# install necessary package
library(tidyverse)
## Warning: package 'tidyverse' was built under R version 4.5.3
## Warning: package 'readr' was built under R version 4.5.3
## Warning: package 'forcats' was built under R version 4.5.3
## Warning: package 'lubridate' was built under R version 4.5.3
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.2.0 ✔ readr 2.2.0
## ✔ forcats 1.0.1 ✔ stringr 1.6.0
## ✔ ggplot2 4.0.2 ✔ tibble 3.3.1
## ✔ lubridate 1.9.5 ✔ tidyr 1.3.2
## ✔ purrr 1.2.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(flexclust)
## Warning: package 'flexclust' was built under R version 4.5.3
library(dbscan)
## Warning: package 'dbscan' was built under R version 4.5.3
##
## Attaching package: 'dbscan'
##
## The following object is masked from 'package:stats':
##
## as.dendrogram
library(meanShiftR)
library(e1071)
## Warning: package 'e1071' was built under R version 4.5.3
##
## Attaching package: 'e1071'
##
## The following object is masked from 'package:flexclust':
##
## bclust
##
## The following object is masked from 'package:ggplot2':
##
## element
library(cluster)
## Warning: package 'cluster' was built under R version 4.5.3
library(fpc)
## Warning: package 'fpc' was built under R version 4.5.3
##
## Attaching package: 'fpc'
##
## The following object is masked from 'package:dbscan':
##
## dbscan
library(mclust)
## Warning: package 'mclust' was built under R version 4.5.3
## Package 'mclust' version 6.1.2
## Type 'citation("mclust")' for citing this R package in publications.
##
## Attaching package: 'mclust'
##
## The following object is masked from 'package:dplyr':
##
## count
##
## The following object is masked from 'package:purrr':
##
## map
# Load dataset
data <- read.csv("C:\\Users\\zahir\\Downloads\\heart.csv")
str(data)
## 'data.frame': 1025 obs. of 14 variables:
## $ age : int 52 53 70 61 62 58 58 55 46 54 ...
## $ sex : int 1 1 1 1 0 0 1 1 1 1 ...
## $ cp : int 0 0 0 0 0 0 0 0 0 0 ...
## $ trestbps: int 125 140 145 148 138 100 114 160 120 122 ...
## $ chol : int 212 203 174 203 294 248 318 289 249 286 ...
## $ fbs : int 0 1 0 0 1 0 0 0 0 0 ...
## $ restecg : int 1 0 1 1 1 0 2 0 0 0 ...
## $ thalach : int 168 155 125 161 106 122 140 145 144 116 ...
## $ exang : int 0 1 1 0 0 0 0 1 0 1 ...
## $ oldpeak : num 1 3.1 2.6 0 1.9 1 4.4 0.8 0.8 3.2 ...
## $ slope : int 2 0 0 2 1 1 0 1 2 1 ...
## $ ca : int 2 0 0 1 3 0 3 1 0 2 ...
## $ thal : int 3 3 3 3 2 2 1 3 3 2 ...
## $ target : num 0.23 0.37 0.24 0.28 0.21 0.78 0.37 0.17 0.25 0.23 ...
head(data)
## age sex cp trestbps chol fbs restecg thalach exang oldpeak slope ca thal
## 1 52 1 0 125 212 0 1 168 0 1.0 2 2 3
## 2 53 1 0 140 203 1 0 155 1 3.1 0 0 3
## 3 70 1 0 145 174 0 1 125 1 2.6 0 0 3
## 4 61 1 0 148 203 0 1 161 0 0.0 2 1 3
## 5 62 0 0 138 294 1 1 106 0 1.9 1 3 2
## 6 58 0 0 100 248 0 0 122 0 1.0 1 0 2
## target
## 1 0.23
## 2 0.37
## 3 0.24
## 4 0.28
## 5 0.21
## 6 0.78
summary(data)
## age sex cp trestbps
## Min. :29.00 Min. :0.0000 Min. :0.0000 Min. : 94.0
## 1st Qu.:48.00 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:120.0
## Median :56.00 Median :1.0000 Median :1.0000 Median :130.0
## Mean :54.43 Mean :0.6956 Mean :0.9424 Mean :131.6
## 3rd Qu.:61.00 3rd Qu.:1.0000 3rd Qu.:2.0000 3rd Qu.:140.0
## Max. :77.00 Max. :1.0000 Max. :3.0000 Max. :200.0
## chol fbs restecg thalach
## Min. :126 Min. :0.0000 Min. :0.0000 Min. : 71.0
## 1st Qu.:211 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.:132.0
## Median :240 Median :0.0000 Median :1.0000 Median :152.0
## Mean :246 Mean :0.1493 Mean :0.5298 Mean :149.1
## 3rd Qu.:275 3rd Qu.:0.0000 3rd Qu.:1.0000 3rd Qu.:166.0
## Max. :564 Max. :1.0000 Max. :2.0000 Max. :202.0
## exang oldpeak slope ca
## Min. :0.0000 Min. :0.000 Min. :0.000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.000 1st Qu.:1.000 1st Qu.:0.0000
## Median :0.0000 Median :0.800 Median :1.000 Median :0.0000
## Mean :0.3366 Mean :1.072 Mean :1.385 Mean :0.7541
## 3rd Qu.:1.0000 3rd Qu.:1.800 3rd Qu.:2.000 3rd Qu.:1.0000
## Max. :1.0000 Max. :6.200 Max. :2.000 Max. :4.0000
## thal target
## Min. :0.000 Min. :0.1000
## 1st Qu.:2.000 1st Qu.:0.2600
## Median :2.000 Median :0.7100
## Mean :2.324 Mean :0.5364
## 3rd Qu.:3.000 3rd Qu.:0.8100
## Max. :3.000 Max. :0.9000
# Cek missing value
colSums(is.na(data))
## age sex cp trestbps chol fbs restecg thalach
## 0 0 0 0 0 0 0 0
## exang oldpeak slope ca thal target
## 0 0 0 0 0 0
# Scaling
data_scaled <- scale(data)
data_scaled <- as.data.frame(data_scaled)
data_scaled
## age sex cp trestbps chol fbs
## 1 -0.26830561 0.6611813 -0.91530860 -0.37745126 -0.65901038 -0.4186735
## 2 -0.15807986 0.6611813 -0.91530860 0.47887354 -0.83345431 2.3861656
## 3 1.71575790 0.6611813 -0.91530860 0.76431513 -1.39555140 -0.4186735
## 4 0.72372615 0.6611813 -0.91530860 0.93558009 -0.83345431 -0.4186735
## 5 0.83395190 -1.5109689 -0.91530860 0.36469690 0.93036760 2.3861656
## 6 0.39304890 -1.5109689 -0.91530860 -1.80465926 0.03876532 -0.4186735
## 7 0.39304890 0.6611813 -0.91530860 -1.00542278 1.39555140 -0.4186735
## 8 0.06237164 0.6611813 -0.91530860 1.62063993 0.83345431 -0.4186735
## 9 -0.92966011 0.6611813 -0.91530860 -0.66289286 0.05814798 -0.4186735
## 10 -0.04785411 0.6611813 -0.91530860 -0.54871622 0.77530633 -0.4186735
## 11 1.82598365 -1.5109689 -0.91530860 -1.11959942 -1.88011786 -0.4186735
## 12 -1.26033736 -1.5109689 -0.91530860 0.02216698 1.84135255 2.3861656
## 13 -2.25236912 -1.5109689 0.05590394 -0.77706950 -0.69777570 -0.4186735
## 14 -0.37853136 0.6611813 -0.91530860 0.47887354 1.00789824 -0.4186735
## 15 -0.26830561 0.6611813 -0.91530860 -0.20618630 -0.81407165 2.3861656
## 16 -2.25236912 -1.5109689 0.05590394 -0.77706950 -0.69777570 -0.4186735
## 17 -0.37853136 -1.5109689 1.02711648 0.47887354 1.20172482 -0.4186735
## 18 -0.04785411 0.6611813 -0.91530860 -0.43453958 0.38765317 -0.4186735
## 19 -0.48875711 -1.5109689 0.05590394 -0.66289286 -0.03876532 -0.4186735
## 20 0.39304890 0.6611813 1.02711648 0.47887354 -0.67839304 2.3861656
## 21 0.61350040 0.6611813 1.02711648 0.47887354 -1.18234216 -0.4186735
## 22 1.38508065 -1.5109689 -0.91530860 -1.46212934 -0.44580114 -0.4186735
## 23 -1.03988586 0.6611813 -0.91530860 -1.57630598 -0.73654102 -0.4186735
## 24 0.94417765 -1.5109689 1.02711648 0.19343194 0.11629595 -0.4186735
## 25 -1.37056311 -1.5109689 1.02711648 -0.66289286 -0.71715836 -0.4186735
## 26 0.72372615 -1.5109689 -0.91530860 0.76431513 1.18234216 -0.4186735
## 27 -1.15011161 0.6611813 1.02711648 -0.09200966 -0.25197456 -0.4186735
## 28 0.39304890 -1.5109689 0.05590394 0.25052026 1.41493406 2.3861656
## 29 0.17259739 0.6611813 1.02711648 -0.09200966 0.19382658 2.3861656
## 30 0.06237164 -1.5109689 -0.91530860 2.76240633 1.56999533 -0.4186735
## 31 -1.15011161 0.6611813 -0.91530860 -0.66289286 -1.49246469 -0.4186735
## 32 -0.48875711 -1.5109689 0.05590394 -0.66289286 -0.03876532 -0.4186735
## 33 0.28282315 0.6611813 -0.91530860 -0.09200966 -2.22900571 -0.4186735
## 34 1.71575790 0.6611813 1.02711648 1.62063993 0.44580114 -0.4186735
## 35 -0.48875711 0.6611813 1.02711648 -0.14909798 -0.96913292 -0.4186735
## 36 -0.92966011 0.6611813 1.02711648 1.04975673 -0.29073988 -0.4186735
## 37 -0.37853136 0.6611813 1.99832902 -0.37745126 -0.63962773 -0.4186735
## 38 0.50327465 0.6611813 -0.91530860 0.36469690 0.48456646 -0.4186735
## 39 1.05440340 0.6611813 -0.91530860 -0.20618630 0.32950519 -0.4186735
## 40 0.28282315 0.6611813 1.02711648 -0.20618630 -0.32950519 -0.4186735
## 41 1.16462915 -1.5109689 1.02711648 1.62063993 2.20962305 -0.4186735
## 42 -0.04785411 0.6611813 1.02711648 -0.66289286 0.23259190 -0.4186735
## 43 0.72372615 -1.5109689 -0.91530860 -0.09200966 1.62814330 -0.4186735
## 44 -0.92966011 0.6611813 -0.91530860 -0.66289286 0.05814798 -0.4186735
## 45 0.06237164 -1.5109689 0.05590394 0.02216698 1.86073520 -0.4186735
## 46 -1.37056311 0.6611813 -0.91530860 0.47887354 -0.38765317 -0.4186735
## 47 -1.48078886 0.6611813 0.05590394 0.19343194 -0.83345431 -0.4186735
## 48 1.27485490 -1.5109689 -0.91530860 2.64822969 -0.34888785 2.3861656
## 49 1.27485490 -1.5109689 1.02711648 0.82140345 0.62024507 -0.4186735
## 50 0.61350040 0.6611813 -0.91530860 -0.83415782 -0.31012253 2.3861656
## 51 0.39304890 -1.5109689 1.99832902 1.04975673 0.71715836 2.3861656
## 52 0.28282315 -1.5109689 -0.91530860 0.47887354 -0.09691329 -0.4186735
## 53 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 54 -0.59898286 0.6611813 1.02711648 -0.66289286 -1.12419419 -0.4186735
## 55 0.06237164 0.6611813 -0.91530860 0.47887354 -0.56209709 -0.4186735
## 56 0.06237164 0.6611813 -0.91530860 0.47887354 -0.56209709 -0.4186735
## 57 0.17259739 0.6611813 1.99832902 -0.66289286 -1.02728089 -0.4186735
## 58 -0.70920861 0.6611813 0.05590394 -0.09200966 -0.01938266 -0.4186735
## 59 1.38508065 0.6611813 1.02711648 1.16393337 -0.65901038 -0.4186735
## 60 0.28282315 0.6611813 0.05590394 1.27811001 -0.27135722 -0.4186735
## 61 -2.80349787 0.6611813 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 62 1.27485490 -1.5109689 1.02711648 0.82140345 0.62024507 -0.4186735
## 63 1.38508065 0.6611813 -0.91530860 -1.80465926 1.02728089 -0.4186735
## 64 0.50327465 0.6611813 1.02711648 1.04975673 -0.65901038 2.3861656
## 65 -2.80349787 0.6611813 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 66 0.50327465 0.6611813 1.99832902 2.19152313 0.81407165 -0.4186735
## 67 -0.15807986 0.6611813 1.02711648 -0.09200966 -0.94975026 2.3861656
## 68 -1.37056311 0.6611813 -0.91530860 0.25052026 1.33740343 -0.4186735
## 69 -1.92169187 -1.5109689 1.02711648 -0.66289286 -0.60086241 -0.4186735
## 70 0.83395190 -1.5109689 -0.91530860 1.62063993 -1.58937799 -0.4186735
## 71 0.50327465 0.6611813 -0.91530860 2.19152313 1.55061267 -0.4186735
## 72 0.72372615 0.6611813 -0.91530860 0.47887354 -0.75592368 -0.4186735
## 73 0.17259739 0.6611813 -0.91530860 -0.37745126 0.05814798 2.3861656
## 74 0.50327465 0.6611813 -0.91530860 0.47887354 -1.33740343 -0.4186735
## 75 -0.70920861 0.6611813 -0.91530860 -0.09200966 0.19382658 2.3861656
## 76 -0.81943436 0.6611813 1.02711648 0.36469690 0.21320924 -0.4186735
## 77 -0.70920861 0.6611813 1.02711648 -0.43453958 0.17444393 2.3861656
## 78 0.94417765 0.6611813 -0.91530860 0.47887354 -1.14357684 -0.4186735
## 79 -0.26830561 0.6611813 0.05590394 0.13634362 -0.87221963 -0.4186735
## 80 -0.26830561 0.6611813 0.05590394 0.13634362 -0.87221963 -0.4186735
## 81 -0.48875711 0.6611813 1.02711648 0.47887354 -0.25197456 -0.4186735
## 82 -0.59898286 0.6611813 1.02711648 -0.77706950 -1.88011786 -0.4186735
## 83 -0.92966011 0.6611813 1.02711648 1.04975673 -0.29073988 -0.4186735
## 84 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 85 -1.92169187 -1.5109689 1.02711648 -0.66289286 -0.60086241 -0.4186735
## 86 -1.15011161 0.6611813 0.05590394 -0.66289286 -0.50394912 -0.4186735
## 87 0.39304890 0.6611813 1.02711648 0.47887354 -0.67839304 2.3861656
## 88 0.50327465 -1.5109689 -0.91530860 2.41987641 0.05814798 -0.4186735
## 89 0.83395190 -1.5109689 -0.91530860 0.47887354 0.42641848 -0.4186735
## 90 1.49530640 0.6611813 -0.91530860 0.70722681 -1.02728089 2.3861656
## 91 -0.04785411 -1.5109689 1.02711648 -1.34795270 0.40703583 -0.4186735
## 92 0.83395190 -1.5109689 -0.91530860 -0.43453958 -0.71715836 -0.4186735
## 93 0.94417765 0.6611813 -0.91530860 0.47887354 -1.14357684 -0.4186735
## 94 -1.15011161 0.6611813 -0.91530860 -0.66289286 -1.49246469 -0.4186735
## 95 0.83395190 0.6611813 0.05590394 -0.20618630 -0.73654102 2.3861656
## 96 -1.03988586 -1.5109689 -0.91530860 0.36469690 -0.19382658 -0.4186735
## 97 0.28282315 -1.5109689 -0.91530860 -0.20618630 1.10481153 -0.4186735
## 98 -0.15807986 0.6611813 -0.91530860 -0.49162790 0.69777570 -0.4186735
## 99 1.16462915 0.6611813 -0.91530860 -1.23377606 0.03876532 -0.4186735
## 100 2.37711241 -1.5109689 1.02711648 0.47887354 -0.94975026 -0.4186735
## 101 -1.26033736 -1.5109689 1.02711648 -0.54871622 -0.63962773 -0.4186735
## 102 0.28282315 0.6611813 1.02711648 1.04975673 -2.32591900 2.3861656
## 103 -0.04785411 0.6611813 0.05590394 -1.34795270 1.22110748 -0.4186735
## 104 -0.81943436 0.6611813 1.02711648 0.36469690 0.21320924 -0.4186735
## 105 -0.26830561 0.6611813 1.99832902 -0.77706950 -1.16295950 -0.4186735
## 106 -0.81943436 0.6611813 -0.91530860 -1.23377606 0.56209709 -0.4186735
## 107 -0.37853136 0.6611813 -0.91530860 0.47887354 1.02728089 -0.4186735
## 108 0.83395190 0.6611813 0.05590394 -0.66289286 0.67839304 -0.4186735
## 109 -1.59101461 0.6611813 -0.91530860 1.16393337 -0.44580114 -0.4186735
## 110 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.77530633 -0.4186735
## 111 -1.15011161 0.6611813 -0.91530860 -1.23377606 -0.94975026 -0.4186735
## 112 -0.15807986 0.6611813 -0.91530860 0.59305018 -0.38765317 -0.4186735
## 113 -0.70920861 0.6611813 -0.91530860 -0.09200966 0.19382658 2.3861656
## 114 0.28282315 0.6611813 -0.91530860 -1.23377606 1.72505660 -0.4186735
## 115 0.50327465 0.6611813 1.02711648 -0.32036294 -0.54271443 2.3861656
## 116 0.72372615 -1.5109689 -0.91530860 0.76431513 1.18234216 -0.4186735
## 117 0.94417765 0.6611813 -0.91530860 -0.09200966 0.15506127 -0.4186735
## 118 -1.26033736 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 119 -2.80349787 0.6611813 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 120 -1.37056311 0.6611813 0.05590394 -0.66289286 0.94975026 -0.4186735
## 121 -0.04785411 0.6611813 0.05590394 -1.34795270 1.22110748 -0.4186735
## 122 -1.15011161 0.6611813 -0.91530860 -0.66289286 -1.49246469 -0.4186735
## 123 0.61350040 0.6611813 -0.91530860 0.76431513 0.69777570 -0.4186735
## 124 1.16462915 -1.5109689 1.02711648 0.47887354 3.31443458 2.3861656
## 125 0.72372615 0.6611813 -0.91530860 -0.66289286 0.27135722 -0.4186735
## 126 0.61350040 -1.5109689 1.99832902 1.04975673 -0.11629595 -0.4186735
## 127 1.27485490 0.6611813 -0.91530860 -0.66289286 1.08542887 -0.4186735
## 128 -0.15807986 0.6611813 1.02711648 -0.09200966 -0.94975026 2.3861656
## 129 -0.26830561 0.6611813 1.02711648 0.36469690 -0.44580114 -0.4186735
## 130 0.28282315 0.6611813 -0.91530860 0.47887354 -1.04666355 -0.4186735
## 131 0.61350040 -1.5109689 1.99832902 1.04975673 -0.11629595 -0.4186735
