2forest
Erick Valero
2024-08-27
Base “Forest Fires”
#Se importa la base a ser analizada: Forest Fires
data_forest=read.csv("https://raw.githubusercontent.com/geovannychoez/prueba/master/forestfires.csv")
View(data_forest)Se detectan 507 observaciones y 13 variables.
names(data_forest)## [1] "X" "Y" "month" "day" "FFMC" "DMC" "DC" "ISI" "temp"
## [10] "RH" "wind" "rain" "area"str(data_forest)## 'data.frame': 517 obs. of 13 variables:
## $ X : int 7 7 7 8 8 8 8 8 8 7 ...
## $ Y : int 5 4 4 6 6 6 6 6 6 5 ...
## $ month: chr "mar" "oct" "oct" "mar" ...
## $ day : chr "fri" "tue" "sat" "fri" ...
## $ FFMC : num 86.2 90.6 90.6 91.7 89.3 92.3 92.3 91.5 91 92.5 ...
## $ DMC : num 26.2 35.4 43.7 33.3 51.3 ...
## $ DC : num 94.3 669.1 686.9 77.5 102.2 ...
## $ ISI : num 5.1 6.7 6.7 9 9.6 14.7 8.5 10.7 7 7.1 ...
## $ temp : num 8.2 18 14.6 8.3 11.4 22.2 24.1 8 13.1 22.8 ...
## $ RH : int 51 33 33 97 99 29 27 86 63 40 ...
## $ wind : num 6.7 0.9 1.3 4 1.8 5.4 3.1 2.2 5.4 4 ...
## $ rain : num 0 0 0 0.2 0 0 0 0 0 0 ...
## $ area : num 0 0 0 0 0 0 0 0 0 0 ...De las 13 variables solo dos no son numéricas, por tanto no se las considera para la matriz de correlacion
#Se importan librerias para graficas
knitr::opts_chunk$set(echo = TRUE)
library(highcharter)## Registered S3 method overwritten by 'quantmod':
## method from
## as.zoo.data.frame zoo## Highcharts (www.highcharts.com) is a Highsoft software product which is## not free for commercial and Governmental useif (!requireNamespace("corrplot", quietly = TRUE)) {
install.packages("corrplot")
}
library(corrplot)## corrplot 0.92 loadedSe crea “variables_numericas”, matriz que contiene las 11 de las 13 variables numericas.
#La razón se debe a que este dataframe excluye variables no numéricas para poder graficar matriz de correlacion, findamental para empezar el modelo de regresion.
variables_numericas= data_forest[,c(1:2,5:13)]
View(variables_numericas)
matriz_corr <- cor(variables_numericas)
matriz_corr## X Y FFMC DMC DC
## X 1.000000000 0.539548171 -0.02103927 -0.048384178 -0.08591612
## Y 0.539548171 1.000000000 -0.04630755 0.007781561 -0.10117777
## FFMC -0.021039272 -0.046307546 1.00000000 0.382618800 0.33051180
## DMC -0.048384178 0.007781561 0.38261880 1.000000000 0.68219161
## DC -0.085916123 -0.101177767 0.33051180 0.682191612 1.00000000
## ISI 0.006209941 -0.024487992 0.53180493 0.305127835 0.22915417
## temp -0.051258262 -0.024103084 0.43153226 0.469593844 0.49620805
## RH 0.085223194 0.062220731 -0.30099542 0.073794941 -0.03919165
## wind 0.018797818 -0.020340852 -0.02848481 -0.105342253 -0.20346569
## rain 0.065387168 0.033234103 0.05670153 0.074789982 0.03586086
## area 0.063385299 0.044873225 0.04012200 0.072994296 0.04938323
## ISI temp RH wind rain area
## X 0.006209941 -0.05125826 0.08522319 0.01879782 0.065387168 0.063385299
## Y -0.024487992 -0.02410308 0.06222073 -0.02034085 0.033234103 0.044873225
## FFMC 0.531804931 0.43153226 -0.30099542 -0.02848481 0.056701533 0.040122004
## DMC 0.305127835 0.46959384 0.07379494 -0.10534225 0.074789982 0.072994296
## DC 0.229154169 0.49620805 -0.03919165 -0.20346569 0.035860862 0.049383225
## ISI 1.000000000 0.39428710 -0.13251718 0.10682589 0.067668190 0.008257688
## temp 0.394287104 1.00000000 -0.52739034 -0.22711622 0.069490547 0.097844107
## RH -0.132517177 -0.52739034 1.00000000 0.06941007 0.099751223 -0.075518563
## wind 0.106825888 -0.22711622 0.06941007 1.00000000 0.061118880 0.012317277
## rain 0.067668190 0.06949055 0.09975122 0.06111888 1.000000000 -0.007365729
## area 0.008257688 0.09784411 -0.07551856 0.01231728 -0.007365729 1.000000000#Se grafica matriz de correlacion
corrplot(matriz_corr,
method = "color",
type = "upper",
tl.col = "black",
tl.srt = 45,
title = "Matriz de Correlación",
addCoef.col = "black") 
Se selecciona variable “temp” como “y” del modelo por ser la que mayor relación guarda con las demas variables: FFMC, DMC, DC, ISI
#temp: Temperatura en grado celcius
#FFMC: contenido de humedad de la hojarasca y de otros combustibles finos
#DMC: contenido de humedad de la materia orgánica poco profunda y poco compacta
#DC: contenido de humedad de la materia orgánica profunda y compacta
#ISI: velocidad de propagación del fuego
#Para facilitar la escritura se renombra matriz
ndata <- variables_numericasMODELO REGRESION LINEAL MULTIPLE
modelo_lineal <- lm(
ndata$temp ~ ndata$FFMC+ndata$DMC+ndata$DC+ndata$ISI)
modelo_lineal##
## Call:
## lm(formula = ndata$temp ~ ndata$FFMC + ndata$DMC + ndata$DC +
## ndata$ISI)
##
## Coefficients:
## (Intercept) ndata$FFMC ndata$DMC ndata$DC ndata$ISI
## -5.616860 0.188815 0.012710 0.006981 0.239058Se obtiene: Y=B0+B1(ndata\(FFMC)+B2(ndata\)DMC)+B3(ndata\(DC)+B4(ndata\)ISI)
#B0= -5.616860 | B1= 0.188815 | B2= 0.012710 | B3= 0.006981 | B4= 0.239058
#INFERENCIA SOBRE LOS COEFICIENTE
summary(modelo_lineal)##
## Call:
## lm(formula = ndata$temp ~ ndata$FFMC + ndata$DMC + ndata$DC +
## ndata$ISI)
##
## Residuals:
## Min 1Q Median 3Q Max
## -17.710 -3.009 -0.042 2.908 12.188
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -5.616860 3.824265 -1.469 0.14252
## ndata$FFMC 0.188815 0.045695 4.132 4.20e-05 ***
## ndata$DMC 0.012710 0.004513 2.816 0.00504 **
## ndata$DC 0.006981 0.001133 6.159 1.48e-09 ***
## ndata$ISI 0.239058 0.053412 4.476 9.39e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.644 on 512 degrees of freedom
## Multiple R-squared: 0.3653, Adjusted R-squared: 0.3603
## F-statistic: 73.67 on 4 and 512 DF, p-value: < 2.2e-16PRUEBA F DE SIGNIFICANCIA GLOBAL |
#Con p-value: < 2.2e-16 menor a 0.05, RECHAZO H0: (b1=b2…=bp=0)
PRUEBA T-STUDENT DE SIGNIFICANCIA INDIVIDUAL |
#Si Pr(>|t|) es menor a significancia, RECHAZO H0: bi=0
#0.14252 es mayor 0.025 (el intercepto no afecta a los estimadores del modelo)
#4.20e-05 es menor 0.025 RECHAZO H0
#0.00504 es menor 0.025 RECHAZO H0
#1.48e-09 es menor 0.025 RECHAZO H0
#9.39e-06 es menor 0.025 RECHAZO H0
#LOS DATOS SE AJUSTAN Adjusted R-squared: 0.3603 AL MODELO, POR TANTO EL MODELO NO ES LO SUFICIENTEMENTE FIABLE PARA LAS PREVISIONES FUTURAS
CONCLUSION DEL MODELO
El modelo de muestra de regresion lineal mùltiple indica que las variables seleccionadas, explican a “y” màs no logran predecirla
ANALISIS DE COMPONENTES PRINCIPALES
#Lo esencial en el análisis de componentes principales es que las primeras componentes representan gran parte de los datos originales
#Se crea la PCA
pca <- prcomp(ndata)
names(pca)## [1] "sdev" "rotation" "center" "scale" "x"n=dim(ndata)[1]#Se muestran las variables, observaciones y varianza al cuadrado
pca$rotation#variables## PC1 PC2 PC3 PC4 PC5
## X -7.819190e-04 2.488328e-03 -0.0005697346 0.011798858 0.027338102
## Y -4.754947e-04 1.081128e-03 -0.0027724149 0.003454125 -0.002114687
## FFMC 7.398961e-03 3.025536e-03 -0.0237853334 -0.121240890 0.735044642
## DMC 1.794776e-01 7.444924e-02 -0.9786342559 -0.045510859 -0.044016316
## DC 9.835559e-01 -2.772354e-02 0.1778373653 0.013752059 -0.002063621
## ISI 4.269470e-03 5.291811e-04 -0.0194478150 -0.054351708 0.625655872
## temp 1.157550e-02 7.505650e-03 -0.0184970530 -0.200603336 0.193120323
## RH -2.277440e-03 -1.808009e-02 -0.0581992174 0.969076135 0.164370418
## wind -1.434205e-03 7.288005e-04 -0.0019957919 0.006553691 0.034985687
## rain 4.474913e-05 -2.789263e-05 -0.0004544487 0.001451533 0.005389861
## area 1.380289e-02 9.966384e-01 0.0772231484 0.023231995 0.002103103
## PC6 PC7 PC8 PC9 PC10
## X -0.033409162 -0.032623339 0.943062070 -0.0210684304 3.272017e-01
## Y -0.021480529 -0.020147271 0.326814765 0.0302131970 -9.441314e-01
## FFMC 0.481308595 -0.460180664 -0.015965167 -0.0244893957 -9.466505e-03
## DMC 0.017463059 0.013618842 0.001430389 0.0033995550 2.716830e-03
## DC 0.003781460 0.003490429 0.001365510 -0.0009028741 -7.110235e-04
## ISI -0.281690008 0.713187183 0.002053551 0.1310850713 -5.447118e-03
## temp -0.816972491 -0.482938810 -0.053566062 -0.1350238737 4.902382e-03
## RH -0.123914619 -0.117700413 -0.025499343 -0.0167109985 -7.084450e-04
## wind 0.065148471 0.175520027 -0.001805085 -0.9808450364 -3.731146e-02
## rain -0.007114436 -0.006075132 0.005696857 -0.0166976950 3.322178e-03
## area 0.001452656 0.001574642 -0.002788275 0.0011759949 -6.252250e-06
## PC11
## X -7.413450e-03
## Y 1.509536e-03
## FFMC -3.455556e-03
## DMC 9.919656e-05
## DC 5.481946e-05
## ISI 1.221807e-03
## temp -1.147289e-02
## RH -4.048367e-03
## wind -1.491600e-02
## rain 9.997794e-01
## area 7.267633e-05pca$x#obs## PC1 PC2 PC3 PC4 PC5
## [1,] -461.7491091 -6.73997739 1.17746514 6.76457818 -1.88967203
## [2,] 105.4526360 -21.58268873 95.13983837 -5.82060955 -0.51243641
## [3,] 124.4096648 -21.48346677 90.24477081 -5.26889021 -1.55711911
## [4,] -477.0421931 -6.55626552 -11.64222974 49.88691013 11.82747568
## [5,] -449.4984860 -5.92238489 -24.98890498 50.96733114 10.44486428
## [6,] -63.6171337 -12.72578683 14.04363818 -15.89366229 4.25386206
## [7,] -55.4926132 -12.62300473 12.07853965 -17.95037724 0.15837409
## [8,] 65.0802958 -12.72777195 -26.34772047 41.40346738 4.78462603
## [9,] 145.3260512 -15.79839955 5.54374790 20.25862927 -0.05578498
## [10,] 143.9585210 -18.56573601 48.35176778 -2.21648586 0.94218711
## [11,] 143.8710022 -18.79981310 47.79767512 9.46734012 1.89661430
## [12,] 155.4978949 -20.04780343 65.26897421 -3.45975984 10.47742990
## [13,] 107.7345207 -19.63675964 58.31467766 34.14659068 -19.28306152
## [14,] 138.9365616 -15.42009791 8.47802743 -1.72017147 -2.01736025
## [15,] 153.1693450 -14.85016923 5.18588639 -23.57015123 -1.88357049
## [16,] 168.5809074 -15.09622546 -1.37880730 -1.04022086 4.10987689
## [17,] -473.1139494 -5.15314051 -9.52867103 -19.34566114 0.73512920
## [18,] 100.0546727 -21.91600889 96.21834947 8.99182596 -4.67726783
## [19,] -484.3995407 -5.61066105 -3.96259360 -11.14772018 -0.22266868
## [20,] -458.7459518 -6.59831762 0.89345077 -0.29752089 -2.91511779
## [21,] 145.4450121 -15.35263474 6.79821817 -3.12146012 -2.97698710
## [22,] 167.5002867 -19.98512140 62.38636676 -2.69146632 0.96532420
## [23,] -344.7604569 -4.18002040 -49.63409106 -8.09525662 33.91546389
## [24,] -10.5486527 -12.47802650 -2.76850805 -1.57018391 -2.06592065
## [25,] 50.5907192 -11.68306985 -20.34862402 -14.75495196 6.81282652
## [26,] 58.0049496 -12.23289420 -23.25740633 14.60532272 2.21275083
## [27,] 119.2166960 -15.40877720 13.97063892 -9.30696478 1.15159573
## [28,] 138.9018879 -15.54208792 8.16797542 4.47787809 -1.40010069
## [29,] 176.8222328 -14.58196885 -3.00498282 -21.69564047 -1.61363038
## [30,] 184.4834267 -14.81701102 -6.28151220 -5.75973705 -0.65869462
## [31,] 137.3613651 -18.29302368 50.74548537 -18.91578639 5.74677042
## [32,] 155.5016129 -19.38404043 44.73720790 37.39558861 1.99365197
## [33,] 148.6910877 -20.13650382 68.06288249 -3.22639987 -2.96731593
## [34,] 161.0516688 -20.06225123 64.15509051 -1.28961684 0.11087243
## [35,] 167.5379535 -19.85947178 62.69892094 -8.91884540 0.41410716
## [36,] 173.6066729 -20.42893313 59.99316490 21.08753985 1.80285271
## [37,] 105.5120566 -21.39314277 95.59134953 -15.27618680 -1.17649992
## [38,] 119.6840530 -22.03874386 90.08991973 21.59005773 3.30302085
## [39,] 124.4569742 -21.35008150 90.53215932 -11.71103686 -1.82878055
## [40,] -487.9962100 -5.85446008 -2.73245945 -2.74078106 -1.62472881
## [41,] -187.5047349 -11.39770578 16.73186891 -6.70557465 -10.73404103
## [42,] 72.3134410 -15.92227578 26.39460470 -0.66401350 -0.36687365
## [43,] 96.9052331 -15.92163842 18.38120863 10.11560775 9.11244838
## [44,] 143.9079456 -18.74388837 47.95244076 6.13068340 1.51378441
## [45,] 179.3210096 -20.67862736 58.22218941 33.76732481 2.39120307
## [46,] 137.3659346 -18.28822428 50.72769102 -19.01490307 5.82364270
## [47,] 138.7946935 -15.97626464 6.96553310 26.73877276 1.32994450
## [48,] -112.1070479 -13.31120611 28.14206330 -8.91200769 5.61091065
## [49,] -491.1840733 -5.78391286 -0.96114052 -9.90305092 -3.80398556
## [50,] -447.6810685 -4.96127366 -22.36344306 0.09581930 -2.47970567
## [51,] 160.4725080 -14.74132834 3.12091251 -26.44597692 -3.96393468
## [52,] 79.7328543 -15.75315598 25.46772444 -8.95673912 -2.99847956
## [53,] 104.3315469 -15.66784826 17.62803720 -1.58849355 1.10191578
## [54,] 104.3315469 -15.66784826 17.62803720 -1.58849355 1.10191578
## [55,] 111.9151019 -15.71582517 15.82818058 2.05769255 -1.50118215
## [56,] 160.5356215 -14.81652520 2.58686452 -21.04416280 -1.44720972
## [57,] 173.6007554 -20.45470062 59.94270566 22.11588107 1.84929307
## [58,] 129.7082263 -21.72458376 87.31468536 10.91954553 3.70237126
## [59,] -524.0215551 -6.10965294 7.65198075 -4.74690534 -5.39854237
## [60,] -514.4738084 -6.27342265 4.71015352 5.66153027 -0.33391724
## [61,] -449.3598253 -4.85316811 -21.49227674 -7.25569217 0.58632411
## [62,] -449.4755442 -5.25943944 -22.54627666 13.33272739 2.73250338
## [63,] -86.5304238 -13.03220048 19.87294674 -9.02863277 1.02967757
## [64,] 79.7283511 -15.74602323 25.54178559 -9.80916792 -3.33310288
## [65,] 87.8846245 -15.63253179 23.43164024 -12.34735077 -3.02910272
## [66,] 111.9297034 -15.69564129 15.86999842 0.86685956 -1.49350664
## [67,] 119.2628907 -15.44854621 13.73304109 -7.27657206 2.23924575
## [68,] 119.2313530 -15.40108913 14.02693173 -10.46492693 0.95664210
## [69,] 119.2300622 -15.40043321 14.02513552 -10.45902861 0.98812922
## [70,] -476.7745958 -5.21644320 -7.67056472 -20.75052815 1.78512402
## [71,] -454.1279326 -4.68848184 -18.83464503 -20.01339753 2.90771860
## [72,] 137.2432399 -18.58867278 50.12691749 -4.78984042 6.33765379
## [73,] -476.7937272 -5.20765311 -7.58415997 -21.37849757 1.40418812
## [74,] 71.7960503 -11.93074978 -24.65626100 -1.73973314 -3.62946812
## [75,] 168.6743340 -14.81438516 -0.63942951 -15.59224554 2.54769182
## [76,] -531.9008409 -6.82290760 6.51350963 34.26649950 3.49352784
## [77,] -514.4281894 -6.07667316 5.08507149 -2.65194115 -0.73873907
## [78,] -447.7648422 -5.46213517 -23.81681042 25.77688215 1.09813935
## [79,] -18.6158598 -12.95141982 -2.63682134 21.28061953 4.53082491
## [80,] 15.1946730 -11.94601750 -7.21425873 -25.59751733 -5.14831741
## [81,] 58.0941691 -11.84563050 -22.08724631 -6.45900987 -0.74935503
## [82,] 79.6712293 -15.96952335 24.95680328 1.41734354 -2.12990817
## [83,] 96.9398039 -15.86267001 18.52786242 6.75896953 8.89630572
## [84,] 104.2847309 -15.79823151 17.41979470 3.95411434 0.97006828
## [85,] 111.9480195 -15.70485659 15.78456986 1.49727318 -1.07896893
## [86,] 160.4890361 -14.70983296 3.23241536 -28.56947783 -4.24927050
## [87,] 160.5049868 -14.89657458 2.45929171 -17.71439742 -1.47817483
## [88,] 160.4543183 -15.04565217 2.10738835 -10.32905447 -0.90694287
## [89,] 184.5235829 -14.75752939 -6.14753609 -9.23092221 -0.80358089
## [90,] -473.0828357 -5.09759341 -9.45438766 -21.73667907 0.86041036
## [91,] 72.2311467 -16.25200638 25.47154143 16.57366665 1.73395267
## [92,] -473.0833147 -5.07309113 -9.40109822 -22.67542651 0.76609431
## [93,] -63.6414625 -12.78987910 13.89314019 -12.69969089 4.50809198
## [94,] 58.0646437 -11.90698573 -22.30828070 -2.23468765 -0.20900177
## [95,] 87.9025743 -15.44859631 23.93617433 -21.04722881 -4.30892479
## [96,] 149.8857211 -19.06928700 46.24285920 22.44103604 0.14997942
## [97,] -528.0196735 -6.25274606 7.79875093 3.23339609 -4.11377671
## [98,] -543.4974761 -5.83638924 12.35890603 -18.98121050 -18.88913748
## [99,] 57.8934723 -12.76694246 -24.73777390 41.66012028 5.60224708
## [100,] 58.0964177 -11.83689582 -22.09768351 -6.49458322 -0.67245922
## [101,] 58.0964177 -11.83689582 -22.09768351 -6.49458322 -0.67245922
## [102,] 71.7103733 -12.37267900 -25.94185829 21.11306824 -0.43218653
## [103,] 96.9812032 -15.64824434 19.13519157 -4.18634270 7.38352749
## [104,] 126.1473482 -15.23428260 12.24690636 -15.11701607 -1.20043068
## [105,] -549.5148473 -6.59822842 6.71593343 33.89707251 -1.49659502
## [106,] -499.3024854 -6.20720218 1.06726928 6.75039902 -2.24052734
## [107,] -480.3904893 -5.37075227 -5.84918850 -17.86085678 1.38442445
## [108,] 79.7317324 -15.73300828 25.52043232 -9.89294835 -3.15490427
## [109,] 143.9218316 -18.68302149 48.11051974 3.08910826 1.16773697
## [110,] 155.6272528 -18.94416114 45.90289434 14.80106538 -0.56102531
## [111,] -499.2692203 -6.03842123 1.57633549 -2.17862050 -3.54211894
## [112,] -476.7365981 -5.06336289 -7.23122412 -28.83935555 0.75392978
## [113,] 149.9980178 -18.58056855 47.60133378 -2.78560939 -2.94055044
## [114,] 167.5063678 -19.93735891 62.56580330 -5.58217177 0.37891267
## [115,] -487.9463383 -5.55133622 -1.84192661 -18.56671066 -3.78225919
## [116,] -487.9484220 -5.55345423 -1.83655537 -18.51159533 -3.88779137
## [117,] -473.1605474 -5.23905243 -9.63641333 -15.75747458 0.53124492
## [118,] -473.1100354 -5.15881213 -9.52561096 -19.39605016 0.68438687
## [119,] -466.7829069 -5.12436637 -12.32936980 -15.38872698 -2.10309594
## [120,] -86.5225922 -13.04093731 19.79742774 -8.21312884 1.30867873
## [121,] 65.1391093 -12.50815175 -25.68347958 29.24726354 3.12389662
## [122,] 65.2838339 -11.89429833 -24.01147034 -2.13722751 -0.54641394
## [123,] 132.8308161 -15.42985464 9.70634182 -2.21269914 0.40509765
## [124,] 114.9374097 -19.07791551 57.96656498 5.04660471 -7.01715782
## [125,] 137.2366176 -18.81020972 49.33123358 7.38342599 8.91777273
## [126,] 129.8425872 -21.20290240 88.69449374 -15.63118642 0.80696716
## [127,] -447.7055823 -5.03455612 -22.49606444 3.37231636 -2.52823633
## [128,] 184.4116061 -14.93703016 -6.41356330 -0.79181900 -1.18642328
## [129,] 110.4684223 -21.78294709 92.81560367 7.10799325 0.73163270
## [130,] 129.7641031 -21.44549959 88.15726540 -3.96604794 1.42392770
## [131,] -469.6114383 -6.70616416 5.54009502 -2.86545076 -18.23094747
## [132,] -491.1705325 -5.83661110 -1.24277026 -6.45264568 -2.68038716
## [133,] -449.3883604 -4.97783859 -21.89345683 -0.26010033 1.57783909
## [134,] 129.4979835 -18.79571370 52.65899074 0.13332497 8.13039152
## [135,] -487.9752560 -5.75946230 -2.45846368 -7.75498914 -2.32153743
## [136,] 50.4772121 -12.09932833 -21.40026982 5.80650978 8.81073382
## [137,] 132.7379562 -15.75974188 8.87582664 14.33575482 1.86381593
## [138,] 138.8165022 -15.90253025 7.18381999 22.65505066 0.77410207
## [139,] -242.1524607 -10.56927054 18.91274253 -1.78245222 -4.03909969
## [140,] 145.4994856 -14.87520686 6.88877914 -5.79394511 -2.80239786
## [141,] 138.9605279 -14.90317902 8.68089898 -4.78665975 -2.51695754
## [142,] -36.0710880 -11.83349714 4.13052360 -14.88867765 5.30060809
## [143,] -18.5143052 -11.99722091 -1.86440951 5.59176874 3.72165286
## [144,] -258.4119799 -9.74267514 12.17388163 7.92369364 3.38347654
## [145,] -36.0680403 -11.62217632 4.06938175 -13.98673259 5.61448251
## [146,] 34.1132056 -10.72665457 -14.81529371 -24.71655392 1.21942146
## [147,] -466.7660440 -4.33284910 -12.89002590 -6.16469102 0.14837519
## [148,] 115.0581514 -17.75477055 58.91248031 -12.61037087 -8.43647987
## [149,] 96.9549648 -14.65654125 19.09332092 -0.70184033 7.45615493
## [150,] 129.6176342 -17.31535900 53.61696229 -17.48225923 6.67481623
## [151,] -122.6282466 -12.35766214 32.23682883 -5.45105904 2.81760366
## [152,] -197.2276838 -8.91968526 7.02264519 -16.77432034 -0.63252092
## [153,] -132.6134514 -12.33126818 35.53571831 -1.46243529 1.46078317
## [154,] 137.2662280 -17.29401338 49.61288634 4.47025617 8.52285146
## [155,] 176.8315660 -13.19589979 -3.05843260 -18.68621739 -1.37424067
## [156,] 96.9439271 -14.23734606 18.91924422 3.41696383 7.86508522
## [157,] 176.8224716 -13.05286687 -3.02515149 -18.47706137 -1.55508559
## [158,] 104.3279661 -14.11958442 17.62281380 1.72223804 1.11417154
## [159,] 104.3736624 -13.91060148 18.16039124 -8.38002827 -0.11419403
## [160,] 119.2400229 -13.72445825 14.10114604 -9.26770271 1.15514998
## [161,] -466.6946461 -3.31159055 -12.23824659 -17.37916836 -1.12375886
## [162,] 34.0020266 -10.12790912 -15.70975421 -4.86004581 2.97552290
## [163,] -451.2633146 -2.77073176 -20.09741019 -15.66703976 0.07759662
## [164,] 126.0380772 -13.81116126 10.93906946 12.41714942 2.09035151
## [165,] 149.9017386 -17.10859367 46.21663251 25.45150863 0.78604275
## [166,] -501.9006266 -4.48765414 1.20736641 25.87765661 -1.26269353
## [167,] 104.3110035 -13.50024447 17.58546979 4.07667227 1.10523084
## [168,] 25.1062093 -9.45731858 -12.37015801 -13.54695301 6.90003325
## [169,] -454.1087699 -2.15162480 -18.56360668 -20.64757835 2.63457508
## [170,] 34.0065857 -9.54358518 -15.90284672 -1.03017248 3.69909232
## [171,] 153.1259742 -12.58124238 4.66152836 -9.07361205 -0.56570589
## [172,] 56.7501939 -13.47760791 30.07164280 8.16585924 -3.73269053
## [173,] 58.1345826 -9.09390151 -21.89392014 -6.44391312 -0.49940822
## [174,] 138.9461363 -12.33925578 8.96020142 -3.86095748 -3.25180966
## [175,] 72.2974556 -12.67548211 26.11387054 10.85216031 0.38401228
## [176,] 72.4097212 -11.34777950 26.88918045 -3.89434053 -0.62851778
## [177,] -503.2891433 -2.42545388 11.34529569 11.18346337 -6.03209679
## [178,] 79.7480875 -11.27943564 25.28504880 1.29095534 -1.83050131
## [179,] 179.5218818 -15.25604193 60.19068728 4.65639247 -1.47367841
## [180,] 71.7777018 -7.14565611 -25.54637473 21.30047412 -0.28872617
## [181,] 132.9435405 -9.93157332 10.67535486 -12.07901067 -0.96410867
## [182,] 100.1925185 -16.20465568 97.46606253 -5.90182621 -6.70149626
## [183,] -508.7552095 0.09190327 3.69102620 7.79417102 -0.69466589
## [184,] 134.4346172 -14.76658652 86.85365933 5.63389673 4.29768031
## [185,] 42.5882433 -4.86947542 -17.49944523 -11.76116428 3.80672248
## [186,] 145.5224954 -8.45861534 7.00432997 2.95585244 -2.20861580
## [187,] -449.2671761 2.33191669 -20.95155037 -7.00404448 0.75701529
## [188,] 139.0377596 -8.15933069 9.05015420 -1.54939120 -2.19663421
## [189,] -463.5134961 2.14844779 -14.20653516 -4.35333012 1.85542778
## [190,] -460.2523754 2.72302006 -16.63528217 13.59100805 2.93033538
## [191,] -454.0707555 3.45668279 -18.46023267 -13.18340473 3.04835230
## [192,] 34.1748780 -3.11620695 -14.49962889 -18.13513675 1.44918727
## [193,] 97.1947439 -6.61010438 20.77670130 -22.33370886 5.33394166
## [194,] 153.2680928 -5.56522487 5.72074052 -19.08084117 -1.68402035
## [195,] 97.2126876 -5.31447442 20.87709139 -22.30350727 5.33667570
## [196,] 42.6616290 -1.85130344 -17.42428994 -10.36452154 4.51890260
## [197,] -503.2019090 3.87330101 11.83334599 11.33028958 -6.01880518
## [198,] 160.6379238 -3.67630353 4.07647693 -28.26677301 -4.15033993
## [199,] 145.5031356 -4.53180666 6.63633261 16.42296546 -0.63610554
## [200,] 108.0410744 -7.71135156 61.07527191 0.26664360 -23.98206816
## [201,] 145.6624518 -3.72178924 8.03602947 -10.35793618 -3.62233223
## [202,] -469.8769078 6.44738528 -11.30877315 7.82669074 3.00483820
## [203,] -525.9416846 6.37193159 7.37416084 23.77171341 -1.77630567
## [204,] 110.7246991 -7.92113861 94.31399156 -2.10145788 0.21461754
## [205,] -451.1674935 8.63884322 -21.08436217 16.58155048 5.31673302
## [206,] 160.6487551 -0.51646506 3.22885060 -9.88724582 -0.87256079
## [207,] 50.7998436 3.71348592 -19.07693012 -15.26133847 6.44297161
## [208,] 145.7164949 1.86500519 8.25431679 -6.09857007 -2.96270564
## [209,] 119.4909376 3.77812054 15.49954048 -9.95471953 1.13158023
## [210,] 129.9180882 4.87492687 55.29683451 -15.90278116 6.80984298
## [211,] 124.8060793 2.83209151 92.50930941 -13.24448066 -2.10630712
## [212,] 50.5885339 12.93279844 -21.72152689 51.60117460 13.79517594
## [213,] 137.6051814 7.29803340 51.51684194 5.06698721 8.62941121
## [214,] -447.3054298 22.30317132 -20.25032674 0.76315682 -2.33805682
## [215,] -472.6943907 23.42084383 -7.34625996 -19.07950832 1.11961647
## [216,] -472.6943907 23.42084383 -7.34625996 -19.07950832 1.11961647
## [217,] 133.1370069 13.58307330 11.04649083 17.02385791 2.22818762
## [218,] 155.9511683 10.92005500 47.35285659 32.94636394 1.28513844
## [219,] 153.5368522 16.73951366 7.88880846 -23.41173079 -3.66407357
## [220,] -466.2845978 26.72519054 -9.78221449 -18.44560699 -1.59243636
## [221,] 80.0513817 15.73110892 26.57493236 17.14186815 0.28918515
## [222,] 169.0203959 20.53062878 1.18857455 5.45067080 4.03389706
## [223,] -447.1719567 31.76377144 -19.51499763 0.94846420 -2.40009165
## [224,] -226.8813014 