393
## S3  -0.3561505  3.7426402 -0.2951514 -0.3203893 -0.33975218  3.8949042
## S4  -0.4107220  0.1076159 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S5  -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S6  -0.4107220 -0.3467622 -0.2951514 -0.3506748 -0.32449144 -0.3338489
## S7   2.8362795 -0.3467622 -0.2951514  1.6178861  1.88831531 -0.3338489
## S8   2.1268506 -0.3467622 -0.2951514  3.2230203  3.55173556 -0.3338489
## S9   1.6357075 -0.3467622 -0.2951514  1.5573150 -0.04979819 -0.3338489
## S10 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S11 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S12 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S13 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S14 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S15 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S16 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S17 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S18 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
## S19 -0.4380077 -0.3467622 -0.2951514 -0.4112459 -0.33975218 -0.3338489
##             X13        X14        X15         X16        X17        X18
## S1   3.76813634  2.2478059  0.1038044 -0.30320419 -0.5196046 -0.3019571
## S2   0.06871981 -0.4214636 -0.2906522 -0.27083970 -0.5196046 -0.3019571
## S3   1.37439623 -0.4214636  0.4982609 -0.30320419 -0.5196046 -0.3019571
## S4  -0.14889293 -0.4214636  4.0483702 -0.30320419 -0.5196046 -0.3019571
## S5  -0.36650566 -0.4214636 -0.2906522 -0.30320419  1.3086337  0.7225403
## S6  -0.36650566 -0.4214636 -0.2906522 -0.20611071  2.0399290 -0.3019571
## S7  -0.36650566 -0.4214636 -0.2906522  4.00127330 -0.5196046 -0.3019571
## S8   0.06871981 -0.4214636 -0.2906522  0.76482406 -0.5196046 -0.3019571
## S9  -0.36650566 -0.4214636 -0.2906522 -0.04428825 -0.5196046 -0.3019571
## S10 -0.36650566 -0.4214636 -0.2906522 -0.30320419  0.9429860  4.0009319
## S11 -0.36650566 -0.4214636 -0.2906522 -0.30320419  2.7712243  0.1078418
## S12 -0.36650566  2.2478059 -0.2906522 -0.30320419 -0.5196046 -0.3019571
## S13 -0.36650566 -0.4214636 -0.2906522 -0.30320419 -0.1539569 -0.3019571
## S14 -0.36650566 -0.4214636 -0.2906522 -0.30320419 -0.1539569 -0.3019571
## S15 -0.36650566 -0.4214636 -0.2906522 -0.30320419 -0.5196046 -0.3019571
## S16 -0.36650566  2.2478059 -0.2906522 -0.30320419 -0.5196046 -0.3019571
## S17 -0.36650566 -0.4214636 -0.2906522 -0.30320419 -0.5196046 -0.3019571
## S18 -0.36650566 -0.4214636 -0.2906522 -0.30320419 -0.5196046 -0.3019571
## S19 -0.36650566 -0.4214636 -0.2906522 -0.30320419 -0.5196046 -0.3019571
##            X19        X20        X21        X22        X23         X24
## S1  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S2  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S3  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S4  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S5   4.1294832  3.6734850  4.1294832  3.9107558 -0.3073094 -0.50349615
## S6  -0.2294157 -0.3148701 -0.2294157 -0.2951514  3.0965212  2.13073735
## S7  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S8  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S9  -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S10 -0.2294157  1.6793074 -0.2294157  1.1068177 -0.3073094 -0.50349615
## S11 -0.2294157 -0.3148701 -0.2294157 -0.2951514  2.5466716  2.13073735
## S12 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760  2.26938122
## S13 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3334927  0.46701093
## S14 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3073094  0.05107932
## S15 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S16 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.1240262 -0.50349615
## S17 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3334927 -0.50349615
## S18 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3596760 -0.50349615
## S19 -0.2294157 -0.3148701 -0.2294157 -0.2951514 -0.3334927 -0.50349615
##             X25        X26        X27         X28        X29        X30
## S1  -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S2  -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S3  -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S4  -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S5  -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S6   1.50485294  1.2534356  1.8180213 -0.04013939  1.6793074 -0.2581699
## S7   1.36330737 -0.3007283 -0.2138849  3.22835395 -0.3148701  3.9909445
## S8   0.65557950 -0.3007283 -0.3408790 -0.04013939 -0.3148701  0.8353522
## S9  -0.05214837 -0.3007283 -0.2138849 -0.36698873 -0.3148701 -0.2894134
## S10 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S11  3.20339982  3.8589456  3.5959393  2.35675573  3.6734850 -0.2269264
## S12 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S13 -0.47678509 -0.3007283 -0.2138849 -0.36698873 -0.3148701 -0.2894134
## S14 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S15 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S16 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S17 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S18 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
## S19 -0.47678509 -0.3007283 -0.3408790 -0.36698873 -0.3148701 -0.2894134
##            X31        X32        X33        X34         X35        X36
## S1  -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S2  -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S3  -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S4  -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S5  -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S6  -0.3132601 -0.2694999 -0.3323177 -0.5128779 -0.15370083  0.5912485
## S7   3.3712752 -0.1446097  3.1117020  0.0961646 -0.15370083 -0.2728839
## S8   2.1565932 -0.2694999  2.5376987  0.7052071  4.12247585  4.0477783
## S9   0.0916339 -0.2694999 -0.3323177  1.9232921 -0.04940384 -0.2728839
## S10 -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S11 -0.3537495  4.1016574 -0.3323177 -0.5128779 -0.15370083 -0.2728839
## S12 -0.3537495 -0.2070548 -0.3323177  3.1413771 -0.25799782 -0.2728839
## S13 -0.3537495 -0.2070548 -0.3323177  0.7052071 -0.25799782 -0.2728839
## S14 -0.3537495  0.2300609 -0.3323177  0.0961646 -0.25799782 -0.2728839
## S15 -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S16 -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S17 -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S18 -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
## S19 -0.3537495 -0.2694999 -0.3323177 -0.5128779 -0.25799782 -0.2728839
##            X37        X38         X39        X40        X41        X42
## S1  -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S2  -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S3  -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S4  -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S5  -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S6   0.1917908  0.1089919 -0.25684711 -0.1669692  0.2951514 -0.5894066
## S7   1.2329410  0.6267033 -0.25684711 -0.2330612  0.2951514  1.0696639
## S8   3.8358164  2.1798374 -0.37587381 -0.2330612 -0.4058331  0.6548963
## S9  -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S10 -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S11 -0.3287843  3.2152602  3.31395412  4.1290100 -0.4058331  0.2401286
## S12 -0.3287843 -0.4087195 -0.37587381 -0.2330612  2.3981050  1.0696639
## S13 -0.3287843 -0.4087195 -0.01879369 -0.2330612  3.0990895  1.0696639
## S14 -0.3287843 -0.4087195  2.24271375 -0.2330612 -0.4058331  3.1435021
## S15 -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S16 -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.1746390
## S17 -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S18 -0.3287843 -0.4087195 -0.37587381 -0.2330612 -0.4058331 -0.5894066
## S19 -0.3287843 -0.4087195 -0.13782040 -0.2330612 -0.4058331 -0.5894066
##            X43        X44        X45       X46        X47        X48        X49
## S1  -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S2  -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S3  -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S4  -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S5  -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S6  -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S7  -0.2360521  4.1294832  0.9275812  1.168283  3.9107558  4.1088250  4.1294832
## S8  -0.2360521 -0.2294157  3.9662094  1.990408 -0.2951514 -0.2524976 -0.2294157
## S9  -0.2360521 -0.2294157 -0.2878700  2.812533  1.1068177  0.1836346 -0.2294157
## S10 -0.1457503 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S11  4.1285362 -0.2294157 -0.2878700  1.168283 -0.2951514 -0.2524976 -0.2294157
## S12 -0.2059515 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S13 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S14 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S15 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S16 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S17 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S18 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
## S19 -0.2360521 -0.2294157 -0.2878700 -0.475967 -0.2951514 -0.2524976 -0.2294157
##            X50         X51        X52        X53        X54        X55
## S1  -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S2  -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S3  -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S4  -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S5  -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S6  -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S7   1.0045662  0.05643194 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S8   3.7312460  2.85608317  1.9769425  2.8377159  4.1294832  3.6734850
## S9  -0.3587737  2.61781498  3.5100816  2.8377159 -0.2294157 -0.3148701
## S10 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S11 -0.3587737  0.65210241 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S12  1.0045662 -0.30097035 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S13 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S14 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157  1.6793074
## S15 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S16 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S17 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S18 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
## S19 -0.3587737 -0.42010444 -0.3227661 -0.3338489 -0.2294157 -0.3148701
##            X56        X57        X58        X59        X60        X61
## S1  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S2  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S3  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S4  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S5  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S6  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S7  -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S8  -0.2103937  4.1294832  4.1294832 -0.2294157 -0.2294157 -0.2294157
## S9   4.1294393 -0.2294157 -0.2294157  4.1294832  4.1294832  4.1294832
## S10 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S11 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S12 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S13 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S14 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S15 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S16 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S17 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S18 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S19 -0.2305321 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
##            X62        X63        X64        X65        X66        X67
## S1  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S2  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S3  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S4  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S5  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S6  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S7  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S8  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S9  -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S10  4.1294832  4.1294832 -0.2294157  0.0000000  4.1294832 -0.2294157
## S11 -0.2294157 -0.2294157 -0.2294157  4.1231056 -0.2294157  4.1294832
## S12 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S13 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S14 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S15 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S16 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S17 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S18 -0.2294157 -0.2294157 -0.2294157 -0.2425356 -0.2294157 -0.2294157
## S19 -0.2294157 -0.2294157  4.1294832 -0.2425356 -0.2294157 -0.2294157
##            X68        X69        X70        X71        X72        X73
## S1  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S2  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S3  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S4  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S5  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S6  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S7  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S8  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S9  -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S10 -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S11  0.5690501  4.1294832  3.9107558  4.1294832  4.1294832  4.1294832
## S12  1.5519548 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S13  0.5690501 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S14  3.5177643 -0.2294157  1.1068177 -0.2294157 -0.2294157 -0.2294157
## S15 -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S16 -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S17 -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S18 -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
## S19 -0.4138546 -0.2294157 -0.2951514 -0.2294157 -0.2294157 -0.2294157
##            X74        X75        X76        