## 132 -0.37853136 -1.5109689 1.02711648 -0.09200966 0.19382658 -0.4186735
## 133 -1.48078886 0.6611813 0.05590394 0.19343194 -0.83345431 -0.4186735
## 134 -0.48875711 0.6611813 1.02711648 -0.14909798 -0.96913292 -0.4186735
## 135 -0.04785411 0.6611813 0.05590394 -1.34795270 1.22110748 -0.4186735
## 136 0.39304890 -1.5109689 -0.91530860 2.19152313 -0.40703583 2.3861656
## 137 0.06237164 -1.5109689 0.05590394 0.02216698 1.86073520 -0.4186735
## 138 1.05440340 -1.5109689 -0.91530860 2.76240633 1.53123001 -0.4186735
## 139 -0.81943436 0.6611813 1.02711648 0.36469690 0.21320924 -0.4186735
## 140 -1.48078886 0.6611813 0.05590394 -1.23377606 -0.21320924 -0.4186735
## 141 0.28282315 0.6611813 -0.91530860 1.16393337 0.54271443 -0.4186735
## 142 0.94417765 -1.5109689 -0.91530860 -0.43453958 -0.94975026 -0.4186735
## 143 0.72372615 0.6611813 1.99832902 0.13634362 -0.23259190 -0.4186735
## 144 -2.25236912 0.6611813 1.99832902 -0.77706950 -1.24049014 -0.4186735
## 145 -0.81943436 0.6611813 -0.91530860 -1.11959942 -0.81407165 -0.4186735
## 146 -1.59101461 0.6611813 -0.91530860 -1.23377606 -1.53123001 -0.4186735
## 147 -0.37853136 -1.5109689 1.02711648 -0.66289286 0.94975026 -0.4186735
## 148 -1.48078886 0.6611813 -0.91530860 -1.23377606 -1.43431672 -0.4186735
## 149 -0.26830561 0.6611813 1.99832902 1.16393337 1.00789824 2.3861656
## 150 -1.70124036 0.6611813 1.02711648 0.47887354 1.45369938 -0.4186735
## 151 0.39304890 0.6611813 -0.91530860 -1.00542278 1.39555140 -0.4186735
## 152 -0.04785411 0.6611813 0.05590394 3.44746617 0.71715836 -0.4186735
## 153 0.39304890 0.6611813 -0.91530860 -0.37745126 1.04666355 -0.4186735
## 154 -0.04785411 0.6611813 1.02711648 -0.66289286 0.23259190 -0.4186735
## 155 0.94417765 0.6611813 -0.91530860 -0.09200966 1.62814330 2.3861656
## 156 -0.04785411 0.6611813 0.05590394 -1.34795270 1.22110748 -0.4186735
## 157 -1.59101461 0.6611813 1.99832902 0.47887354 -0.91098494 -0.4186735
## 158 -0.04785411 0.6611813 1.02711648 -0.66289286 0.23259190 -0.4186735
## 159 1.38508065 -1.5109689 1.02711648 -0.94833446 6.16368536 -0.4186735
## 160 -1.48078886 0.6611813 0.05590394 -0.66289286 -1.72505660 -0.4186735
## 161 2.48733816 0.6611813 -0.91530860 -0.37745126 1.12419419 -0.4186735
## 162 -0.37853136 0.6611813 1.02711648 -1.80465926 -0.46518380 -0.4186735
## 163 2.48733816 0.6611813 -0.91530860 -0.37745126 1.12419419 -0.4186735
## 164 -0.70920861 0.6611813 -0.91530860 -0.43453958 0.54271443 -0.4186735
## 165 0.17259739 0.6611813 -0.91530860 -0.37745126 0.05814798 2.3861656
## 166 0.50327465 0.6611813 -0.91530860 2.19152313 1.55061267 -0.4186735
## 167 0.17259739 0.6611813 -0.91530860 0.02216698 -1.20172482 -0.4186735
## 168 0.28282315 -1.5109689 -0.91530860 -0.66289286 2.09332710 -0.4186735
## 169 -1.26033736 0.6611813 1.02711648 -0.09200966 1.33740343 -0.4186735
## 170 -1.03988586 -1.5109689 0.05590394 -1.11959942 -1.66690862 -0.4186735
## 171 -1.26033736 0.6611813 -0.91530860 1.04975673 0.01938266 -0.4186735
## 172 0.17259739 0.6611813 -0.91530860 -0.09200966 0.71715836 2.3861656
## 173 0.17259739 0.6611813 0.05590394 -0.66289286 -0.11629595 -0.4186735
## 174 -1.70124036 -1.5109689 1.02711648 -2.14718918 -0.91098494 -0.4186735
## 175 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 176 0.17259739 -1.5109689 -0.91530860 3.90417273 0.81407165 2.3861656
## 177 0.17259739 0.6611813 -0.91530860 -0.09200966 0.71715836 2.3861656
## 178 1.05440340 0.6611813 -0.91530860 -0.66289286 0.00000000 -0.4186735
## 179 -1.15011161 0.6611813 -0.91530860 -1.23377606 -0.94975026 -0.4186735
## 180 0.17259739 -1.5109689 -0.91530860 0.13634362 3.15937332 -0.4186735
## 181 0.94417765 0.6611813 -0.91530860 0.47887354 -1.14357684 -0.4186735
## 182 1.05440340 0.6611813 1.99832902 -1.23377606 -0.67839304 -0.4186735
## 183 0.61350040 0.6611813 -0.91530860 0.47887354 0.91098494 -0.4186735
## 184 -1.37056311 0.6611813 1.02711648 -0.09200966 -1.27925545 -0.4186735
## 185 -1.03988586 0.6611813 0.05590394 -0.20618630 1.20172482 -0.4186735
## 186 0.28282315 0.6611813 -0.91530860 1.90608153 0.83345431 2.3861656
## 187 -1.59101461 0.6611813 -0.91530860 -1.23377606 -1.53123001 -0.4186735
## 188 0.17259739 0.6611813 -0.91530860 -0.37745126 0.05814798 2.3861656
## 189 0.94417765 0.6611813 -0.91530860 -0.09200966 0.15506127 -0.4186735
## 190 1.05440340 0.6611813 1.02711648 -0.37745126 1.22110748 -0.4186735
## 191 -1.48078886 0.6611813 1.02711648 -1.11959942 0.07753063 -0.4186735
## 192 0.17259739 0.6611813 0.05590394 -0.09200966 -0.48456646 -0.4186735
## 193 1.38508065 -1.5109689 1.02711648 -0.94833446 6.16368536 -0.4186735
## 194 1.60553215 0.6611813 1.99832902 1.62063993 -0.23259190 2.3861656
## 195 1.38508065 0.6611813 -0.91530860 1.62063993 0.77530633 -0.4186735
## 196 0.50327465 0.6611813 1.02711648 1.04975673 -0.65901038 2.3861656
## 197 0.39304890 0.6611813 -0.91530860 -1.80465926 -0.23259190 -0.4186735
## 198 -1.03988586 0.6611813 -0.91530860 -0.94833446 0.27135722 -0.4186735
## 199 0.61350040 -1.5109689 1.02711648 -1.69048262 1.39555140 -0.4186735
## 200 -0.48875711 0.6611813 -0.91530860 0.70722681 -0.89160229 -0.4186735
## 201 0.83395190 -1.5109689 -0.91530860 -0.43453958 -0.71715836 -0.4186735
## 202 -2.25236912 0.6611813 1.99832902 -0.77706950 -1.24049014 -0.4186735
## 203 -0.26830561 0.6611813 1.99832902 1.16393337 1.00789824 2.3861656
## 204 1.05440340 0.6611813 1.99832902 2.19152313 -0.36827051 -0.4186735
## 205 1.27485490 -1.5109689 1.02711648 0.82140345 0.62024507 -0.4186735
## 206 -1.37056311 0.6611813 1.99832902 0.93558009 -0.03876532 -0.4186735
## 207 0.50327465 0.6611813 1.02711648 -0.32036294 -0.54271443 2.3861656
## 208 -1.48078886 0.6611813 1.02711648 -1.11959942 0.07753063 -0.4186735
## 209 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 210 0.83395190 0.6611813 0.05590394 -0.66289286 0.67839304 -0.4186735
## 211 -1.37056311 0.6611813 1.02711648 -0.66289286 -0.11629595 2.3861656
## 212 1.38508065 0.6611813 -0.91530860 -1.80465926 1.02728089 -0.4186735
## 213 -0.48875711 0.6611813 -0.91530860 1.04975673 -0.05814798 -0.4186735
## 214 -1.26033736 0.6611813 1.02711648 -0.09200966 1.33740343 -0.4186735
## 215 -1.03988586 0.6611813 0.05590394 -0.20618630 1.20172482 -0.4186735
## 216 -0.59898286 0.6611813 0.05590394 -0.09200966 0.38765317 -0.4186735
## 217 1.16462915 0.6611813 -0.91530860 0.19343194 0.15506127 -0.4186735
## 218 -1.48078886 0.6611813 0.05590394 -0.66289286 -1.72505660 -0.4186735
## 219 -0.92966011 0.6611813 -0.91530860 0.47887354 1.25987279 -0.4186735
## 220 -0.04785411 0.6611813 -0.91530860 -0.54871622 0.77530633 -0.4186735
## 221 0.28282315 -1.5109689 0.05590394 -0.09200966 -0.19382658 -0.4186735
## 222 0.94417765 0.6611813 -0.91530860 -0.09200966 0.15506127 -0.4186735
## 223 1.05440340 0.6611813 1.99832902 -1.23377606 -0.67839304 -0.4186735
## 224 -1.70124036 -1.5109689 1.02711648 -2.14718918 -0.91098494 -0.4186735
## 225 -0.37853136 0.6611813 -0.91530860 0.47887354 0.29073988 -0.4186735
## 226 -0.04785411 0.6611813 1.02711648 1.04975673 -0.27135722 -0.4186735
## 227 -0.59898286 0.6611813 1.02711648 -0.77706950 -1.88011786 -0.4186735
## 228 -1.15011161 -1.5109689 1.02711648 -0.77706950 -0.07753063 -0.4186735
## 229 -0.26830561 0.6611813 0.05590394 -0.20618630 -0.79468899 2.3861656
## 230 1.27485490 -1.5109689 -0.91530860 2.64822969 -0.34888785 2.3861656
## 231 0.39304890 0.6611813 -0.91530860 -0.37745126 1.04666355 -0.4186735
## 232 0.17259739 0.6611813 0.05590394 -0.66289286 -0.19382658 -0.4186735
## 233 0.61350040 0.6611813 -0.91530860 -0.37745126 0.23259190 -0.4186735
## 234 -1.48078886 -1.5109689 0.05590394 -0.32036294 1.16295950 -0.4186735
## 235 -0.59898286 -1.5109689 -0.91530860 -0.09200966 0.44580114 -0.4186735
## 236 1.05440340 0.6611813 1.99832902 2.19152313 -0.36827051 -0.4186735
## 237 -0.59898286 0.6611813 1.02711648 -0.77706950 -1.88011786 -0.4186735
## 238 0.28282315 0.6611813 0.05590394 -0.43453958 0.29073988 -0.4186735
## 239 0.61350040 0.6611813 -0.91530860 -0.83415782 -0.31012253 2.3861656
## 240 0.83395190 -1.5109689 -0.91530860 1.04975673 -0.03876532 -0.4186735
## 241 -0.04785411 -1.5109689 0.05590394 0.02216698 0.81407165 2.3861656
## 242 1.38508065 0.6611813 1.02711648 1.16393337 -0.65901038 -0.4186735
## 243 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 244 0.61350040 0.6611813 1.02711648 0.47887354 -1.18234216 -0.4186735
## 245 -0.37853136 0.6611813 1.02711648 -0.37745126 -0.01938266 2.3861656
## 246 -1.15011161 0.6611813 0.05590394 -0.09200966 -0.52333178 -0.4186735
## 247 -0.04785411 0.6611813 0.05590394 3.44746617 0.71715836 -0.4186735
## 248 -0.92966011 0.6611813 -0.91530860 0.47887354 1.25987279 -0.4186735
## 249 -1.70124036 -1.5109689 1.02711648 0.36469690 -0.50394912 -0.4186735
## 250 -1.37056311 0.6611813 1.02711648 -0.09200966 -1.27925545 -0.4186735
## 251 -0.81943436 0.6611813 -0.91530860 -1.23377606 0.56209709 -0.4186735
## 252 -1.03988586 -1.5109689 0.05590394 -1.11959942 -1.66690862 -0.4186735
## 253 0.06237164 0.6611813 -0.91530860 0.02216698 2.07394445 -0.4186735
## 254 0.28282315 0.6611813 -0.91530860 1.90608153 0.83345431 2.3861656
## 255 -2.14214337 0.6611813 -0.91530860 -0.66289286 -0.93036760 -0.4186735
## 256 0.83395190 -1.5109689 -0.91530860 0.47887354 2.86863344 -0.4186735
## 257 -2.14214337 -1.5109689 -0.91530860 0.36469690 -1.22110748 -0.4186735
## 258 1.05440340 -1.5109689 -0.91530860 2.76240633 1.53123001 -0.4186735
## 259 -1.81146611 0.6611813 1.99832902 -0.66289286 -0.29073988 -0.4186735
## 260 1.27485490 0.6611813 -0.91530860 -0.66289286 1.08542887 -0.4186735
## 261 -1.15011161 0.6611813 1.02711648 -0.66289286 -0.38765317 -0.4186735
## 262 -0.04785411 0.6611813 1.02711648 1.04975673 -0.27135722 -0.4186735
## 263 -0.70920861 0.6611813 -0.91530860 -0.54871622 -0.46518380 -0.4186735
## 264 0.06237164 -1.5109689 0.05590394 0.02216698 1.86073520 -0.4186735
## 265 0.39304890 -1.5109689 -0.91530860 2.19152313 -0.40703583 2.3861656
## 266 -1.03988586 0.6611813 -0.91530860 -1.57630598 -0.73654102 -0.4186735
## 267 -0.15807986 0.6611813 -0.91530860 -0.49162790 0.69777570 -0.4186735
## 268 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.17444393 -0.4186735
## 269 0.39304890 0.6611813 1.02711648 0.02216698 -0.42641848 -0.4186735
## 270 1.82598365 -1.5109689 1.02711648 -1.23377606 0.36827051 2.3861656
## 271 -1.26033736 0.6611813 -0.91530860 -1.23377606 -0.67839304 -0.4186735
## 272 -1.15011161 0.6611813 0.05590394 -0.66289286 0.32950519 -0.4186735
## 273 -1.70124036 -1.5109689 1.02711648 0.36469690 -0.50394912 -0.4186735
## 274 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.77530633 -0.4186735
## 275 1.27485490 0.6611813 -0.91530860 1.62063993 -0.34888785 -0.4186735
## 276 0.17259739 0.6611813 -0.91530860 -0.09200966 0.71715836 2.3861656
## 277 0.28282315 0.6611813 -0.91530860 0.02216698 -0.75592368 -0.4186735
## 278 -1.15011161 0.6611813 0.05590394 -0.09200966 -0.52333178 -0.4186735
## 279 0.06237164 0.6611813 -0.91530860 1.62063993 0.83345431 -0.4186735
## 280 -1.48078886 -1.5109689 0.05590394 -1.51921766 -0.93036760 -0.4186735
## 281 -1.03988586 -1.5109689 0.05590394 -0.09200966 -0.23259190 -0.4186735
## 282 -2.14214337 0.6611813 0.05590394 -0.54871622 -1.04666355 -0.4186735
## 283 -1.48078886 -1.5109689 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 284 1.05440340 0.6611813 1.99832902 -1.23377606 -0.67839304 -0.4186735
## 285 0.39304890 0.6611813 1.02711648 0.02216698 -0.42641848 -0.4186735
## 286 1.82598365 -1.5109689 1.02711648 -1.23377606 0.36827051 2.3861656
## 287 1.05440340 -1.5109689 1.02711648 0.47887354 1.29863811 -0.4186735
## 288 1.82598365 -1.5109689 0.05590394 1.62063993 1.08542887 -0.4186735
## 289 0.39304890 -1.5109689 1.02711648 -0.66289286 1.82196989 -0.4186735
## 290 -1.59101461 0.6611813 -0.91530860 1.16393337 -0.44580114 -0.4186735
## 291 -0.26830561 0.6611813 1.02711648 0.36469690 -0.44580114 -0.4186735
## 292 0.39304890 0.6611813 -0.91530860 -0.20618630 0.25197456 -0.4186735
## 293 0.72372615 0.6611813 1.02711648 1.04975673 -0.05814798 2.3861656
## 294 0.50327465 0.6611813 1.02711648 1.04975673 -0.65901038 2.3861656
## 295 0.17259739 -1.5109689 -0.91530860 3.90417273 0.81407165 2.3861656
## 296 1.38508065 0.6611813 -0.91530860 -1.80465926 1.02728089 -0.4186735
## 297 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.17444393 -0.4186735
## 298 0.39304890 0.6611813 -0.91530860 1.04975673 0.46518380 -0.4186735
## 299 -2.14214337 0.6611813 0.05590394 -0.54871622 -1.04666355 -0.4186735
## 300 -0.26830561 0.6611813 0.05590394 -0.66289286 1.53123001 -0.4186735
## 301 -0.92966011 -1.5109689 0.05590394 -1.51921766 -0.81407165 -0.4186735
## 302 -0.37853136 0.6611813 1.02711648 -2.14718918 -0.36827051 -0.4186735
## 303 0.06237164 -1.5109689 0.05590394 0.02216698 1.86073520 -0.4186735
## 304 0.61350040 0.6611813 -0.91530860 0.76431513 0.69777570 -0.4186735
## 305 -0.26830561 -1.5109689 1.02711648 0.25052026 -0.96913292 -0.4186735
## 306 0.83395190 0.6611813 -0.91530860 -0.66289286 0.40703583 -0.4186735
## 307 -1.15011161 -1.5109689 1.02711648 -0.77706950 -0.07753063 -0.4186735
## 308 -1.15011161 0.6611813 0.05590394 -0.66289286 -0.50394912 -0.4186735
## 309 0.50327465 0.6611813 1.02711648 -0.32036294 -0.54271443 2.3861656
## 310 0.17259739 -1.5109689 0.05590394 0.47887354 0.93036760 -0.4186735
## 311 0.72372615 0.6611813 -0.91530860 -0.66289286 0.27135722 -0.4186735
## 312 -0.70920861 0.6611813 -0.91530860 -0.09200966 0.19382658 2.3861656
## 313 1.71575790 0.6611813 1.02711648 1.62063993 0.44580114 -0.4186735
## 314 2.15666090 -1.5109689 0.05590394 -0.66289286 0.44580114 -0.4186735
## 315 -1.59101461 0.6611813 1.99832902 0.47887354 -0.91098494 -0.4186735
## 316 -1.37056311 0.6611813 1.99832902 0.93558009 -0.03876532 -0.4186735
## 317 1.05440340 -1.5109689 1.02711648 0.47887354 1.29863811 -0.4186735
## 318 0.94417765 -1.5109689 1.02711648 0.19343194 0.11629595 -0.4186735
## 319 0.50327465 0.6611813 -0.91530860 0.47887354 -1.33740343 -0.4186735
## 320 -0.15807986 -1.5109689 1.02711648 -0.20618630 -0.58147975 -0.4186735
## 321 -0.15807986 -1.5109689 -0.91530860 -0.09200966 0.34888785 -0.4186735
## 322 -0.70920861 -1.5109689 1.02711648 -0.09200966 0.56209709 -0.4186735
## 323 -1.03988586 0.6611813 -0.91530860 0.59305018 1.22110748 -0.4186735
## 324 1.27485490 0.6611813 0.05590394 1.62063993 0.00000000 -0.4186735
## 325 -0.70920861 0.6611813 0.05590394 -0.09200966 -0.01938266 -0.4186735
## 326 0.17259739 -1.5109689 0.05590394 0.47887354 0.93036760 -0.4186735
## 327 -0.04785411 0.6611813 0.05590394 3.44746617 0.71715836 -0.4186735
## 328 0.28282315 0.6611813 -0.91530860 1.04975673 0.58147975 -0.4186735
## 329 1.71575790 0.6611813 -0.91530860 -0.09200966 1.47308204 -0.4186735
## 330 -0.15807986 -1.5109689 1.02711648 -0.20618630 -0.58147975 -0.4186735
## 331 -1.92169187 -1.5109689 1.02711648 -0.66289286 -0.60086241 -0.4186735
## 332 0.94417765 -1.5109689 -0.91530860 -1.34795270 0.44580114 -0.4186735
## 333 -1.92169187 0.6611813 1.02711648 -0.09200966 0.07753063 -0.4186735
## 334 -0.04785411 -1.5109689 1.02711648 -1.23377606 -0.62024507 -0.4186735
## 335 0.61350040 0.6611813 -0.91530860 -0.09200966 -0.77530633 -0.4186735
## 336 0.39304890 0.6611813 -0.91530860 1.04975673 0.46518380 -0.4186735
## 337 0.28282315 0.6611813 1.02711648 1.04975673 -2.32591900 2.3861656
## 338 -0.04785411 0.6611813 1.02711648 -0.37745126 0.52333178 -0.4186735
## 339 0.17259739 0.6611813 1.02711648 -0.09200966 0.19382658 2.3861656
## 340 0.61350040 0.6611813 -0.91530860 -0.09200966 0.13567861 -0.4186735
## 341 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 342 -1.15011161 0.6611813 1.02711648 -0.66289286 -0.38765317 -0.4186735
## 343 1.16462915 -1.5109689 1.02711648 1.33519833 0.44580114 -0.4186735
## 344 -0.26830561 0.6611813 1.02711648 2.30569977 -0.91098494 2.3861656
## 345 -1.48078886 0.6611813 0.05590394 -0.66289286 -1.72505660 -0.4186735
## 346 1.27485490 0.6611813 0.05590394 1.62063993 0.00000000 -0.4186735
## 347 -0.48875711 0.6611813 -0.91530860 1.04975673 -0.05814798 -0.4186735
## 348 -0.04785411 -1.5109689 1.02711648 -1.34795270 0.40703583 -0.4186735
## 349 -1.26033736 0.6611813 -0.91530860 0.02216698 0.01938266 2.3861656
## 350 0.83395190 -1.5109689 1.02711648 -0.09200966 0.32950519 -0.4186735
## 351 1.27485490 0.6611813 -0.91530860 -0.66289286 1.08542887 -0.4186735
## 352 -0.48875711 0.6611813 -0.91530860 0.70722681 -0.89160229 -0.4186735
## 353 0.28282315 0.6611813 -0.91530860 -1.23377606 1.72505660 -0.4186735
## 354 0.28282315 0.6611813 -0.91530860 -1.23377606 -0.87221963 -0.4186735
## 355 0.28282315 0.6611813 0.05590394 -0.43453958 0.29073988 -0.4186735
## 356 -0.92966011 -1.5109689 -0.91530860 0.36469690 -0.05814798 -0.4186735
## 357 0.50327465 0.6611813 -0.91530860 1.84899321 -1.35678609 2.3861656
## 358 1.38508065 0.6611813 -0.91530860 1.62063993 0.77530633 -0.4186735
## 359 0.50327465 0.6611813 1.99832902 0.13634362 -0.81407165 -0.4186735
## 360 -0.15807986 -1.5109689 1.02711648 -0.20618630 -0.58147975 -0.4186735
## 361 -0.70920861 0.6611813 -0.91530860 -0.54871622 -0.46518380 -0.4186735
## 362 0.83395190 0.6611813 1.02711648 -0.09200966 -0.29073988 -0.4186735
## 363 -1.26033736 -1.5109689 1.02711648 -0.54871622 -0.63962773 -0.4186735
## 364 -0.15807986 0.6611813 1.02711648 -0.09200966 0.00000000 2.3861656
## 365 0.28282315 -1.5109689 0.05590394 -0.09200966 -0.19382658 -0.4186735
## 366 -0.15807986 0.6611813 1.02711648 -0.09200966 0.00000000 2.3861656
## 367 0.39304890 0.6611813 1.02711648 -1.11959942 -0.31012253 -0.4186735
## 368 -0.70920861 0.6611813 0.05590394 -1.23377606 -0.32950519 -0.4186735
## 369 0.39304890 0.6611813 1.02711648 -1.51921766 -0.11629595 -0.4186735
## 370 -0.37853136 0.6611813 1.02711648 -1.23377606 -1.37616874 -0.4186735
## 371 -1.26033736 -1.5109689 -0.91530860 0.02216698 1.84135255 2.3861656
## 372 0.06237164 0.6611813 -0.91530860 0.02216698 2.07394445 -0.4186735
## 373 -0.04785411 -1.5109689 1.02711648 -1.23377606 -0.62024507 -0.4186735
## 374 0.39304890 0.6611813 0.05590394 -0.66289286 0.73654102 -0.4186735
## 375 -0.92966011 -1.5109689 1.02711648 0.59305018 -1.33740343 -0.4186735
## 376 1.27485490 0.6611813 -0.91530860 1.62063993 -0.34888785 -0.4186735
## 377 0.50327465 0.6611813 0.05590394 0.47887354 -0.48456646 -0.4186735
## 378 1.05440340 -1.5109689 -0.91530860 -0.09200966 1.10481153 -0.4186735
## 379 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.17444393 -0.4186735
## 380 -0.26830561 0.6611813 1.99832902 -0.77706950 -1.16295950 -0.4186735
## 381 0.39304890 0.6611813 -0.91530860 0.82140345 -0.54271443 -0.4186735
## 382 0.39304890 0.6611813 1.02711648 0.02216698 -0.42641848 -0.4186735
## 383 0.50327465 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 384 0.39304890 0.6611813 -0.91530860 1.04975673 0.46518380 -0.4186735
## 385 -2.14214337 0.6611813 -0.91530860 -0.32036294 0.69777570 -0.4186735
## 386 -0.37853136 0.6611813 1.02711648 -1.23377606 -1.37616874 -0.4186735
## 387 -1.37056311 -1.5109689 1.02711648 -0.66289286 -0.71715836 -0.4186735
## 388 2.48733816 0.6611813 -0.91530860 -0.37745126 1.12419419 -0.4186735
## 389 1.05440340 0.6611813 -0.91530860 -0.66289286 0.00000000 -0.4186735
## 390 0.94417765 0.6611813 1.99832902 0.76431513 -0.25197456 2.3861656
## 391 0.39304890 -1.5109689 0.05590394 0.25052026 1.41493406 2.3861656
## 392 -1.03988586 0.6611813 1.99832902 -1.23377606 0.34888785 -0.4186735
## 393 -0.37853136 0.6611813 1.02711648 -1.23377606 -1.37616874 -0.4186735
## 394 0.83395190 -1.5109689 -0.91530860 1.62063993 -1.58937799 -0.4186735
## 395 0.94417765 0.6611813 -0.91530860 -0.09200966 1.62814330 2.3861656
## 396 1.27485490 -1.5109689 1.02711648 0.82140345 0.62024507 -0.4186735
## 397 1.49530640 0.6611813 1.02711648 2.76240633 0.54271443 2.3861656
## 398 -1.59101461 0.6611813 -0.91530860 -1.23377606 -1.53123001 -0.4186735
## 399 1.27485490 0.6611813 -0.91530860 1.62063993 -0.34888785 -0.4186735
## 400 0.94417765 0.6611813 1.99832902 0.76431513 -0.25197456 2.3861656
## 401 -0.59898286 0.6611813 1.02711648 -0.66289286 -1.12419419 -0.4186735
## 402 1.82598365 -1.5109689 -0.91530860 -1.11959942 -1.88011786 -0.4186735
## 403 1.71575790 0.6611813 0.05590394 1.39228665 -0.01938266 -0.4186735
## 404 -0.92966011 -1.5109689 0.05590394 -1.51921766 -0.81407165 -0.4186735
## 405 0.72372615 0.6611813 -0.91530860 0.47887354 -0.75592368 -0.4186735
## 406 0.17259739 0.6611813 1.02711648 -0.09200966 0.19382658 2.3861656
## 407 0.39304890 0.6611813 1.02711648 0.47887354 -0.67839304 2.3861656
## 408 0.39304890 0.6611813 -0.91530860 -1.80465926 -0.23259190 -0.4186735
## 409 -0.92966011 -1.5109689 -0.91530860 0.36469690 -0.05814798 -0.4186735
## 410 -0.92966011 0.6611813 1.02711648 1.04975673 -0.29073988 -0.4186735
## 411 -1.48078886 -1.5109689 0.05590394 -1.51921766 -0.93036760 -0.4186735
## 412 0.17259739 0.6611813 -0.91530860 -0.37745126 0.05814798 2.3861656
## 413 0.28282315 0.6611813 -0.91530860 1.04975673 0.58147975 -0.4186735
## 414 1.71575790 0.6611813 -0.91530860 -0.09200966 1.47308204 -0.4186735
## 415 0.50327465 0.6611813 1.99832902 2.19152313 0.81407165 -0.4186735
## 416 -1.48078886 -1.5109689 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 417 -0.04785411 0.6611813 1.02711648 -0.37745126 0.52333178 -0.4186735
## 418 -0.26830561 0.6611813 1.02711648 0.36469690 -0.44580114 -0.4186735
## 419 0.83395190 -1.5109689 -0.91530860 -0.43453958 -0.71715836 -0.4186735
## 420 1.16462915 -1.5109689 1.02711648 1.62063993 2.20962305 -0.4186735
## 421 0.28282315 -1.5109689 -0.91530860 -0.20618630 1.10481153 -0.4186735
## 422 -1.37056311 -1.5109689 -0.91530860 -1.69048262 0.36827051 -0.4186735
## 423 0.28282315 -1.5109689 -0.91530860 -0.66289286 2.09332710 -0.4186735
## 424 0.39304890 -1.5109689 0.05590394 0.25052026 1.41493406 2.3861656
## 425 -1.03988586 0.6611813 -0.91530860 0.59305018 1.22110748 -0.4186735
## 426 -0.37853136 -1.5109689 -0.91530860 -0.09200966 1.14357684 -0.4186735
## 427 -0.04785411 -1.5109689 1.02711648 1.62063993 -0.87221963 -0.4186735
## 428 0.28282315 0.6611813 1.02711648 1.04975673 -1.51184735 -0.4186735
## 429 -1.26033736 0.6611813 -0.91530860 0.02216698 0.01938266 2.3861656
## 430 -0.81943436 0.6611813 1.02711648 -1.34795270 -0.05814798 -0.4186735
## 431 1.38508065 0.6611813 1.02711648 1.16393337 -0.65901038 -0.4186735
## 432 1.16462915 -1.5109689 -0.91530860 1.04975673 -0.40703583 -0.4186735
## 433 0.61350040 -1.5109689 1.02711648 -1.69048262 1.39555140 -0.4186735
## 434 -1.92169187 0.6611813 1.02711648 -0.09200966 0.07753063 -0.4186735
## 435 -1.48078886 -1.5109689 1.02711648 -1.11959942 0.42641848 -0.4186735
## 436 0.28282315 -1.5109689 -0.91530860 -0.66289286 2.09332710 -0.4186735
## 437 0.50327465 -1.5109689 -0.91530860 2.41987641 0.05814798 -0.4186735
## 438 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.32950519 -0.4186735
## 439 -0.81943436 0.6611813 1.02711648 -0.09200966 0.13567861 -0.4186735
## 440 0.39304890 0.6611813 0.05590394 -0.66289286 0.73654102 -0.4186735
## 441 0.83395190 -1.5109689 -0.91530860 1.04975673 -0.03876532 -0.4186735
## 442 0.61350040 0.6611813 -0.91530860 0.47887354 0.91098494 -0.4186735
## 443 0.28282315 0.6611813 -0.91530860 1.16393337 0.54271443 -0.4186735
## 444 0.28282315 0.6611813 1.02711648 1.04975673 -1.51184735 -0.4186735
## 445 -0.81943436 0.6611813 1.02711648 -0.09200966 0.13567861 -0.4186735
## 446 -0.26830561 0.6611813 0.05590394 -0.20618630 -0.79468899 2.3861656
## 447 -0.15807986 0.6611813 1.02711648 -0.09200966 0.00000000 2.3861656
## 448 0.06237164 0.6611813 -0.91530860 1.62063993 0.83345431 -0.4186735
## 449 -0.37853136 -1.5109689 1.02711648 -0.66289286 0.94975026 -0.4186735
## 450 -0.26830561 0.6611813 -0.91530860 -1.11959942 -0.31012253 -0.4186735
## 451 0.94417765 -1.5109689 -0.91530860 1.04975673 3.12060800 -0.4186735
## 452 -0.59898286 -1.5109689 0.05590394 0.13634362 0.48456646 -0.4186735
## 453 1.27485490 -1.5109689 -0.91530860 2.64822969 -0.34888785 2.3861656
## 454 -0.59898286 -1.5109689 0.05590394 0.13634362 0.48456646 -0.4186735
## 455 1.16462915 -1.5109689 -0.91530860 1.04975673 -0.40703583 -0.4186735
## 456 1.60553215 0.6611813 1.99832902 1.62063993 -0.23259190 2.3861656
## 457 -0.81943436 0.6611813 1.02711648 -1.34795270 -0.05814798 -0.4186735
## 458 -1.70124036 -1.5109689 1.02711648 0.36469690 -0.50394912 -0.4186735
## 459 -1.26033736 0.6611813 -0.91530860 1.04975673 0.01938266 -0.4186735
## 460 -0.37853136 0.6611813 -0.91530860 0.47887354 0.29073988 -0.4186735
## 461 1.60553215 0.6611813 1.02711648 0.47887354 0.15506127 -0.4186735
## 462 -0.70920861 0.6611813 1.02711648 -0.43453958 0.17444393 2.3861656
## 463 -0.26830561 0.6611813 1.99832902 -0.77706950 -1.16295950 -0.4186735
## 464 -1.26033736 0.6611813 -0.91530860 -1.23377606 -0.67839304 -0.4186735
## 465 1.38508065 -1.5109689 1.02711648 -0.94833446 6.16368536 -0.4186735
## 466 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 467 -1.15011161 0.6611813 0.05590394 -0.09200966 -0.52333178 -0.4186735
## 468 -0.81943436 0.6611813 -0.91530860 -1.23377606 0.56209709 -0.4186735
## 469 0.72372615 0.6611813 1.02711648 1.04975673 -0.05814798 2.3861656
## 470 1.38508065 0.6611813 -0.91530860 1.62063993 0.77530633 -0.4186735
## 471 0.61350040 -1.5109689 1.99832902 1.04975673 -0.11629595 -0.4186735
## 472 1.05440340 -1.5109689 1.02711648 0.47887354 1.29863811 -0.4186735
## 473 0.39304890 -1.5109689 -0.91530860 -0.09200966 -0.94975026 -0.4186735
## 474 -1.48078886 0.6611813 1.02711648 -0.09200966 -0.62024507 -0.4186735
## 475 -0.70920861 0.6611813 0.05590394 -1.23377606 -0.32950519 -0.4186735
## 476 0.28282315 0.6611813 1.02711648 1.04975673 -2.32591900 2.3861656
## 477 0.28282315 0.6611813 -0.91530860 1.90608153 0.83345431 2.3861656
## 478 0.28282315 0.6611813 1.02711648 -0.20618630 -0.32950519 -0.4186735
## 479 -1.70124036 0.6611813 1.02711648 0.47887354 1.45369938 -0.4186735
## 480 0.39304890 0.6611813 -0.91530860 -0.20618630 -0.58147975 -0.4186735
## 481 -0.37853136 -1.5109689 -0.91530860 -0.09200966 1.14357684 -0.4186735
## 482 0.94417765 -1.5109689 -0.91530860 1.04975673 3.12060800 -0.4186735
## 483 -0.37853136 0.6611813 -0.91530860 0.47887354 1.00789824 -0.4186735
## 484 -2.14214337 0.6611813 0.05590394 -0.54871622 -1.04666355 -0.4186735
## 485 1.16462915 0.6611813 -0.91530860 -1.23377606 0.03876532 -0.4186735
## 486 0.83395190 0.6611813 0.05590394 -0.66289286 0.67839304 -0.4186735
## 487 -1.48078886 0.6611813 -0.91530860 -1.23377606 -1.43431672 -0.4186735
## 488 1.16462915 0.6611813 -0.91530860 0.19343194 0.15506127 -0.4186735
## 489 -0.04785411 -1.5109689 0.05590394 0.02216698 0.81407165 2.3861656
## 490 0.72372615 0.6611813 1.02711648 1.04975673 -0.05814798 2.3861656
## 491 0.28282315 -1.5109689 -0.91530860 -0.20618630 1.10481153 -0.4186735
## 492 0.28282315 0.6611813 1.02711648 1.04975673 -1.51184735 -0.4186735
## 493 1.05440340 0.6611813 1.02711648 -0.37745126 1.22110748 -0.4186735
## 494 0.06237164 0.6611813 -0.91530860 0.02216698 2.07394445 -0.4186735
## 495 -0.37853136 0.6611813 1.02711648 -0.37745126 -0.01938266 2.3861656
## 496 0.50327465 0.6611813 -0.91530860 0.19343194 -0.23259190 -0.4186735
## 497 1.49530640 0.6611813 1.02711648 2.76240633 0.54271443 2.3861656
## 498 0.28282315 0.6611813 0.05590394 1.27811001 -0.27135722 -0.4186735
## 499 -0.04785411 0.6611813 -0.91530860 0.47887354 -0.13567861 -0.4186735
## 500 -0.92966011 -1.5109689 1.02711648 0.59305018 -1.33740343 -0.4186735
## 501 1.82598365 -1.5109689 -0.91530860 -1.11959942 -1.88011786 -0.4186735
## 502 -2.14214337 -1.5109689 -0.91530860 0.36469690 -1.22110748 -0.4186735
## 503 -0.92966011 -1.5109689 1.02711648 0.59305018 -1.33740343 -0.4186735
## 504 -1.03988586 -1.5109689 0.05590394 -0.09200966 -0.23259190 -0.4186735
## 505 -0.81943436 0.6611813 1.02711648 -1.34795270 -0.05814798 -0.4186735
## 506 -1.15011161 -1.5109689 1.02711648 -0.77706950 -0.07753063 -0.4186735
## 507 0.72372615 0.6611813 -0.91530860 -0.66289286 0.27135722 -0.4186735
## 508 -1.48078886 -1.5109689 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 509 0.17259739 -1.5109689 -0.91530860 3.90417273 0.81407165 2.3861656
## 510 0.06237164 -1.5109689 -0.91530860 2.76240633 1.56999533 -0.4186735
## 511 -0.04785411 -1.5109689 0.05590394 0.02216698 0.81407165 2.3861656
## 512 -1.26033736 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 513 -1.15011161 0.6611813 -0.91530860 -1.11959942 0.85283697 -0.4186735
## 514 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.77530633 -0.4186735
## 515 -1.15011161 0.6611813 0.05590394 -0.66289286 -0.50394912 -0.4186735
## 516 -0.59898286 0.6611813 1.02711648 -0.66289286 -1.12419419 -0.4186735
## 517 0.61350040 0.6611813 -0.91530860 -0.09200966 -0.77530633 -0.4186735
## 518 -1.48078886 -1.5109689 0.05590394 -1.51921766 -0.93036760 -0.4186735
## 519 -0.59898286 0.6611813 1.02711648 -0.66289286 -1.12419419 -0.4186735
## 520 0.72372615 0.6611813 -0.91530860 0.93558009 -0.83345431 -0.4186735
## 521 0.50327465 0.6611813 -0.91530860 0.47887354 -1.33740343 -0.4186735
## 522 0.39304890 0.6611813 0.05590394 -0.37745126 -0.50394912 -0.4186735
## 523 1.38508065 -1.5109689 1.02711648 1.16393337 0.60086241 -0.4186735
## 524 0.72372615 0.6611813 -0.91530860 0.93558009 -0.83345431 -0.4186735
## 525 0.39304890 0.6611813 1.02711648 -1.11959942 -0.31012253 -0.4186735
## 526 -0.37853136 -1.5109689 1.02711648 -0.09200966 0.19382658 -0.4186735
## 527 0.83395190 -1.5109689 -0.91530860 1.62063993 -1.58937799 -0.4186735
## 528 0.83395190 -1.5109689 -0.91530860 -0.43453958 -0.71715836 -0.4186735
## 529 0.50327465 0.6611813 1.99832902 2.64822969 0.46518380 -0.4186735
## 530 1.60553215 0.6611813 1.99832902 1.62063993 -0.23259190 2.3861656
## 531 0.61350040 -1.5109689 -0.91530860 1.04975673 0.23259190 -0.4186735
## 532 1.16462915 -1.5109689 1.02711648 1.33519833 0.44580114 -0.4186735
## 533 0.94417765 -1.5109689 -0.91530860 -0.43453958 -0.94975026 -0.4186735
## 534 -0.15807986 -1.5109689 -0.91530860 0.36469690 -0.23259190 -0.4186735
## 535 -0.04785411 -1.5109689 1.02711648 -1.34795270 0.40703583 -0.4186735
## 536 2.37711241 -1.5109689 1.02711648 0.47887354 -0.94975026 -0.4186735
## 537 -0.48875711 -1.5109689 1.02711648 -0.66289286 -0.52333178 -0.4186735
## 538 -0.26830561 0.6611813 0.05590394 -0.66289286 1.53123001 -0.4186735
## 539 -0.92966011 0.6611813 -0.91530860 -0.66289286 0.05814798 -0.4186735
## 540 1.05440340 0.6611813 1.99832902 2.19152313 -0.36827051 -0.4186735
## 541 0.39304890 0.6611813 -0.91530860 -0.20618630 0.25197456 -0.4186735
## 542 -1.15011161 0.6611813 1.02711648 0.47887354 -0.21320924 -0.4186735
## 543 0.83395190 -1.5109689 -0.91530860 0.47887354 2.86863344 -0.4186735
## 544 0.50327465 0.6611813 1.99832902 0.13634362 -0.81407165 -0.4186735
## 545 -0.04785411 0.6611813 1.02711648 -0.37745126 0.52333178 -0.4186735
## 546 -0.70920861 0.6611813 0.05590394 -1.23377606 -0.32950519 -0.4186735
## 547 1.71575790 0.6611813 -0.91530860 -0.09200966 1.47308204 -0.4186735
## 548 1.38508065 -1.5109689 -0.91530860 -1.46212934 -0.44580114 -0.4186735
## 549 -0.37853136 -1.5109689 1.02711648 -0.66289286 0.94975026 -0.4186735
## 550 1.49530640 0.6611813 1.02711648 -0.77706950 0.60086241 -0.4186735
## 551 1.60553215 0.6611813 1.02711648 0.47887354 0.15506127 -0.4186735
## 552 -0.04785411 0.6611813 -0.91530860 -0.54871622 0.77530633 -0.4186735
## 553 -1.26033736 -1.5109689 -0.91530860 0.02216698 1.84135255 2.3861656
## 554 -0.15807986 0.6611813 1.02711648 -0.09200966 -0.94975026 2.3861656
## 555 0.39304890 0.6611813 -0.91530860 -1.80465926 -0.23259190 -0.4186735
## 556 1.38508065 0.6611813 -0.91530860 -0.37745126 0.15506127 2.3861656
## 557 0.50327465 0.6611813 -0.91530860 0.47887354 -1.33740343 -0.4186735
## 558 -0.70920861 0.6611813 -0.91530860 -0.54871622 -0.46518380 -0.4186735
## 559 -1.70124036 -1.5109689 1.02711648 -2.14718918 -0.91098494 -0.4186735
## 560 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.17444393 -0.4186735
## 561 0.39304890 -1.5109689 -0.91530860 -0.09200966 -0.94975026 -0.4186735
## 562 1.16462915 -1.5109689 1.02711648 1.33519833 0.44580114 -0.4186735
## 563 -1.37056311 -1.5109689 1.02711648 -0.66289286 -0.71715836 -0.4186735
## 564 -1.15011161 0.6611813 -0.91530860 -1.11959942 0.85283697 -0.4186735
## 565 0.17259739 0.6611813 -0.91530860 0.02216698 -1.20172482 -0.4186735
## 566 -0.15807986 -1.5109689 -0.91530860 0.36469690 -0.23259190 -0.4186735
## 567 -0.48875711 -1.5109689 -0.91530860 -1.23377606 0.15506127 -0.4186735
## 568 -1.48078886 0.6611813 1.02711648 -0.09200966 -0.62024507 -0.4186735
## 569 -0.04785411 -1.5109689 1.02711648 1.62063993 -0.87221963 -0.4186735
## 570 -1.37056311 0.6611813 1.02711648 -0.66289286 -0.11629595 2.3861656
## 571 -0.04785411 -1.5109689 1.02711648 0.19343194 1.12419419 2.3861656
## 572 0.61350040 0.6611813 -0.91530860 0.76431513 0.69777570 -0.4186735
## 573 -2.25236912 0.6611813 1.99832902 -0.77706950 -1.24049014 -0.4186735
## 574 -1.15011161 0.6611813 -0.91530860 -1.11959942 0.85283697 -0.4186735
## 575 0.61350040 0.6611813 -0.91530860 -0.37745126 0.23259190 -0.4186735
## 576 -1.26033736 0.6611813 -0.91530860 1.04975673 0.01938266 -0.4186735
## 577 -0.26830561 0.6611813 1.99832902 1.16393337 1.00789824 2.3861656
## 578 1.71575790 0.6611813 -0.91530860 -0.09200966 1.47308204 -0.4186735
## 579 0.83395190 -1.5109689 -0.91530860 0.47887354 2.86863344 -0.4186735
## 580 0.39304890 0.6611813 -0.91530860 0.82140345 -0.54271443 -0.4186735
## 581 -0.92966011 0.6611813 0.05590394 -1.74757094 -0.94975026 2.3861656
## 582 -1.15011161 0.6611813 1.02711648 0.47887354 -0.21320924 -0.4186735
## 583 0.06237164 0.6611813 0.05590394 -0.09200966 0.31012253 -0.4186735
## 584 -1.26033736 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 585 0.06237164 0.6611813 -0.91530860 0.02216698 2.07394445 -0.4186735
## 586 -1.59101461 0.6611813 1.99832902 0.47887354 -0.91098494 -0.4186735
## 587 1.05440340 0.6611813 1.02711648 -0.37745126 1.22110748 -0.4186735
## 588 0.50327465 0.6611813 -0.91530860 1.84899321 -1.35678609 2.3861656
## 589 0.72372615 -1.5109689 -0.91530860 0.76431513 1.18234216 -0.4186735
## 590 -0.04785411 0.6611813 -0.91530860 -0.54871622 0.77530633 -0.4186735
## 591 2.15666090 -1.5109689 0.05590394 -0.66289286 0.44580114 -0.4186735
## 592 0.94417765 -1.5109689 -0.91530860 -1.34795270 0.44580114 -0.4186735
## 593 1.71575790 0.6611813 1.02711648 1.62063993 0.44580114 -0.4186735
## 594 0.94417765 -1.5109689 -0.91530860 -1.34795270 0.44580114 -0.4186735
## 595 1.05440340 0.6611813 -0.91530860 0.76431513 -0.65901038 -0.4186735
## 596 0.72372615 0.6611813 -0.91530860 0.93558009 -0.83345431 -0.4186735
## 597 0.50327465 0.6611813 0.05590394 0.47887354 -0.48456646 -0.4186735
## 598 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 599 0.39304890 0.6611813 0.05590394 -0.66289286 0.73654102 -0.4186735
## 600 0.94417765 -1.5109689 0.05590394 0.47887354 -0.98851558 -0.4186735
## 601 0.83395190 -1.5109689 1.02711648 -0.09200966 0.32950519 -0.4186735
## 602 -0.92966011 0.6611813 -0.91530860 0.47887354 1.25987279 -0.4186735
## 603 0.39304890 -1.5109689 1.02711648 -0.66289286 1.82196989 -0.4186735
## 604 0.94417765 -1.5109689 0.05590394 0.47887354 -0.98851558 -0.4186735
## 605 -0.81943436 0.6611813 1.02711648 -0.09200966 0.13567861 -0.4186735
## 606 1.82598365 -1.5109689 1.02711648 -1.23377606 0.36827051 2.3861656
## 607 1.27485490 0.6611813 -0.91530860 -1.11959942 -0.65901038 -0.4186735
## 608 -1.37056311 0.6611813 -0.91530860 0.25052026 1.33740343 -0.4186735
## 609 1.05440340 0.6611813 -0.91530860 0.76431513 -0.65901038 -0.4186735
## 610 0.06237164 -1.5109689 -0.91530860 2.76240633 1.56999533 -0.4186735
## 611 -1.26033736 -1.5109689 -0.91530860 0.02216698 1.84135255 2.3861656
## 612 0.06237164 -1.5109689 -0.91530860 -0.20618630 -0.79468899 -0.4186735
## 613 0.39304890 -1.5109689 -0.91530860 2.19152313 -0.40703583 2.3861656
## 614 0.06237164 0.6611813 -0.91530860 0.47887354 -0.56209709 -0.4186735
## 615 -0.37853136 -1.5109689 -0.91530860 -0.09200966 1.14357684 -0.4186735
## 616 -0.48875711 -1.5109689 1.02711648 -0.66289286 -0.52333178 -0.4186735
## 617 -1.26033736 0.6611813 -0.91530860 -0.94833446 1.10481153 -0.4186735
## 618 -1.48078886 -1.5109689 0.05590394 -0.32036294 1.16295950 -0.4186735
## 619 -0.59898286 0.6611813 0.05590394 -0.09200966 0.38765317 -0.4186735
## 620 1.16462915 0.6611813 -0.91530860 -1.23377606 0.03876532 -0.4186735
## 621 0.28282315 0.6611813 -0.91530860 1.16393337 0.54271443 -0.4186735
## 622 -0.70920861 0.6611813 -0.91530860 -0.09200966 0.19382658 2.3861656
## 623 0.83395190 -1.5109689 -0.91530860 0.36469690 0.93036760 2.3861656
## 624 0.72372615 0.6611813 1.99832902 0.13634362 -0.23259190 -0.4186735
## 625 0.50327465 0.6611813 1.99832902 2.64822969 0.46518380 -0.4186735
## 626 1.60553215 0.6611813 1.02711648 0.47887354 0.15506127 -0.4186735
## 627 0.39304890 0.6611813 1.02711648 0.02216698 -0.42641848 -0.4186735
## 628 -1.81146611 0.6611813 1.99832902 -0.66289286 -0.29073988 -0.4186735
## 629 1.60553215 -1.5109689 1.99832902 0.47887354 -0.13567861 -0.4186735
## 630 1.16462915 0.6611813 1.99832902 0.36469690 0.69777570 2.3861656
## 631 -1.03988586 0.6611813 1.99832902 -1.23377606 0.34888785 -0.4186735
## 632 -0.59898286 0.6611813 0.05590394 -0.09200966 0.38765317 -0.4186735
## 633 -1.03988586 -1.5109689 0.05590394 -0.09200966 -0.23259190 -0.4186735
## 634 0.72372615 0.6611813 -0.91530860 0.36469690 -1.55061267 -0.4186735
## 635 -0.26830561 0.6611813 -0.91530860 -0.37745126 -0.65901038 -0.4186735
## 636 -0.15807986 -1.5109689 -0.91530860 -0.09200966 0.34888785 -0.4186735
## 637 0.50327465 -1.5109689 -0.91530860 2.41987641 0.05814798 -0.4186735
## 638 0.39304890 -1.5109689 1.02711648 -0.66289286 1.82196989 -0.4186735
## 639 1.16462915 0.6611813 1.99832902 0.36469690 0.69777570 2.3861656
## 640 0.39304890 -1.5109689 -0.91530860 -0.09200966 -0.94975026 -0.4186735
## 641 -0.92966011 -1.5109689 -0.91530860 0.36469690 -0.05814798 -0.4186735
## 642 0.17259739 -1.5109689 -0.91530860 0.13634362 3.15937332 -0.4186735
## 643 1.05440340 0.6611813 -0.91530860 -0.20618630 0.32950519 -0.4186735
## 644 1.16462915 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 645 -1.15011161 0.6611813 1.02711648 -0.66289286 -0.38765317 -0.4186735
## 646 -0.48875711 0.6611813 -0.91530860 1.04975673 -0.05814798 -0.4186735
## 647 -0.81943436 0.6611813 1.02711648 -1.34795270 -0.05814798 -0.4186735
## 648 1.05440340 -1.5109689 -0.91530860 -0.09200966 1.10481153 -0.4186735
## 649 1.82598365 -1.5109689 -0.91530860 -1.11959942 -1.88011786 -0.4186735
## 650 -1.03988586 -1.5109689 0.05590394 -0.09200966 -0.23259190 -0.4186735
## 651 0.83395190 0.6611813 -0.91530860 -0.66289286 0.40703583 -0.4186735
## 652 -1.48078886 0.6611813 0.05590394 -0.66289286 -1.72505660 -0.4186735
## 653 1.27485490 -1.5109689 1.99832902 1.04975673 -0.38765317 -0.4186735
## 654 0.17259739 0.6611813 -0.91530860 -0.09200966 0.71715836 2.3861656
## 655 -1.48078886 -1.5109689 0.05590394 -0.32036294 1.16295950 -0.4186735
## 656 -1.48078886 0.6611813 0.05590394 -1.23377606 -0.21320924 -0.4186735
## 657 0.28282315 -1.5109689 0.05590394 -0.09200966 -0.19382658 -0.4186735
## 658 -1.70124036 -1.5109689 1.02711648 0.36469690 -0.50394912 -0.4186735
## 659 1.05440340 0.6611813 1.02711648 -0.37745126 1.22110748 -0.4186735
## 660 0.50327465 0.6611813 -0.91530860 0.36469690 0.48456646 -0.4186735
## 661 0.72372615 0.6611813 -0.91530860 0.36469690 -1.55061267 -0.4186735
## 662 0.39304890 0.6611813 -0.91530860 -1.00542278 1.39555140 -0.4186735
## 663 -0.81943436 0.6611813 -0.91530860 -1.11959942 -0.81407165 -0.4186735
## 664 0.39304890 -1.5109689 -0.91530860 -1.80465926 0.03876532 -0.4186735
## 665 1.27485490 -1.5109689 1.99832902 1.04975673 -0.38765317 -0.4186735
## 666 1.16462915 -1.5109689 1.02711648 0.47887354 3.31443458 2.3861656
## 667 -2.14214337 0.6611813 0.05590394 -0.54871622 -1.04666355 -0.4186735
## 668 0.28282315 0.6611813 0.05590394 -0.43453958 0.29073988 -0.4186735
## 669 -2.80349787 0.6611813 0.05590394 -0.09200966 -0.81407165 -0.4186735
## 670 1.27485490 0.6611813 0.05590394 1.62063993 0.00000000 -0.4186735
## 671 0.72372615 -1.5109689 -0.91530860 -0.09200966 1.62814330 -0.4186735
## 672 -0.26830561 0.6611813 -0.91530860 -0.37745126 -0.65901038 -0.4186735
## 673 1.49530640 0.6611813 1.02711648 -0.77706950 0.60086241 -0.4186735
## 674 -0.04785411 0.6611813 1.02711648 -0.66289286 0.23259190 -0.4186735
## 675 0.94417765 0.6611813 -0.91530860 -0.09200966 1.62814330 2.3861656
## 676 0.39304890 0.6611813 -0.91530860 -1.80465926 -0.23259190 -0.4186735
## 677 0.61350040 0.6611813 -0.91530860 -0.09200966 0.13567861 -0.4186735
## 678 0.94417765 0.6611813 -0.91530860 -0.09200966 0.15506127 -0.4186735
## 679 -1.48078886 -1.5109689 1.02711648 -1.11959942 0.42641848 -0.4186735
## 680 1.49530640 0.6611813 1.02711648 2.76240633 0.54271443 2.3861656
## 681 -1.37056311 0.6611813 0.05590394 -0.66289286 0.94975026 -0.4186735
## 682 0.50327465 0.6611813 -0.91530860 2.19152313 1.55061267 -0.4186735
## 683 0.50327465 0.6611813 -0.91530860 1.84899321 -1.35678609 2.3861656
## 684 -1.26033736 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 685 0.61350040 0.6611813 1.02711648 0.47887354 -1.18234216 -0.4186735
## 686 0.94417765 -1.5109689 -0.91530860 1.04975673 3.12060800 -0.4186735
## 687 -0.26830561 0.6611813 -0.91530860 -0.20618630 -0.81407165 2.3861656
## 688 0.39304890 0.6611813 -0.91530860 -0.37745126 1.04666355 -0.4186735
## 689 0.17259739 -1.5109689 -0.91530860 3.90417273 0.81407165 2.3861656
## 690 -0.04785411 -1.5109689 1.02711648 0.19343194 1.12419419 2.3861656
## 691 0.39304890 0.6611813 1.02711648 -1.51921766 -0.11629595 -0.4186735
## 692 0.06237164 -1.5109689 0.05590394 0.19343194 0.07753063 -0.4186735
## 693 -0.15807986 0.6611813 -0.91530860 0.47887354 -0.83345431 2.3861656
## 694 0.94417765 -1.5109689 0.05590394 0.47887354 -0.98851558 -0.4186735
## 695 -1.70124036 0.6611813 -0.91530860 -0.77706950 -0.52333178 -0.4186735
## 696 -2.14214337 0.6611813 -0.91530860 -0.32036294 0.69777570 -0.4186735
## 697 -0.48875711 -1.5109689 1.02711648 -0.66289286 -0.52333178 -0.4186735
## 698 1.38508065 0.6611813 1.02711648 1.16393337 -0.65901038 -0.4186735
## 699 1.27485490 0.6611813 -0.91530860 -1.11959942 -0.65901038 -0.4186735
## 700 -2.14214337 0.6611813 -0.91530860 -0.32036294 0.69777570 -0.4186735
## 701 -1.48078886 0.6611813 1.02711648 -0.09200966 -0.62024507 -0.4186735
## 702 -2.14214337 0.6611813 -0.91530860 -0.66289286 -0.93036760 -0.4186735
## 703 1.82598365 -1.5109689 0.05590394 1.62063993 1.08542887 -0.4186735
## 704 0.28282315 0.6611813 -0.91530860 -1.23377606 -0.87221963 -0.4186735
## 705 -0.37853136 0.6611813 1.02711648 -2.14718918 -0.36827051 -0.4186735
## 706 0.39304890 0.6611813 -0.91530860 -0.20618630 -0.58147975 -0.4186735
## 707 0.28282315 0.6611813 1.02711648 -0.20618630 -0.32950519 -0.4186735
## 708 0.17259739 -1.5109689 0.05590394 0.47887354 0.93036760 -0.4186735
## 709 0.61350040 -1.5109689 1.02711648 -0.66289286 -1.31802077 2.3861656
## 710 -1.03988586 0.6611813 1.99832902 -1.23377606 0.34888785 -0.4186735
## 711 0.17259739 0.6611813 0.05590394 -0.09200966 -0.48456646 -0.4186735
## 712 -2.14214337 0.6611813 -0.91530860 -0.66289286 -0.93036760 -0.4186735
## 713 -1.03988586 -1.5109689 0.05590394 -1.11959942 -1.66690862 -0.4186735
## 714 1.27485490 -1.5109689 1.99832902 1.04975673 -0.38765317 -0.4186735
## 715 -0.37853136 0.6611813 1.99832902 -0.37745126 -0.63962773 -0.4186735
## 716 1.71575790 0.6611813 0.05590394 1.39228665 -0.01938266 -0.4186735
## 717 0.06237164 -1.5109689 -0.91530860 -0.20618630 -0.79468899 -0.4186735
## 718 0.17259739 0.6611813 1.02711648 -0.09200966 0.19382658 2.3861656
## 719 0.06237164 -1.5109689 0.05590394 0.19343194 0.07753063 -0.4186735
## 720 -0.26830561 0.6611813 -0.91530860 -1.34795270 -0.25197456 2.3861656
## 721 1.05440340 0.6611813 1.02711648 0.47887354 1.72505660 -0.4186735
## 722 -1.03988586 0.6611813 -0.91530860 -0.94833446 0.27135722 -0.4186735
## 723 1.38508065 -1.5109689 1.02711648 1.16393337 0.60086241 -0.4186735
## 724 1.49530640 -1.5109689 1.02711648 -0.66289286 -0.67839304 -0.4186735
## 725 2.15666090 -1.5109689 0.05590394 -0.66289286 0.44580114 -0.4186735
## 726 0.61350040 -1.5109689 -0.91530860 1.04975673 0.23259190 -0.4186735
## 727 -0.70920861 0.6611813 -0.91530860 -0.43453958 0.54271443 -0.4186735
## 728 0.17259739 0.6611813 0.05590394 -0.09200966 -0.48456646 -0.4186735
## 729 -0.92966011 0.6611813 -0.91530860 0.47887354 1.25987279 -0.4186735
## 730 0.06237164 -1.5109689 0.05590394 0.19343194 0.07753063 -0.4186735
## 731 -1.15011161 0.6611813 0.05590394 -0.66289286 -0.50394912 -0.4186735
## 732 -0.26830561 0.6611813 -0.91530860 -1.11959942 -0.31012253 -0.4186735
## 733 -0.37853136 0.6611813 1.02711648 -2.14718918 -0.36827051 -0.4186735
## 734 -1.15011161 -1.5109689 1.02711648 -1.34795270 -2.03517913 -0.4186735
## 735 -0.26830561 0.6611813 -0.91530860 -0.20618630 -0.81407165 2.3861656
## 736 -0.48875711 0.6611813 1.02711648 -0.14909798 -0.96913292 -0.4186735
## 737 0.50327465 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 738 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.32950519 -0.4186735
## 739 0.39304890 0.6611813 -0.91530860 -0.37745126 1.04666355 -0.4186735
## 740 -0.26830561 0.6611813 -0.91530860 -0.20618630 0.17444393 -0.4186735
## 741 -1.15011161 0.6611813 1.02711648 0.47887354 -0.21320924 -0.4186735
## 742 -1.48078886 -1.5109689 1.02711648 -1.11959942 0.42641848 -0.4186735
## 743 0.94417765 0.6611813 -0.91530860 -0.09200966 1.62814330 2.3861656
## 744 0.39304890 0.6611813 0.05590394 -0.37745126 -0.50394912 -0.4186735
## 745 0.61350040 -1.5109689 1.02711648 -1.69048262 1.39555140 -0.4186735
## 746 -0.37853136 0.6611813 1.02711648 -1.80465926 -0.46518380 -0.4186735
## 747 1.05440340 0.6611813 1.02711648 0.47887354 1.72505660 -0.4186735
## 748 0.61350040 0.6611813 -0.91530860 -0.83415782 -0.31012253 2.3861656
## 749 -1.15011161 0.6611813 1.02711648 -0.66289286 -0.38765317 -0.4186735
## 750 0.39304890 0.6611813 0.05590394 -0.37745126 -0.50394912 -0.4186735
## 751 0.06237164 0.6611813 0.05590394 -0.09200966 0.31012253 -0.4186735
## 752 1.16462915 -1.5109689 1.02711648 1.62063993 2.20962305 -0.4186735
## 753 -0.70920861 0.6611813 0.05590394 -0.09200966 -0.01938266 -0.4186735
## 754 1.16462915 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 755 -0.37853136 -1.5109689 1.02711648 -0.09200966 0.19382658 -0.4186735
## 756 -0.70920861 0.6611813 1.02711648 -0.43453958 0.17444393 2.3861656
## 757 1.05440340 0.6611813 -0.91530860 -0.66289286 0.00000000 -0.4186735
## 758 1.27485490 0.6611813 -0.91530860 1.62063993 -0.34888785 -0.4186735
## 759 -0.92966011 -1.5109689 0.05590394 -1.51921766 -0.81407165 -0.4186735
## 760 0.72372615 -1.5109689 -0.91530860 -0.09200966 1.62814330 -0.4186735
## 761 0.28282315 0.6611813 -0.91530860 1.04975673 0.58147975 -0.4186735
## 762 -0.59898286 -1.5109689 -0.91530860 -0.09200966 0.44580114 -0.4186735
## 763 0.17259739 0.6611813 0.05590394 -0.09200966 -0.48456646 -0.4186735
## 764 0.39304890 -1.5109689 1.99832902 1.04975673 0.71715836 2.3861656
## 765 0.94417765 0.6611813 -0.91530860 0.47887354 -1.14357684 -0.4186735
## 766 0.28282315 0.6611813 -0.91530860 -1.23377606 1.72505660 -0.4186735
## 767 0.28282315 0.6611813 -0.91530860 -1.23377606 1.72505660 -0.4186735
## 768 1.49530640 0.6611813 -0.91530860 0.70722681 -1.02728089 2.3861656
## 769 -0.92966011 0.6611813 0.05590394 -1.74757094 -0.94975026 2.3861656
## 770 1.82598365 -1.5109689 1.02711648 -1.23377606 0.36827051 2.3861656
## 771 -1.48078886 0.6611813 0.05590394 0.19343194 -0.83345431 -0.4186735
## 772 -1.03988586 -1.5109689 -0.91530860 0.36469690 -0.19382658 -0.4186735
## 773 0.83395190 -1.5109689 -0.91530860 1.04975673 -0.03876532 -0.4186735
## 774 1.16462915 -1.5109689 -0.91530860 1.04975673 -0.40703583 -0.4186735
## 775 -0.70920861 -1.5109689 1.02711648 -0.09200966 0.56209709 -0.4186735
## 776 -0.37853136 0.6611813 1.02711648 -1.80465926 -0.46518380 -0.4186735
## 777 0.72372615 -1.5109689 -0.91530860 0.76431513 1.18234216 -0.4186735
## 778 -0.15807986 0.6611813 -0.91530860 -0.49162790 0.69777570 -0.4186735
## 779 0.50327465 0.6611813 1.99832902 0.13634362 -0.81407165 -0.4186735
## 780 -2.25236912 -1.5109689 0.05590394 -0.77706950 -0.69777570 -0.4186735
## 781 -1.15011161 0.6611813 -0.91530860 -0.66289286 -1.49246469 -0.4186735
## 782 0.39304890 0.6611813 -0.91530860 0.82140345 -0.54271443 -0.4186735
## 783 1.05440340 -1.5109689 -0.91530860 -0.09200966 1.10481153 -0.4186735
## 784 0.17259739 0.6611813 0.05590394 -0.66289286 -0.11629595 -0.4186735
## 785 -0.04785411 0.6611813 1.02711648 1.04975673 -0.27135722 -0.4186735
## 786 0.06237164 0.6611813 -0.91530860 1.62063993 0.83345431 -0.4186735
## 787 1.38508065 0.6611813 -0.91530860 -0.37745126 0.15506127 2.3861656
## 788 -0.37853136 0.6611813 -0.91530860 0.47887354 1.00789824 -0.4186735
## 789 0.83395190 -1.5109689 -0.91530860 0.36469690 0.93036760 2.3861656
## 790 0.83395190 0.6611813 0.05590394 -0.66289286 0.67839304 -0.4186735
## 791 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 792 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 793 1.49530640 0.6611813 -0.91530860 0.70722681 -1.02728089 2.3861656
## 794 0.61350040 -1.5109689 1.02711648 -0.66289286 -1.31802077 2.3861656
## 795 0.72372615 0.6611813 1.99832902 0.13634362 -0.23259190 -0.4186735
## 796 0.83395190 0.6611813 0.05590394 -0.20618630 -0.73654102 2.3861656
## 797 -1.48078886 0.6611813 0.05590394 0.19343194 -0.83345431 -0.4186735
## 798 1.16462915 -1.5109689 -0.91530860 1.04975673 -0.40703583 -0.4186735
## 799 0.50327465 0.6611813 1.99832902 2.19152313 0.81407165 -0.4186735
## 800 -1.26033736 0.6611813 -0.91530860 -0.94833446 1.10481153 -0.4186735
## 801 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.32950519 -0.4186735
## 802 0.94417765 0.6611813 1.99832902 0.76431513 -0.25197456 2.3861656
## 803 0.94417765 -1.5109689 -0.91530860 -0.43453958 -0.94975026 -0.4186735
## 804 -0.26830561 0.6611813 -0.91530860 -1.11959942 -0.31012253 -0.4186735
## 805 0.39304890 -1.5109689 -0.91530860 -0.09200966 -0.94975026 -0.4186735
## 806 -0.15807986 0.6611813 -0.91530860 0.59305018 -0.38765317 -0.4186735
## 807 0.28282315 0.6611813 -0.91530860 1.04975673 0.58147975 -0.4186735
## 808 -1.15011161 0.6611813 1.02711648 -0.09200966 -0.25197456 -0.4186735
## 809 -0.37853136 0.6611813 1.02711648 -2.14718918 -0.36827051 -0.4186735
## 810 -0.04785411 -1.5109689 1.02711648 -1.23377606 -0.62024507 -0.4186735
## 811 -1.59101461 0.6611813 -0.91530860 -1.23377606 -1.53123001 -0.4186735
## 812 0.28282315 0.6611813 0.05590394 -0.43453958 0.29073988 -0.4186735
## 813 0.83395190 -1.5109689 -0.91530860 0.47887354 0.42641848 -0.4186735
## 814 -0.15807986 0.6611813 -0.91530860 0.47887354 -0.83345431 2.3861656
## 815 0.83395190 0.6611813 0.05590394 -0.20618630 -0.73654102 2.3861656
## 816 0.39304890 0.6611813 1.02711648 -1.51921766 -0.11629595 -0.4186735
## 817 1.71575790 0.6611813 0.05590394 1.39228665 -0.01938266 -0.4186735
## 818 -1.03988586 0.6611813 -0.91530860 -0.94833446 0.27135722 -0.4186735
## 819 -1.37056311 0.6611813 1.99832902 0.93558009 -0.03876532 -0.4186735
## 820 0.39304890 -1.5109689 -0.91530860 2.19152313 -0.40703583 2.3861656
## 821 0.72372615 0.6611813 -0.91530860 0.47887354 -0.75592368 -0.4186735
## 822 0.83395190 -1.5109689 -0.91530860 0.47887354 0.42641848 -0.4186735
## 823 0.61350040 0.6611813 -0.91530860 -0.09200966 0.13567861 -0.4186735
## 824 -0.04785411 0.6611813 -0.91530860 0.47887354 -0.13567861 -0.4186735
## 825 0.72372615 0.6611813 -0.91530860 0.36469690 -1.55061267 -0.4186735
## 826 0.94417765 -1.5109689 1.02711648 0.19343194 0.11629595 -0.4186735
## 827 -1.37056311 0.6611813 1.02711648 -0.09200966 -1.27925545 -0.4186735
## 828 0.28282315 0.6611813 1.02711648 -0.20618630 -0.32950519 -0.4186735
## 829 -1.15011161 0.6611813 1.02711648 -0.09200966 -0.25197456 -0.4186735
## 830 -0.04785411 0.6611813 -0.91530860 -0.43453958 0.38765317 -0.4186735
## 831 -0.37853136 0.6611813 1.02711648 -1.80465926 -0.46518380 -0.4186735
## 832 0.39304890 0.6611813 0.05590394 -0.37745126 -0.50394912 -0.4186735
## 833 1.49530640 0.6611813 1.02711648 -0.77706950 0.60086241 -0.4186735
## 834 0.06237164 0.6611813 -0.91530860 0.47887354 -0.56209709 -0.4186735
## 835 -1.37056311 0.6611813 -0.91530860 0.25052026 1.33740343 -0.4186735
## 836 -0.59898286 0.6611813 1.02711648 -0.77706950 -1.88011786 -0.4186735
## 837 -0.15807986 -1.5109689 -0.91530860 0.36469690 -0.23259190 -0.4186735
## 838 -0.26830561 0.6611813 1.02711648 2.30569977 -0.91098494 2.3861656
## 839 -0.37853136 0.6611813 1.99832902 -0.37745126 -0.63962773 -0.4186735
## 840 -0.37853136 0.6611813 -0.91530860 0.47887354 0.29073988 -0.4186735
## 841 1.71575790 0.6611813 -0.91530860 0.76431513 -1.39555140 -0.4186735
## 842 -2.14214337 -1.5109689 -0.91530860 0.36469690 -1.22110748 -0.4186735
## 843 0.39304890 0.6611813 1.02711648 -1.11959942 -0.31012253 -0.4186735
## 844 0.50327465 0.6611813 1.99832902 1.62063993 0.52333178 -0.4186735
## 845 0.61350040 0.6611813 -0.91530860 0.47887354 0.91098494 -0.4186735
## 846 0.17259739 0.6611813 -0.91530860 0.02216698 -1.20172482 -0.4186735
## 847 -2.14214337 -1.5109689 -0.91530860 0.36469690 -1.22110748 -0.4186735
## 848 0.72372615 0.6611813 -0.91530860 0.36469690 -1.55061267 -0.4186735
## 849 0.39304890 -1.5109689 1.99832902 1.04975673 0.71715836 2.3861656
## 850 -0.26830561 0.6611813 -0.91530860 -0.20618630 0.17444393 -0.4186735
## 851 0.39304890 0.6611813 0.05590394 -0.66289286 0.73654102 -0.4186735
## 852 -1.92169187 0.6611813 1.02711648 -0.09200966 0.07753063 -0.4186735
## 853 -0.26830561 0.6611813 -0.91530860 -0.20618630 0.17444393 -0.4186735
## 854 1.38508065 0.6611813 -0.91530860 -0.66289286 -0.32950519 -0.4186735
## 855 1.16462915 0.6611813 1.99832902 0.36469690 0.69777570 2.3861656
## 856 -0.92966011 0.6611813 0.05590394 -1.74757094 -0.94975026 2.3861656
## 857 1.49530640 -1.5109689 1.02711648 -0.66289286 -0.67839304 -0.4186735
## 858 -1.26033736 0.6611813 -0.91530860 -0.94833446 1.10481153 -0.4186735
## 859 1.49530640 -1.5109689 1.02711648 -0.66289286 -0.67839304 -0.4186735
## 860 -0.37853136 0.6611813 -0.91530860 0.47887354 1.02728089 -0.4186735
## 861 -0.26830561 0.6611813 -0.91530860 -1.11959942 -0.31012253 -0.4186735
## 862 1.05440340 0.6611813 1.02711648 0.47887354 1.72505660 -0.4186735
## 863 0.50327465 0.6611813 1.99832902 2.19152313 0.81407165 -0.4186735
## 864 -0.26830561 0.6611813 -0.91530860 -0.37745126 -0.65901038 -0.4186735
## 865 0.50327465 0.6611813 1.99832902 1.62063993 0.52333178 -0.4186735
## 866 0.61350040 -1.5109689 1.99832902 1.04975673 -0.11629595 -0.4186735
## 867 -1.48078886 0.6611813 1.02711648 -1.11959942 0.07753063 -0.4186735
## 868 -1.48078886 0.6611813 0.05590394 -1.23377606 -0.21320924 -0.4186735
## 869 0.17259739 0.6611813 0.05590394 -0.66289286 -0.11629595 -0.4186735
## 870 0.17259739 0.6611813 0.05590394 -0.66289286 -0.19382658 -0.4186735
## 871 -0.70920861 -1.5109689 1.02711648 -0.09200966 0.56209709 -0.4186735
## 872 -1.70124036 0.6611813 1.02711648 0.47887354 1.45369938 -0.4186735
## 873 1.05440340 0.6611813 1.99832902 2.19152313 -0.36827051 -0.4186735
## 874 0.28282315 0.6611813 -0.91530860 0.47887354 -1.04666355 -0.4186735
## 875 0.50327465 0.6611813 1.99832902 1.62063993 0.52333178 -0.4186735
## 876 0.61350040 0.6611813 -0.91530860 -0.09200966 -0.77530633 -0.4186735
## 877 0.72372615 0.6611813 -0.91530860 0.47887354 -0.75592368 -0.4186735
## 878 -1.26033736 -1.5109689 1.02711648 -0.54871622 -0.63962773 -0.4186735
## 879 -0.04785411 0.6611813 -0.91530860 -0.66289286 -1.12419419 -0.4186735
## 880 0.50327465 0.6611813 -0.91530860 0.36469690 0.48456646 -0.4186735
## 881 0.28282315 0.6611813 -0.91530860 0.02216698 -0.75592368 -0.4186735
## 882 0.28282315 0.6611813 0.05590394 1.27811001 -0.27135722 -0.4186735
## 883 0.28282315 0.6611813 -0.91530860 -0.09200966 -2.22900571 -0.4186735
## 884 -0.70920861 0.6611813 -0.91530860 -0.43453958 0.54271443 -0.4186735
## 885 1.71575790 0.6611813 -0.91530860 0.76431513 -1.39555140 -0.4186735
## 886 0.28282315 0.6611813 -0.91530860 1.90608153 0.83345431 2.3861656
## 887 0.72372615 0.6611813 -0.91530860 -0.66289286 0.27135722 -0.4186735
## 888 0.28282315 0.6611813 -0.91530860 -1.23377606 -0.87221963 -0.4186735
## 889 0.61350040 -1.5109689 -0.91530860 1.04975673 0.23259190 -0.4186735
## 890 0.94417765 -1.5109689 -0.91530860 1.04975673 3.12060800 -0.4186735
## 891 0.06237164 -1.5109689 -0.91530860 -0.20618630 -0.79468899 -0.4186735
## 892 1.05440340 -1.5109689 -0.91530860 2.76240633 1.53123001 -0.4186735
## 893 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 894 -0.26830561 0.6611813 -0.91530860 -0.20618630 -0.81407165 2.3861656
## 895 -0.37853136 0.6611813 -0.91530860 0.47887354 1.02728089 -0.4186735
## 896 0.83395190 -1.5109689 1.02711648 -0.09200966 0.32950519 -0.4186735
## 897 0.50327465 0.6611813 1.99832902 2.64822969 0.46518380 -0.4186735
## 898 -0.26830561 0.6611813 0.05590394 0.13634362 -0.87221963 -0.4186735
## 899 -1.37056311 -1.5109689 -0.91530860 -1.69048262 0.36827051 -0.4186735
## 900 0.50327465 0.6611813 -0.91530860 0.19343194 -0.23259190 -0.4186735
## 901 0.72372615 0.6611813 1.99832902 0.13634362 -0.23259190 -0.4186735
## 902 -1.37056311 -1.5109689 -0.91530860 -1.69048262 0.36827051 -0.4186735
## 903 0.83395190 -1.5109689 -0.91530860 0.47887354 0.42641848 -0.4186735
## 904 0.50327465 0.6611813 1.02711648 -0.32036294 -0.54271443 2.3861656
## 905 0.06237164 0.6611813 0.05590394 -0.09200966 0.31012253 -0.4186735
## 906 1.05440340 0.6611813 -0.91530860 -0.66289286 0.00000000 -0.4186735
## 907 -1.37056311 0.6611813 -0.91530860 0.47887354 -0.38765317 -0.4186735
## 908 -0.48875711 -1.5109689 0.05590394 -0.66289286 -0.03876532 -0.4186735
## 909 0.83395190 0.6611813 -0.91530860 -0.66289286 0.40703583 -0.4186735
## 910 -0.48875711 0.6611813 -0.91530860 0.70722681 -0.89160229 -0.4186735
## 911 -0.48875711 0.6611813 1.02711648 0.47887354 -0.25197456 -0.4186735
## 912 0.39304890 -1.5109689 0.05590394 0.25052026 1.41493406 2.3861656
## 913 -2.14214337 0.6611813 -0.91530860 -0.66289286 -0.93036760 -0.4186735
## 914 -1.03988586 0.6611813 -0.91530860 -1.57630598 -0.73654102 -0.4186735
## 915 1.27485490 0.6611813 -0.91530860 -1.11959942 -0.65901038 -0.4186735
## 916 -0.92966011 0.6611813 -0.91530860 -0.66289286 0.05814798 -0.4186735
## 917 1.16462915 0.6611813 -0.91530860 0.19343194 0.15506127 -0.4186735
## 918 -0.81943436 0.6611813 1.02711648 -0.09200966 0.13567861 -0.4186735
## 919 0.50327465 0.6611813 1.99832902 0.13634362 -0.81407165 -0.4186735
## 920 -1.81146611 0.6611813 1.99832902 -0.66289286 -0.29073988 -0.4186735
## 921 -1.70124036 0.6611813 -0.91530860 -0.77706950 -0.52333178 -0.4186735
## 922 0.39304890 0.6611813 -0.91530860 0.82140345 -0.54271443 -0.4186735
## 923 -1.15011161 0.6611813 0.05590394 -0.66289286 0.32950519 -0.4186735
## 924 -0.04785411 0.6611813 -0.91530860 0.47887354 -0.13567861 -0.4186735
## 925 0.72372615 -1.5109689 -0.91530860 -0.09200966 1.62814330 -0.4186735
## 926 0.28282315 0.6611813 -0.91530860 -0.09200966 -2.22900571 -0.4186735
## 927 -0.04785411 0.6611813 -0.91530860 -1.23377606 -0.77530633 -0.4186735
## 928 -1.37056311 0.6611813 1.02711648 -0.66289286 -0.11629595 2.3861656
## 929 -0.04785411 0.6611813 -0.91530860 -0.43453958 0.38765317 -0.4186735
## 930 0.61350040 0.6611813 -0.91530860 -0.09200966 -0.77530633 -0.4186735
## 931 1.16462915 0.6611813 -0.91530860 0.19343194 0.15506127 -0.4186735
## 932 -1.59101461 0.6611813 -0.91530860 1.16393337 -0.44580114 -0.4186735
## 933 -0.37853136 -1.5109689 1.02711648 0.47887354 1.20172482 -0.4186735
## 934 -1.81146611 0.6611813 1.99832902 -0.66289286 -0.29073988 -0.4186735
## 935 -1.37056311 0.6611813 1.02711648 -0.09200966 -1.27925545 -0.4186735
## 936 0.17259739 0.6611813 0.05590394 -0.66289286 -0.11629595 -0.4186735
## 937 -1.26033736 0.6611813 1.02711648 -0.09200966 1.33740343 -0.4186735
## 938 1.05440340 0.6611813 1.02711648 0.47887354 1.72505660 -0.4186735
## 939 -0.15807986 0.6611813 -0.91530860 0.59305018 -0.38765317 -0.4186735
## 940 -0.59898286 -1.5109689 0.05590394 0.13634362 0.48456646 -0.4186735
## 941 0.28282315 -1.5109689 -0.91530860 0.47887354 -0.09691329 -0.4186735
## 942 -0.26830561 -1.5109689 1.02711648 0.25052026 -0.96913292 -0.4186735
## 943 1.60553215 -1.5109689 1.99832902 0.47887354 -0.13567861 -0.4186735
## 944 1.16462915 0.6611813 -0.91530860 -0.66289286 -1.33740343 -0.4186735
## 945 1.27485490 -1.5109689 -0.91530860 2.64822969 -0.34888785 2.3861656
## 946 0.17259739 0.6611813 1.99832902 -0.66289286 -1.02728089 -0.4186735
## 947 1.38508065 -1.5109689 1.02711648 1.16393337 0.60086241 -0.4186735
## 948 -0.04785411 -1.5109689 1.02711648 1.62063993 -0.87221963 -0.4186735
## 949 1.71575790 0.6611813 -0.91530860 0.76431513 -1.39555140 -0.4186735
## 950 0.28282315 0.6611813 -0.91530860 0.02216698 -0.75592368 -0.4186735
## 951 1.38508065 0.6611813 -0.91530860 1.62063993 0.77530633 -0.4186735
## 952 0.83395190 -1.5109689 1.02711648 -0.09200966 0.32950519 -0.4186735
## 953 -0.04785411 -1.5109689 1.02711648 0.19343194 1.12419419 2.3861656
## 954 -1.03988586 -1.5109689 -0.91530860 0.36469690 -0.19382658 -0.4186735
## 955 -0.15807986 -1.5109689 -0.91530860 -0.09200966 0.34888785 -0.4186735
## 956 0.83395190 0.6611813 1.02711648 -0.09200966 -0.29073988 -0.4186735
## 957 -0.59898286 -1.5109689 -0.91530860 -0.09200966 0.44580114 -0.4186735
## 958 -0.48875711 0.6611813 1.02711648 0.47887354 -0.25197456 -0.4186735
## 959 1.16462915 -1.5109689 1.02711648 0.47887354 3.31443458 2.3861656
## 960 1.60553215 -1.5109689 1.99832902 0.47887354 -0.13567861 -0.4186735
## 961 -0.26830561 -1.5109689 1.02711648 0.25052026 -0.96913292 -0.4186735
## 962 0.39304890 -1.5109689 -0.91530860 -1.80465926 0.03876532 -0.4186735
## 963 -0.26830561 0.6611813 -0.91530860 -1.34795270 -0.25197456 2.3861656
## 964 0.28282315 -1.5109689 -0.91530860 0.47887354 -0.09691329 -0.4186735
## 965 -1.15011161 -1.5109689 1.02711648 -1.34795270 -2.03517913 -0.4186735
## 966 2.37711241 -1.5109689 1.02711648 0.47887354 -0.94975026 -0.4186735
## 967 0.39304890 0.6611813 -0.91530860 -0.20618630 0.25197456 -0.4186735
## 968 0.61350040 -1.5109689 1.02711648 -0.66289286 -1.31802077 2.3861656
## 969 -0.15807986 0.6611813 -0.91530860 0.47887354 -0.83345431 2.3861656
## 970 -0.26830561 0.6611813 0.05590394 -0.66289286 1.53123001 -0.4186735
## 971 -1.81146611 0.6611813 1.02711648 0.36469690 -1.37616874 -0.4186735
## 972 -0.26830561 0.6611813 1.02711648 2.30569977 -0.91098494 2.3861656
## 973 -0.26830561 0.6611813 1.99832902 -0.77706950 -1.16295950 -0.4186735
## 974 -0.37853136 0.6611813 1.02711648 -0.37745126 -0.01938266 2.3861656
## 975 -1.26033736 0.6611813 -0.91530860 -1.23377606 -0.67839304 -0.4186735
## 976 -1.70124036 0.6611813 -0.91530860 -0.77706950 -0.52333178 -0.4186735
## 977 0.94417765 -1.5109689 -0.91530860 -1.34795270 0.44580114 -0.4186735
## 978 -0.26830561 0.6611813 0.05590394 -0.20618630 -0.79468899 2.3861656
## 979 -1.15011161 0.6611813 -0.91530860 -1.23377606 -0.94975026 -0.4186735
## 980 -1.03988586 0.6611813 -0.91530860 0.59305018 1.22110748 -0.4186735
## 981 0.28282315 0.6611813 -0.91530860 0.47887354 -1.04666355 -0.4186735
## 982 -1.70124036 0.6611813 -0.91530860 -0.77706950 -0.52333178 -0.4186735
## 983 1.38508065 -1.5109689 -0.91530860 -1.46212934 -0.44580114 -0.4186735
## 984 1.05440340 0.6611813 -0.91530860 -0.20618630 0.32950519 -0.4186735
## 985 0.50327465 0.6611813 -0.91530860 0.19343194 -0.23259190 -0.4186735
## 986 0.83395190 0.6611813 1.02711648 -0.09200966 -0.29073988 -0.4186735
## 987 0.06237164 -1.5109689 -0.91530860 2.76240633 1.56999533 -0.4186735
## 988 0.28282315 0.6611813 0.05590394 1.27811001 -0.27135722 -0.4186735
## 989 0.61350040 0.6611813 -0.91530860 0.47887354 0.91098494 -0.4186735
## 990 1.82598365 -1.5109689 0.05590394 1.62063993 1.08542887 -0.4186735
## 991 0.17259739 0.6611813 0.05590394 -0.66289286 -0.19382658 -0.4186735
## 992 0.61350040 0.6611813 -0.91530860 -0.83415782 -0.31012253 2.3861656
## 993 -0.48875711 -1.5109689 -0.91530860 -1.23377606 0.15506127 -0.4186735
## 994 -1.26033736 0.6611813 -0.91530860 0.02216698 0.01938266 2.3861656
## 995 0.50327465 0.6611813 -0.91530860 -1.23377606 -0.13567861 -0.4186735
## 996 -1.15011161 0.6611813 0.05590394 -0.66289286 0.32950519 -0.4186735
## 997 0.17259739 -1.5109689 -0.91530860 0.13634362 3.15937332 -0.4186735
## 998 -0.04785411 0.6611813 -0.91530860 -0.66289286 -1.12419419 -0.4186735
## 999 -1.37056311 0.6611813 -0.91530860 0.25052026 1.33740343 -0.4186735
## 1000 1.38508065 0.6611813 -0.91530860 -0.37745126 0.15506127 2.3861656
## 1001 1.05440340 0.6611813 -0.91530860 0.76431513 -0.65901038 -0.4186735
## 1002 -1.37056311 0.6611813 -0.91530860 0.47887354 -0.38765317 -0.4186735
## 1003 1.27485490 0.6611813 -0.91530860 -1.11959942 -0.65901038 -0.4186735
## 1004 -0.26830561 0.6611813 -0.91530860 -1.34795270 -0.25197456 2.3861656
## 1005 -0.37853136 -1.5109689 1.02711648 0.47887354 1.20172482 -0.4186735
## 1006 0.06237164 -1.5109689 -0.91530860 -0.20618630 -0.79468899 -0.4186735
## 1007 0.39304890 0.6611813 1.02711648 0.47887354 -0.67839304 2.3861656
## 1008 0.17259739 0.6611813 1.99832902 -0.66289286 -1.02728089 -0.4186735
## 1009 -1.37056311 0.6611813 0.05590394 -0.66289286 0.94975026 -0.4186735
## 1010 -1.59101461 0.6611813 -0.91530860 1.16393337 -0.44580114 -0.4186735
## 1011 -0.37853136 0.6611813 -0.91530860 0.47887354 1.02728089 -0.4186735
## 1012 -1.03988586 0.6611813 0.05590394 -0.20618630 1.20172482 -0.4186735
## 1013 -0.70920861 0.6611813 0.05590394 -1.23377606 -0.32950519 -0.4186735
## 1014 0.39304890 0.6611813 -0.91530860 -1.00542278 1.39555140 -0.4186735
## 1015 -1.15011161 -1.5109689 1.02711648 -1.34795270 -2.03517913 -0.4186735
## 1016 0.39304890 0.6611813 -0.91530860 -0.20618630 -0.58147975 -0.4186735
## 1017 1.16462915 0.6611813 1.99832902 0.36469690 0.69777570 2.3861656
## 1018 -0.15807986 0.6611813 -0.91530860 -0.49162790 0.69777570 -0.4186735
## 1019 -1.48078886 0.6611813 -0.91530860 -1.23377606 -1.43431672 -0.4186735
## 1020 -0.81943436 0.6611813 -0.91530860 -1.11959942 -0.81407165 -0.4186735
## 1021 0.50327465 0.6611813 0.05590394 0.47887354 -0.48456646 -0.4186735
## 1022 0.61350040 0.6611813 -0.91530860 -0.37745126 0.23259190 -0.4186735
## 1023 -0.81943436 0.6611813 -0.91530860 -1.23377606 0.56209709 -0.4186735
## 1024 -0.48875711 -1.5109689 -0.91530860 -1.23377606 0.15506127 -0.4186735
## 1025 -0.04785411 0.6611813 -0.91530860 -0.66289286 -1.12419419 -0.4186735
## restecg thalach exang oldpeak slope ca
## 1 0.890820 0.82091978 -0.7119396 -0.06085868 0.9949476 1.2086307
## 2 -1.003559 0.25584301 1.4032432 1.72629436 -2.2425804 -0.7316143
## 3 0.890820 -1.04818030 1.4032432 1.30078173 -2.2425804 -0.7316143
## 4 0.890820 0.51664767 -0.7119396 -0.91188394 0.9949476 0.2385082
## 5 0.890820 -1.87406173 -0.7119396 0.70506405 -0.6238164 2.1787531
## 6 -1.003559 -1.17858263 -0.7119396 -0.06085868 -0.6238164 -0.7316143
## 7 2.785199 -0.39616864 -0.7119396 2.83262719 -2.2425804 2.1787531
## 8 -1.003559 -0.17883142 1.4032432 -0.23106374 -0.6238164 0.2385082
## 9 -1.003559 -0.22229887 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 10 -1.003559 -1.43938729 1.4032432 1.81139688 -0.6238164 1.2086307
## 11 0.890820 -1.04818030 -0.7119396 0.44975647 -0.6238164 -0.7316143
## 12 -1.003559 -0.57003842 1.4032432 1.64119183 -0.6238164 -0.7316143
## 13 0.890820 1.86413843 -0.7119396 -0.31616626 0.9949476 -0.7316143
## 14 0.890820 -1.17858263 1.4032432 2.66242214 -0.6238164 2.1787531
## 15 0.890820 0.29931046 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 16 0.890820 1.86413843 -0.7119396 -0.31616626 0.9949476 -0.7316143
## 17 -1.003559 -0.30923376 -0.7119396 0.36465394 0.9949476 0.2385082
## 18 -1.003559 -1.74365939 1.4032432 0.96037163 -0.6238164 0.2385082
## 19 0.890820 0.56011512 -0.7119396 0.02424384 0.9949476 -0.7316143
## 20 -1.003559 0.69051745 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 21 -1.003559 0.25584301 -0.7119396 1.64119183 -0.6238164 -0.7316143
## 22 0.890820 -0.30923376 -0.7119396 -0.65657637 0.9949476 1.2086307
## 23 -1.003559 -0.04842909 1.4032432 1.64119183 -0.6238164 -0.7316143
## 24 -1.003559 0.99478955 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 25 0.890820 1.03825700 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 26 -1.003559 -0.13536398 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 27 0.890820 1.29906166 1.4032432 -0.57147384 0.9949476 -0.7316143
## 28 -1.003559 0.12544068 -0.7119396 -0.91188394 0.9949476 1.2086307
## 29 -1.003559 -0.30923376 1.4032432 -0.40126879 -0.6238164 0.2385082
## 30 2.785199 -1.39591985 1.4032432 1.98160194 -0.6238164 -0.7316143
## 31 0.890820 -0.22229887 1.4032432 1.47098678 -2.2425804 -0.7316143
## 32 0.890820 0.56011512 -0.7119396 0.02424384 0.9949476 -0.7316143
## 33 0.890820 -1.48285473 1.4032432 0.10934637 -0.6238164 0.2385082
## 34 0.890820 -1.61325706 1.4032432 1.55608931 -0.6238164 0.2385082
## 35 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 36 0.890820 -0.09189654 -0.7119396 2.15180699 -0.6238164 -0.7316143
## 37 -1.003559 -1.04818030 1.4032432 0.27955142 0.9949476 0.2385082
## 38 -1.003559 1.42946399 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 39 0.890820 -1.91752917 1.4032432 -0.74167889 -0.6238164 0.2385082
## 40 -1.003559 0.03850579 -0.7119396 -0.57147384 -0.6238164 0.2385082
## 41 -1.003559 0.08197324 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 42 -1.003559 -0.09189654 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 43 -1.003559 0.86438722 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 44 -1.003559 -0.22229887 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 45 0.890820 0.73398489 -0.7119396 0.10934637 0.9949476 -0.7316143
## 46 0.890820 1.25559422 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 47 0.890820 -0.74390819 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 48 0.890820 0.69051745 1.4032432 -0.06085868 -0.6238164 1.2086307
## 49 -1.003559 0.12544068 -0.7119396 -0.91188394 -0.6238164 0.2385082
## 50 0.890820 0.47318023 1.4032432 0.27955142 0.9949476 1.2086307
## 51 -1.003559 0.56011512 -0.7119396 -0.06085868 0.9949476 -0.7316143
## 52 0.890820 -1.13511518 1.4032432 -0.74167889 -0.6238164 -0.7316143
## 53 0.890820 1.03825700 -0.7119396 -0.91188394 0.9949476 3.1488756
## 54 0.890820 -0.43963609 -0.7119396 0.79016657 -0.6238164 2.1787531
## 55 0.890820 -1.65672451 1.4032432 3.85385750 -2.2425804 -0.7316143
## 56 0.890820 -1.65672451 1.4032432 3.85385750 -2.2425804 -0.7316143
## 57 -1.003559 0.56011512 -0.7119396 0.70506405 -0.6238164 -0.7316143
## 58 -1.003559 1.34252910 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 59 -1.003559 0.03850579 -0.7119396 -0.23106374 -0.6238164 -0.7316143
## 60 -1.003559 0.64705000 -0.7119396 -0.91188394 0.9949476 0.2385082
## 61 -1.003559 2.29881286 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 