32.93962832 -80.86192949 30.59599052 0.25584728
## [225,] 179.9073996 17.23790706 62.07650751 17.70037582 0.22703481
## [226,] 185.1539383 33.56758734 -2.53840552 -4.66350781 -0.54858645
## [227,] 135.0162082 27.64395525 90.20810470 5.79370929 4.06798413
## [228,] -70.5692989 45.20866842 20.49701495 -9.05390556 3.10485952
## [229,] 185.4623182 49.34173708 -0.68283223 -17.98838645 -1.67705251
## [230,] -70.4524706 57.97411191 21.04655992 0.70875109 3.87949558
## [231,] 154.3928017 73.33630786 12.02327467 -21.54140382 -1.75002845
## [232,] 185.8860679 80.28688052 1.67279415 -16.23580894 -1.62377744
## [233,] 146.8698904 87.63857475 14.60032301 2.10748293 -2.18918793
## [234,] 116.4857113 86.45258819 66.52795625 -2.43345609 -6.87427907
## [235,] 128.2201344 139.15439945 24.55728782 -14.09341117 -2.76457232
## [236,] 60.7961046 183.95985745 -7.04677015 0.11683614 0.17733057
## [237,] 128.8187116 184.67446906 26.89480519 7.18447180 0.78682199
## [238,] 148.3947360 196.80053924 23.23762487 1.65468596 -2.58267242
## [239,] 141.2173330 1071.99312067 96.57885350 8.13399066 1.04784221
## [240,] -550.9183048 -6.48420616 7.16683844 29.42312757 -0.07425214
## [241,] -513.2327816 -5.95193281 0.81812220 4.87884971 0.30982527
## [242,] -470.9802518 -6.10442066 4.20415240 -24.49598575 -9.50723973
## [243,] 43.2387521 -3.43356489 -5.28795108 21.05962935 7.26639211
## [244,] 161.5896959 -12.73988224 -38.53626178 25.75075599 6.16526397
## [245,] 161.6822342 -9.54466912 -37.21479162 7.24423776 3.00274172
## [246,] 161.7415639 -11.32372900 -36.52590722 -9.18937553 1.19996362
## [247,] 161.7170324 -12.01349233 -36.61484245 -7.99750176 1.17368169
## [248,] -47.2556211 -12.71673303 8.46891246 24.27524654 6.85934791
## [249,] 125.1488799 -12.25295397 -24.69082495 -19.03541464 1.54961718
## [250,] 125.0827745 -10.07703783 -25.05601118 -6.02587067 1.96248638
## [251,] 125.1430065 -11.53604991 -24.42659705 -21.54653160 0.70711638
## [252,] 125.0794700 -12.19446765 -25.04897488 -10.33522685 1.97352871
## [253,] 125.0556318 -12.26131988 -25.07420482 -9.00602221 1.73372406
## [254,] 16.8632268 -11.76023349 4.19637684 -6.62185600 -0.23350660
## [255,] 77.4031476 -2.45445211 -13.49619936 -3.43447250 -2.88805135
## [256,] 138.1852516 -19.42024218 58.26363158 4.80798298 -2.80192035
## [257,] 33.7831551 -5.14162070 -0.69549051 -4.64116163 3.94493879
## [258,] 33.6499079 -12.54278348 -1.38106515 -1.45722869 3.85429696
## [259,] 152.6031216 -12.59118867 -35.06294659 12.43298122 3.40351269
## [260,] 152.6969065 -10.83842914 -33.91200953 -6.51618177 1.02288955
## [261,] -8.0417751 -4.48734146 11.69873023 -14.06352093 5.83666069
## [262,] 24.6136842 -10.87096150 0.02962273 39.97303226 5.60977384
## [263,] 24.8477553 -9.09400145 2.36823271 -2.79353951 0.49326783
## [264,] 85.1068888 -11.14830661 -15.68978873 -5.67119444 -3.15483383
## [265,] 144.3701516 -5.97106740 -32.45714084 6.33244318 4.32830442
## [266,] 0.6552364 -12.86650920 7.16394101 8.25528681 8.41137498
## [267,] 61.8158577 -12.89167916 -11.82926825 8.68059991 12.07277398
## [268,] 115.8983787 -12.35398834 -21.25564258 -21.81592261 -0.22514418
## [269,] 115.8471724 -12.51424374 -21.67740884 -13.50297742 0.59150303
## [270,] 115.8378772 -8.52078049 -22.52443757 7.34016591 3.69895067
## [271,] 115.8106847 -12.42856001 -23.04271710 9.58774068 4.66887420
## [272,] 115.8986253 -3.73661872 -22.46927017 12.16398340 4.89226247
## [273,] 115.8454170 -9.71258816 -22.30097883 1.26298773 2.91109595
## [274,] -206.5677824 -5.04527539 46.70653118 17.09442236 -2.40069980
## [275,] -205.3650915 -2.89101455 46.28469372 21.12365186 -2.84995605
## [276,] -208.2558764 -8.72577514 46.80211052 21.05573804 -4.63663245
## [277,] -210.4358320 4.41427121 50.63957174 -17.41634028 -10.13941391
## [278,] -210.5333266 -2.68428275 50.09031266 -17.59355094 -10.18172611
## [279,] -210.3781359 8.58021986 50.96236450 -17.31923054 -10.13062294
## [280,] -210.5473593 -3.63856732 50.01560870 -17.60405480 -10.15640698
## [281,] -207.5775146 -4.82734336 47.04244165 19.65804321 -4.14430243
## [282,] -210.3433999 11.26657950 50.98619786 -14.42159629 -9.48262751
## [283,] -206.6356699 -13.87060936 46.15015931 11.28597007 -5.39100823
## [284,] -539.5592955 -4.72574128 7.95176377 -9.03893283 -4.29008466
## [285,] -542.4453551 18.08671308 10.23974007 2.55009487 -1.68752506
## [286,] -123.4218792 -4.53139541 -82.75367527 -10.49546246 2.28002240
## [287,] -95.8070328 -5.23047939 -93.91955491 40.25893172 6.09122322
## [288,] -73.1802061 -11.32962269 -7.80534790 2.82588483 2.51874364
## [289,] -73.1158903 -11.00715519 -6.85300880 -14.07557479 0.09851210
## [290,] -73.1101779 -10.97024445 -6.73846007 -16.03378740 -0.21091671
## [291,] -73.2239477 -11.43947870 -7.97338232 7.32280222 2.34932390
## [292,] -73.0089493 -3.14803142 -6.66230815 -7.30915016 1.50155129
## [293,] -82.2981497 -8.59797936 -4.65310779 -5.82554287 -0.42910907
## [294,] -101.5673675 82.15084599 -82.49607421 -20.81955881 -0.64317129
## [295,] -109.3932275 -5.34143619 0.75656805 21.62511603 5.52994049
## [296,] -102.8542249 -4.40949407 -90.23810843 -2.53393067 1.41343170
## [297,] -256.9801103 -6.43560234 -25.68943512 -0.08936686 -1.01944489
## [298,] -256.9806109 -7.29881019 -25.72856611 -1.26688801 -0.90883464
## [299,] -161.4557206 -5.27832749 -67.52602220 -5.93439298 1.45321083
## [300,] -316.8197365 -8.06632377 -19.29108291 48.15076577 -24.49287080
## [301,] -249.0088756 -6.82041108 -27.10608290 -21.85330338 -2.62491043
## [302,] -249.0114115 -3.57700972 -27.62044907 -7.88021869 -0.60782133
## [303,] -313.8210382 -5.18216671 -40.36423616 -9.99614506 -0.51064391
## [304,] -313.8210382 -5.18216671 -40.36423616 -9.99614506 -0.51064391
## [305,] -442.3203616 -7.90872919 0.38528741 48.19595945 3.75754812
## [306,] 158.6093843 -19.56366808 54.43837386 10.90976716 -0.91239616
## [307,] 158.5814917 -19.17012502 54.43717559 12.36127972 -0.83810927
## [308,] 158.7715904 -14.05169535 55.73505703 -6.37430852 -2.66516548
## [309,] 205.6034530 -19.04547613 41.30612161 3.78422449 1.01133276
## [310,] 205.7468952 -18.65294268 42.18828544 -15.44189415 -0.21456961
## [311,] 205.7468987 -18.63713438 42.17704005 -15.45986435 0.01686187
## [312,] 205.9386249 -4.42122947 43.23674651 -14.07965264 0.05801493
## [313,] 143.7765469 -22.80887313 89.79857076 44.16819597 -28.22682190
## [314,] 226.1398049 -18.45645544 36.18960029 -15.39326405 -1.13172070
## [315,] 226.0829673 -17.17773105 35.59200910 -0.91408455 0.12341742
## [316,] 269.2541976 -18.25262114 24.49256230 -11.44188153 -4.87857254
## [317,] 185.5525688 -18.83427695 48.56293007 -16.78427845 -2.09803519
## [318,] 185.6134552 -15.06421733 48.84830397 -16.82617596 -2.00358570
## [319,] 233.0492300 -18.38818469 33.88053188 -14.89874688 -2.58561654
## [320,] 233.1032004 -14.01167066 34.15804615 -13.81560050 -2.29375354
## [321,] 233.4700812 15.71096770 36.17203265 -6.74947337 -1.70502807
## [322,] 233.0927125 -11.26873973 34.46992608 -12.84992382 -3.40466189
## [323,] 233.0027495 -17.43437524 33.98552147 -12.93151377 -3.28312531
## [324,] 274.8007824 -16.26849158 23.04714135 -1.48759461 -5.20380027
## [325,] 165.4486373 -17.90444563 87.06431314 17.78495898 -1.10913774
## [326,] 198.6107589 -18.73902488 44.48542897 -15.13307220 -1.26342055
## [327,] 198.6064737 -18.72982214 44.48499974 -15.06581643 -1.17338018
## [328,] 198.5615509 -18.83907545 44.24609917 -9.62933142 -0.91784073
## [329,] 198.5379290 -18.90486572 44.10004541 -6.42381949 -0.72840423
## [330,] 198.6454586 -15.41843308 44.75479699 -14.87744655 -1.27598534
## [331,] 198.7004936 -12.17724847 44.99519023 -14.96006208 -1.19279125
## [332,] 245.8256369 -2.74593039 31.86202942 -13.46669441 -3.11020016
## [333,] 245.6897336 -7.42827954 30.85179983 -0.13920546 -1.99489124
## [334,] 165.9915418 -17.39401566 52.05415760 12.50388110 3.32111567
## [335,] 211.8561571 -19.11178209 39.51129634 9.47851674 -0.51772115
## [336,] 211.6851269 -19.80377865 37.63204494 45.04113324 3.58038456
## [337,] 211.8873517 -18.96427350 39.89541014 2.47567606 -1.39463603
## [338,] 212.7277266 37.09234660 44.73989060 -6.67064961 -2.23116056
## [339,] 212.0487180 -11.31652741 40.92782770 -6.73557806 -2.17852076
## [340,] 211.9316906 -17.44945168 40.16682605 -0.67968075 -1.82290816
## [341,] 211.9450312 -15.05884497 40.19897337 2.51143763 -1.52517604
## [342,] 218.6201837 -19.04111330 37.42640285 9.88386248 -0.66621204
## [343,] 258.2109068 -18.41076724 26.68842242 -5.03992071 -2.63763819
## [344,] 258.1478454 -16.51630549 26.11407064 9.57228167 -1.09673960
## [345,] 258.1273784 -12.91638363 25.62089461 24.91038684 0.62817777
## [346,] 258.2354648 -12.74745420 26.86218370 1.63014155 -2.43476815
## [347,] 258.6155283 9.71481531 28.96807141 -6.51650406 -2.89671926
## [348,] 191.6484433 -19.77584530 44.05534068 34.27338670 4.86553909
## [349,] 191.7742114 -19.39993314 44.96724136 15.34791252 3.29346084
## [350,] 191.7273857 -17.92221201 44.77223599 23.11002068 3.58233845
## [351,] 191.6996520 -16.07831672 44.34183856 34.35957740 4.87334160
## [352,] 191.8577058 -12.05339697 45.79737140 12.06623604 2.35542454
## [353,] 191.8693201 -17.09032038 45.87912010 1.22737402 1.69239461
## [354,] 191.8479619 -17.47825910 45.63897791 5.25106099 2.16324094
## [355,] 191.8877759 -13.30540665 45.81392330 8.47441220 2.43536518
## [356,] 192.0425819 -5.95777415 47.19190044 -6.33598359 0.40271963
## [357,] 191.8797078 -17.71810765 46.28066728 -6.61012114 0.37790302
## [358,] 239.5642117 -18.88636850 30.48045311 13.21944367 2.29309272
## [359,] 239.6459284 -18.56922148 31.34314800 -3.05396549 0.36553614
## [360,] 239.7783648 -10.47773441 31.94537825 -3.20498337 0.49668374
## [361,] 239.6388592 -17.54508536 31.27222282 0.14300153 0.58816114
## [362,] 239.6585653 -14.77298938 31.34114977 3.31839547 0.88736128
## [363,] 171.0711988 -21.92703323 85.24737340 24.80160861 4.42003448
## [364,] 218.6629406 -16.16881844 37.54316502 11.79240602 -0.39569340
## [365,] 218.7984390 -13.08598757 38.69693102 -6.59712792 -2.27647513
## [366,] 218.9562132 1.05390522 39.25235499 3.73123600 -0.87821454
## [367,] 263.5048473 -16.69359104 25.48917617 -3.33507486 -0.58310247
## [368,] 263.5141134 -18.23638630 25.98857095 -14.14766665 -2.36127157
## [369,] 190.2205867 -6.94560646 51.01542398 6.48850081 0.45076830
## [370,] 301.9716124 -8.79986565 -115.38533111 28.78475995 -4.32214357
## [371,] 302.1224021 2.22933927 -114.53017988 29.07364827 -4.21475426
## [372,] -23.1661456 -10.63565136 -28.83348078 12.40071484 0.61523254
## [373,] 130.8791976 -9.78039160 -72.25842080 28.42741981 -0.63218681
## [374,] 168.0967687 -8.61113021 -83.42727701 -6.57750197 0.71935392
## [375,] 334.3433459 9.57736528 -121.98534714 30.74147423 -5.85865915
## [376,] 190.5502817 19.48329724 52.52195798 17.08063342 1.88027790
## [377,] 139.6953985 -9.24971545 -73.52445241 5.91042579 -1.91276630
## [378,] 188.2882080 165.61788798 -75.40981661 -2.62378179 -3.36631463
## [379,] -525.6567899 -5.50110397 -3.18181727 5.37535031 3.86994653
## [380,] -391.0786970 -11.87319443 38.37415398 65.44127088 -46.56046777
## [381,] -89.4158528 -3.22918509 -6.71396074 -6.61936245 3.97218633
## [382,] 108.3980141 6.68150107 -65.27663139 16.42358145 -2.60397266
## [383,] 159.0150397 -2.57563096 -79.38881459 -20.76341712 3.25064179
## [384,] 227.5528747 34.23073188 -96.46338293 10.31452999 -4.78227587
## [385,] 295.9604688 3.98108973 -111.30260490 -4.46697772 -7.33049486
## [386,] 76.6899145 6.48737382 -57.46806776 2.81149027 -2.22372633
## [387,] 196.8514691 4.84895608 50.10023379 13.61734069 3.70652328
## [388,] -525.6150331 -5.42787716 -3.05949302 1.87195190 3.89555183
## [389,] 177.3293418 20.31909624 -83.82343327 -14.24450321 -1.32240945
## [390,] 176.9318650 -8.32180397 -86.04339629 -14.90039189 -1.35551452
## [391,] -500.0848912 2.56799067 10.79531475 27.01300855 0.35275942
## [392,] 183.7705288 10.53761122 54.19770085 5.28443532 0.37280682
## [393,] 303.1279591 62.38553777 -108.07763499 -4.21071779 -8.40138103
## [394,] -531.0923781 -5.02584820 1.36368664 -27.35702658 3.96793508