X77        X78        X79
## S1  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S2  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S3  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S4  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S5  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S6  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S7  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S8  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S9  -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S10 -0.5158631 -0.3587737 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S11  2.4245565  3.7312460 -0.3077935 -0.4728662 -0.3068756 -0.3148701
## S12  2.4245565 -0.3587737  4.0013156  3.1918471  4.0661019  3.6734850
## S13  0.4642768 -0.3587737  0.6155870  2.0096815  0.2537625  1.6793074
## S14  1.4444166  1.0045662  0.3077935  0.9457325 -0.1947480 -0.3148701
## S15 -0.5158631 -0.3587737 -0.3077935 -0.4728662  0.2537625 -0.3148701
## S16 -0.5158631 -0.3587737 -0.3077935  0.0000000 -0.1947480 -0.3148701
## S17 -0.5158631  1.0045662 -0.3077935  0.1182166 -0.3068756 -0.3148701
## S18  0.4642768 -0.3587737 -0.3077935 -0.3546497 -0.3068756 -0.3148701
## S19 -0.5158631 -0.3587737 -0.3077935 -0.2364331 -0.1947480 -0.3148701
##             X80        X81        X82        X83        X84        X85
## S1  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S2  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S3  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S4  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S5  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S6  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S7  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S8  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S9  -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S10 -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S11 -0.49613333 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S12  0.11864058  1.7512910  2.8377159  3.9494968  1.0045662  4.0724368
## S13  0.11864058  2.8604419  2.8377159  0.9705758  1.0045662  0.4567219
## S14  3.19251011  0.6421400 -0.3338489 -0.3061047  3.7312460 -0.2664211
## S15  0.93833912 -0.4670109 -0.3338489 -0.1642513 -0.3587737 -0.2664211
## S16 -0.49613333 -0.4670109 -0.3338489 -0.1642513 -0.3587737 -0.2664211
## S17 -0.29120869 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S18 -0.08628406 -0.4670109 -0.3338489 -0.3061047 -0.3587737 -0.2664211
## S19  1.96296229  1.7512910 -0.3338489 -0.3061047 -0.3587737 -0.2664211
##            X86        X87        X88        X89        X90        X91
## S1  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S2  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S3  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S4  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S5  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S6  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S7  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S8  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S9  -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S10 -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S11 -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S12  1.4748154  2.5098575  2.0537402  4.1294832  3.8949042  0.8300574
## S13  1.4748154  2.5098575  0.8343320 -0.2294157  0.7233393  0.8300574
## S14  3.3429150  1.0196296  3.2731485 -0.2294157  0.7233393  3.4585723
## S15 -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S16 -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489  0.8300574
## S17 -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489  0.8300574
## S18 -0.3932841 -0.4705983 -0.3850763 -0.2294157 -0.3338489 -0.4842001
## S19 -0.3932841  1.0196296 -0.3850763 -0.2294157 -0.3338489 -0.4842001
##            X92        X93         X94        X95        X96        X97
## S1  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S2  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S3  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S4  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S5  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S6  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S7  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S8  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S9  -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S10 -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S11 -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S12  0.1765080  0.5690501  0.06315051 -0.2294157  2.0537402 -0.2294157
## S13  4.0092528  1.5519548  0.06315051 -0.2294157  0.8343320 -0.2294157
## S14  0.6556011  3.5177643  4.06268275  4.1294832  3.2731485 -0.2294157
## S15 -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763 -0.2294157
## S16 -0.3025851 -0.4138546 -0.33680272 -0.2294157 -0.3850763  4.1294832
## S17 -0.3025851 -0.4138546  0.06315051 -0.2294157 -0.3850763 -0.2294157
## S18 -0.3025851 -0.4138546  0.06315051 -0.2294157 -0.3850763 -0.2294157
## S19 -0.3025851  0.5690501  0.06315051 -0.2294157 -0.3850763 -0.2294157
##            X98         X99       X100       X101       X102       X103
## S1  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S2  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S3  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S4  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S5  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S6  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S7  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S8  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S9  -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S10 -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S11 -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S12 -0.1232819 -0.17920809 -0.1882367  0.5912485 -0.3338489  1.0045662
## S13 -0.1232819 -0.05071927 -0.1882367 -0.2728839  2.8377159  3.7312460
## S14  1.4382887  4.12516740  2.6353144  4.0477783  2.8377159  1.0045662
## S15 -0.5136745 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S16  0.2671108 -0.24345250 -0.3764735 -0.2728839 -0.3338489 -0.3587737
## S17  1.0478960 -0.24345250 -0.1882367 -0.2728839 -0.3338489 -0.3587737
## S18  0.2671108 -0.24345250 -0.1882367 -0.2728839 -0.3338489 -0.3587737
## S19  3.3902519 -0.24345250  3.0117879 -0.2728839 -0.3338489 -0.3587737
##           X104       X105       X106       X107       X108       X109
## S1  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S2  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S3  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S4  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S5  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S6  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S7  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S8  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S9  -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S10 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S11 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S12 -0.3338489 -0.2294157 -0.2294157 -0.2294157  1.4748154 -0.2294157
## S13 -0.3338489 -0.2294157 -0.2294157 -0.2294157  3.3429150  4.1294832
## S14  2.8377159  4.1294832  4.1294832  4.1294832  1.4748154 -0.2294157
## S15 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S16 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S17 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S18 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
## S19  2.8377159 -0.2294157 -0.2294157 -0.2294157 -0.3932841 -0.2294157
##           X110       X111       X112         X113       X114        X115
## S1  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S2  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S3  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S4  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S5  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S6  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S7  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S8  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S9  -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S10 -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S11 -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S12 -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170 -0.48029459
## S13  3.6734850 -0.2294157 -0.2294157 -0.357883944 -0.2819170  0.03624865
## S14  1.6793074  4.1294832  4.1294832  3.869015609  4.0032219  0.89715405
## S15 -0.3148701 -0.2294157 -0.2294157 -0.357883944  0.7893677 -0.30811351
## S16 -0.3148701 -0.2294157 -0.2294157 -0.357883944 -0.2819170  2.96332702
## S17 -0.3148701 -0.2294157 -0.2294157  0.009672539 -0.2819170  2.27460270
## S18 -0.3148701 -0.2294157 -0.2294157  0.744785505 -0.2819170  0.38061081
## S19 -0.3148701 -0.2294157 -0.2294157  0.744785505 -0.2819170 -0.48029459
##            X116       X117       X118       X119       X120       X121
## S1  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S2  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S3  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S4  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S5  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S6  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S7  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S8  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S9  -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S10 -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S11 -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S12 -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S13  0.07201613 -0.2294157  1.6793074 -0.2294157 -0.2294157 -0.2294157
## S14  2.80862920 -0.2294157  3.6734850  4.1294832  4.1294832  4.1294832
## S15 -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S16 -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S17 -0.38408604 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S18  0.07201613 -0.2294157 -0.3148701 -0.2294157 -0.2294157 -0.2294157
## S19  2.80862920  4.1294832 -0.3148701 -0.2294157 -0.2294157 -0.2294157
##           X122       X123       X124       X125       X126       X127
## S1  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S2  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S3  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S4  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S5  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S6  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S7  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S8  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S9  -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S10 -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S11 -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S12 -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S13 -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S14  4.1294832  2.8377159  0.1515981  4.1294832  1.6793074  0.3596957
## S15 -0.2294157 -0.3338489 -0.3284625 -0.2294157 -0.3148701 -0.2615969
## S16 -0.2294157  2.8377159  3.9920832 -0.2294157 -0.3148701 -0.2615969
## S17 -0.2294157 -0.3338489  0.6316587 -0.2294157 -0.3148701 -0.2615969
## S18 -0.2294157 -0.3338489  0.1515981 -0.2294157 -0.3148701 -0.2615969
## S19 -0.2294157 -0.3338489 -0.3284625 -0.2294157  3.6734850  4.0874514
##           X128       X129       X130       X131       X132       X133
## S1  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S2  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S3  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S4  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S5  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S6  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S7  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S8  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S9  -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S10 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S11 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S12 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S13 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S14  4.1294832  4.1294832 -0.2294157  4.1294832 -0.2294157  4.1294832
## S15 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S16 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S17 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S18 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S19 -0.2294157 -0.2294157  4.1294832 -0.2294157  4.1294832 -0.2294157
##           X134       X135       X136       X137       X138       X139
## S1  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S2  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S3  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S4  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S5  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S6  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S7  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S8  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S9  -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S10 -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S11 -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S12 -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S13 -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S14 -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S15  0.7233393 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S16  0.7233393  2.8377159 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S17 -0.3338489  2.8377159  4.1294832 -0.2294157  4.1294832 -0.2294157
## S18 -0.3338489 -0.3338489 -0.2294157 -0.2294157 -0.2294157 -0.2294157
## S19  3.8949042 -0.3338489 -0.2294157  4.1294832 -0.2294157  4.1294832
##           X140
## S1  -0.2294157
## S2  -0.2294157
## S3  -0.2294157
## S4  -0.2294157
## S5  -0.2294157
## S6  -0.2294157
## S7  -0.2294157
## S8  -0.2294157
## S9  -0.2294157
## S10 -0.2294157
## S11 -0.2294157
## S12 -0.2294157
## S13 -0.2294157
## S14 -0.2294157
## S15 -0.2294157
## S16 -0.2294157
## S17 -0.2294157
## S18 -0.2294157
## S19  4.1294832