62 -1.003559 0.12544068 -0.7119396 -0.91188394 -0.6238164 0.2385082
## 63 -1.003559 -1.04818030 1.4032432 -0.14596121 -0.6238164 1.2086307
## 64 0.890820 0.34277790 -0.7119396 0.44975647 0.9949476 -0.7316143
## 65 -1.003559 2.29881286 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 66 -1.003559 0.42971279 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 67 -1.003559 0.12544068 -0.7119396 0.10934637 -2.2425804 -0.7316143
## 68 0.890820 -1.04818030 1.4032432 0.61996152 -0.6238164 -0.7316143
## 69 0.890820 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 70 -1.003559 -0.17883142 -0.7119396 4.36447266 -2.2425804 2.1787531
## 71 -1.003559 -0.39616864 1.4032432 1.98160194 -2.2425804 -0.7316143
## 72 -1.003559 -0.48310353 1.4032432 0.70506405 0.9949476 0.2385082
## 73 -1.003559 -0.22229887 1.4032432 0.10934637 -0.6238164 0.2385082
## 74 0.890820 0.56011512 1.4032432 -0.91188394 0.9949476 0.2385082
## 75 -1.003559 0.03850579 1.4032432 -0.91188394 0.9949476 1.2086307
## 76 -1.003559 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 77 0.890820 1.12519188 -0.7119396 -0.91188394 0.9949476 1.2086307
## 78 -1.003559 -0.22229887 1.4032432 2.49221709 0.9949476 1.2086307
## 79 0.890820 0.38624534 -0.7119396 -0.23106374 0.9949476 0.2385082
## 80 0.890820 0.38624534 -0.7119396 -0.23106374 0.9949476 0.2385082
## 81 0.890820 0.60358256 -0.7119396 -0.40126879 -0.6238164 0.2385082
## 82 -1.003559 -1.00471285 -0.7119396 -0.23106374 0.9949476 2.1787531
## 83 0.890820 -0.09189654 -0.7119396 2.15180699 -0.6238164 -0.7316143
## 84 0.890820 1.03825700 -0.7119396 -0.91188394 0.9949476 3.1488756
## 85 0.890820 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 86 0.890820 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 87 -1.003559 0.69051745 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 88 0.890820 -0.26576631 1.4032432 -0.91188394 -0.6238164 -0.7316143
## 89 -1.003559 0.47318023 -0.7119396 2.15180699 -2.2425804 1.2086307
## 90 0.890820 -0.35270120 -0.7119396 1.98160194 -0.6238164 1.2086307
## 91 -1.003559 0.77745234 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 92 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 93 -1.003559 -0.22229887 1.4032432 2.49221709 0.9949476 1.2086307
## 94 0.890820 -0.22229887 1.4032432 1.47098678 -2.2425804 -0.7316143
## 95 -1.003559 -0.39616864 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 96 -1.003559 0.12544068 1.4032432 -0.74167889 -0.6238164 -0.7316143
## 97 -1.003559 0.42971279 -0.7119396 -0.91188394 0.9949476 0.2385082
## 98 0.890820 -2.35220361 1.4032432 0.79016657 -0.6238164 1.2086307
## 99 -1.003559 0.38624534 -0.7119396 -0.40126879 0.9949476 1.2086307
## 100 2.785199 -1.43938729 -0.7119396 0.02424384 -0.6238164 -0.7316143
## 101 0.890820 0.69051745 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 102 0.890820 1.03825700 -0.7119396 -0.74167889 0.9949476 0.2385082
## 103 0.890820 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 104 -1.003559 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 105 -1.003559 1.77720354 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 106 -1.003559 -1.35245240 1.4032432 -0.06085868 -0.6238164 0.2385082
## 107 0.890820 1.03825700 1.4032432 0.44975647 0.9949476 -0.7316143
## 108 -1.003559 -2.00446406 -0.7119396 0.27955142 -0.6238164 0.2385082
## 109 0.890820 1.38599655 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 110 -1.003559 -1.78712684 1.4032432 -0.91188394 -0.6238164 0.2385082
## 111 -1.003559 1.21212677 -0.7119396 -0.91188394 0.9949476 0.2385082
## 112 -1.003559 -1.65672451 1.4032432 -0.91188394 0.9949476 -0.7316143
## 113 -1.003559 0.03850579 1.4032432 -0.91188394 0.9949476 1.2086307
## 114 0.890820 -0.26576631 1.4032432 1.64119183 -0.6238164 0.2385082
## 115 0.890820 -0.65697330 -0.7119396 0.96037163 -0.6238164 0.2385082
## 116 -1.003559 -0.13536398 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 117 -1.003559 -0.09189654 -0.7119396 0.27955142 -0.6238164 0.2385082
## 118 -1.003559 -1.26551751 1.4032432 1.21567920 -0.6238164 -0.7316143
## 119 -1.003559 2.29881286 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 120 0.890820 0.56011512 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 121 0.890820 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 122 0.890820 -0.22229887 1.4032432 1.47098678 -2.2425804 -0.7316143
## 123 -1.003559 -0.30923376 1.4032432 1.47098678 -0.6238164 1.2086307
## 124 -1.003559 0.34277790 -0.7119396 -0.23106374 0.9949476 0.2385082
## 125 0.890820 -0.39616864 1.4032432 2.15180699 -0.6238164 0.2385082
## 126 0.890820 0.95132211 -0.7119396 -0.14596121 0.9949476 -0.7316143
## 127 -1.003559 0.08197324 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 128 -1.003559 0.12544068 -0.7119396 0.10934637 -2.2425804 -0.7316143
## 129 0.890820 0.86438722 -0.7119396 -0.91188394 0.9949476 3.1488756
## 130 0.890820 -0.04842909 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 131 0.890820 0.95132211 -0.7119396 -0.14596121 0.9949476 -0.7316143
## 132 -1.003559 -0.00496165 -0.7119396 -0.48637131 0.9949476 -0.7316143
## 133 0.890820 -0.74390819 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 134 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 135 0.890820 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 136 -1.003559 -0.13536398 1.4032432 1.47098678 -0.6238164 1.2086307
## 137 0.890820 0.73398489 -0.7119396 0.10934637 0.9949476 -0.7316143
## 138 0.890820 0.21237557 1.4032432 -0.91188394 0.9949476 -0.7316143
## 139 -1.003559 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 140 0.890820 0.16890812 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 141 0.890820 -2.65647571 1.4032432 0.10934637 -0.6238164 0.2385082
## 142 0.890820 -0.57003842 1.4032432 -0.91188394 -0.6238164 -0.7316143
## 143 0.890820 -0.17883142 -0.7119396 1.30078173 -0.6238164 1.2086307
## 144 -1.003559 1.08172444 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 145 0.890820 -0.26576631 -0.7119396 -0.82678142 0.9949476 -0.7316143
## 146 -1.003559 -1.52632218 1.4032432 0.79016657 -0.6238164 -0.7316143
## 147 -1.003559 0.34277790 -0.7119396 -0.40126879 0.9949476 -0.7316143
## 148 -1.003559 0.38624534 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 149 0.890820 1.25559422 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 150 -1.003559 1.42946399 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 151 2.785199 -0.39616864 -0.7119396 2.83262719 -2.2425804 2.1787531
## 152 -1.003559 1.99454076 -0.7119396 -0.91188394 0.9949476 0.2385082
## 153 -1.003559 0.95132211 -0.7119396 -0.91188394 0.9949476 1.2086307
## 154 -1.003559 -0.09189654 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 155 -1.003559 -0.74390819 1.4032432 0.61996152 0.9949476 2.1787531
## 156 0.890820 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 157 0.890820 1.25559422 1.4032432 0.27955142 0.9949476 -0.7316143
## 158 -1.003559 -0.09189654 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 159 -1.003559 0.47318023 -0.7119396 0.44975647 -0.6238164 -0.7316143
## 160 0.890820 1.42946399 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 161 -1.003559 0.56011512 1.4032432 -0.91188394 0.9949476 2.1787531
## 162 0.890820 -0.26576631 1.4032432 0.10934637 -0.6238164 -0.7316143
## 163 -1.003559 0.56011512 1.4032432 -0.91188394 0.9949476 2.1787531
## 164 -1.003559 0.73398489 -0.7119396 -0.48637131 -0.6238164 -0.7316143
## 165 -1.003559 -0.22229887 1.4032432 0.10934637 -0.6238164 0.2385082
## 166 -1.003559 -0.39616864 1.4032432 1.98160194 -2.2425804 -0.7316143
## 167 -1.003559 -1.91752917 1.4032432 0.87526910 -0.6238164 0.2385082
## 168 0.890820 0.60358256 1.4032432 -0.40126879 0.9949476 -0.7316143
## 169 0.890820 0.56011512 -0.7119396 0.70506405 0.9949476 0.2385082
## 170 0.890820 -0.48310353 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 171 0.890820 0.95132211 -0.7119396 0.36465394 0.9949476 -0.7316143
## 172 -1.003559 -2.00446406 1.4032432 0.44975647 -2.2425804 -0.7316143
## 173 0.890820 0.86438722 -0.7119396 -0.91188394 -2.2425804 -0.7316143
## 174 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 175 0.890820 -1.00471285 1.4032432 1.47098678 -0.6238164 0.2385082
## 176 -1.003559 -0.70044075 1.4032432 2.49221709 -2.2425804 1.2086307
## 177 -1.003559 -2.00446406 1.4032432 0.44975647 -2.2425804 -0.7316143
## 178 -1.003559 -2.30873616 1.4032432 0.96037163 -2.2425804 0.2385082
## 179 -1.003559 1.21212677 -0.7119396 -0.91188394 0.9949476 0.2385082
## 180 -1.003559 0.03850579 1.4032432 0.70506405 -0.6238164 1.2086307
## 181 -1.003559 -0.22229887 1.4032432 2.49221709 0.9949476 1.2086307
## 182 -1.003559 -0.22229887 1.4032432 0.61996152 -0.6238164 -0.7316143
## 183 -1.003559 0.90785467 -0.7119396 0.10934637 -0.6238164 1.2086307
## 184 0.890820 0.03850579 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 185 -1.003559 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 186 -1.003559 -1.09164774 -0.7119396 -0.06085868 -0.6238164 2.1787531
## 187 -1.003559 -1.52632218 1.4032432 0.79016657 -0.6238164 -0.7316143
## 188 -1.003559 -0.22229887 1.4032432 0.10934637 -0.6238164 0.2385082
## 189 -1.003559 -0.09189654 -0.7119396 0.27955142 -0.6238164 0.2385082
## 190 0.890820 -0.78737563 1.4032432 0.61996152 -0.6238164 -0.7316143
## 191 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 192 -1.003559 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
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## 290 0.890820 1.38599655 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 291 0.890820 0.86438722 -0.7119396 -0.91188394 0.9949476 3.1488756
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## 358 -1.003559 -1.78712684 1.4032432 0.36465394 -0.6238164 2.1787531
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## 361 -1.003559 1.60333376 -0.7119396 -0.91188394 0.9949476 -0.7316143
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## 364 -1.003559 1.03825700 -0.7119396 -0.91188394 0.9949476 2.1787531
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## 391 -1.003559 0.12544068 -0.7119396 -0.91188394 0.9949476 1.2086307
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## 399 -1.003559 -0.48310353 -0.7119396 1.04547415 0.9949476 -0.7316143
## 400 -1.003559 0.03850579 -0.7119396 1.04547415 -2.2425804 -0.7316143
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## 405 -1.003559 -0.48310353 1.4032432 0.70506405 0.9949476 0.2385082
## 406 -1.003559 -0.30923376 1.4032432 -0.40126879 -0.6238164 0.2385082
## 407 -1.003559 0.69051745 -0.7119396 -0.91188394 0.9949476 -0.7316143
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## 482 -1.003559 0.21237557 -0.7119396 2.49221709 -0.6238164 2.1787531
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## 517 -1.003559 -0.74390819 1.4032432 1.13057668 -0.6238164 1.2086307
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## 521 0.890820 0.56011512 1.4032432 -0.91188394 0.9949476 0.2385082
## 522 0.890820 -0.22229887 -0.7119396 -0.57147384 -0.6238164 3.1488756
## 523 0.890820 0.99478955 -0.7119396 -0.91188394 0.9949476 0.2385082
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## 543 -1.003559 0.34277790 -0.7119396 0.10934637 -0.6238164 -0.7316143
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## 568 -1.003559 0.82091978 -0.7119396 0.79016657 -0.6238164 -0.7316143
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## 595 -1.003559 -0.74390819 -0.7119396 0.79016657 -0.6238164 1.2086307
## 596 0.890820 0.51664767 -0.7119396 -0.91188394 0.9949476 0.2385082
## 597 0.890820 0.64705000 1.4032432 -0.91188394 0.9949476 -0.7316143
## 598 0.890820 1.03825700 -0.7119396 -0.91188394 0.9949476 3.1488756
## 599 -1.003559 0.47318023 -0.7119396 0.61996152 -0.6238164 -0.7316143
## 600 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 1.2086307
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## 602 0.890820 -1.26551751 1.4032432 0.61996152 -0.6238164 1.2086307
## 603 0.890820 0.99478955 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 604 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 1.2086307
## 605 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 606 -1.003559 -0.83084308 -0.7119396 -0.91188394 0.9949476 0.2385082
## 607 -1.003559 -0.74390819 1.4032432 -0.82678142 0.9949476 0.2385082
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## 609 -1.003559 -0.74390819 -0.7119396 0.79016657 -0.6238164 1.2086307
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## 617 0.890820 1.38599655 -0.7119396 0.10934637 -0.6238164 -0.7316143
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## 619 0.890820 0.95132211 -0.7119396 -0.40126879 0.9949476 -0.7316143
## 620 -1.003559 0.38624534 -0.7119396 -0.40126879 0.9949476 1.2086307
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## 622 -1.003559 0.03850579 1.4032432 -0.91188394 0.9949476 1.2086307
## 623 0.890820 -1.87406173 -0.7119396 0.70506405 -0.6238164 2.1787531
## 624 0.890820 -0.17883142 -0.7119396 1.30078173 -0.6238164 1.2086307
## 625 -1.003559 -0.17883142 -0.7119396 2.66242214 -2.2425804 -0.7316143
## 626 -1.003559 -0.13536398 -0.7119396 0.79016657 -0.6238164 2.1787531
## 627 -1.003559 1.03825700 -0.7119396 1.81139688 0.9949476 1.2086307
## 628 0.890820 1.42946399 1.4032432 2.32201204 -0.6238164 -0.7316143
## 629 0.890820 0.08197324 -0.7119396 0.61996152 0.9949476 1.2086307
## 630 -1.003559 1.08172444 -0.7119396 0.27955142 -0.6238164 0.2385082
## 631 0.890820 -0.74390819 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 632 0.890820 0.95132211 -0.7119396 -0.40126879 0.9949476 -0.7316143
## 633 -1.003559 1.12519188 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 634 -1.003559 -1.04818030 1.4032432 2.15180699 -0.6238164 0.2385082
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## 636 -1.003559 -0.26576631 -0.7119396 -0.57147384 -0.6238164 -0.7316143
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## 638 0.890820 0.99478955 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 639 -1.003559 1.08172444 -0.7119396 0.27955142 -0.6238164 0.2385082