## [395,] -512.5354815 -7.37151603 13.03185821 24.51737257 -2.16320681
## [396,] -500.9157961 44.42216045 14.75328320 18.67962394 -0.90805724
## [397,] 196.5603942 -16.03107741 48.48930882 13.17581895 3.63579916
## [398,] 76.5919413 -5.49751527 -57.50686953 -14.58075515 -4.26066482
## [399,] 185.9463774 -8.21609032 -88.38851753 -17.17986034 -4.60065332
## [400,] -257.1519756 -10.15874086 14.83184197 -13.28025732 8.45935445
## [401,] -257.0393441 -2.02617125 15.46198286 -13.09068423 8.47651577
## [402,] 176.6031447 -14.65825090 54.09053044 4.21292594 1.47619768
## [403,] 176.9417563 -8.33416633 -86.20803747 -13.25649863 -0.62287925
## [404,] 108.2804608 -9.15690778 -65.35343381 -6.29265069 -5.23806476
## [405,] 169.4922981 -13.44852772 57.21495637 -6.51169493 -5.84427210
## [406,] 148.9450937 -8.57193153 -75.66407550 -22.19506492 -2.78376629
## [407,] 339.6545656 -4.53620313 -122.76648525 18.99660203 -10.91905121
## [408,] -503.5668859 -6.87022941 12.06944809 1.24266058 -3.33489373
## [409,] 334.3907789 -0.20835574 -120.98650800 -4.41324662 -9.69731479
## [410,] -98.8345819 -10.91445001 -3.42422522 -15.16031603 2.59873171
## [411,] -505.8813829 -6.80022294 12.80768571 -2.63145584 -4.40439436
## [412,] -515.7070840 -2.48332373 14.98051749 9.46564197 -2.63988995
## [413,] -107.5273641 -9.28476000 -0.44057029 -18.58968609 0.77419732
## [414,] 185.9430526 -8.21187984 -88.46869882 -16.22665350 -4.16454534
## [415,] 194.4720540 -8.46566497 -91.93494958 0.53229732 -1.05545594
## [416,] 178.5086399 735.49667164 -25.06902111 -5.16369171 1.36852088
## [417,] 36.9879760 -2.45869485 -47.45701387 -9.02340094 -0.40913374
## [418,] -528.0589974 -5.02144805 -0.64439868 -22.17796518 3.51838909
## [419,] 131.1514622 -6.64589706 -70.42269859 -6.40171518 -3.14616028
## [420,] 76.5851387 -6.13430760 -57.73182183 -11.82353220 -3.73811855
## [421,] 103.4541824 176.10802263 -49.47900822 -7.94295861 -3.20150089
## [422,] 158.9887957 -8.23074103 -79.30386780 -31.17189307 2.03138838
## [423,] 271.2414100 -1.67314376 -104.46061575 -22.05054481 -11.65782174
## [424,] 190.1235954 -18.81759540 49.94518076 6.00553235 1.48828325
## [425,] 186.0206002 -3.22507075 -87.98186425 -18.13462376 -4.36107121
## [426,] 226.9726348 -8.48185530 -99.63961546 7.30079707 -5.42088957
## [427,] 226.9660413 -8.46260082 -99.65412353 7.38540672 -5.26531970
## [428,] 139.8600174 -6.49398701 -72.23761117 -15.82738194 -4.20618383
## [429,] 168.1824408 -8.43098129 -83.07195149 -15.54400385 0.54501839
## [430,] 76.5663680 -6.12954649 -58.17993001 -4.01897292 -2.43201102
## [431,] 327.8606391 -8.03930737 -119.94418715 -3.33267723 -10.22930917
## [432,] 68.4526680 -2.95330390 -55.86579290 -7.71316074 -1.60648703
## [433,] 168.1385167 -8.49924706 -83.27630673 -11.10745893 0.97483309
## [434,] 194.6113646 6.50265997 -91.62243041 17.00632671 0.93822012
## [435,] 287.3024606 -8.27033631 -109.73605269 -3.73568380 -9.15990546
## [436,] -173.3641520 -10.09579534 -6.26421303 4.17899581 1.35140316
## [437,] 139.8133946 -8.32588267 -72.48060377 -13.63881283 -3.96536985
## [438,] 242.1462778 -8.83861763 -103.03609383 25.15277628 -3.39975771
## [439,] 185.9571809 -2.19826249 -89.08229622 3.80956746 -1.52704717
## [440,] 183.3476089 -19.24508111 51.93548844 4.81569438 -0.20147882
## [441,] 334.2064284 -8.25909384 -122.33953855 9.73337187 -8.08436207
## [442,] 139.8208179 -7.53911455 -72.05507622 -19.17317838 -5.18370479
## [443,] -513.7553936 -2.25247734 -7.47562734 18.06778745 1.16195880
## [444,] -182.3349568 -10.69989925 -5.64528231 31.63013726 11.36547012
## [445,] 334.3457754 1.66104109 -121.57145920 9.93282010 -8.14754416
## [446,] -451.4340564 -5.73789816 -21.06574272 30.85465893 12.77148016
## [447,] 130.9878633 -9.61876789 -72.13208307 21.86890762 0.32626551
## [448,] -528.1411031 -5.26404949 -1.19386364 -10.55960392 4.37724300
## [449,] 322.0726099 -8.70693125 -120.39859369 29.31817868 -4.49739329
## [450,] 76.4177137 -9.65532175 -59.32247155 13.49727042 -0.52714202
## [451,] 158.9202362 -2.41358676 -80.42212938 -0.43281244 5.63098212
## [452,] 115.5122454 -0.40510706 -68.75153166 40.78417839 6.19510581
## [453,] 202.2686568 -8.76478926 -94.29016861 16.73387550 -3.09342028
## [454,] 278.7996343 -8.51348155 -108.02977776 6.17972300 -9.18986911
## [455,] 226.9279393 -8.50356914 -99.58093685 8.04757451 -6.06152688
## [456,] 27.6287135 -9.74448360 -46.08168896 0.59972556 5.81001692
## [457,] 226.9201475 -8.56209039 -99.75046704 10.98050324 -5.64837207
## [458,] 101.9356298 73.12178364 -58.11594665 4.39509511 -2.53401449
## [459,] 185.8283395 -5.51529856 -89.88370249 15.42013471 -0.43977769
## [460,] 295.6839833 -6.77420067 -113.62208066 23.60389684 -3.77464499
## [461,] 185.7876809 -8.84014925 -90.13389252 15.26875721 -0.60867392
## [462,] 185.7825139 -8.82413816 -90.14008335 15.34300449 -0.44675999
## [463,] 302.0360227 -5.08754913 -115.04910034 27.72260148 -4.42342687
## [464,] -542.6097471 -1.45144089 7.62885837 39.07671075 -6.55978871
## [465,] -542.6356653 -4.59809956 7.66419932 34.04617198 -7.32128815
## [466,] -543.5217069 0.37104595 9.62093048 16.22470539 -7.42048873
## [467,] -520.0987001 -2.68129092 2.32989641 0.09095331 0.05159810
## [468,] -515.2776977 -0.10239846 0.07680992 -4.44393820 1.67026963
## [469,] -512.4564143 1.32392571 -0.74410101 -18.64174601 1.25574032
## [470,] -530.3887948 55.60789871 5.72523075 -11.75307993 5.09903411
## [471,] -531.1682866 -5.18288694 1.28661866 -19.80199964 4.58201693
## [472,] -481.4494289 32.39366078 1.64749369 -5.71891839 1.05578259
## [473,] -316.6499457 -3.78567343 -44.99426469 31.15319645 1.69263480
## [474,] -298.5726148 61.71025826 0.18472884 3.98946566 5.16072295
## [475,] -228.6088854 3.35461518 -34.09792825 -13.83338930 3.48858929
## [476,] -192.5695089 -3.21849567 -46.58700534 -9.20877578 7.91913449
## [477,] -155.0045657 -8.35289960 -2.31002405 -19.07283708 2.88316720
## [478,] -124.1559889 -2.67838994 -13.55767650 -2.85283663 7.95855990
## [479,] -124.4063238 -8.53042537 -15.96809955 34.51022949 12.60117630
## [480,] -112.0219475 267.29425275 5.92526410 16.81389966 1.30476013
## [481,] 12.5449014 -9.67724066 -1.26051319 -21.45534828 1.11530754
## [482,] 12.5199647 -12.38239296 -1.27959435 -24.50356224 0.50640464
## [483,] 41.9573553 -11.03394814 -12.97656842 -6.47563549 5.52841064
## [484,] 42.0528432 -12.01321521 -12.46776924 -20.56489881 4.97506352
## [485,] 42.4536918 14.36282919 -10.34022188 -22.39371889 4.89656648
## [486,] 52.0962095 -9.85346794 -15.94135923 -20.07058307 9.17412234
## [487,] 62.3497438 -10.06695853 -20.62561022 -4.12883042 8.10696925
## [488,] 62.5994983 4.46265095 -19.02695851 -12.99505754 7.00763555
## [489,] 62.8474771 33.93971938 -18.71840222 24.98332816 11.91382741
## [490,] 62.2554151 -12.36383888 -21.57775640 11.01839198 9.69013164
## [491,] 62.4022403 -11.84907306 -20.27799073 -14.81570345 7.23960716
## [492,] 82.3796935 -11.31465652 -26.80680313 -27.29177304 3.56493468
## [493,] 92.7828616 -11.25105802 -31.28303605 -21.54990583 2.61645297
## [494,] 93.3162292 31.85205723 -27.96808246 -17.60731369 2.17047772
## [495,] 103.2014254 -2.55070493 -35.03626807 -18.33776711 4.52272455
## [496,] 123.5478084 -11.04549640 -44.23514964 -5.98321741 6.40397399
## [497,] 123.7239368 -7.93562919 -43.24886273 -23.19048549 5.43894530
## [498,] 134.1242138 4.06446633 -46.13432930 -21.88327469 3.61018349
## [499,] 134.4914710 29.87203244 -44.10311603 -22.41004722 3.79071209
## [500,] 133.9238802 -0.45814588 -48.44844568 13.99444168 8.78999313
## [501,] 133.7024897 -11.31699045 -49.29576261 16.83178718 7.99023276
## [502,] 133.7037472 -11.32055990 -49.29242047 16.81653419 7.96500934
## [503,] 133.6870228 -11.40817031 -49.50390659 20.83395042 8.36662716
## [504,] 144.0366293 -12.30337861 -3.31991437 -16.61587778 7.73368112
## [505,] 144.6919153 35.19620022 0.42437770 -16.39785708 7.66835730
## [506,] 202.6496677 -8.35944330 -16.43636414 -10.57881369 -1.97909097
## [507,] 211.0949571 -14.83711145 -21.06186155 27.90762278 0.84885469
## [508,] 211.2587886 -14.20192725 -19.33269996 -4.60068420 -3.13022943
## [509,] 211.2605215 -14.20657783 -19.32658540 -4.61939131 -3.15333816
## [510,] 211.1568353 -12.60731058 -20.83264500 25.54855277 1.10797215
## [511,] 211.1215815 -14.19850187 -20.38789405 17.36699628 -0.99436085
## [512,] 105.8505493 -19.88629974 73.67253891 -5.48332351 -8.75390828
## [513,] 105.9508264 -13.42690466 74.35504982 -8.29849568 -9.33648390
## [514,] 106.4508212 33.51120117 75.88172070 31.79085708 -3.91314930
## [515,] 105.8444769 -9.44789071 72.61758858 30.02509995 -4.13523313
## [516,] 71.9128934 -11.94485911 -23.61844633 -5.16633262 3.29428187
## [517,] -453.6914380 -8.45099132 27.43201646 -11.11614351 -11.01375743
## PC6 PC7 PC8 PC9 PC10
## [1,] 3.73577367 1.244743653 2.1815086368 -1.626074463 0.10026465
## [2,] 1.60482273 -1.119421644 2.5302976680 2.624464219 0.88752844
## [3,] 4.62084196 0.767944340 2.7478785485 2.703352523 0.86582923
## [4,] -0.66914405 -4.457168008 2.1864877958 0.661649272 -0.48943284
## [5,] -4.50790927 -4.710909530 2.0712897545 2.547168478 -0.34343957
## [6,] -2.36271648 3.010613097 3.8092565141 -0.910039869 -0.61334443
## [7,] -1.97889230 -2.421471324 3.7654266331 0.315429464 -0.47864771
## [8,] 4.21245898 1.351194300 3.3768668742 2.784515361 -0.49676482
## [9,] 3.94750190 -0.173669663 3.7772788671 -1.261483109 -0.65318551
## [10,] -1.17164752 -3.507215672 2.5019127649 -0.992947797 -0.05193138
## [11,] 1.75862924 -1.825562081 2.4834740288 -3.640353528 -0.20363287
## [12,] -2.49021736 9.183521450 2.7659267501 1.474214745 -0.20539092
## [13,] -12.79875428 4.535628246 1.4286594550 -3.515824561 -0.24518495
## [14,] -0.39322873 -2.154459439 1.6553364721 1.130637682 -0.19185043
## [15,] -1.29655486 -0.955059411 1.9136863712 -1.212299000 -0.25954393
## [16,] -2.16794030 1.511494425 1.5471506014 -1.386579478 -0.34466956
## [17,] 3.05796957 0.052578258 0.4531430371 -0.575377275 -0.48589727
## [18,] -0.62735257 -1.558372363 3.5785925434 -1.698034072 0.17559515
## [19,] 0.35342889 -1.595402455 0.8369472846 0.351585200 0.85341044
## [20,] 3.69574393 1.184138149 1.0391191000 0.490193058 0.80995406
## [21,] 2.48315969 -0.346204824 1.5503402983 1.050737779 0.72320163
## [22,] 1.10540519 0.152421242 0.5775065683 1.064006335 0.22068414
## [23,] -14.81964802 29.489735104 1.5715327687 5.520092373 0.95500379
## [24,] 0.22820963 -1.764774135 2.1196262443 -2.231494115 1.01024399
## [25,] -3.51104067 6.625323854 2.2697386195 -0.801684832 0.96762657
## [26,] 0.84014776 0.947702797 1.9805981409 -1.094477599 1.00218489
## [27,] 1.73676635 3.353906542 2.5414496036 -1.375067904 0.88681792
## [28,] 0.34496903 -2.113522272 2.2219878115 2.118395957 1.09949780
## [29,] -4.00284822 -4.192686532 1.0200912539 -0.205414360 1.73101521
## [30,] 0.38612585 -2.194251009 1.0461790592 -0.335354573 1.65506021
## [31,] -2.94981392 2.509297578 1.1512440410 0.381643271 1.47976204
## [32,] 2.13936918 0.212946834 0.6342440251 -3.533864424 1.33022880
## [33,] -0.86899313 -1.757917265 1.1481513169 1.328221464 1.57100741
## [34,] 2.44486057 -0.156554086 1.2280027995 0.116774974 1.45582510
## [35,] 0.12132204 -0.168023848 1.2342612025 0.829440564 1.50656292
## [36,] -0.87226433 -3.261700616 0.6559257505 -1.373599385 1.43522017
## [37,] -0.01331973 -1.162348813 1.2852221871 -1.264912025 1.39465177
## [38,] 3.33142102 1.560875838 2.2334310906 -1.050463185 0.66941240
## [39,] 2.94739910 0.422793973 2.3977747151 -0.306952677 1.72915801
## [40,] 0.93905390 -3.148545312 -1.1494947617 1.472811426 0.25334938
## [41,] -7.55841748 -2.978663808 -0.8991066947 -0.303772266 0.26386791
## [42,] 0.73283994 1.177907858 -0.5227171394 -2.657845644 -0.12408516
## [43,] 0.84972677 4.301787472 -0.7391731348 -0.373019138 -0.16588404
## [44,] 0.48836251 -3.013573532 -0.6843249484 0.613531253 -0.06225520
## [45,] 2.03323567 -1.929346239 -0.9125528107 -1.184190207 -0.20821873
## [46,] -3.36327321 2.310217711 1.1611212016 0.033501341 -1.69230735
## [47,] 1.63231688 -2.004470756 0.6761164453 0.231985867 -1.56761176