Análise

## Standard deviations (1, .., p=19):
##  [1] 5.816927e+00 4.283953e+00 4.080117e+00 3.841324e+00 3.453052e+00
##  [6] 2.725713e+00 2.654702e+00 2.588250e+00 2.355836e+00 2.194374e+00
## [11] 1.809429e+00 1.679850e+00 1.522197e+00 1.402710e+00 1.137917e+00
## [16] 9.071654e-01 4.996574e-01 4.417148e-01 4.254476e-15
## 
## Rotation (n x k) = (140 x 19):
##               PC1           PC2           PC3          PC4          PC5
## X1   -0.046094688  0.0509485991 -0.0040585959  0.033687259 -0.112701352
## X2   -0.037307225  0.0455916235  0.0110527425  0.032211373 -0.106724027
## X3   -0.049521322  0.0213567265 -0.1242487098 -0.002437550 -0.023941512
## X4   -0.032505116  0.0430815421  0.0321683452  0.035682592 -0.102263508
## X5   -0.023325081  0.0297244297  0.0201167959  0.021951256 -0.081402553
## X6   -0.045275453  0.0383529887 -0.0628026493  0.019183954 -0.074126476
## X7   -0.046740511 -0.0044638415 -0.2134497468 -0.026356653  0.052007407
## X8   -0.025844914  0.0346694603  0.0244337457  0.029316254 -0.084334012
## X9   -0.023411509  0.0334330082  0.0196164513  0.022124913 -0.081718981
## X10  -0.044958155 -0.0056048268 -0.2256983383 -0.029358897  0.061886699
## X11  -0.038430318 -0.0112491951 -0.2185353488 -0.030041708  0.071287961
## X12  -0.025647222  0.0352499861  0.0234804227  0.028622344 -0.087047018
## X13  -0.030031749  0.0381990742  0.0057874310  0.024641861 -0.089968332
## X14   0.001743951  0.0443271386  0.0531759292 -0.095253593 -0.023034312
## X15  -0.019627493  0.0250270458  0.0219913030  0.020988126 -0.056154773
## X16  -0.032587345 -0.0112367128 -0.1535053453 -0.020354785  0.045440133
## X17  -0.013157979 -0.1750095493  0.0650518792  0.012971696 -0.012459016
## X18  -0.019719478 -0.0071893394  0.0359539922  0.022489236 -0.045802483
## X19  -0.014979201  0.0118451926  0.0249954079  0.017474410 -0.038735428
## X20  -0.020681207  0.0158556462  0.0347863951  0.024314385 -0.053867790
## X21  -0.014979201  0.0118451926  0.0249954079  0.017474410 -0.038735428
## X22  -0.019357350  0.0149568279  0.0324952883  0.022714132 -0.050329359
## X23  -0.018110579 -0.1688369417  0.0493413862  0.007373310  0.012224426
## X24   0.028852053 -0.1331319446  0.0723599755 -0.135277088  0.056735242
## X25  -0.036421363 -0.2049929808 -0.0492473611 -0.007954291  0.052103938
## X26  -0.016771436 -0.2214807827  0.0517275124  0.005305302  0.027707437
## X27  -0.018619090 -0.2134414813  0.0484322990  0.001427456  0.026521075
## X28  -0.030912246 -0.1489287141 -0.0719567561 -0.010636352  0.050249667
## X29  -0.017741027 -0.2157169524  0.0519933119  0.005431063  0.025484509
## X30  -0.031297213 -0.0148730578 -0.1514108046 -0.020417052  0.047492189
## X31  -0.038984234 -0.0119157206 -0.2011946743 -0.027204684  0.062267112
## X32   0.006093744 -0.2236022286  0.0384237231  0.005801779  0.028340681
## X33  -0.037198685 -0.0128980425 -0.2030026664 -0.027889361  0.066296325
## X34   0.030644403  0.0270415981 -0.0558263359 -0.195857649  0.075214850
## X35  -0.029591952 -0.0137925647 -0.1833599174 -0.025799994  0.064267372
## X36  -0.029760378 -0.0137836045 -0.1729394824 -0.024460860  0.060601684
## X37  -0.036417869 -0.0146358676 -0.2069024799 -0.028891687  0.070333237
## X38  -0.033789760 -0.1944696295 -0.0906557136 -0.014339502  0.070811252
## X39   0.087230421 -0.1949129847  0.0099729115  0.032614353  0.009154107
## X40  -0.012436423 -0.2218394431  0.0468102963  0.004495391  0.032411736
## X41   0.036489197  0.0283106940  0.0471765615 -0.219681075  0.075658575
## X42   0.138350016 -0.0440046980 -0.0954842720 -0.081652677  0.022268151
## X43  -0.012347493 -0.2211345876  0.0473911332  0.003528872  0.032192576
## X44  -0.024453614 -0.0095764400 -0.1080833982 -0.014237316  0.031399899
## X45  -0.033317769 -0.0105730587 -0.2044577553 -0.028635030  0.070249553
## X46  -0.046294748 -0.0827791578 -0.1697550405 -0.021762485  0.054101522
## X47  -0.030886084 -0.0054589459 -0.1236645253 -0.015344611  0.027882246
## X48  -0.026735260 -0.0084054342 -0.1141706879 -0.014745149  0.030665913
## X49  -0.024453614 -0.0095764400 -0.1080833982 -0.014237316  0.031399899
## X50  -0.024332973 -0.0031161492 -0.1865170850 -0.087090205  0.089531042
## X51  -0.041114422 -0.0527062450 -0.1753179443 -0.028089036  0.055357508
## X52  -0.034257322  0.0060657803 -0.1472037433 -0.017727051  0.026639023
## X53  -0.036249274  0.0026625443 -0.1737910940 -0.022024056  0.040381318
## X54  -0.027151964 -0.0080974505 -0.1786145728 -0.025272785  0.063009085
## X55   0.047794827 -0.0159959672 -0.1885779431  0.001511882  0.031091817
## X56  -0.022798919  0.0117222493 -0.0610784728 -0.005114377 -0.007221012
## X57  -0.027151964 -0.0080974505 -0.1786145728 -0.025272785  0.063009085
## X58  -0.027151964 -0.0080974505 -0.1786145728 -0.025272785  0.063009085
## X59  -0.022667898  0.0117567676 -0.0602384397 -0.004996385 -0.007510271
## X60  -0.022667898  0.0117567676 -0.0602384397 -0.004996385 -0.007510271
## X61  -0.022667898  0.0117567676 -0.0602384397 -0.004996385 -0.007510271
## X62  -0.015246846  0.0109670899  0.0260457333  0.018197876 -0.040274052
## X63  -0.015246846  0.0109670899  0.0260457333  0.018197876 -0.040274052
## X64   0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
## X65  -0.013077062 -0.2209700883  0.0479833586  0.005466448  0.030339323
## X66  -0.015246846  0.0109670899  0.0260457333  0.018197876 -0.040274052
## X67  -0.012209819 -0.2212381044  0.0464622678  0.004447012  0.032529914
## X68   0.160047462 -0.0506676246 -0.0090543359 -0.062501376 -0.006996442
## X69  -0.012209819 -0.2212381044  0.0464622678  0.004447012  0.032529914
## X70   0.039285961 -0.2195097676  0.0271522769  0.021610990  0.012714976
## X71  -0.012209819 -0.2212381044  0.0464622678  0.004447012  0.032529914
## X72  -0.012209819 -0.2212381044  0.0464622678  0.004447012  0.032529914
## X73  -0.012209819 -0.2212381044  0.0464622678  0.004447012  0.032529914
## X74   0.087133295 -0.1333059777  0.0510318812 -0.123651569  0.044652672
## X75   0.035697038 -0.2087406770  0.0335852640  0.027074909  0.003515406
## X76   0.056706963  0.0260253243  0.0473492369 -0.204105795  0.064715697
## X77   0.091485313  0.0349170921  0.0528670344 -0.198016350  0.062249783
## X78   0.035178416  0.0302755681  0.0553302840 -0.197767291  0.072538927
## X79   0.039745514  0.0327653678  0.0609622826 -0.227386180  0.077166712
## X80   0.145890385  0.0259623184  0.0038798642  0.077621296  0.090304461
## X81   0.084926823  0.0511510651  0.0666007737 -0.111924933  0.166824858
## X82   0.042757556  0.0347164435  0.0623278001 -0.224563252  0.074833360
## X83   0.035904114  0.0314631438  0.0589231399 -0.218186136  0.073494203
## X84   0.167360360 -0.0026881722 -0.0247838558 -0.046003040 -0.022307878
## X85   0.033067713  0.0277455207  0.0536878894 -0.207472937  0.071663238
## X86   0.161277252  0.0043605466 -0.0104025088 -0.086113778 -0.005685402
## X87   0.099044542  0.0433968246  0.0581237191 -0.150946231  0.130979461
## X88   0.157555921  0.0042833004 -0.0088537673 -0.093849013 -0.001538588
## X89   0.028111614  0.0239057739  0.0475907725 -0.188390962  0.065823375
## X90   0.073215188  0.0244139319  0.0420718645 -0.198868370  0.058757035
## X91   0.156994287  0.0081973145 -0.0097806033 -0.033789052 -0.040450796
## X92   0.068314149  0.0220519743  0.0308073395 -0.127812321  0.031097918
## X93   0.166395470  0.0105354212 -0.0095790709 -0.020649413  0.032272260
## X94   0.165367766 -0.0073854417 -0.0390608682  0.040322868 -0.031746616
## X95   0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X96   0.157555921  0.0042833004 -0.0088537673 -0.093849013 -0.001538588
## X97  -0.006383222  0.0206885739  0.0238412210  0.015643107 -0.034543963
## X98   0.082845651  0.0523198296  0.0465911739  0.117982387  0.174669269
## X99   0.160898246 -0.0174061387 -0.0527047722  0.045877109 -0.055579494
## X100  0.121950466  0.0293823264  0.0091378902  0.120095856  0.145392199
## X101  0.162954691 -0.0138654295 -0.0450501083  0.016030206 -0.044498799
## X102  0.137828752  0.0036657740 -0.0122938996 -0.048306873 -0.015303054
## X103  0.087214855  0.0239453969  0.0334151482 -0.154905095  0.037170349
## X104  0.125275589  0.0229260348 -0.0009542907  0.127876475  0.129089202
## X105  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X106  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X107  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X108  0.106368060  0.0226077053  0.0294707223 -0.160724621  0.035064248
## X109  0.030653027  0.0238074140  0.0380705952 -0.120241708  0.037025241
## X110  0.100685897  0.0131967101  0.0096871268 -0.085383868  0.007316822
## X111  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X112  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X113  0.154553950 -0.0009493176 -0.0335801521  0.088349676 -0.003516455
## X114  0.153734822 -0.0148444640 -0.0500056423  0.056329193 -0.060771209
## X115  0.041660417  0.0258987774  0.0244246257  0.030772882 -0.063159801
## X116  0.128438853  0.0269185135  0.0047655892  0.117661317  0.132004615
## X117  0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
## X118  0.159300910 -0.0062819491 -0.0328771483 -0.005737539 -0.036183021
## X119  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X120  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X121  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X122  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X123  0.110880923  0.0013964845 -0.0226472901  0.050563852 -0.067377299
## X124  0.008468358  0.0231833023  0.0244691882  0.027296767 -0.048781311
## X125  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X126  0.084899851  0.0374171704  0.0239470869  0.136172934  0.188895199
## X127  0.036000881  0.0474892200  0.0456994668  0.129299174  0.226666117
## X128  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X129  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X130  0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
## X131  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X132  0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
## X133  0.158774474 -0.0187692895 -0.0549669441  0.053850261 -0.058057277
## X134  0.009130138  0.0573544000  0.0618138504  0.125399110  0.216416904
## X135 -0.010475296  0.0260353000  0.0340526372  0.025478084 -0.045720559
## X136 -0.008013695  0.0150935234  0.0229596524  0.019373171 -0.028292935
## X137  0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
## X138 -0.008013695  0.0150935234  0.0229596524  0.019373171 -0.028292935
## X139  0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
## X140  0.013400355  0.0502781106  0.0536553970  0.121899143  0.235473414
##                PC6           PC7           PC8           PC9          PC10
## X1   -0.0542561746  2.205420e-01 -0.1915674285  0.0445782227 -0.0041201882
## X2   -0.0573093413  9.198082e-02 -0.2818115967  0.0488096208 -0.0084277270
## X3    0.1077448702  2.667722e-01 -0.0004008275  0.0123226372 -0.0112935567
## X4   -0.0480230735  6.489846e-02 -0.2120168307  0.0543367371  0.0184676741
## X5   -0.0506097868  8.767987e-02 -0.2291794157  0.0245671730 -0.0270205382
## X6   -0.1131613184  4.702282e-02 -0.2812029248  0.0480237894 -0.0028236748
## X7    0.1064931356  6.858162e-02  0.0133418022  0.0005439896 -0.0042443135
## X8   -0.0431983153  5.723275e-02 -0.1911218860  0.0517393828  0.0177895890
## X9   -0.0484820474  8.651626e-02 -0.2235609363  0.0243520121 -0.0262677603
## X10  -0.0286986359  3.373036e-02  0.0295341208 -0.0002119015  0.0068927284
## X11  -0.0150690376 -9.327267e-02 -0.0445800441  0.0016771952  0.0034032780
## X12  -0.0490865590  6.669990e-02 -0.2151731711  0.0506963853  0.0096394217
## X13  -0.0781888499  8.255729e-02 -0.2647013056  0.0364841043 -0.0189603996
## X14  -0.0357100118  1.490511e-02 -0.1016041584 -0.1857287187 -0.1696445151
## X15  -0.0199102330  2.251834e-02 -0.0829766250  0.0239170059  0.0150089929
## X16   0.2607286332 -2.766913e-02 -0.0606292577  0.0013674349 -0.0182732732
## X17  -0.0063842438 -7.055603e-02  0.0893994776  0.1380892136 -0.0193532587
## X18   0.0109434873 -1.180216e-01  0.1587114974  0.2224828484 -0.1047371146
## X19   0.0098580058 -9.066957e-02  0.1196023152  0.1572838465 -0.0673734951
## X20   0.0138268515 -1.289060e-01  0.1709724138  0.2302611976 -0.1031680588
## X21   0.0098580058 -9.066957e-02  0.1196023152  0.1572838465 -0.0673734951
## X22   0.0128913756 -1.197874e-01  0.1586670843  0.2124686019 -0.0941999552
## X23  -0.0139087959 -1.344239e-02  0.0062834222 -0.0070922847  0.0137215572
## X24  -0.0211034373  7.078031e-03 -0.0182291511 -0.0052770851 -0.0767726581
## X25   0.0625782016  9.489545e-05 -0.0270247247 -0.0013780065  0.0060737266
## X26  -0.0187188717  1.371297e-02 -0.0153913308 -0.0036733236  0.0106460658
## X27  -0.0092459119  1.627069e-02 -0.0077807831  0.0007467171  0.0218477904
## X28   0.2326074039 -8.883176e-03 -0.0697000280 -0.0034811616 -0.0127151452
## X29  -0.0182729698  9.616368e-03 -0.0125725958 -0.0020816284  0.0113857121
## X30   0.2579000129 -4.685051e-02 -0.0717348319  0.0013221877 -0.0184924309
## X31   0.1537206150 -5.126489e-02 -0.0514131668  0.0011589143 -0.0094414755
## X32  -0.0094813552  2.645734e-02 -0.0257072910 -0.0067272335  0.0044576092
## X33   0.1201214119 -9.116734e-02 -0.0685691435  0.0018521655 -0.0074266012
## X34  -0.0360364466  1.499549e-01  0.0685225371 -0.0149527075 -0.1135535671
## X35  -0.1895619058 -1.046899e-01 -0.0172191830  0.0014740354  0.0171631987
## X36  -0.1932106648 -1.233600e-01 -0.0204607649  0.0041451859  0.0187221227
## X37  -0.0735306203 -1.227226e-01 -0.0448777098  0.0034379924  0.0089171976
## X38  -0.0566023169 -5.645412e-02 -0.0473175652 -0.0043641579  0.0117585043
## X39  -0.0052715375  2.616932e-02 -0.0232057368  0.0072035132  0.0152592583
## X40  -0.0186212428  2.533741e-02 -0.0229185061 -0.0083208103  0.0075090704
## X41   0.0519707882 -6.229629e-03 -0.0181501619  0.0415022478  0.1247960697
## X42   0.0617029157 -3.258017e-02 -0.0397890875 -0.0028931556  0.0106587853
## X43  -0.0185058134  2.386246e-02 -0.0206188953 -0.0049044189  0.0036943850
## X44   0.3139960675 -1.676620e-02 -0.0664333644  0.0009354472 -0.0234411717
## X45  -0.1021287235 -1.201722e-01 -0.0423580875  0.0019106715  0.0099084763
## X46  -0.0181308548  1.690352e-01  0.0944945030 -0.0072866189  0.0093121724
## X47   0.2946194350  8.298363e-02 -0.0035127158 -0.0013945681 -0.0201252213
## X48   0.3115712954  1.407214e-02 -0.0476219668  0.0002213472 -0.0226786085
## X49   0.3139960675 -1.676620e-02 -0.0664333644  0.0009354472 -0.0234411717
## X50  -0.0902358334 -1.105115e-01 -0.0521663705 -0.0117038531 -0.0723332964
## X51  -0.1349575085  1.309382e-01  0.0992278009 -0.0068835109  0.0102505458
## X52  -0.1253852487  2.086611e-01  0.1527600868 -0.0053883952  0.0157060857
## X53  -0.1603190549  1.382179e-01  0.1192968203 -0.0039667313  0.0179004063
## X54  -0.1943583121 -1.183429e-01 -0.0244208191  0.0016904794  0.0168500963
## X55  -0.1771945288 -1.042670e-01 -0.0234854479  0.0063240559  0.0004012554
## X56  -0.0268834952  3.078343e-01  0.1883121371 -0.0071361771  0.0078314148
## X57  -0.1943583121 -1.183429e-01 -0.0244208191  0.0016904794  0.0168500963
## X58  -0.1943583121 -1.183429e-01 -0.0244208191  0.0016904794  0.0168500963
## X59  -0.0259791537  3.083052e-01  0.1883786161 -0.0071422300  0.0077516590
## X60  -0.0259791537  3.083052e-01  0.1883786161 -0.0071422300  0.0077516590
## X61  -0.0259791537  3.083052e-01  0.1883786161 -0.0071422300  0.0077516590
## X62   0.0105068980 -1.004253e-01  0.1345090673  0.1887401895 -0.0907590776
## X63   0.0105068980 -1.004253e-01  0.1345090673  0.1887401895 -0.0907590776
## X64  -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
## X65  -0.0180092057  2.023384e-02 -0.0157397081  0.0019851310  0.0023106350
## X66   0.0105068980 -1.004253e-01  0.1345090673  0.1887401895 -0.0907590776
## X67  -0.0185651088  2.578177e-02 -0.0231881256 -0.0085035009  0.0073492375
## X68  -0.0076371278  1.911396e-02 -0.0177543517  0.0067849417 -0.0622677739
## X69  -0.0185651088  2.578177e-02 -0.0231881256 -0.0085035009  0.0073492375
## X70  -0.0174623906  2.770003e-02 -0.0231761351 -0.0048464607 -0.0034657359
## X71  -0.0185651088  2.578177e-02 -0.0231881256 -0.0085035009  0.0073492375
## X72  -0.0185651088  2.578177e-02 -0.0231881256 -0.0085035009  0.0073492375
## X73  -0.0185651088  2.578177e-02 -0.0231881256 -0.0085035009  0.0073492375
## X74  -0.0202154375  2.568807e-02 -0.0275217096 -0.0173969619 -0.1006867104
## X75  -0.0146380339  6.938644e-03 -0.0010001614 -0.0671498564  0.0134040562
## X76  -0.0152054365  1.672784e-02 -0.0253106261 -0.0237299312 -0.1828326314
## X77  -0.0042650322 -4.790120e-03 -0.0032525408 -0.0424027079 -0.0123598820
## X78  -0.0167623994  1.338806e-02 -0.0225149473 -0.0402281913 -0.2132290935
## X79  -0.0095678553  1.092173e-02 -0.0208502211 -0.0014531049 -0.0696291825
## X80  -0.0011094589  1.144922e-02 -0.0076273207  0.0095195795 -0.0173864220
## X81   0.0007582460  1.502011e-02 -0.0216995895  0.0528956415  0.1314967578
## X82  -0.0010830476  3.934608e-03 -0.0134484209  0.0292865223  0.0772560547
## X83  -0.0134146709  1.121314e-02 -0.0211793662 -0.0271605106 -0.1451126017
## X84   0.0008504688  9.927466e-03 -0.0081203499  0.0223873190  0.0024111318
## X85  -0.0163600466  1.621408e-02 -0.0255388800 -0.0293449530 -0.1967072453
## X86   0.0005642524  9.841173e-03 -0.0100583133  0.0262006984  0.0173708763
## X87  -0.0028258457  1.567162e-02 -0.0227942747  0.0367767021  0.0567105126
## X88  -0.0046734990  1.404508e-02 -0.0148419744  0.0078751476 -0.0701240999
## X89  -0.0194250343  1.846525e-02 -0.0270915945 -0.0434266904 -0.2583746526
## X90  -0.0141546366  1.687585e-02 -0.0247995164 -0.0193027682 -0.1702039321
## X91   0.0048888716 -3.156524e-02  0.0321068820 -0.1221846677  0.0218797209
## X92   0.0159161530 -8.957614e-03  0.0049898352  0.0802960946  0.3250034125
## X93   0.0034651887  1.211054e-02 -0.0106119315  0.0411131224  0.0734620175
## X94   0.0016576972  3.786829e-03  0.0018865101 -0.0049566825 -0.0191317090
## X95   0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X96  -0.0046734990  1.404508e-02 -0.0148419744  0.0078751476 -0.0701240999
## X97   0.0060036671 -7.249186e-02  0.0635892389 -0.2771932314  0.0112267622
## X98  -0.0011428025 -1.208850e-02  0.0133605249 -0.1026758852  0.0049500008
## X99   0.0019124584  8.491939e-03 -0.0025173759  0.0135253521 -0.0205853385
## X100 -0.0038291457  2.294605e-02 -0.0196289709  0.0121292437 -0.0261168006
## X101 -0.0024606827  1.236122e-02 -0.0078420742  0.0017414941 -0.0837568285
## X102  0.0140712442 -3.114214e-03  0.0044495724  0.0684819293  0.2413688981
## X103  0.0111931882 -3.731404e-03 -0.0011757793  0.0681989292  0.2509870452
## X104 -0.0038479868  2.548377e-02 -0.0216148790  0.0196966579 -0.0338184446
## X105  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X106  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X107  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X108  0.0076502438  4.832244e-04 -0.0053004576  0.0575870933  0.1876749050
## X109  0.0179365277 -1.305765e-02  0.0086085079  0.0836771654  0.3645529438
## X110  0.0170534286 -7.931934e-03  0.0067361029  0.0813411704  0.3185463783
## X111  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X112  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X113  0.0011406060  3.942031e-03  0.0027837656 -0.0091129693 -0.0291439709
## X114  0.0021431412  3.864291e-03  0.0026802694  0.0083745620 -0.0322707973
## X115  0.0128264894 -1.017619e-01  0.0997168100 -0.3374053272  0.0768556918
## X116 -0.0016487712  2.188095e-02 -0.0182609728  0.0258486091  0.0047707530
## X117 -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
## X118  0.0094892036  2.057582e-03  0.0016571395  0.0478365079  0.1367485320
## X119  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X120  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X121  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X122  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X123  0.0053888128 -4.635896e-02  0.0444539302 -0.1940898524 -0.0157136608
## X124  0.0081218288 -8.750370e-02  0.0806563985 -0.3204537350  0.0200303564
## X125  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X126 -0.0054806392  2.803104e-02 -0.0260408681  0.0199919632 -0.0275114541
## X127 -0.0064760674  2.743831e-02 -0.0275075144  0.0180790230 -0.0183034433
## X128  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X129  