## [48,] -2.58217480 -2.521877768 1.5735204209 0.594029728 -1.21122055
## [49,] 3.19068947 -0.660668177 -0.8122234568 2.857679970 0.28537917
## [50,] 3.32286263 0.112743626 -0.9677501556 -0.972416225 0.16481477
## [51,] 3.74430056 1.818054068 0.1230689654 2.767745277 0.13017862
## [52,] -0.27413092 -1.940374800 -0.7953876850 1.102895297 1.02533360
## [53,] 0.08319896 -0.159757510 -0.9210279058 -1.125738123 0.89280340
## [54,] 0.08319896 -0.159757510 -0.9210279058 -1.125738123 0.89280340
## [55,] 2.73270065 -1.490902060 -0.8313191274 0.058547225 0.95052119
## [56,] -2.68009781 -2.160011313 -0.7534716113 0.806129829 1.06959707
## [57,] -0.57651224 -3.050770816 -1.2349933423 -1.686501988 0.76322287
## [58,] 3.81928120 0.149701309 -0.8182073244 1.418488220 0.73390532
## [59,] -0.14807094 -1.785715923 -3.6142842762 -1.264476167 1.41502001
## [60,] -0.04501049 -1.927301890 -3.8180184390 3.542475909 1.52943762
## [61,] 3.39224158 3.281230605 -3.3769580682 -0.381496351 1.36362733
## [62,] 5.84835839 3.912615214 -3.5664511040 -0.395995597 1.30138841
## [63,] 1.97849737 -1.390348665 -3.1954201490 -1.004656498 1.21725922
## [64,] 0.54253753 -1.311463257 -2.9462335460 0.735624153 1.29368276
## [65,] -0.39698173 -2.811814780 -3.0190269887 -0.016053211 1.29003106
## [66,] 2.18657525 -1.612778482 -3.0739493285 -0.930602519 1.21227983
## [67,] -1.77755361 1.044285268 -3.1159059484 -0.645282089 1.20506160
## [68,] 1.55444496 3.315046898 -2.8334085385 -1.002117457 1.15764697
## [69,] 1.61307858 3.473014922 -2.8350331147 -1.884877990 1.12406665
## [70,] 1.04685302 -0.158978414 -0.5809017377 0.213395234 -0.77949741
## [71,] 1.38080034 3.944931397 -0.4726586608 -2.151194526 -0.89074772
## [72,] 1.75384148 4.722773178 -0.0002833521 1.306647373 -1.10986229
## [73,] 2.58326224 1.034884075 0.1433014582 -1.370658262 0.41753970
## [74,] 1.47231627 2.540776840 0.5391421890 -0.161750621 0.43563420
## [75,] -4.48512539 0.222626302 0.3899049272 2.225082177 0.45819665
## [76,] -1.18545123 0.169972874 4.6648326335 2.103284633 -2.91452628
## [77,] -2.07230121 -2.610940752 5.0890183586 1.123237012 -2.84882043
## [78,] 2.25271541 -1.999419113 -4.6372319632 1.638935966 0.19642618
## [79,] -0.56106275 2.011220564 -4.5161398561 1.964159338 0.97529156
## [80,] 2.21964361 0.867014548 -3.6578557239 -2.832314226 0.92785996
## [81,] 1.13009244 2.268009885 -3.9689535756 -1.992399370 0.92422247
## [82,] 1.54953187 -1.260781927 -4.0135442703 1.454863352 0.96312703
## [83,] -0.32791944 3.669207629 -4.2509983947 0.292605540 0.78628428
## [84,] 2.42923546 0.502845081 -3.9937542228 3.260169844 0.98240444
## [85,] 0.73028019 -2.628525676 -4.1265918659 -0.259522752 0.92579385
## [86,] 3.53737821 1.783354278 -3.3455222991 3.101767474 1.05660967
## [87,] -1.05109692 -1.284336001 -3.8627686739 1.099543837 1.01872272
## [88,] 0.53241822 -0.659422464 -3.8805658904 1.387638469 0.99905646
## [89,] -1.09603518 -2.865232825 -4.0533631833 -0.547652307 0.97756464
## [90,] 1.36077868 -0.943163531 1.3249043928 -0.383156100 -0.12734751
## [91,] 1.50215716 0.720512456 1.4565519357 -1.571507417 -0.41041534
## [92,] 1.42896868 -0.823097054 3.5624400997 -0.868791284 -0.43502292
## [93,] -1.53206522 3.491594216 3.8061263951 -1.653899974 -0.65591342
## [94,] 1.28550409 1.870348186 3.9099056036 -0.537155503 -0.51886251
## [95,] 0.16072162 -2.243929837 4.1607508000 0.480618833 -0.50051345
## [96,] -0.75784724 -4.577560815 -0.9426083770 1.731018385 0.01016575
## [97,] -0.69597301 -2.480939102 -2.1552349931 2.401267564 -0.02587727
## [98,] -8.11692601 4.079991926 -1.5956134747 -1.253257709 0.02648359
## [99,] 1.40922679 0.012129381 -2.2267473424 0.055971903 -0.31521064
## [100,] 0.71658769 1.859618996 -1.4436451470 -1.131856466 -0.27458607
## [101,] 0.71658769 1.859618996 -1.4436451470 -1.131856466 -0.27458607
## [102,] 1.11695221 1.457404590 -1.7797498451 -0.995158024 -0.28286058
## [103,] -0.29926182 4.078826063 -2.4532605676 0.803671195 -0.74097475
## [104,] -0.58556944 -1.133211547 -2.3128771335 -1.068948982 -0.64933483
## [105,] 0.64530090 -1.266634565 -3.4745715734 1.732742573 -0.44053121
## [106,] 0.25622888 -2.741187829 -0.9735432495 -2.078369110 -0.82159005
## [107,] -0.01243338 -2.219051438 -0.7148181311 1.206190982 -0.71826217
## [108,] -0.05284649 -1.656707024 -0.1125267809 0.310774544 -0.89629140
## [109,] 0.29280448 -2.948468720 -0.3192304305 0.207022719 -1.01575423
## [110,] -0.31920802 -0.553056620 -0.3654034306 -1.742948139 -1.08437164
## [111,] 0.54339425 -2.232435663 -1.1235274442 -1.602784676 0.15247552
## [112,] 0.78590367 0.062693406 -1.7324895259 0.121900258 -0.14905625
## [113,] -1.56159357 -3.613425133 -1.5201688690 -0.761201175 -0.36062924
## [114,] 1.70736187 0.667356923 -1.2214063294 1.183280966 -0.43257432
## [115,] 1.88547123 -1.193663205 -1.7844745585 -3.274425432 -0.23700928
## [116,] 2.02438944 -1.297104869 -1.4392433643 -1.928606525 -1.13410654
## [117,] 5.69256190 1.633124827 -1.6504372565 -1.023763582 -0.24903314
## [118,] 3.03199693 0.001918313 -1.7642499326 -0.086533481 -0.17702318
## [119,] 6.13034157 1.380915112 -1.5569624401 1.204672390 -0.13778566
## [120,] 1.00736729 -2.283254056 -1.6638315891 0.675492434 -0.27342791
## [121,] 4.03040455 1.856251235 -1.8092828304 2.719408192 -0.22473342
## [122,] 2.52481990 2.782644223 -1.3888286804 -0.819417313 -0.28883211
## [123,] -0.80782852 -1.727724562 -1.6029403641 -1.980131737 -0.36760468
## [124,] -0.84750608 -1.082641147 -1.3965824995 0.183540812 -0.33334909
## [125,] -1.40053386 2.547202968 -1.7173895358 -0.968811574 -0.55900793
## [126,] 1.67347786 0.412308287 -1.1405946540 -1.662188131 -0.58641297
## [127,] 4.36245789 0.106123976 -1.5468650609 2.829822285 -0.98412716
## [128,] 4.49020552 0.009220135 -0.9305025023 0.967989329 -1.22643905
## [129,] 2.86664430 -2.438578540 -1.1448709022 -0.054987050 -1.48160765
## [130,] 4.27743452 0.851521498 -1.7506683305 3.321199320 -1.72312977
## [131,] -8.52642681 3.565687861 -0.1567005473 1.469949077 -1.44703702
## [132,] 0.93942347 -2.006053717 -0.3807832474 1.279111300 -1.64343716
## [133,] 3.04874043 2.588168854 -0.3122362379 0.584524606 -1.73428606
## [134,] 0.20955248 5.695159293 0.2032772950 2.026226539 -2.05094722
## [135,] 0.91697763 -2.933918226 -1.6810981995 1.499628947 -1.01051960
## [136,] -0.89364473 7.327588418 -1.3589287833 -0.197772253 -1.32938494
## [137,] 1.22942199 -1.811282135 -1.0659993497 2.550009861 -2.14020831
## [138,] 1.42694420 -1.990827367 -1.1553172354 0.709867754 -2.19611342
## [139,] -2.20818056 -2.882124932 5.4203716667 0.933414119 -2.90361503
## [140,] 0.08837867 -1.676762170 -3.2963923944 1.221348953 -0.87606864
## [141,] -0.40340836 -2.030096056 -2.0731418715 1.576920807 -1.48066866
## [142,] -0.93390976 0.140614112 -4.2080051569 -0.430157457 0.90987701
## [143,] -3.92764426 1.417856738 3.4139720692 -4.769978958 -0.69966532
## [144,] -1.17632329 -1.152532449 -4.6994338745 -1.200197685 0.92669593
## [145,] -1.50520816 -0.153306412 -2.3390191620 -1.327311046 -1.62715461
## [146,] -1.98446827 -2.288066342 1.6315162349 -0.667948582 -0.18346469
## [147,] 2.79283646 -0.869752654 -0.0702794761 -0.727702384 0.47003742
## [148,] -3.99948075 -2.177946381 3.0843564445 -1.007871531 2.27105749
## [149,] 1.75523632 5.545543093 -3.0466169427 -1.589347019 1.03117874
## [150,] -2.70823301 4.867137857 4.0766114463 0.030528225 -0.75243553
## [151,] -2.80323012 -4.658831782 1.1496084168 -2.248854978 -0.32592442
## [152,] -4.53120998 -3.925085571 5.4099698764 1.082640434 -2.87567017
## [153,] -5.58234489 -5.959589457 -2.1610858083 0.991010810 -0.20501271
## [154,] -1.37115343 2.604714849 0.2259944770 -0.509183131 0.11763805
## [155,] -3.75820296 -4.130903353 -3.0900188410 -0.007047533 -1.79833188
## [156,] 1.51545352 4.407232437 2.2822728305 3.731056536 0.97266683
## [157,] -2.98551544 -3.747964429 -2.4197211725 0.567293631 -0.51324636
## [158,] 1.35137376 0.312803451 -3.1055309951 0.383115712 1.21909614
## [159,] 0.85799057 0.505565297 -2.3101466781 -0.065224299 -0.66671195
## [160,] 1.73922134 3.356567687 2.5367374188 -1.373080472 0.88680736
## [161,] 1.57117936 -1.443253686 1.9429169355 1.279296885 1.23226190
## [162,] 1.48459185 -1.073786730 1.1977447132 -0.055825252 0.71239314
## [163,] 2.48934305 0.857681391 0.6889968178 -3.717701024 1.64687383
## [164,] 0.79917832 -1.975476301 3.6475453323 1.915095062 -0.52367201
## [165,] -1.22315481 -4.920169628 3.0727276300 0.746428082 0.33912273
## [166,] 3.32133935 -1.086775449 0.8586395152 0.394274015 -0.14258855
## [167,] 2.20107465 0.282892501 1.6956152746 3.248160311 -0.21399590
## [168,] -1.48970446 2.329959595 1.5417370510 -0.028319917 -0.27692945
## [169,] 2.53920609 4.896831596 1.4929406098 -3.777137538 -0.30869526
## [170,] 0.43604197 -2.158217659 3.6155113593 1.607896199 -0.45518268
## [171,] 0.52773883 -0.846727184 0.5255738707 1.803513591 0.42613178
## [172,] -1.52494717 0.415804974 3.7895878875 -0.226671651 -0.56459137
## [173,] 0.34183957 1.588558515 2.3048934416 -1.253415124 1.03567416
## [174,] 3.01237460 0.027449617 -0.2968265829 1.682390591 0.08233526
## [175,] 2.58714787 1.154879446 -3.4083327130 2.598895594 -0.95126875
## [176,] -0.45812316 0.402492458 -3.3865625722 -1.030204395 -1.02711797
## [177,] 3.27366831 2.014451886 1.2715343956 -0.665233887 -0.16836768
## [178,] 0.42900408 -1.886522447 -2.1736533376 0.863996374 -1.55437760
## [179,] 1.09163405 -1.545024242 -2.0303710178 1.297670342 -1.65902529
## [180,] 0.91454273 1.262228729 3.5746073582 -1.033923329 -0.53514787
## [181,] -0.53170930 -0.904871936 -3.6530864393 -3.258962006 -0.11246700
## [182,] -0.80157898 -1.121468551 4.1457952699 -0.852055249 -0.71259760
## [183,] 0.12881624 -3.150252601 -0.4070916658 2.040133647 0.58179290
## [184,] 0.96353934 1.594800158 2.3101233987 -0.367056652 0.72079263
## [185,] 0.04979417 3.601305630 3.9203930006 -0.210479101 -0.55571284
## [186,] 2.45999492 -0.522710557 -2.0309445244 0.775416408 -1.55238740
## [187,] 3.11630909 3.016223161 3.5686257169 -0.378598742 -0.44973343
## [188,] 0.02951321 -1.834966210 -3.0642584683 1.285071759 -1.82937508
## [189,] 2.05315214 -1.035727982 0.8058515111 3.836345650 0.95227319
## [190,] 2.13895278 -3.398794435 1.3821747383 0.410165654 1.15981977
## [191,] 3.69761859 4.534744537 1.4634180146 1.800815154 -0.12642552
## [192,] -0.05339871 -1.534296591 -2.1416628765 1.032383332 -1.46375336
## [193,] -1.65698697 4.165978545 -2.9141376160 -0.043744261 1.16339068
## [194,] -0.02865752 -0.419385515 0.0127184623 -0.451967368 -0.90847914
## [195,] -1.65509852 4.168025580 -2.9177623736 -0.042215467 1.16338255
## [196,] -2.14490593 2.370435744 -2.2698559058 -0.999092145 -1.58164668
## [197,] 3.28284909 2.024403625 1.2539124973 -0.657801599 -0.16840720
## [198,] 3.38877551 1.642457989 0.4332698855 3.142208277 -0.79424883
## [199,] 4.07455072 0.289859184 -1.5654812789 -2.127284805 -0.42782583
## [200,] -13.19110221 5.457338452 -2.1293633761 -0.595791906 -0.44272492
## [201,] 0.78429296 -1.042634967 -2.8676741589 1.361673073 -1.81721750
## [202,] 1.22632130 -1.807891417 0.8527090434 1.060705252 -0.10273207
## [203,] 0.08356115 -3.331650861 1.2813940050 2.067497390 1.23790940
## [204,] 0.24163558 -3.775571098 3.8598394444 0.338551987 -0.72877988
## [205,] -1.82483816 -3.776822519 -0.1352185164 0.284019836 -1.36876485
## [206,] 0.60794670 -0.720118127 -0.0947686986 1.865052191 -0.83837012
## [207,] -2.40988980 7.602842815 -3.0764550371 -1.987052906 1.16433505
## [208,] 0.83169132 -1.265603506 2.7211008256 1.296607874 0.13871109
## [209,] 1.44293491 3.312360120 1.8640409329 -1.855897738 -0.39964127
## [210,] -2.30078071 5.156655448 3.0345781532 -0.375435516 2.06173521
## [211,] 2.76035603 0.326339816 -0.1516730094 0.650128373 -0.15879127
## [212,] 3.79188111 8.116099971 1.5616142515 0.670831184 0.83093923
## [213,] -1.40213474 2.578314593 2.0433318718 -0.522308197 0.77188712
## [214,] 3.28384580 0.078087343 1.4583619670 -1.033671253 2.09038020
## [215,] 1.56967040 -0.854865638 -0.9975187380 -0.316940870 0.15882358
## [216,] 1.56967040 -0.854865638 -0.9975187380 -0.316940870 0.15882358
## [217,] 1.27906068 -1.847709664 -0.8936940269 2.510268531 0.07218432
## [218,] 1.90497260 0.204606141 -4.1000427736 -2.196241215 -0.24803909
## [219,] 4.57450327 2.214443324 0.3708555411 2.984433648 -0.82764868
## [220,] 2.60995194 -0.713319386 1.3419228117 1.520931202 -0.04225471
## [221,] 0.86509987 -2.305777808 3.5126768804 0.562066358 -0.57572867
## [222,] 0.78203037 2.858208642 -1.6028071797 0.951176043 -0.33982926
## [223,] 3.39787352 0.190916462 -1.3973128568 -0.959294010 1.10871582
## [224,] -0.38446476 -2.135736495 -4.1625179748 0.701392953 1.57246281
## [225,] 2.02584573 -1.244484512 2.1117832634 -0.864183426 0.81237458
## [226,] 0.50498584 -1.892820568 -0.6562042863 -1.494510898 0.00820723
## [227,] 1.66707590 2.009635732 2.5822230726 0.314833597 -0.20767227
## [228,] -0.58833719 1.346413066 3.6143252101 -0.128710701 -0.58215680
## [229,] -2.43341507 -3.302329674 -0.0004485533 -0.162162656 -1.77730960
## [230,] 1.30553974 2.006693278 3.5476805171 0.726189097 -0.58809717
## [231,] -1.07971050 -0.730325374 -0.5459869945 -1.096311548 0.02963093
## [232,] -1.98198690 -3.011603514 -3.2418254303 -0.041819701 -1.81813709
## [233,] 1.93481690 -0.729679331 1.1641360849 1.068181346 0.72239082
## [234,] -5.00786583 -3.143509154 3.8538520703 -0.532367955 1.66695150
## [235,] 5.18419357 2.341157080 -0.0844389764 1.405445280 -0.91633671
## [236,] 0.73362325 1.896988401 3.3364469435 -1.344467984 -0.54539105
## [237,] 2.28697655 -0.401980524 -3.6393579950 2.267764517 1.29744507
## [238,] 2.56134741 -0.136813174 -4.4380480666 1.768909912 0.99523216
## [239,] 0.24221079 0.098532513 -1.2570408838 0.548633408 -0.26650483
## [240,] -6.15644568 -4.731249034 1.2140252557 1.971585041 0.33940386
## [241,] -1.28397063 -4.820342141 0.1034266229 1.113559106 1.84659847
## [242,] -0.31609729 -0.320632723 -0.6039250434 1.017892813 0.30480957
## [243,] 1.22777141 0.647431045 -2.9496504026 0.592193281 -0.67577960
## [244,] -4.97191964 -0.016728541 1.5334165320 -3.811224525 0.93868372
## [245,] -2.84769876 2.151820956 -2.7378885320 -3.435812538 -0.68475306
## [246,] -4.58091109 1.645974934 -1.6142977716 -2.510992839 -0.27612770
## [247,] -3.93258120 1.835237497 0.3087424147 -1.539341821 0.40575906
## [248,] -4.62423047 -4.866131326 -3.4427475522 1.154162741 -0.57054832
## [249,] -5.06886193 -0.104365723 3.8232183819 0.783828307 -0.41251438
## [250,] -0.77327647 1.667405530 -1.4794865282 3.832227490 -0.11727689
## [251,] -3.09634261 1.257745293 3.6720591046 0.668755127 0.50949903
## [252,] -2.17251962 1.314576573 3.5427781430 0.862483553 0.48798222
## [253,] -0.64483752 2.267419352 1.7321112837 0.653996977 -0.19509961
## [254,] -0.51646282 -2.059215612 2.1591997981 0.801093793 1.08826053
## [255,] 2.29966694 -1.552720243 1.0408038702 0.529417789 1.72648620
## [256,] -3.36106033 -3.168692703 -2.2850204517 -1.107155553 -1.66305331
## [257,] -2.56950510 -2.525559147 3.5304427997 1.300866770 -0.47152663
## [258,] -0.67882775 -1.404176052 -1.1452692547 1.082873269 1.01906993
## [259,] -2.54773452 1.061644546 -1.8234911202 3.251091154 -0.12480654
## [260,] -2.79896984 1.830489758 2.2617174962 2.184614736 1.17906900
## [261,] -6.41848681 -0.736283205 -2.8577559205 -0.411326243 -0.62316714
## [262,] 2.25836316 -0.704433227 -2.2319961731 -3.180711908 -0.48467745
## [263,] -1.12872119 -1.442712608 -2.6449856374 0.579894806 -0.56422448
## [264,] 1.85489277 -0.569234508 1.1179760085 0.128712635 1.71452768
## [265,] -1.35224308 -0.170059920 -0.8707769846 0.861023128 0.10720081
## [266,] -3.82510109 0.406613079 -1.1682339587 -3.493585398 -0.14527045
## [267,] -3.32988072 6.975325105 1.2988731009 1.468756478 -0.32465952
## [268,] -0.99678391 4.064720318 -2.7740291012 1.260065424 1.36258213
## [269,] 0.14135465 4.354133917 -1.2367038789 1.530299858 -0.21738309
## [270,] -0.96168148 2.704106056 -0.7388988781 1.812358212 0.10052377
## [271,] -3.40904860 1.216709651 -3.4896824749 0.982470349 1.33059411
## [272,] -2.45048309 1.785481837 3.4890881020 -0.189861953 -0.54476340
## [273,] -0.98873568 3.150288506 -2.2028288313 0.559808899 -1.53686441
## [274,] 5.63144038 5.547413646 0.0675767392 -2.892501299 -2.08740818
## [275,] 4.97233866 3.843259206 3.7221643163 -2.776889988 -0.74851744
## [276,] 6.07965722 0.762724212 -0.0501970137 -0.108515460 -1.93128153
## [277,] 11.93021085 6.442133520 0.2855510643 -2.891630871 -0.16345422
## [278,] 11.95327710 6.463545407 -0.6376584875 -2.878935524 -0.49061136
## [279,] 11.93628295 6.448715524 0.2738960746 -2.886715212 -0.16348035
## [280,] 11.91847339 6.429410411 0.3080803268 -2.901132910 -0.16340370
## [281,] 8.16644715 3.862627872 0.1492612279 0.594358243 -1.95610303
## [282,] 11.07173427 5.773065450 2.3759140452 -3.013061582 -0.45289975
## [283,] 7.76016113 3.083753033 1.1770183313 1.102330720 1.58325844
## [284,] 5.39437740 0.150699775 -1.6846188757 1.882105229 -0.11159313
## [285,] 3.64728740 3.274967480 -0.0556020773 -2.502414950 0.34232371
## [286,] -1.79369038 -0.054241442 -2.5361271113 -2.040518407 -1.38650622
## [287,] -0.29530105 0.978193903 1.9063876471 -2.656869556 -0.78837765
## [288,] -3.30961053 -3.227456469 1.7214249271 0.724203093 1.13213622
## [289,] -2.97733786 -2.398688971 2.0440496102 1.607500465 1.18805510
## [290,] -2.81120587 -2.211582026 2.0896916908 1.627420075 1.18996223
## [291,] -0.94063088 -2.071264767 -2.5853188438 2.134756152 -1.43392509
## [292,] -4.85724064 -3.964442119 3.6720740538 2.192028846 1.87642223
## [293,] -2.19839261 -4.728450484 -0.6221487333 1.876525951 -0.72112805
## [294,] -3.04784396 -0.884185546 2.4364394693 -1.534872092 -0.60571479
## [295,] -1.38314358 -3.843099117 3.0263574013 0.158507665 -0.52137769
## [296,] -2.05757591 -1.803994061 2.0998455551 2.655106838 0.45472407
## [297,] 2.61255171 -1.376214847 1.0131932059 2.537221412 0.91888035
## [298,] 1.75276920 -1.826497513 3.5213109654 2.030299272 -0.32379711
## [299,] -1.29957085 2.074950640 3.5439954184 -0.225230431 -0.34746248
## [300,] -16.43793538 7.664902579 0.8912097966 1.556089348 0.26507421
## [301,] -0.05058763 -0.611029287 1.5472476737 -0.836944317 -0.09551676
## [302,] -0.44054872 -1.392830221 1.2652452953 -1.341143114 -0.13195654
## [303,] -0.16934523 -2.236086283 -1.3065204795 -0.373162256 -1.97823865
## [304,] -0.16934523 -2.236086283 -1.3065204795 -0.373162256 -1.97823865
## [305,] -4.18259122 -6.139120613 0.0226473008 -1.170916535 -0.16488826
## [306,] -0.45962516 -2.846753774 -3.5231823530 1.041396153 -1.01765953
## [307,] 0.97732368 -1.680300795 2.2045467801 -1.983402027 0.81612821
## [308,] -2.24263030 -2.975315031 -1.4776568577 -0.731859725 -0.37994965
## [309,] 3.50836845 1.478424160 -2.1854334433 2.450925798 -0.70685305
## [310,] -1.50616419 -0.630915799 -2.2039052518 1.157673280 -0.66539443
## [311,] -1.96742476 -0.899448006 2.4890761321 0.507899060 0.95391909
## [312,] -1.66583862 -0.858374792 1.1822631100 1.449120732 1.60118021
## [313,] -15.95759983 11.780187703 -2.3360302602 -2.374118116 -0.59272688
## [314,] -0.34958317 -0.697372073 1.9566481827 -1.597264856 -0.38773096
## [315,] 1.56231941 -0.579889532 -0.3656873556 1.844292333 -0.01481637
## [316,] 4.26217479 1.389455422 -0.8593578220 1.180276129 -0.32800047
## [317,] 4.28658035 2.188022850 0.3745631902 -1.670671690 -1.12390766
## [318,] 3.76473480 1.766390958 0.0066936838 -0.894693418 -0.14327810
## [319,] 2.22986877 -0.815154256 2.1141762925 1.246732733 -0.28980846
## [320,] 2.43435878 -0.153507775 0.7991029733 -2.795401544 0.17340831
## [321,] 3.98690883 0.636877022 1.3218491722 -3.429924189 1.39348674
## [322,] 6.34368934 1.895804804 -2.7196836831 0.196223141 -1.07313090
## [323,] 6.14615654 1.702778054 2.3397287388 0.113803018 -0.38121528
## [324,] 7.63415761 3.011170670 -0.4506004166 1.781292158 -1.29685419
## [325,] 2.03883385 -0.903657873 1.6857245091 1.893911712 -0.41650548
## [326,] -0.60204571 -1.150714687 -3.1250016736 0.192828688 -1.02436025
## [327,] -0.65398511 -1.232914164 0.6526032136 0.122057353 0.28395616
## [328,] 0.98213871 -0.631632317 1.9519494895 1.321976894 -0.31715244
## [329,] 1.80979420 -0.330533353 1.9565225869 1.866717724 -0.31170676
## [330,] -0.04544095 -0.727168685 -0.5960435167 -0.684917559 0.86434338
## [331,] -0.63782503 -1.185452949 -1.5840391484 0.128216676 0.57413338
## [332,] 1.43542177 1.095491661 2.7139554781 -0.867336742 0.91039191
## [333,] 3.36317595 1.377531090 -0.1945556516 1.823476300 -0.01614934
## [334,] 0.31097903 -0.853765275 -3.5512097426 0.692238615 -1.09650188
## [335,] 2.11187150 -1.756282097 -2.7619251861 -1.942554630 0.13910748
## [336,] 4.17268145 -2.612817094 -1.3225380480 2.068661457 0.86283696
## [337,] 1.52020815 -2.305127713 2.3948357241 1.062466485 0.96171323
## [338,] -0.12714737 -2.773983619 1.0255029574 0.786746124 1.60351590
## [339,] -0.20777111 -2.948955506 4.0180405059 0.801938706 -0.57635066
## [340,] 1.13640409 -2.388035754 -2.3062759960 1.463482098 -0.65186172
## [341,] 1.67148237 -2.155969943 -2.0046177827 1.202643494 -1.61845109
## [342,] 3.65887343 -1.320534937 4.0150192562 1.508442532 -0.62194368
## [343,] 1.48197797 -0.707354918 1.3286994891 1.594821689 1.62707530
## [344,] 3.63475177 0.266300005 4.0790854431 -0.601735283 -0.68462972
## [345,] 4.96184441 0.489736504 1.0165692145 -0.789042772 1.44964671
## [346,] 4.09126490 0.809606908 -2.7384108340 0.793464446 1.19097903
## [347,] 1.37050150 -0.552444658 -3.1256171615 1.310095605 -0.96331673
## [348,] 4.40107028 0.801629204 0.1685313963 0.873971453 0.15251464
## [349,] 0.79308619 -0.382001966 -1.6512613950 -0.651528525 -0.48692960
## [350,] 3.56068772 0.794981376 0.2998230341 0.695156609 0.17353371
## [351,] 4.40645964 0.807471127 0.1581868959 0.878334394 0.15249144
## [352,] 3.01716664 1.349500649 -0.5227012692 -2.092629756 -0.23390526
## [353,] -0.27574250 -0.564865232 2.3025306717 -0.048776861 0.88105052
## [354,] -0.17690693 -0.807772001 2.2458750895 0.874794218 0.90787709
## [355,] 0.32361850 -0.710708334 2.2173521013 1.468607981 0.91898829
## [356,] 0.75312324 0.623564668 -0.3664752881 -1.141015680 -0.14248029
## [357,] 0.73598190 0.604983890 -0.3335736425 -1.154892420 -0.14240652
## [358,] 2.72205019 1.054164750 1.0724560498 0.480728767 1.49031322
## [359,] 1.54155500 0.944235859 1.2785190832 1.117774556 1.55385771
## [360,] 0.52258012 0.336117033 -3.2067072413 1.564268079 -1.00081374
## [361,] 2.15792348 1.092616876 1.9231497874 1.795303343 -0.32425469
## [362,] 2.91603606 1.696713328 -0.6453749816 0.113237595 0.83490847
## [363,] -1.75559031 2.060356056 2.0473826286 1.038583495 0.77463678
## [364,] 3.44998421 -1.456974652 -0.8075548660 1.445095556 0.90118927
## [365,] 1.35893648 -1.863147207 1.9041568113 0.574835106 -0.31309864
## [366,] 1.39219760 -2.222891758 1.6886950416 0.234833724 -0.34255115
## [367,] 3.91512052 5.901758711 0.3377164713 -0.545512223 -1.09469984
## [368,] 4.74988569 6.636302177 0.5995548514 1.334259898 -1.01728418
## [369,] 2.26449939 0.548047685 1.7598594245 -0.964296700 -0.45738944
## [370,] 4.97571182 0.910298582 -0.3291259241 -3.301219991 -0.80235722
## [371,] 4.91303124 0.849991378 2.1424071992 -3.381631976 1.12331006
## [372,] 3.35950133 -0.404558076 -1.7620145830 0.370011852 -0.22022086
## [373,] 5.88051930 0.308613483 -0.4216824720 3.766034704 -0.66694512
## [374,] 2.16511321 2.943578073 0.5437254739 1.890165167 0.57895734
## [375,] 7.36845267 2.642652882 1.7470793687 0.740853750 -0.01087375
## [376,] 2.20791512 0.089216580 1.5053836510 -0.910962438 -0.47150422
## [377,] -0.21235221 -2.204262973 3.6524682528 1.359315748 -0.28036870
## [378,] 2.45642708 -0.743994488 -3.4695674517 1.693341522 1.56329979
## [379,] 4.37895303 0.461565406 1.0467823126 -0.492014562 -0.22573538
## [380,] -31.36124223 23.358313005 -0.5894239959 4.541824659 -0.17059775
## [381,] 0.67059676 1.175208006 0.1568985607 -2.759798899 0.27103314
## [382,] 2.11520683 -1.416901485 3.5996179505 1.232952089 -0.32264594
## [383,] -3.94839155 3.017530607 3.9037133520 2.447032353 -0.27899237
## [384,] 1.16819513 -2.540382196 4.5794150233 0.743021294 0.09195840