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X130 -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
## X131  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X132 -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
## X133  0.0014025477  8.777567e-03 -0.0024931556  0.0104422439 -0.0328231233
## X134 -0.0042809474  3.178956e-03 -0.0059147493 -0.0529635869 -0.0105283189
## X135  0.0098193575 -9.926767e-02  0.0963708278 -0.3469359858  0.0471910564
## X136  0.0074917490 -6.393851e-02  0.0688597952 -0.1996246735  0.0536311412
## X137 -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
## X138  0.0074917490 -6.393851e-02  0.0688597952 -0.1996246735  0.0536311412
## X139 -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
## X140 -0.0066910997  2.624652e-02 -0.0272136541  0.0166282230 -0.0136558831
##               PC11          PC12          PC13          PC14          PC15
## X1    0.0198156934 -6.763285e-02  0.0348876140 -0.0025738326  0.1149485803
## X2    0.0264661785 -1.062471e-01  0.0747056731  0.0398115127 -0.0914593330
## X3    0.0217216865 -1.048692e-01  0.0582324335  0.0055653624 -0.0494097293
## X4   -0.0167204070  2.395405e-01 -0.1368374001  0.2642986345  0.0275388667
## X5    0.0474598065 -3.184467e-01  0.1899659652 -0.1675458733  0.0551588324
## X6    0.0263395829 -8.656035e-02  0.0582172387  0.1119338438 -0.1750266731
## X7    0.0077814995 -2.628828e-02  0.0121546120  0.0313941622 -0.0224779259
## X8   -0.0120688912  2.174139e-01 -0.1163131779  0.3401045599 -0.3445652533
## X9    0.0461482952 -3.154621e-01  0.1905563511 -0.1847150259  0.0704992233
## X10   0.0057586391 -1.743829e-02  0.0060415455  0.0294858248 -0.0228885760
## X11   0.0047416594 -1.679728e-02  0.0111727878  0.0219737048  0.0063700674
## X12   0.0004093847  1.269179e-01 -0.0650046663  0.3062978070 -0.3978631744
## X13   0.0406936958 -2.306426e-01  0.1382192130 -0.0425578118 -0.0565131954
## X14   0.0514722691 -3.417811e-01 -0.0603574197 -0.0283830894  0.0201766004
## X15  -0.0245853566  2.157720e-01 -0.1393719672  0.0624992934  0.5472108333
## X16   0.0038615034 -1.235570e-02  0.0064747783  0.0129883885 -0.0175985229
## X17  -0.0539666223 -4.613866e-02 -0.0432036154 -0.1593968385 -0.2103586983
## X18   0.2939247028 -8.662353e-02  0.0460730680  0.1006948365 -0.0390176387
## X19  -0.3996792770 -1.647599e-01  0.0615216941  0.1214967108 -0.0322618810
## X20  -0.1864567030 -1.713113e-01  0.0697228462  0.1398616782 -0.0469174714
## X21  -0.3996792770 -1.647599e-01  0.0615216941  0.1214967108 -0.0322618810
## X22  -0.2596352292 -1.734295e-01  0.0688047903  0.1374045680 -0.0433609565
## X23  -0.0277969533  5.686692e-02 -0.1293299292 -0.3430085121 -0.2748714106
## X24  -0.0236307345  6.253862e-02 -0.0747785022 -0.2393668262 -0.2046957981
## X25  -0.0090812205  1.510134e-02 -0.0482810411 -0.1376285134 -0.1290880240
## X26  -0.0059606892  8.068407e-03 -0.0339271179 -0.0874064829 -0.0791762906
## X27  -0.0123033703  2.389667e-02 -0.0586840038 -0.1654019095 -0.1389063087
## X28   0.0072735439 -2.526503e-02  0.0125698604  0.0454471962  0.0036824314
## X29  -0.0112660214  2.201191e-02 -0.0521993421 -0.1458176010 -0.1216909385
## X30   0.0044701928 -1.407738e-02  0.0096036283  0.0213700729 -0.0076333376
## X31   0.0049768395 -1.613010e-02  0.0097405871  0.0229786057 -0.0069071154
## X32   0.0116464653 -3.777544e-02  0.0283327771  0.1090342725  0.0638377994
## X33   0.0048022977 -1.520533e-02  0.0113345247  0.0259670532  0.0030333923
## X34   0.0018066187  4.982762e-04  0.0174906404  0.0428358248 -0.0256586930
## X35   0.0018578842 -7.174920e-03  0.0033651948  0.0066312444  0.0069016916
## X36  -0.0071782859  1.655753e-02 -0.0272379119 -0.0910690287 -0.0616794758
## X37  -0.0020058559  2.602666e-03 -0.0108783798 -0.0421687296 -0.0347695840
## X38   0.0063949599 -2.439174e-02  0.0090766823  0.0406387071  0.0145962174
## X39   0.0088777038 -3.217410e-02  0.0182912350  0.0744917444  0.0378758926
## X40   0.0109703016 -3.582861e-02  0.0254453289  0.1007250368  0.0589864762
## X41   0.0043370774 -1.829624e-02 -0.0138191499 -0.0459645302 -0.0688416578
## X42   0.0106114049 -4.584923e-02 -0.0146194310  0.0545287958 -0.0003307957
## X43   0.0197549062 -3.835598e-02  0.0287702683  0.1103727746  0.0641977594
## X44   0.0041120452 -1.258785e-02  0.0088935304  0.0200467187 -0.0102858815
## X45   0.0034490253 -1.130595e-02  0.0088648958  0.0206019629  0.0136743319
## X46   0.0113566625 -3.764961e-02  0.0172707359  0.0718431636 -0.0008140775
## X47   0.0056990789 -1.818727e-02  0.0084323735  0.0255440343 -0.0231502928
## X48   0.0046529330 -1.447419e-02  0.0088521219  0.0219868844 -0.0144058410
## X49   0.0041120452 -1.258785e-02  0.0088935304  0.0200467187 -0.0102858815
## X50   0.0004747029  2.031026e-03  0.0144157219  0.0276862217  0.0108355367
## X51   0.0085854737 -2.856114e-02  0.0129353758  0.0545569578 -0.0012301720
## X52   0.0059780302 -2.073053e-02  0.0030442901  0.0250680980 -0.0272143672
## X53   0.0056332482 -1.947873e-02  0.0044231510  0.0252198950 -0.0175858606
## X54   0.0023591384 -7.987994e-03  0.0065423159  0.0153819562  0.0169500873
## X55   0.0006847349 -3.777547e-03  0.0049042729  0.0086953896  0.0118682218
## X56   0.0053952445 -1.882449e-02 -0.0004331643  0.0193552833 -0.0410513469
## X57   0.0023591384 -7.987994e-03  0.0065423159  0.0153819562  0.0169500873
## X58   0.0023591384 -7.987994e-03  0.0065423159  0.0153819562  0.0169500873
## X59   0.0053830208 -1.878296e-02 -0.0004632763  0.0192794741 -0.0411195409
## X60   0.0053830208 -1.878296e-02 -0.0004632763  0.0192794741 -0.0411195409
## X61   0.0053830208 -1.878296e-02 -0.0004632763  0.0192794741 -0.0411195409
## X62   0.3917990980 -4.493462e-02  0.0293577042  0.0627180307 -0.0380290493
## X63   0.3917990980 -4.493462e-02  0.0293577042  0.0627180307 -0.0380290493
## X64   0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
## X65   0.0335080348 -4.023167e-02  0.0296810167  0.1124352911  0.0629261748
## X66   0.3917990980 -4.493462e-02  0.0293577042  0.0627180307 -0.0380290493
## X67   0.0116896684 -3.767317e-02  0.0280041937  0.1087773107  0.0649417165
## X68   0.0003088463 -1.607799e-05  0.0123311422  0.0303566669  0.0048753015
## X69   0.0116896684 -3.767317e-02  0.0280041937  0.1087773107  0.0649417165
## X70   0.0102432089 -3.386820e-02  0.0262606799  0.1011777839  0.0601026351
## X71   0.0116896684 -3.767317e-02  0.0280041937  0.1087773107  0.0649417165
## X72   0.0116896684 -3.767317e-02  0.0280041937  0.1087773107  0.0649417165
## X73   0.0116896684 -3.767317e-02  0.0280041937  0.1087773107  0.0649417165
## X74   0.0009926604  8.533632e-03  0.0214448635  0.0668897558  0.0754258322
## X75   0.0112289500  1.995911e-02  0.1793685687  0.1050265529  0.0301006560
## X76  -0.0053749076  2.683138e-02  0.0172470643  0.0263895442 -0.0069020393
## X77   0.0085478402 -1.048934e-02  0.0460891581  0.0468246520 -0.0215191237
## X78  -0.0084222753  3.829218e-02  0.0020197024  0.0130363085  0.0174587667
## X79   0.0011740590  3.077097e-03  0.0165339414  0.0333401937 -0.0052553944
## X80  -0.0061456756  3.418933e-02  0.0039956294 -0.0409951498  0.0566380116
## X81   0.0139784783 -5.019549e-02  0.0121452325  0.0416483679 -0.0164592959
## X82   0.0089044556 -2.642633e-02  0.0135119003  0.0367798298 -0.0040502483
## X83  -0.0022691006  1.357266e-02  0.0051664754  0.0301597649 -0.0008467911
## X84   0.0008048491 -4.116884e-03  0.0035893369  0.0047781453 -0.0092085979
## X85  -0.0059924292  2.968088e-02  0.0176549830  0.0269058816 -0.0058347840
## X86   0.0024835092 -8.949242e-03  0.0059317339  0.0115860878 -0.0092071971
## X87   0.0092785519 -3.125148e-02  0.0139325953  0.0384264255 -0.0143812294
## X88  -0.0019858016  8.359781e-03  0.0081255693  0.0105195408 -0.0098927657
## X89  -0.0096717304  4.304548e-02  0.0175697707  0.0223263823 -0.0059207748
## X90  -0.0048504122  2.438353e-02  0.0167143023  0.0256531798 -0.0075882900
## X91   0.0154622459 -3.027795e-02  0.0559189753  0.0510415404 -0.0510291196
## X92   0.0199019743 -7.208013e-02  0.0024010378  0.0277873270 -0.0020497980
## X93   0.0061214041 -2.509718e-02  0.0036278522  0.0123566552 -0.0135340345
## X94  -0.0027862410  2.541394e-02  0.0415418409 -0.0123918775 -0.0030073827
## X95  -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X96  -0.0019858016  8.359781e-03  0.0081255693  0.0105195408 -0.0098927657
## X97   0.0446551835 -2.563722e-01 -0.3178468292  0.1327902634 -0.0491742836
## X98   0.0113114472  6.502962e-03  0.1184825749  0.0332891892 -0.0347576488
## X99  -0.0024025459  4.861420e-03 -0.0020668869 -0.0102066834 -0.0080478127
## X100  0.0023136072 -5.819687e-03  0.0234287245  0.0085554796 -0.0199994212
## X101 -0.0051106922  1.618484e-02  0.0011390646 -0.0072281743 -0.0090624180
## X102  0.0135976335 -5.213013e-02 -0.0009926370  0.0119802223 -0.0055328842
## X103  0.0165255693 -5.859167e-02  0.0056945208  0.0297874123 -0.0040086422
## X104  0.0019380878 -1.365804e-02  0.0026281266  0.0082210528 -0.0225062323
## X105 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X106 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X107 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X108  0.0132540700 -4.627094e-02  0.0073740350  0.0287204065 -0.0056446097
## X109  0.0219097341 -7.936499e-02  0.0010005600  0.0282226588  0.0003542409
## X110  0.0185733623 -6.908689e-02 -0.0001663862  0.0204445223 -0.0033168353
## X111 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X112 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X113 -0.0056206410  3.673923e-02  0.0311743029 -0.0292145667  0.0228292483
## X114 -0.0084305233  3.126983e-02 -0.0169468162 -0.0434668255  0.0407375706
## X115  0.0351946049 -8.187771e-02  0.0493316293  0.0929599577 -0.0564421517
## X116  0.0024536798 -1.307986e-02 -0.0011863869  0.0007082463 -0.0044191906
## X117  0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
## X118  0.0070758964 -2.924635e-02 -0.0017060281  0.0021538086 -0.0071198616
## X119 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X120 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X121 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X122 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X123  0.0301473789 -1.809218e-01 -0.2329881895  0.0880643303 -0.0415701792
## X124  0.0429165075 -2.065709e-01 -0.2111195391  0.1239273263 -0.0504244148
## X125 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X126  0.0039110705 -2.070687e-02  0.0043868523  0.0157172335 -0.0246614217
## X127  0.0054127365 -2.533007e-02  0.0056262503  0.0213282347 -0.0240558313
## X128 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X129 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X130  0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
## X131 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X132  0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
## X133 -0.0032215744  7.718977e-03 -0.0023648091 -0.0117574181 -0.0079584630
## X134  0.0113457718 -6.450876e-02 -0.0857204290  0.0230856467  0.0137083877
## X135  0.0354411398 -6.348953e-02  0.1265936690  0.1120578993 -0.1017212748
## X136  0.0040540041  1.691142e-01  0.4918331854  0.0212185883 -0.0906282365
## X137  0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
## X138  0.0040540041  1.691142e-01  0.4918331854  0.0212185883 -0.0906282365
## X139  0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
## X140  0.0058852213 -2.649016e-02  0.0059768236  0.0230561745 -0.0229733946
##               PC16          PC17          PC18          PC19
## X1   -0.2302292951  0.2210538162  0.0476209613 -0.1051943959
## X2    0.0298714322  0.5244005655  0.0898057501 -0.1326722307
## X3   -0.0185340856  0.2123176240  0.0378685905 -0.2035548331
## X4   -0.2579479927  0.1235119563  0.0386373417 -0.0326776040
## X5   -0.0312893259 -0.1161112559 -0.0214849887  0.3118421550
## X6   -0.0409640979 -0.2571025961 -0.0378104562 -0.5874778045
## X7   -0.0341012633  0.0081490242  0.0033063441  0.3573093065
## X8    0.0283752553  0.1011798117  0.0259165641  0.3196482701
## X9    0.0092823138  0.2030336550  0.0301838385  0.2907515435
## X10  -0.0310052210 -0.0277021805 -0.0028638204  0.1199845832
## X11  -0.0157727643  0.0034234059  0.0010569462 -0.3085249960
## X12   0.0345316074 -0.3037490781 -0.0434877388  0.1903620770
## X13  -0.0734174612 -0.4551369590 -0.0739612169  0.0041457790
## X14  -0.1042647359 -0.1847009145  0.0029608835 -0.0121059840
## X15  -0.5864859804 -0.1956024481 -0.0087779250  0.0838989552
## X16  -0.0298652789 -0.0041280157 -0.0002743615 -0.0297922661
## X17  -0.2018022874 -0.0028951289  0.0120032894 -0.0312782508
## X18  -0.0830620785  0.0030939841  0.0090065704  0.0217628856
## X19  -0.0748675217  0.0028171510  0.0073750028  0.0100449211
## X20  -0.1005493661  0.0035660215  0.0094277863 -0.0076398388
## X21  -0.0748675217  0.0028171510  0.0073750028  0.0100449211
## X22  -0.0947692645  0.0034131153  0.0090000778 -0.0125163318
## X23  -0.2169356858 -0.0030683419  0.0065716772  0.0084834045
## X24  -0.1697643038  0.0099441687  0.0034393446  0.0039698937
## X25  -0.1149103861 -0.0093415128  0.0075266595 -0.0074615165
## X26  -0.0683624725 -0.0007973587  0.0110586876  0.0042827159
## X27  -0.1134749403 -0.0048453701  0.0086726270 -0.0021101508
## X28  -0.0169561170 -0.0138778736  0.0069203445 -0.0050353578
## X29  -0.0998360340 -0.0020082252  0.0092812005 -0.0085000623
## X30  -0.0244289184 -0.0142877350 -0.0017624493  0.0045170877
## X31  -0.0261676283 -0.0093170293 -0.0008746717  0.0067033929
## X32   0.0362342484  0.0036262601  0.0173197813 -0.0064767015
## X33  -0.0184492991 -0.0016581000  0.0001513032  0.0097698420
## X34  -0.0403919609 -0.0019539502 -0.0011246243  0.0094681394
## X35  -0.0084581165  0.0191211656  0.0035973916  0.0321840486
## X36  -0.0589022028  0.0194436363  0.0014414337  0.0231558253
## X37  -0.0438570845  0.0122612410  0.0011603457  0.0235590718
## X38  -0.0082565575  0.0094880455  0.0133545981  0.0182511299
## X39   0.0099995789  0.0061049003  0.0212850789 -0.0023308963
## X40   0.0346905896  0.0030223486  0.0156982618  0.0063244992
## X41  -0.0695534476 -0.0018639325  0.0011435356  0.0081699979
## X42  -0.0343104314  0.0149635490  0.0223825709  0.0034704903
## X43   0.0376531314  0.0034232134  0.0159749797  0.0143033342
## X44  -0.0232539406 -0.0202376253 -0.0029258598  0.0056890136
## X45  -0.0065969749  0.0156003090  0.0028350128  0.0232121135
## X46  -0.0197179669 -0.0270347617  0.0038762785  0.0135991476
## X47  -0.0333738486 -0.0335609700 -0.0041530344 -0.0067844007
## X48  -0.0266689298 -0.0246145459 -0.0033411895 -0.0053765259
## X49  -0.0232539406 -0.0202376253 -0.0029258598  0.0056890136
## X50  -0.0121475228  0.0227537426  0.0013656041  0.0203134288
## X51  -0.0171106786 -0.0147220889  0.0034039387  0.0173945166
## X52  -0.0299591732 -0.0268826952 -0.0016621115  0.0055949304
## X53  -0.0248239310 -0.0159095209 -0.0002866062  0.0354921301
## X54  -0.0001155397  0.0217668753  0.0037408267  0.0166513109
## X55  -0.0080950697  0.0234258152  0.0092057563  0.0189105018
## X56  -0.0340105895 -0.0435425907 -0.0041184636  0.0171267161
## X57  -0.0001155397  0.0217668753  0.0037408267  0.0166513109
## X58  -0.0001155397  0.0217668753  0.0037408267  0.0166513109
## X59  -0.0340016902 -0.0436324203 -0.0041347292 -0.0187131503
## X60  -0.0340016902 -0.0436324203 -0.0041347292 -0.0187131503
## X61  -0.0340016902 -0.0436324203 -0.0041347292 -0.0187131503
## X62  -0.0700470522  0.0021603536  0.0058573708 -0.0035654297
## X63  -0.0700470522  0.0021603536  0.0058573708 -0.0035654297
## X64  -0.0563375904  0.0209670478  0.0008887374 -0.0053182302
## X65   0.0353214343  0.0033082469  0.0162105207 -0.0008752424
## X66  -0.0700470522  0.0021603536  0.0058573708 -0.0035654297
## X67   0.0391583867  0.0031831180  0.0158600756  0.0024046461
## X68  -0.0161276091  0.0160031627  0.0148823867 -0.0246350203
## X69   0.0391583867  0.0031831180  0.0158600756  0.0024046461
## X70   0.0321672138  0.0055385497  0.0193689889 -0.0079466395
## X71   0.0391583867  0.0031831180  0.0158600756  0.0024046461
## X72   0.0391583867  0.0031831180  0.0158600756  0.0024046461
## X73   0.0391583867  0.0031831180  0.0158600756  0.0024046461
## X74   0.1315615621 -0.0109363119 -0.3872688939 -0.0069144645
## X75  -0.0164099661  0.0019938492  0.0491613104 -0.0158831500
## X76  -0.0197227417  0.0245829445 -0.0005247140 -0.0152255497
## X77  -0.0423028777  0.0177748947 -0.0220600544  0.0015842157
## X78   0.0641539791 -0.0504922443  0.1850092945  0.0110741175
## X79  -0.0186780720  0.0169746942 -0.0001933428  0.0044040885
## X80   0.2123698633 -0.1939364291  0.3229804384 -0.0084635343
## X81  -0.0487711251  0.0127666852  0.0073466673 -0.0053202660
## X82  -0.0186187425  0.0068524278  0.0025523511 -0.0065301866
## X83   0.0007698744  0.0038416242  0.0478037370  0.0004038284
## X84  -0.0243895237  0.0101431375  0.0129578442 -0.0018385197
## X85  -0.0168849744  0.0245277867 -0.0026783852  0.0052630210
## X86  -0.0259352013  0.0106110666  0.0123380078  0.0049892276
## X87  -0.0427279841  0.0162302427  0.0070239213  0.0051463964
## X88  -0.0260774373  0.0168174246  0.0104902902  0.0091795856
## X89  -0.0152377557  0.0276857433 -0.0039304821 -0.0028443478
## X90  -0.0215287982  0.0242888971  0.0010566869 -0.0138062282
## X91  -0.0954172697  0.0245480446  0.0646976539 -0.0092706177
## X92  -0.0157531240 -0.0133415742  0.0097046915 -0.0021295759
## X93  -0.0365594857  0.0096510482  0.0140700446 -0.0021841202
## X94   0.0121208068 -0.0031562990 -0.1422558438 -0.0048243187
## X95  -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X96  -0.0260774373  0.0168174246  0.0104902902  0.0091795856
## X97  -0.0860063637  0.0598320753  0.0761898101  0.0099563262
## X98  -0.0305414541  0.0051133206 -0.2656186219  0.0175676882
## X99  -0.0181844493  0.0072881173  0.0129395612 -0.0221425398
## X100 -0.0394255340  0.0155634371 -0.0635704700  0.0030024076
## X101 -0.0203308564  0.0130919852  0.0117503234 -0.0216337783
## X102 -0.0202380113 -0.0077106575  0.0146094439  0.0111500821
## X103 -0.0199406791 -0.0060826280  0.0097037346  0.0117503546
## X104 -0.0536979827  0.0208370200  0.0098438984  0.0026912062
## X105 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X106 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X107 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X108 -0.0228872143 -0.0005055103  0.0101085562 -0.0043883184
## X109 -0.0103512582 -0.0182679822  0.0074383531  0.0024902770
## X110 -0.0174606644 -0.0132057360  0.0125889612 -0.0102695622
## X111 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X112 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X113  0.0972651304 -0.0231618824 -0.4323543860 -0.0255069665
## X114  0.1450296843 -0.1418738189  0.3672445938 -0.0261471772
## X115 -0.0346655338 -0.0106593017 -0.1703132133 -0.0067528893
## X116  0.0033109478  0.0045914760 -0.1766938403  0.0112219565
## X117 -0.0563375904  0.0209670478  0.0008887374 -0.0053182302
## X118 -0.0207143600 -0.0013389015  0.0149688786 -0.0229109963
## X119 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X120 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X121 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X122 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X123 -0.0752851862  0.0491154813  0.0646334766 -0.0032157657
## X124 -0.0592383384  0.0425283271 -0.0989562246 -0.0072069688
## X125 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X126 -0.0595377638  0.0226939799  0.0065961191 -0.0059915148
## X127 -0.0586993826  0.0220130020  0.0026884205  0.0166746497
## X128 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X129 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X130 -0.0563375904  0.0209670478  0.0008887374 -0.0053182302
## X131 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X132 -0.0563375904  0.0209670478  0.0008887374 -0.0053182302
## X133 -0.0174632279  0.0076706971  0.0126404070  0.0081732135
## X134  0.0845480374 -0.1125962121  0.3694901666  0.0047876861
## X135 -0.1735230233  0.0356431331  0.1259842216  0.0036067441
## X136 -0.1524782208 -0.0108452744  0.0969589409  0.0002084560
## X137 -0.0563375904  0.0209670478  0.0008887374 -0.0053182302
## X138 -0.1524782208 -0.0108452744  0.0969589409  0.0002084560
## X139 -0.0563375904  0.0209670478  0.0008887374 -0.0053182302
## X140 -0.0563375904  0.0209670478  0.0008887374 -0.0053182302