## [385,] 2.69460227 0.633906347 3.5075590275 -0.761104020 1.61484269
## [386,] -0.03245663 -2.131500479 -2.7028304385 1.438001011 -0.37300650
## [387,] -2.77667933 0.511536032 -1.8088109516 -1.641403502 -0.50816358
## [388,] 2.38882644 -0.623440574 0.0255987252 -0.420044355 -0.52167022
## [389,] 1.38608315 1.255068335 1.4629657157 0.998436219 0.92851708
## [390,] 1.31092467 1.177189779 2.4861628111 0.943569695 1.25589843
## [391,] 0.97121311 -1.181591032 1.3040024144 -1.610560074 1.04153050
## [392,] -0.79023984 -2.534284827 3.7306932487 0.533019853 -0.64150212
## [393,] 2.58277565 0.618022414 -3.5696491336 -0.209704992 0.30197597
## [394,] 3.46479630 2.759272178 -2.6330672126 -2.170656471 -0.65226247
## [395,] 2.96158044 -1.745240453 0.9008211118 2.949444348 -0.05953382
## [396,] 0.10802610 -2.601856589 -1.2252780737 2.658744485 -0.69737828
## [397,] -2.68822084 0.474898958 -1.1225335294 -1.199894929 0.78097576
## [398,] -0.77356461 -1.684500255 1.0633133725 -0.127502191 -1.30311146
## [399,] 0.26604884 -1.583133996 -3.8866084407 0.253299921 1.23030362
## [400,] -8.45758996 -2.660573011 3.6604814308 -1.011390501 0.74885232
## [401,] -8.44573629 -2.647723931 3.6377291063 -1.001794382 0.74880130
## [402,] -2.63602852 -2.436648527 -1.6936483565 -0.870950070 -0.43716315
## [403,] -0.44134515 0.112777967 5.8626752089 -0.093224296 -2.83701862
## [404,] 0.70968050 -1.158226208 3.9313245425 0.010007770 -0.31553622
## [405,] -0.74310080 -2.700324922 -2.2491757979 0.722252337 -0.64280694
## [406,] -1.17817116 -2.158888271 -3.0075447698 1.016939139 1.56261815
## [407,] 2.75588804 -0.079015221 1.7602698669 -1.247310268 0.04485097
## [408,] -1.18735287 -2.701475010 -0.8966850993 0.081462075 -0.74241916
## [409,] 3.77450667 1.939293809 -0.4090293618 0.864921564 1.32778177
## [410,] -2.53428532 0.626564100 -3.6024497334 -1.288075292 -0.94037456
## [411,] -1.46521404 -2.611735874 0.4182473817 1.240732771 1.85992535
## [412,] 2.83561500 0.473023044 1.7056572104 -4.561742303 0.94072239
## [413,] -1.32632379 -0.753699282 4.0516151359 -0.732207572 1.71784986
## [414,] -0.49867435 -2.110725651 2.6990233598 -0.357116524 0.34420627
## [415,] -1.03872786 -1.504436374 0.1968087135 -0.479394152 0.59255645
## [416,] -0.77414348 2.655028313 1.9385506208 -0.114358252 -0.36852789
## [417,] -3.42540709 -3.354327281 0.6669615310 0.003472018 1.84289936
## [418,] 4.18951025 1.351274487 1.4206372005 -0.544963890 -0.21833258
## [419,] -1.49138794 -1.930809423 -2.5847772233 -2.039358087 -0.45067062
## [420,] -1.40686985 -2.091758891 -2.1950734994 -0.605175120 -1.35518010
## [421,] -2.26277376 -2.334491692 3.9029337478 -1.068108262 -2.22817774
## [422,] -4.42256950 3.639605083 -2.2811013652 -0.326108473 -0.43481311
## [423,] -2.71465822 -2.203398293 4.1751556155 -0.897955828 -0.16193747
## [424,] -2.21870634 -2.199142701 -3.8943323296 -0.809980572 -0.14522536
## [425,] -0.70701588 -2.161754614 3.9792860067 -0.376228763 -0.26888644
## [426,] 1.72265828 -2.102999952 -3.1524873426 1.256579520 1.59792297
## [427,] 1.43628119 -2.379329074 3.8131441402 1.251021726 -0.21539284
## [428,] -2.91872838 -2.776803215 -2.4948491589 0.860832152 -0.30711693
## [429,] -1.30663009 1.730595115 -3.6729783562 -1.759346788 0.13320822
## [430,] -2.24650304 -2.949014306 -1.7725259706 -0.762963562 -0.09049597
## [431,] 3.76725733 1.809644074 2.7652501272 0.315076215 1.34909590
## [432,] -1.00536213 -0.635556827 -3.8417527604 -0.259289680 0.17655494
## [433,] -0.16292394 2.239715560 3.9284804253 -2.455235828 -0.45646406
## [434,] -0.22590494 -1.562245739 -2.9133523076 -1.116209211 -0.44974750
## [435,] 2.03163323 -1.058103680 -3.1370602258 -0.153783852 -0.62200884
## [436,] -4.99890933 -6.964220341 -2.9638392100 1.075919867 -1.36449722
## [437,] -2.57256684 -2.877824056 3.8317481292 1.790584209 -0.20538773
## [438,] 2.55692863 2.260756659 3.7803422548 1.817721888 -0.27043422
## [439,] -0.48699798 -2.869055588 -2.3949395273 -0.592703863 -1.33466239
## [440,] 0.73928586 -1.607540625 -3.6813472863 1.261216544 -0.08852086
## [441,] 5.02885406 2.101068815 0.7228971002 0.640105406 0.66418798
## [442,] -0.73343832 -1.454954609 4.0515536189 1.576770154 -0.22617020
## [443,] 0.71340469 -4.165689496 0.6556466903 1.166179212 -0.06313808
## [444,] -3.79088504 3.338599474 -5.0970977287 -2.845695331 0.78163141
## [445,] 5.12206947 2.194474999 -1.8072455648 0.745236803 -1.26161071
## [446,] -4.78881552 -6.161902216 -1.0008261612 -0.528363667 -0.49792464
## [447,] -0.58969358 -3.141522738 1.1235670319 1.357646587 -0.01485376
## [448,] 7.09464930 2.927131460 -1.7573540333 -2.192034878 -0.36970590
## [449,] 6.10932029 4.715289366 2.4215366832 1.019245716 1.24741411
## [450,] -0.10274888 -2.367909826 1.8574315074 -1.302221444 1.14672418
## [451,] -2.11473628 3.765038905 -0.4563070844 -0.715384312 -0.81569273
## [452,] 0.32348111 5.338066003 -4.0067659494 0.583845648 -0.89354505
## [453,] 2.06850088 -1.063891525 2.0861286496 -0.193669588 1.24208951
## [454,] 3.98510751 0.541854881 0.0508929305 0.838752268 -0.58913541
## [455,] 4.64602265 -0.279370095 -1.3645824929 0.899262897 -0.01436714
## [456,] 0.97760536 4.242177579 -1.6265774518 2.434534836 -0.18092268
## [457,] 4.44502307 -0.573468244 -2.3727073471 1.289541121 -0.32975003
## [458,] 1.28692222 -0.880794420 -3.7371616635 -0.055502328 -0.76356705
## [459,] 1.82189229 -1.956764148 3.5685623348 -1.124527902 -0.37997883
## [460,] 4.20998701 0.770158975 2.1834326441 -3.869804894 1.10884466
## [461,] 2.03900497 -1.746104652 -2.4073677789 -1.032234820 -1.39903659
## [462,] 1.81706947 -1.961991960 3.5778194080 -1.128432205 -0.37995807
## [463,] 4.65484306 0.813801041 -3.5074683010 -3.341670669 -0.83571384
## [464,] -2.26644303 1.561826340 0.6593111794 -1.389520182 -0.13284347
## [465,] -2.09723041 1.765920660 0.4438965701 -0.524751774 0.85088203
## [466,] 2.56052910 1.404195999 -3.5740174020 4.163966398 1.56586984
## [467,] 2.33174422 1.479405127 1.1709527214 -0.636516934 -0.18902595
## [468,] 3.57236595 0.341868460 -1.9793894500 -0.316064354 -0.22709157
## [469,] 3.59125230 0.929821012 1.4125908012 1.503450934 -0.11520161
## [470,] 1.63371548 3.878576970 0.4016206246 -3.834802764 1.53259145
## [471,] -1.12039623 1.985664184 -0.0935927044 -0.750694690 0.41933177
## [472,] -1.50874337 -3.687999275 -1.7305040855 -0.057908003 1.14027838
## [473,] -2.07382871 -5.242129223 1.6809806892 -0.333620956 2.50417513
## [474,] -7.56825910 -4.959940684 2.9098781597 0.165216335 1.83143204
## [475,] -5.38985890 -3.440547282 -1.5712757646 0.765543370 1.21393740
## [476,] -3.78827494 4.121439173 -2.6509970214 -4.338348695 -1.62138741
## [477,] -4.81213153 -4.112431278 -1.3392812041 1.874091964 1.16934115
## [478,] -6.70502248 -1.451091544 -1.6660047295 -0.250103057 1.04636574
## [479,] -4.93239565 -2.029156917 0.9831495080 -0.331192385 1.00027447
## [480,] -4.75320163 -4.490874340 0.6834791894 -1.551278108 1.11194758
## [481,] -5.87692160 -4.103915411 5.5150824771 -1.637583897 -2.99524994
## [482,] -5.18718418 -3.400936103 -1.0776727133 -2.058959931 1.02074836
## [483,] -1.88720742 0.746399869 -1.7518263759 -1.680613043 -0.34748227
## [484,] -6.72324849 -1.669480252 3.5458218043 -2.143646280 -0.53833632
## [485,] -8.02194015 -2.436473863 -2.5720224181 -0.893312436 -1.49363215
## [486,] -8.24565819 3.521212474 -2.7395858783 0.678326653 -0.58138490
## [487,] -3.51906008 2.769388800 0.0628903350 -1.869467435 0.28465327
## [488,] -4.43784787 2.266704030 0.1339050499 0.635592566 0.40295567
## [489,] -2.96586282 2.074775519 -1.4693753624 -2.904226332 -0.13421042
## [490,] -2.81361415 1.846042356 -1.0605786943 3.275392768 0.11623642
## [491,] -6.15732498 1.350652400 -0.8618539436 -0.048807245 0.07291589
## [492,] -5.96901105 -1.830016249 -0.7338492733 -1.346807827 0.11157586
## [493,] -5.84757413 -4.536011400 -4.0238703338 0.523520268 0.17788542
## [494,] -1.87946763 -1.933102497 -3.9373350847 -1.053284232 0.06635964
## [495,] -5.52737829 -1.858428394 1.6776331689 -1.600065826 -1.13530093
## [496,] -1.98617640 1.701138908 1.8147498568 2.153507893 -1.07610297
## [497,] -6.96024683 -0.369498392 -0.4655723960 0.378596805 -0.76598665
## [498,] -6.03607950 -2.056634934 -1.7591539278 0.975301587 -0.09463510
## [499,] -6.78070547 -2.411410359 1.2957729939 0.363985327 -0.07036815
## [500,] -6.44249927 -3.600851279 1.7321119666 -1.764921702 0.14056929
## [501,] -2.06435189 -1.119288389 3.2545834077 -0.938780025 -0.52425750
## [502,] -2.00946220 -1.066517778 1.9847065721 -0.947924791 0.09267228
## [503,] -1.64529164 -0.982227159 -1.2273610642 -0.853576127 0.04662395
## [504,] -6.72063915 3.869885344 -2.5799933048 -0.669995932 -0.68174212
## [505,] -6.32776606 4.162383946 -1.1119481912 -0.629103433 0.91573252
## [506,] -3.68889181 -0.909173168 -4.0303016889 1.408749140 1.09156257
## [507,] -0.32971223 -2.315389687 -4.5456281333 -5.085635981 0.79505483
## [508,] -2.80563859 -3.055689674 -2.5205014904 -0.704562053 -0.52423237
## [509,] -2.72926837 -2.982771792 -4.1171930914 -0.743920016 1.03682886
## [510,] -2.44805075 -3.669473902 -0.2044737779 -4.565187714 0.26797946
## [511,] 0.84561730 -1.642796999 1.4510859145 -1.834885106 -0.27934618
## [512,] -9.22937716 -4.848412319 3.7073114773 -0.791588043 -0.52236521
## [513,] -8.65019996 -4.294235213 -0.9868395608 -0.740247510 1.00330755
## [514,] -8.34592477 -5.370654226 -3.3635982846 -3.507333795 -0.76774532
## [515,] -7.82119463 -4.987959637 1.5333413808 -4.434929430 0.83222910
## [516,] -3.05808294 -2.260869125 -3.7375706978 -0.531286482 -0.88233339
## [517,] 0.74974823 1.504731928 0.9884369798 -0.109765970 1.78859548
## PC11
## [1,] -0.0060613733
## [2,] 0.0585515110
## [3,] 0.0933920427
## [4,] 0.0264344390
## [5,] -0.1722029124
## [6,] -0.0460354253
## [7,] -0.0322318362
## [8,] -0.0557179193
## [9,] -0.0685917844
## [10,] -0.0688289162
## [11,] -0.1037277354
## [12,] -0.0033544376
## [13,] -0.0757116078
## [14,] -0.0168916005
## [15,] -0.0275248881
## [16,] -0.0879787901
## [17,] 0.0306597702
## [18,] -0.0341293521
## [19,] 0.0065282754
## [20,] 0.0483031201
## [21,] 0.0169426890
## [22,] 0.0198768475
## [23,] -0.0461998132
## [24,] -0.0711889780
## [25,] -0.0630780677
## [26,] -0.0894691584
## [27,] -0.0214348118
## [28,] -0.0148819006
## [29,] -0.0601136484
## [30,] -0.0489281860
## [31,] -0.0196248962
## [32,] -0.1244115442
## [33,] 0.0162886668
## [34,] 0.0075615701
## [35,] 0.0111510019
## [36,] -0.1005484018
## [37,] 0.0047434310
## [38,] -0.0351459714
## [39,] 0.0391862587
## [40,] 0.0293631789
## [41,] -0.0110974935
## [42,] -0.0390360322
## [43,] -0.0511871484
## [44,] -0.0243809959
## [45,] -0.0768638030
## [46,] -0.0193856826
## [47,] -0.0664842485
## [48,] -0.0502587176
## [49,] 0.1047011735
## [50,] 0.0143515327
## [51,] 0.1147051259
## [52,] 0.0208723080
## [53,] -0.0392952134
## [54,] -0.0392952134
## [55,] -0.0018729580
## [56,] -0.0077303053
## [57,] -0.0911471162
## [58,] 0.0297975655
## [59,] 0.0239594235
## [60,] 0.0607116034
## [61,] 0.0483303675
## [62,] 0.0287423428
## [63,] 0.0014461005
## [64,] 0.0388110573
## [65,] 0.0116065809
## [66,] -0.0094045184
## [67,] -0.0260324781
## [68,] 0.0157444023
## [69,] 0.0023199981
## [70,] 0.0324902023
## [71,] 0.0068691500
## [72,] 0.0339335325
## [73,] 0.0191233940
## [74,] 0.0043652538
## [75,] -0.0181646853
## [76,] -0.0528453411
## [77,] -0.0200518803
## [78,] 0.0010748061
## [79,] -0.0141916801
## [80,] 0.0304773517
## [81,] -0.0131294623
## [82,] 0.0424218426
## [83,] -0.0293421394
## [84,] 0.0644547533
## [85,] -0.0109716506
## [86,] 0.1399585185
## [87,] 0.0272430467
## [88,] 0.0333231372
## [89,] -0.0299075884
## [90,] 0.0124134170
## [91,] -0.0653015523
## [92,] -0.0043135817
## [93,] -0.0555428893
## [94,] -0.0393817761
## [95,] 0.0121238671
## [96,] -0.0402395217
## [97,] 0.0552623795
## [98,] 0.0926080151
## [99,] -0.1017743002
## [100,] -0.0149547515
## [101,] -0.0149547515
## [102,] -0.0540733240
## [103,] 0.0010441945
## [104,] -0.0073224324
## [105,] 0.0117476426
## [106,] -0.0379974073
## [107,] 0.0285252426
## [108,] 