Gráfico 1

Aqui é possível dizer que a única relação das espécies com as áreas é a de presença, pois muitas espécies estão presentes em determinadas áreas, mas em outras não.

Sedimento

Data Frame

	MedPartDiam	DepWaterTab	DepH2Slayer	ShoreHeight	X.Organics	InterstitSalinity
S1	0.060	0.000	2.167	4	6.43	24.833
S2	0.060	0.000	3.183	3	7.06	22.833
S3	0.060	0.000	1.817	2	7.99	17.833
S4	0.060	0.000	2.020	1	7.15	16.200
S5	1.275	20.000	20.000	5	0.24	10.000
S6	0.562	3.417	2.950	4	0.37	76.600
S7	0.060	0.000	2.167	3	1.98	76.000
S8	0.177	0.000	2.683	2	2.22	81.200
S9	0.060	0.000	2.660	1	5.88	71.200
S10	0.451	20.000	20.000	5	0.09	10.000
S11	0.205	4.417	7.250	4	0.39	88.000
S12	0.528	20.000	20.000	3	0.09	88.000
S13	0.598	20.000	20.000	2	0.06	88.000
S14	0.769	0.000	20.000	1	0.09	88.500
S15	0.468	14.917	20.000	5	0.06	89.000
S16	0.837	6.333	20.000	4	0.04	90.875
S17	0.797	6.750	20.000	3	0.06	91.667
S18	1.141	3.667	20.000	2	0.07	89.400
S19	0.223	0.000	20.000	1	0.09	90.833

Análise de Componentes Principais

Padronização

##     MedPartDiam  DepWaterTab DepH2Slayer ShoreHeight  X.Organics
## S1  -0.99121288 -0.769917075  -1.1112152  0.78383435  1.42545309
## S2  -0.99121288 -0.769917075  -0.9957164  0.07465089  1.63401774
## S3  -0.99121288 -0.769917075  -1.1510031 -0.63453257  1.94189888
## S4  -0.99121288 -0.769917075  -1.1279261 -1.34371602  1.66381268
## S5   2.16451038  1.678334308   0.9160387  1.49301781 -0.62377730
## S6   0.31263327 -0.351633326  -1.0222038  0.78383435 -0.58074015
## S7  -0.99121288 -0.769917075  -1.1112152  0.07465089 -0.04774161
## S8  -0.68732842 -0.769917075  -1.0525563 -0.63453257  0.03171158
## S9  -0.99121288 -0.769917075  -1.0551710 -1.34371602  1.24337285
## S10  0.02433263  1.678334308   0.9160387  1.49301781 -0.67343555
## S11 -0.61460393 -0.229220757  -0.5333802  0.78383435 -0.57411905
## S12  0.22432497  1.678334308   0.9160387  0.07465089 -0.67343555
## S13  0.40613618  1.678334308   0.9160387 -0.63453257 -0.68336720
## S14  0.85027501 -0.769917075   0.9160387 -1.34371602 -0.67343555
## S15  0.06848678  1.056111219   0.9160387  1.49301781 -0.68336720
## S16  1.02689163  0.005321725   0.9160387  0.78383435 -0.68998830
## S17  0.92299950  0.056367767   0.9160387  0.07465089 -0.68336720
## S18  1.81647177 -0.321030184   0.9160387 -0.63453257 -0.68005665
## S19 -0.56785248 -0.769917075   0.9160387 -1.34371602 -0.67343555
##     InterstitSalinity
## S1         -1.1690555
## S2         -1.2291574
## S3         -1.3794120
## S4         -1.4284852
## S5         -1.6148009
## S6          0.3865910
## S7          0.3685604
## S8          0.5248252
## S9          0.2243160
## S10        -1.6148009
## S11         0.7291716
## S12         0.7291716
## S13         0.7291716
## S14         0.7441970
## S15         0.7592225
## S16         0.8155680
## S17         0.8393683
## S18         0.7712429
## S19         0.8143059

Análise

## Standard deviations (1, .., p=6):
## [1] 1.8122576 1.2072697 0.7843839 0.6316827 0.3808929 0.3144230
## 
## Rotation (n x k) = (6 x 6):
##                          PC1          PC2         PC3         PC4        PC5
## MedPartDiam        0.4603227  0.002382067  0.40598983 -0.66667328 -0.4062142
## DepWaterTab        0.4189288 -0.382766932  0.09164483  0.65165757 -0.4930606
## DepH2Slayer        0.4981497  0.090784661  0.35767626  0.19067540  0.6976218
## ShoreHeight        0.2459102 -0.590779114 -0.63409287 -0.28862064  0.1909412
## X.Organics        -0.5012869 -0.209295799  0.27973034  0.02719698 -0.1076279
## InterstitSalinity  0.2295392  0.672619695 -0.46745946  0.10242310 -0.2390876
##                          PC6
## MedPartDiam       0.11750036
## DepWaterTab       0.04269738
## DepH2Slayer       0.30436740
## ShoreHeight       0.26205734
## X.Organics        0.78379477
## InterstitSalinity 0.45686190

Gráfico 2

Naturalmente, neste caso, existe relação entre as concentrações de sedimento e as áreas, já que através do gráfico é possível observar a relação antagônica entre %Organics e as demais variáveis Interstit Salinity, Shore Height, DepH2 Slayer, Dep Water Tab e Med Part Diam, pois onde existe a primeira em maior quantidade, geralmente há ausência das demais. Sendo assim, as áreas S1 à S4 possuem altas quantidades de % Organics, indicando que também podem ter baixas quantias de Interstit Salinity, Shore Height, DepH2 Slayer, Dep Water Tab e Med Part Diam. Por outro lado, as áreas S13 à S19 possuem altas concentrações da maioria das variáveis, mas baixas de % Organics. Outro ponto é que não existe relação entre os parâmetros de sedimento e da nematofauna, portanto, não são interdependentes.