0.0156626323
## [109,] -0.0247237807
## [110,] -0.0558181821
## [111,] -0.0070865234
## [112,] 0.0524244344
## [113,] -0.0232881371
## [114,] 0.0491434265
## [115,] 0.0089581736
## [116,] 0.0333003820
## [117,] 0.0585627325
## [118,] 0.0502878475
## [119,] 0.1086212477
## [120,] 0.0106738548
## [121,] 0.0005230244
## [122,] 0.0002755616
## [123,] -0.0615661140
## [124,] 0.0290280695
## [125,] -0.0637331987
## [126,] 0.0256892552
## [127,] 0.0877728080
## [128,] 0.0318439371
## [129,] 0.0168144102
## [130,] 0.1168612354
## [131,] 0.0953705840
## [132,] 0.0468956199
## [133,] 0.0349530448
## [134,] 0.0275176287
## [135,] 0.0493496916
## [136,] -0.0428974652
## [137,] -0.0013589967
## [138,] -0.0383314757
## [139,] -0.0170396929
## [140,] 0.0305881106
## [141,] 0.0240241286
## [142,] -0.0174872441
## [143,] -0.1663308380
## [144,] -0.0463051046
## [145,] -0.0435653112
## [146,] -0.0487852467
## [147,] 0.0026678056
## [148,] -0.0203938951
## [149,] -0.0233386338
## [150,] -0.0240995481
## [151,] -0.1004303886
## [152,] -0.0414176561
## [153,] -0.0520664793
## [154,] -0.0622927533
## [155,] -0.0251825879
## [156,] 0.0184746437
## [157,] -0.0151637835
## [158,] 0.0043320910
## [159,] 0.0177760980
## [160,] -0.0213119888
## [161,] 0.0334665244
## [162,] -0.0456835861
## [163,] -0.0369180482
## [164,] -0.0453958549
## [165,] -0.0938072117
## [166,] -0.0103463401
## [167,] 0.0320825412
## [168,] -0.0509894568
## [169,] -0.0168068556
## [170,] -0.0513779891
## [171,] 0.0137898667
## [172,] -0.0344758381
## [173,] -0.0478512843
## [174,] 0.0500963742
## [175,] 0.0602011936
## [176,] 0.0007289662
## [177,] 0.0399704207
## [178,] 0.0175050982
## [179,] 0.0355495657
## [180,] -0.0877414040
## [181,] -0.0428305613
## [182,] 0.0143905271
## [183,] 0.0114461452
## [184,] -0.0251082274
## [185,] -0.0368813702
## [186,] 0.0263920823
## [187,] 0.0104103558
## [188,] 0.0241480527
## [189,] 0.0536310258
## [190,] -0.0543944147
## [191,] 0.0690924405
## [192,] 0.0132478161
## [193,] 0.0124427487
## [194,] 0.0033434923
## [195,] 0.0125372280
## [196,] -0.0402193488
## [197,] 0.0404297351
## [198,] 0.1230505778
## [199,] -0.0401359702
## [200,] 0.0728912842
## [201,] 0.0542934790
## [202,] -0.0222212718
## [203,] -0.0160697902
## [204,] -0.0172213425
## [205,] -0.0894270478
## [206,] 0.0260785584
## [207,] -0.0355627709
## [208,] 0.0043569834
## [209,] -0.0214076270
## [210,] -0.0312865273
## [211,] 0.0793344989
## [212,] -0.1068882867
## [213,] -0.0753267282
## [214,] -0.0074106559
## [215,] 0.0243061046
## [216,] 0.0243061046
## [217,] -0.0143038894
## [218,] -0.0592755703
## [219,] 0.1257454632
## [220,] 0.0630001277
## [221,] -0.0557494364
## [222,] -0.0086999635
## [223,] 0.0155201191
## [224,] -0.0786561625
## [225,] -0.0502571015
## [226,] -0.0496014087
## [227,] -0.0009696496
## [228,] -0.0283401577
## [229,] -0.0279282267
## [230,] -0.0139229861
## [231,] -0.0077763960
## [232,] -0.0032505565
## [233,] 0.0077224384
## [234,] -0.0447648210
## [235,] 0.1011186661
## [236,] -0.0464920422
## [237,] 0.0434030799
## [238,] 0.0681837622
## [239,] 0.0478934021
## [240,] -0.0839265369
## [241,] -0.0337991348
## [242,] 0.1032025753
## [243,] -0.0542375709
## [244,] 0.7718329303
## [245,] -0.1194880842
## [246,] -0.0933709026
## [247,] -0.0862502830
## [248,] -0.1099673417
## [249,] -0.0635798359
## [250,] 0.0366844649
## [251,] -0.0370627673
## [252,] -0.0495027006
## [253,] -0.0243858652
## [254,] -0.0286989445
## [255,] -0.0066760835
## [256,] -0.0369029163
## [257,] -0.0686238436
## [258,] -0.0349529835
## [259,] -0.0277628134
## [260,] -0.0293876967
## [261,] -0.0658265565
## [262,] -0.1383407795
## [263,] -0.0107282905
## [264,] -0.0078561266
## [265,] -0.0672480098
## [266,] -0.1520886711
## [267,] -0.0709616996
## [268,] 0.0459550336
## [269,] 0.0401505134
## [270,] -0.0241939850
## [271,] -0.0617564402
## [272,] -0.1090383099
## [273,] -0.0156735332
## [274,] 0.0288154243
## [275,] -0.0131857628
## [276,] 0.0558986978
## [277,] 0.1655027724
## [278,] 0.1723987669
## [279,] 0.1658065594
## [280,] 0.1649155476
## [281,] 0.0998324061
## [282,] 0.1348067838
## [283,] 0.1012510738
## [284,] 0.1229216671
## [285,] 0.0164052267
## [286,] -0.0790544509
## [287,] -0.0002348545
## [288,] -0.0845766240
## [289,] -0.0264230399
## [290,] -0.0194735941
## [291,] -0.0097610867
## [292,] -0.0682028711
## [293,] -0.0166625841
## [294,] -0.0832005212
## [295,] -0.1238453785
## [296,] -0.0568820827
## [297,] 0.0273797758
## [298,] 0.0009683294
## [299,] -0.0639417718
## [300,] -0.0047140830
## [301,] -0.0037053591
## [302,] -0.0492280625
## [303,] -0.0158548536
## [304,] -0.0158548536
## [305,] -0.1783511015
## [306,] 0.0047920014
## [307,] -0.0696399979
## [308,] -0.0167884566
## [309,] 0.0661118759
## [310,] 0.0309073896
## [311,] -0.0182070173
## [312,] 0.0038479216
## [313,] 0.0337815847
## [314,] -0.0306675971
## [315,] 0.0251023487
## [316,] 0.0842881561
## [317,] 0.0447509385
## [318,] 0.0500567907
## [319,] 0.0390109015
## [320,] -0.0199686685
## [321,] -0.0334528113
## [322,] 0.0992652933
## [323,] 0.0632569866
## [324,] 0.1155168197
## [325,] 0.0225870148
## [326,] 0.0310768600
## [327,] 0.0025703489
## [328,] 0.0231203756
## [329,] 0.0341510063
## [330,] 0.0021756027
## [331,] 0.0152186340
## [332,] 0.0019499124
## [333,] 0.0560277725
## [334,] -0.0095148809
## [335,] -0.0375061511
## [336,] -0.0462506134
## [337,] -0.0119088323
## [338,] -0.0038981469
## [339,] -0.0183321015
## [340,] 0.0307565795
## [341,] 0.0269535718
## [342,] -0.0033368004
## [343,] 0.0198344897
## [344,] -0.0333331515
## [345,] -0.0469921975
## [346,] 0.0483184175
## [347,] 0.0545593333
## [348,] -0.0374443665
## [349,] -0.0469233359
## [350,] -0.0237699328
## [351,] -0.0371747373
## [352,] -0.0415150875
## [353,] -0.0430412960
## [354,] -0.0366545808
## [355,] -0.0284126300
## [356,] -0.0092977720
## [357,] -0.0101553527
## [358,] -0.0278763864
## [359,] 0.0067249226
## [360,] 0.0372878011
## [361,] 0.0200508662
## [362,] 0.0056920867
## [363,] -0.0478923343
## [364,] 0.0116100203
## [365,] 0.0057534678
## [366,] -0.0224421901
## [367,] 0.0419678203
## [368,] 0.1074850409
## [369,] -0.0242062478
## [370,] -0.1160230796
## [371,] -0.1389691656
## [372,] -0.0169554562
## [373,] 0.0127296797
## [374,] -0.0018427352
## [375,] -0.0339156767
## [376,] -0.0466866934
## [377,] -0.0719519595
## [378,] 0.0180200948
## [379,] -0.0078739699
## [380,] 0.1674960502
## [381,] -0.0685858911
## [382,] -0.0582163591
## [383,] -0.0425312415
## [384,] -0.0850530928
## [385,] -0.0544292956
## [386,] -0.0156613623
## [387,] -0.0793920805
## [388,] -0.0156203887
## [389,] -0.0165866849
## [390,] -0.0260888526
## [391,] -0.0734855308
## [392,] -0.0458931160
## [393,] 0.0067524921
## [394,] 0.0432497613
## [395,] 0.0378510039
## [396,] 0.0251354023
## [397,] -0.0800850562
## [398,] -0.0268496254
## [399,] -0.0060902028
## [400,] -0.1466127888
## [401,] -0.1460197500
## [402,] -0.0564767970
## [403,] -0.0743931174
## [404,] -0.0422752128
## [405,] 0.0426563613
## [406,] -0.0083087590
## [407,] -0.0733961562
## [408,] 0.0064121187
## [409,] 0.0180582234
## [410,] -0.0231921793
## [411,] 0.0200330701
## [412,] -0.0573363225
## [413,] -0.0495406121
## [414,] -0.0632851066
## [415,] -0.0951107772
## [416,] -0.0215216089
## [417,] -0.0842815133
## [418,] 0.0363179653
## [419,] -0.0736583906
## [420,] -0.0300089111
## [421,] -0.0780462970
## [422,] -0.0311145442
## [423,] -0.0574317400
## [424,] -0.0447492140
## [425,] -0.0664682547
## [426,] -0.0256106972
## [427,] -0.0640532517
## [428,] -0.0233194631
## [429,] -0.0552411815
## [430,] -0.0690133562
## [431,] -0.0082758094
## [432,] -0.0243917352
## [433,] -0.1058369553
## [434,] -0.1132406136
## [435,] -0.0044321849
## [436,] -0.0688888617
## [437,] -0.0469647889
## [438,] -0.0561290420
## [439,] -0.0805602105
## [440,] 0.0251176578
## [441,] -0.0100980270
## [442,] -0.0151676882
## [443,] -0.0389153266
## [444,] -0.1513353307
## [445,] 0.0143757154
## [446,] -0.1978329915
## [447,] -0.1010603070
## [448,] 0.0359186755
## [449,] -0.0381679984
## [450,] -0.1203400661
## [451,] -0.0939406559
## [452,] -0.0804217201
## [453,] -0.0924380845
## [454,] 0.0044082235
## [455,] -0.0021270856
## [456,] 0.0069479206
## [457,] 0.0014022420
## [458,] -0.0166166320
## [459,] -0.1277912720
## [460,] -0.1467776049
## [461,] -0.0850613940
## [462,] -0.1280325575
## [463,] -0.0990052906
## [464,] -0.0484837799
## [465,] -0.0222997175
## [466,] 0.1349503394
## [467,] 0.0110923609
## [468,] 0.0331276036
## [469,] 0.0699116501
## [470,] -0.0404342064
## [471,] -0.0027103635
## [472,] -0.0238969965
## [473,] -0.1524904796
## [474,] -0.1440145241
## [475,] -0.0671201482
## [476,] -0.1175141065
## [477,] -0.0280523255
## [478,] -0.1158030355
## [479,] -0.2035199142
## [480,] -0.1325594827
## [481,] -0.1135154079
## [482,] -0.0795265362
## [483,] -0.0759804788
## [484,] -0.1387211739
## [485,] -0.0889430968
## [486,] -0.0602478917
## [487,] -0.1125662219
## [488,] -0.0611988053
## [489,] -0.1807266591
## [490,] -0.0512885051
## [491,] -0.0832829219
## [492,] -0.0897295388
## [493,] -0.0612662279
## [494,] -0.0443042881
## [495,] -0.1231784673
## [496,] -0.0480457150
## [497,] -0.0829916836
## [498,] -0.0650424511
## [499,] -0.0987763769
## [500,] 6.1764707830
## [501,] 0.6283147105
## [502,] 0.6342186242
## [503,] 0.2491698156
## [504,] -0.0660685709
## [505,] -0.0714524735
## [506,] -0.0013234466
## [507,] -0.1642913568
## [508,] -0.0509489243
## [509,] -0.0465545469
## [510,] 1.2006143867
## [511,] -0.1025852270
## [512,] -0.0660663520
## [513,] -0.0283280239
## [514,] -0.1449499276
## [515,] -0.1864967237
## [516,] -0.0663584886
## [517,] 0.0874565639pca$sdev^2#varianza## [1] 6.353907e+04 4.054369e+03 2.121816e+03 2.728532e+02 3.008339e+01
## [6] 1.463921e+01 9.900818e+00 5.732704e+00 2.756244e+00 9.516251e-01
## [11] 8.353983e-02#Se observan los datos que contiene cada componente
#pca$rotation contiene los coeficiente de las componentes en función de las variables originales
#pca$x contiene los coeficiente de las componentes en función de las observaciones originales
#pca$sdev^2 contiene los coeficiente de las componentes en función de las varianzas
Gráfica de los coeficientes de las componentes y variables originales
#Variables sobre las componentes
plot(pca$rotation[,1],pca$rotation[,2], main = "Variables sobre las componentes",xlab = "Componente 1", ylab = "Componente 2", col="blue",pch=19,xlim = c(-0.5, 1.5),ylim = c(-0.5, 1.5))
text(pca$rotation[,1], pca$rotation[,2],
labels = row.names(pca$rotation),cex = 1, pos = 3, col = "red")
#Si los ángulos entre esas dos puntos,desde el origen , es cercano a cero significa que existe una relación directa.
De las 11 Variables, 8 tienen relacion directa con “DMC”
#Observaciones sobre las componentes
plot(pca$x[,1],pca$x[,2], main = "Observaciones sobre las componentes",xlab = "Componente 1", ylab = "Componente 2", col="blue",pch=19, xlim = c(-150,150))
# Asignamos las etiquetas
text(pca$x[,1], pca$x[,2],
labels = row.names(pca$x),cex = 0.6, pos = 2, col = "red")
#De las 90 observaciones, la mayorìa se encuentra agrupada en el
componente 1
Biplot
biplot(x = pca, scale = 0, cex = 0.6, col = c("blue4", "brown3"))## Warning in arrows(0, 0, y[, 1L] * 0.8, y[, 2L] * 0.8, col = col[2L], length =
## arrow.len): zero-length arrow is of indeterminate angle and so skipped
Gráfico de la varianza explicada por cada componente
#elevamos las desviaciones para obtener las varianzas #dividimos para la suma total de varianza
var=pca$sdev^2
prop=var/sum(var) #GRAFICA
barp=barplot(prop,col = "deepskyblue4")
text(barp, c(0.2,0.2,0.2,0.2), labels = round(prop,3))
# La primera componente explica el PCA en un 90% de la varianza total de
las variables originales
CONSLUSION
#Existen variables que estan relacionadas entre sì, por lo que se avizora multicolinealidad. Asì mismo vale la pena conservar los datos del componente 1 ya que conservan mayir varianza lo que Facilita examinar la distribución de los datos y cómo se agrupan.