Atividade final

Matheus Maciel

27 de abril de 2023

Questão 1

Data Frame

Análise de Coordenadas Principais

Análise

Gráfico 1 - áreas

Gráfico 2 - chuvoso X seco

Questão 2

Nematofauna

Data Frame

Análise de Componentes Principais

Padronização

Análise

Gráfico 1

Sedimento

Data Frame

Análise de Componentes Principais

Padronização

Análise

Gráfico 2

	X1	X2	X3	X4	X5	X6	X7	X8	X9	X10	X11	X12	X13	X14	X15	X16	X17	X18	X19	X20	X21	X22	X23	X24	X25	X26	X27	X28	X29	X30	X31	X32	X33	X34	X35	X36	X37	X38	X39	X40	X41	X42	X43	X44	X45	X46	X47	X48	X49	X50	X51	X52	X53	X54	X55	X56	X57	X58	X59	X60	X61	X62	X63	X64	X65	X66	X67	X68	X69	X70	X71	X72	X73	X74	X75	X76	X77	X78	X79	X80	X81	X82	X83	X84	X85	X86	X87	X88	X89	X90	X91	X92	X93	X94	X95	X96	X97	X98	X99	X100	X101	X102	X103	X104	X105	X106	X107	X108	X109	X110	X111	X112	X113	X114	X115	X116	X117	X118	X119	X120	X121	X122	X123	X124	X125	X126	X127	X128	X129	X130	X131	X132	X133	X134	X135	X136	X137	X138	X139	X140
S1	90	187	90	23	123	28	5	1	3	1	2	2	19	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S2	54	158	66	51	22	10	5	8	1	0	0	2	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S3	47	117	28	97	9	26	3	18	0	3	0	8	8	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S4	52	27	6	72	1	3	1	2	0	0	0	0	1	0	11	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	5	4	2	3	3	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S6	5	0	0	0	0	0	1	0	0	2	1	0	0	0	0	3	7	0	0	0	0	0	132	19	14	34	17	3	2	1	1	0	0	0	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S7	8	14	145	0	0	4	120	0	0	67	146	0	0	0	0	133	0	0	0	0	0	0	0	0	13	0	1	33	0	137	92	2	6	1	1	0	3	2	1	0	1	4	0	2	2	2	6	10	1	1	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S8	3	18	35	0	0	17	94	0	0	120	255	0	2	0	0	33	0	0	0	0	0	0	0	0	8	0	0	3	0	36	62	0	5	2	42	5	8	5	0	0	0	3	0	0	7	3	0	0	0	3	55	3	2	2	2	2	3	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S9	51	2	206	0	0	1	76	0	0	65	19	0	0	0	0	8	0	0	0	0	0	0	0	0	3	0	1	0	0	0	11	0	0	4	2	0	0	0	0	0	0	0	0	0	0	4	2	1	0	0	51	5	2	0	0	433	0	0	1	1	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S10	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	21	0	1	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S11	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	9	2	0	0	0	0	111	19	26	91	31	25	4	2	0	70	0	0	1	0	0	7	31	66	0	2	145	0	0	2	0	0	0	0	18	0	0	0	0	0	0	0	0	0	0	0	0	0	18	0	5	1	76	3	24	3	6	3	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S12	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	0	6	0	0	0	0	0	0	4	4	1	0	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	3	0	28	31	39	6	3	2	1	30	1	6	1	2	2	2	4	1	1	1	1	0	4	0	1	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S13	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	7	0	0	1	0	0	0	0	1	0	2	0	0	0	0	3	0	5	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	6	21	5	3	3	3	1	9	1	1	1	2	1	0	1	1	9	2	1	0	2	0	1	3	1	0	1	3	0	0	0	0	2	1	2	0	0	0	0	3	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S14	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	4	0	0	0	0	0	0	0	8	0	1	0	0	0	0	22	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	4	0	1	0	0	0	2	1	4	12	1	0	18	1	0	0	3	0	2	1	3	0	1	3	2	4	11	1	6	0	5	68	16	5	1	1	2	1	1	1	1	0	1	1	1	23	4	8	7	0	2	1	1	2	2	1	1	1	1	1	1	1	0	1	0	1	0	0	0	0	0	0	0
S15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	0	7	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
S16	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	9	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	0
S17	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	4	0	1	0	0	0	0	0	0	0	0	0	0	0	0	2	0	16	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	2	1	0	1	0	0
S18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	6	0	5	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S19	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	12	2	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	10	0	18	0	0	0	2	0	0	0	0	0	0	0	0	6	0	0	7	4	0	0	0	0	0	0	0	0	2	7	0	0	5	0	7	0	4	0	0	1	0	1	9

	X1	X2	X3	X4	X5	X6	X7	X8	X9	X10	X11	X12	X13	X14	X15	X16	X17	X18	X19	X20	X21	X22	X23	X24	X25	X26	X27	X28	X29	X30	X31	X32	X33	X34	X35	X36	X37	X38	X39	X40	X41	X42	X43	X44	X45	X46	X47	X48	X49	X50	X51	X52	X53	X54	X55	X56	X57	X58	X59	X60	X61	X62	X63	X64	X65	X66	X67	X68	X69	X70	X71	X72	X73	X74	X75	X76	X77	X78	X79	X80	X81	X82	X83	X84	X85	X86	X87	X88	X89	X90	X91	X92	X93	X94	X95	X96	X97	X98	X99	X100	X101	X102	X103	X104	X105	X106	X107	X108	X109	X110	X111	X112	X113	X114	X115	X116	X117	X118	X119	X120	X121	X122	X123	X124	X125	X126	X127	X128	X129	X130	X131	X132	X133	X134	X135	X136	X137	X138	X139	X140
S1	90	187	90	23	123	28	5	1	3	1	2	2	19	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S2	54	158	66	51	22	10	5	8	1	0	0	2	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S3	47	117	28	97	9	26	3	18	0	3	0	8	8	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S4	52	27	6	72	1	3	1	2	0	0	0	0	1	0	11	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	5	4	2	3	3	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S6	5	0	0	0	0	0	1	0	0	2	1	0	0	0	0	3	7	0	0	0	0	0	132	19	14	34	17	3	2	1	1	0	0	0	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S7	8	14	145	0	0	4	120	0	0	67	146	0	0	0	0	133	0	0	0	0	0	0	0	0	13	0	1	33	0	137	92	2	6	1	1	0	3	2	1	0	1	4	0	2	2	2	6	10	1	1	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S8	3	18	35	0	0	17	94	0	0	120	255	0	2	0	0	33	0	0	0	0	0	0	0	0	8	0	0	3	0	36	62	0	5	2	42	5	8	5	0	0	0	3	0	0	7	3	0	0	0	3	55	3	2	2	2	2	3	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S9	51	2	206	0	0	1	76	0	0	65	19	0	0	0	0	8	0	0	0	0	0	0	0	0	3	0	1	0	0	0	11	0	0	4	2	0	0	0	0	0	0	0	0	0	0	4	2	1	0	0	51	5	2	0	0	433	0	0	1	1	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S10	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	21	0	1	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S11	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	9	2	0	0	0	0	111	19	26	91	31	25	4	2	0	70	0	0	1	0	0	7	31	66	0	2	145	0	0	2	0	0	0	0	18	0	0	0	0	0	0	0	0	0	0	0	0	0	18	0	5	1	76	3	24	3	6	3	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S12	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	0	6	0	0	0	0	0	0	4	4	1	0	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	3	0	28	31	39	6	3	2	1	30	1	6	1	2	2	2	4	1	1	1	1	0	4	0	1	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S13	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	7	0	0	1	0	0	0	0	1	0	2	0	0	0	0	3	0	5	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	6	21	5	3	3	3	1	9	1	1	1	2	1	0	1	1	9	2	1	0	2	0	1	3	1	0	1	3	0	0	0	0	2	1	2	0	0	0	0	3	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S14	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	4	0	0	0	0	0	0	0	8	0	1	0	0	0	0	22	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	4	0	1	0	0	0	2	1	4	12	1	0	18	1	0	0	3	0	2	1	3	0	1	3	2	4	11	1	6	0	5	68	16	5	1	1	2	1	1	1	1	0	1	1	1	23	4	8	7	0	2	1	1	2	2	1	1	1	1	1	1	1	0	1	0	1	0	0	0	0	0	0	0
S15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	0	7	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
S16	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	9	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	0
S17	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	4	0	1	0	0	0	0	0	0	0	0	0	0	0	0	2	0	16	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	2	1	0	1	0	0
S18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	6	0	5	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S19	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	12	2	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	10	0	18	0	0	0	2	0	0	0	0	0	0	0	0	6	0	0	7	4	0	0	0	0	0	0	0	0	2	7	0	0	5	0	7	0	4	0	0	1	0	1	9

	X1	X2	X3	X4	X5	X6	X7	X8	X9	X10	X11	X12	X13	X14	X15	X16	X17	X18	X19	X20	X21	X22	X23	X24	X25	X26	X27	X28	X29	X30	X31	X32	X33	X34	X35	X36	X37	X38	X39	X40	X41	X42	X43	X44	X45	X46	X47	X48	X49	X50	X51	X52	X53	X54	X55	X56	X57	X58	X59	X60	X61	X62	X63	X64	X65	X66	X67	X68	X69	X70	X71	X72	X73	X74	X75	X76	X77	X78	X79	X80	X81	X82	X83	X84	X85	X86	X87	X88	X89	X90	X91	X92	X93	X94	X95	X96	X97	X98	X99	X100	X101	X102	X103	X104	X105	X106	X107	X108	X109	X110	X111	X112	X113	X114	X115	X116	X117	X118	X119	X120	X121	X122	X123	X124	X125	X126	X127	X128	X129	X130	X131	X132	X133	X134	X135	X136	X137	X138	X139	X140
S1	90	187	90	23	123	28	5	1	3	1	2	2	19	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S2	54	158	66	51	22	10	5	8	1	0	0	2	2	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S3	47	117	28	97	9	26	3	18	0	3	0	8	8	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S4	52	27	6	72	1	3	1	2	0	0	0	0	1	0	11	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	5	4	2	3	3	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S6	5	0	0	0	0	0	1	0	0	2	1	0	0	0	0	3	7	0	0	0	0	0	132	19	14	34	17	3	2	1	1	0	0	0	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S7	8	14	145	0	0	4	120	0	0	67	146	0	0	0	0	133	0	0	0	0	0	0	0	0	13	0	1	33	0	137	92	2	6	1	1	0	3	2	1	0	1	4	0	2	2	2	6	10	1	1	8	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S8	3	18	35	0	0	17	94	0	0	120	255	0	2	0	0	33	0	0	0	0	0	0	0	0	8	0	0	3	0	36	62	0	5	2	42	5	8	5	0	0	0	3	0	0	7	3	0	0	0	3	55	3	2	2	2	2	3	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S9	51	2	206	0	0	1	76	0	0	65	19	0	0	0	0	8	0	0	0	0	0	0	0	0	3	0	1	0	0	0	11	0	0	4	2	0	0	0	0	0	0	0	0	0	0	4	2	1	0	0	51	5	2	0	0	433	0	0	1	1	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S10	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	21	0	1	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S11	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	9	2	0	0	0	0	111	19	26	91	31	25	4	2	0	70	0	0	1	0	0	7	31	66	0	2	145	0	0	2	0	0	0	0	18	0	0	0	0	0	0	0	0	0	0	0	0	0	18	0	5	1	76	3	24	3	6	3	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S12	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	0	6	0	0	0	0	0	0	4	4	1	0	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	3	0	28	31	39	6	3	2	1	30	1	6	1	2	2	2	4	1	1	1	1	0	4	0	1	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S13	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	7	0	0	1	0	0	0	0	1	0	2	0	0	0	0	3	0	5	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	6	21	5	3	3	3	1	9	1	1	1	2	1	0	1	1	9	2	1	0	2	0	1	3	1	0	1	3	0	0	0	0	2	1	2	0	0	0	0	3	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S14	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	4	0	0	0	0	0	0	0	8	0	1	0	0	0	0	22	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	4	0	1	0	0	0	2	1	4	12	1	0	18	1	0	0	3	0	2	1	3	0	1	3	2	4	11	1	6	0	5	68	16	5	1	1	2	1	1	1	1	0	1	1	1	23	4	8	7	0	2	1	1	2	2	1	1	1	1	1	1	1	0	1	0	1	0	0	0	0	0	0	0
S15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	0	7	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
S16	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	9	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	20	0	0	0	0	0	0	0	1	9	0	0	0	0	0	0	0	0	0	1	2	0	0	0	0	0
S17	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	5	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	4	0	1	0	0	0	0	0	0	0	0	0	0	0	0	2	0	16	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	2	1	0	1	0	0
S18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	2	0	1	0	0	0	0	0	0	0	0	0	0	0	0	6	0	5	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
S19	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	2	1	0	12	2	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	10	0	18	0	0	0	2	0	0	0	0	0	0	0	0	6	0	0	7	4	0	0	0	0	0	0	0	0	2	7	0	0	5	0	7	0	4	0	0	1	0	1	9