## 640 0.890820 -0.78737563 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 641 -1.003559 0.12544068 1.4032432 -0.91188394 -0.6238164 -0.7316143
## 642 -1.003559 0.03850579 1.4032432 0.70506405 -0.6238164 1.2086307
## 643 0.890820 -1.91752917 1.4032432 -0.74167889 -0.6238164 0.2385082
## 644 0.890820 -0.39616864 -0.7119396 -0.57147384 0.9949476 -0.7316143
## 645 0.890820 0.86438722 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 646 -1.003559 -0.91777797 -0.7119396 1.30078173 -0.6238164 -0.7316143
## 647 0.890820 0.12544068 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 648 0.890820 -1.17858263 -0.7119396 0.79016657 -0.6238164 1.2086307
## 649 0.890820 -1.04818030 -0.7119396 0.44975647 -0.6238164 -0.7316143
## 650 -1.003559 1.12519188 -0.7119396 -0.40126879 -0.6238164 -0.7316143
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## 654 -1.003559 -2.00446406 1.4032432 0.44975647 -2.2425804 -0.7316143
## 655 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 656 0.890820 0.16890812 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 657 -1.003559 1.08172444 -0.7119396 -0.91188394 -0.6238164 0.2385082
## 658 0.890820 0.12544068 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 659 0.890820 -0.78737563 1.4032432 0.61996152 -0.6238164 -0.7316143
## 660 -1.003559 1.42946399 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 661 -1.003559 -1.04818030 1.4032432 2.15180699 -0.6238164 0.2385082
## 662 2.785199 -0.39616864 -0.7119396 2.83262719 -2.2425804 2.1787531
## 663 0.890820 -0.26576631 -0.7119396 -0.82678142 0.9949476 -0.7316143
## 664 -1.003559 -1.17858263 -0.7119396 -0.06085868 -0.6238164 -0.7316143
## 665 0.890820 -1.52632218 -0.7119396 1.30078173 -2.2425804 -0.7316143
## 666 -1.003559 0.34277790 -0.7119396 -0.23106374 0.9949476 0.2385082
## 667 0.890820 1.08172444 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 668 0.890820 -0.35270120 -0.7119396 -0.65657637 0.9949476 -0.7316143
## 669 -1.003559 2.29881286 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 670 0.890820 -1.26551751 1.4032432 -0.91188394 -0.6238164 2.1787531
## 671 -1.003559 0.86438722 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 672 0.890820 0.82091978 -0.7119396 -0.06085868 0.9949476 1.2086307
## 673 0.890820 0.08197324 -0.7119396 -0.06085868 0.9949476 0.2385082
## 674 -1.003559 -0.09189654 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 675 -1.003559 -0.74390819 1.4032432 0.61996152 0.9949476 2.1787531
## 676 0.890820 0.29931046 -0.7119396 -0.82678142 0.9949476 0.2385082
## 677 0.890820 -0.22229887 1.4032432 0.27955142 0.9949476 0.2385082
## 678 -1.003559 -0.09189654 -0.7119396 0.27955142 -0.6238164 0.2385082
## 679 -1.003559 0.99478955 1.4032432 -0.91188394 0.9949476 -0.7316143
## 680 -1.003559 0.03850579 1.4032432 0.44975647 -0.6238164 -0.7316143
## 681 0.890820 0.56011512 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 682 -1.003559 -0.39616864 1.4032432 1.98160194 -2.2425804 -0.7316143
## 683 -1.003559 -2.56954082 -0.7119396 -0.06085868 -0.6238164 1.2086307
## 684 -1.003559 -1.26551751 1.4032432 1.21567920 -0.6238164 -0.7316143
## 685 -1.003559 0.25584301 -0.7119396 1.64119183 -0.6238164 -0.7316143
## 686 -1.003559 0.21237557 -0.7119396 2.49221709 -0.6238164 2.1787531
## 687 0.890820 0.29931046 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 688 -1.003559 0.95132211 -0.7119396 -0.91188394 0.9949476 1.2086307
## 689 -1.003559 -0.70044075 1.4032432 2.49221709 -2.2425804 1.2086307
## 690 0.890820 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 691 -1.003559 0.21237557 1.4032432 -0.40126879 -0.6238164 -0.7316143
## 692 -1.003559 0.51664767 -0.7119396 0.27955142 -0.6238164 -0.7316143
## 693 -1.003559 0.25584301 1.4032432 1.72629436 -2.2425804 -0.7316143
## 694 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 1.2086307
## 695 0.890820 -0.39616864 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 696 -1.003559 0.29931046 1.4032432 -0.91188394 0.9949476 -0.7316143
## 697 0.890820 0.38624534 -0.7119396 0.44975647 -0.6238164 -0.7316143
## 698 -1.003559 0.03850579 -0.7119396 -0.23106374 -0.6238164 -0.7316143
## 699 -1.003559 -0.74390819 1.4032432 -0.82678142 0.9949476 0.2385082
## 700 -1.003559 0.29931046 1.4032432 -0.91188394 0.9949476 -0.7316143
## 701 -1.003559 0.82091978 -0.7119396 0.79016657 -0.6238164 -0.7316143
## 702 0.890820 -0.83084308 1.4032432 0.44975647 -0.6238164 -0.7316143
## 703 0.890820 0.56011512 -0.7119396 -0.57147384 0.9949476 1.2086307
## 704 0.890820 -1.00471285 1.4032432 0.36465394 -0.6238164 -0.7316143
## 705 0.890820 0.21237557 1.4032432 -0.91188394 0.9949476 0.2385082
## 706 -1.003559 -0.78737563 1.4032432 0.96037163 -0.6238164 2.1787531
## 707 -1.003559 0.03850579 -0.7119396 -0.57147384 -0.6238164 0.2385082
## 708 -1.003559 0.16890812 -0.7119396 0.19444889 -0.6238164 -0.7316143
## 709 0.890820 -2.30873616 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 710 0.890820 -0.74390819 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 711 -1.003559 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 712 0.890820 -0.83084308 1.4032432 0.44975647 -0.6238164 -0.7316143
## 713 0.890820 -0.48310353 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 714 0.890820 -1.52632218 -0.7119396 1.30078173 -2.2425804 -0.7316143
## 715 -1.003559 -1.04818030 1.4032432 0.27955142 0.9949476 0.2385082
## 716 -1.003559 -0.26576631 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 717 2.785199 -0.83084308 1.4032432 0.79016657 -0.6238164 0.2385082
## 718 -1.003559 -0.30923376 1.4032432 -0.40126879 -0.6238164 0.2385082
## 719 -1.003559 0.51664767 -0.7119396 0.27955142 -0.6238164 -0.7316143
## 720 0.890820 -0.09189654 -0.7119396 -0.82678142 0.9949476 2.1787531
## 721 0.890820 0.38624534 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 722 -1.003559 1.55986632 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 723 0.890820 0.99478955 -0.7119396 -0.91188394 0.9949476 0.2385082
## 724 -1.003559 -1.48285473 -0.7119396 0.36465394 -0.6238164 -0.7316143
## 725 -1.003559 -1.22205007 1.4032432 -0.74167889 0.9949476 0.2385082
## 726 -1.003559 0.34277790 -0.7119396 1.30078173 -0.6238164 1.2086307
## 727 -1.003559 0.73398489 -0.7119396 -0.48637131 -0.6238164 -0.7316143
## 728 -1.003559 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 729 0.890820 -1.26551751 1.4032432 0.61996152 -0.6238164 1.2086307
## 730 -1.003559 0.51664767 -0.7119396 0.27955142 -0.6238164 -0.7316143
## 731 0.890820 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 732 0.890820 0.47318023 -0.7119396 -0.91188394 0.9949476 0.2385082
## 733 0.890820 0.21237557 1.4032432 -0.91188394 0.9949476 0.2385082
## 734 0.890820 1.12519188 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 735 0.890820 0.29931046 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 736 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 737 -1.003559 -0.30923376 1.4032432 0.10934637 -0.6238164 0.2385082
## 738 -1.003559 -0.87431052 1.4032432 1.30078173 -0.6238164 1.2086307
## 739 -1.003559 0.95132211 -0.7119396 -0.91188394 0.9949476 1.2086307
## 740 0.890820 0.51664767 1.4032432 -0.91188394 0.9949476 0.2385082
## 741 -1.003559 1.34252910 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 742 -1.003559 0.99478955 1.4032432 -0.91188394 0.9949476 -0.7316143
## 743 -1.003559 -0.74390819 1.4032432 0.61996152 0.9949476 2.1787531
## 744 0.890820 -0.22229887 -0.7119396 -0.57147384 -0.6238164 3.1488756
## 745 0.890820 0.47318023 -0.7119396 -0.91188394 0.9949476 0.2385082
## 746 0.890820 -0.26576631 1.4032432 0.10934637 -0.6238164 -0.7316143
## 747 0.890820 0.38624534 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 748 0.890820 0.47318023 1.4032432 0.27955142 0.9949476 1.2086307
## 749 0.890820 0.86438722 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 750 0.890820 -0.22229887 -0.7119396 -0.57147384 -0.6238164 3.1488756
## 751 0.890820 0.25584301 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 752 -1.003559 0.08197324 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 753 -1.003559 1.34252910 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 754 0.890820 -0.39616864 -0.7119396 -0.57147384 0.9949476 -0.7316143
## 755 -1.003559 -0.00496165 -0.7119396 -0.48637131 0.9949476 -0.7316143
## 756 0.890820 1.12519188 -0.7119396 -0.91188394 0.9949476 1.2086307
## 757 -1.003559 -2.30873616 1.4032432 0.96037163 -2.2425804 0.2385082
## 758 -1.003559 -0.48310353 -0.7119396 1.04547415 0.9949476 -0.7316143
## 759 0.890820 0.99478955 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 760 -1.003559 0.86438722 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 761 -1.003559 -1.61325706 1.4032432 -0.40126879 -0.6238164 0.2385082
## 762 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 763 -1.003559 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 764 -1.003559 0.56011512 -0.7119396 -0.06085868 0.9949476 -0.7316143
## 765 -1.003559 -0.22229887 1.4032432 2.49221709 0.9949476 1.2086307
## 766 0.890820 -0.26576631 1.4032432 1.64119183 -0.6238164 0.2385082
## 767 0.890820 -0.26576631 1.4032432 1.64119183 -0.6238164 0.2385082
## 768 0.890820 -0.35270120 -0.7119396 1.98160194 -0.6238164 1.2086307
## 769 0.890820 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 770 -1.003559 -0.83084308 -0.7119396 -0.91188394 0.9949476 0.2385082
## 771 0.890820 -0.74390819 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 772 -1.003559 0.12544068 1.4032432 -0.74167889 -0.6238164 -0.7316143
## 773 0.890820 0.21237557 1.4032432 0.27955142 -0.6238164 -0.7316143
## 774 -1.003559 -1.52632218 -0.7119396 -0.06085868 -0.6238164 2.1787531
## 775 0.890820 -0.43963609 -0.7119396 -0.74167889 0.9949476 -0.7316143
## 776 0.890820 -0.26576631 1.4032432 0.10934637 -0.6238164 -0.7316143
## 777 -1.003559 -0.13536398 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 778 0.890820 -2.35220361 1.4032432 0.79016657 -0.6238164 1.2086307
## 779 0.890820 0.56011512 -0.7119396 -0.23106374 0.9949476 1.2086307
## 780 0.890820 1.86413843 -0.7119396 -0.31616626 0.9949476 -0.7316143
## 781 0.890820 -0.22229887 1.4032432 1.47098678 -2.2425804 -0.7316143
## 782 0.890820 -1.91752917 -0.7119396 0.79016657 -0.6238164 0.2385082
## 783 0.890820 -1.17858263 -0.7119396 0.79016657 -0.6238164 1.2086307
## 784 0.890820 0.86438722 -0.7119396 -0.91188394 -2.2425804 -0.7316143
## 785 -1.003559 0.69051745 -0.7119396 0.44975647 0.9949476 -0.7316143
## 786 -1.003559 -0.17883142 1.4032432 -0.23106374 -0.6238164 0.2385082
## 787 0.890820 0.60358256 -0.7119396 -0.74167889 -0.6238164 1.2086307
## 788 0.890820 -1.17858263 1.4032432 2.66242214 -0.6238164 2.1787531
## 789 0.890820 -1.87406173 -0.7119396 0.70506405 -0.6238164 2.1787531
## 790 -1.003559 -2.00446406 -0.7119396 0.27955142 -0.6238164 0.2385082
## 791 0.890820 -1.00471285 1.4032432 1.47098678 -0.6238164 0.2385082
## 792 0.890820 -1.00471285 1.4032432 1.47098678 -0.6238164 0.2385082
## 793 0.890820 -0.35270120 -0.7119396 1.98160194 -0.6238164 1.2086307
## 794 0.890820 -2.30873616 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 795 0.890820 -0.17883142 -0.7119396 1.30078173 -0.6238164 1.2086307
## 796 -1.003559 -0.39616864 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 797 0.890820 -0.74390819 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 798 -1.003559 -1.52632218 -0.7119396 -0.06085868 -0.6238164 2.1787531
## 799 -1.003559 0.42971279 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 800 0.890820 1.38599655 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 801 -1.003559 -0.87431052 1.4032432 1.30078173 -0.6238164 1.2086307
## 802 -1.003559 0.03850579 -0.7119396 1.04547415 -2.2425804 -0.7316143
## 803 0.890820 -0.57003842 1.4032432 -0.91188394 -0.6238164 -0.7316143
## 804 0.890820 0.47318023 -0.7119396 -0.91188394 0.9949476 0.2385082
## 805 0.890820 -0.78737563 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 806 -1.003559 -1.65672451 1.4032432 -0.91188394 0.9949476 -0.7316143
## 807 -1.003559 -1.61325706 1.4032432 -0.40126879 -0.6238164 0.2385082
## 808 0.890820 1.29906166 1.4032432 -0.57147384 0.9949476 -0.7316143
## 809 0.890820 0.21237557 1.4032432 -0.91188394 0.9949476 0.2385082
## 810 0.890820 0.38624534 -0.7119396 0.44975647 -0.6238164 -0.7316143
## 811 -1.003559 -1.52632218 1.4032432 0.79016657 -0.6238164 -0.7316143
## 812 0.890820 -0.35270120 -0.7119396 -0.65657637 0.9949476 -0.7316143
## 813 -1.003559 0.47318023 -0.7119396 2.15180699 -2.2425804 1.2086307
## 814 -1.003559 0.25584301 1.4032432 1.72629436 -2.2425804 -0.7316143
## 815 -1.003559 -0.39616864 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 816 -1.003559 0.21237557 1.4032432 -0.40126879 -0.6238164 -0.7316143
## 817 -1.003559 -0.26576631 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 818 -1.003559 1.55986632 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 819 -1.003559 1.25559422 -0.7119396 -0.23106374 0.9949476 1.2086307
## 820 -1.003559 -0.13536398 1.4032432 1.47098678 -0.6238164 1.2086307
## 821 -1.003559 -0.48310353 1.4032432 0.70506405 0.9949476 0.2385082
## 822 -1.003559 0.47318023 -0.7119396 2.15180699 -2.2425804 1.2086307
## 823 0.890820 -0.22229887 1.4032432 0.27955142 0.9949476 0.2385082
## 824 0.890820 0.47318023 -0.7119396 0.10934637 0.9949476 -0.7316143
## 825 -1.003559 -1.04818030 1.4032432 2.15180699 -0.6238164 0.2385082
## 826 -1.003559 0.99478955 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 827 0.890820 0.03850579 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 828 -1.003559 0.03850579 -0.7119396 -0.57147384 -0.6238164 0.2385082
## 829 0.890820 1.29906166 1.4032432 -0.57147384 0.9949476 -0.7316143
## 830 -1.003559 -1.74365939 1.4032432 0.96037163 -0.6238164 0.2385082
## 831 0.890820 -0.26576631 1.4032432 0.10934637 -0.6238164 -0.7316143
## 832 0.890820 -0.22229887 -0.7119396 -0.57147384 -0.6238164 3.1488756
## 833 0.890820 0.08197324 -0.7119396 -0.06085868 0.9949476 0.2385082
## 834 0.890820 -1.65672451 1.4032432 3.85385750 -2.2425804 -0.7316143
## 835 0.890820 -1.04818030 1.4032432 0.61996152 -0.6238164 -0.7316143
## 836 -1.003559 -1.00471285 -0.7119396 -0.23106374 0.9949476 2.1787531
## 837 -1.003559 0.47318023 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 838 0.890820 0.56011512 -0.7119396 -0.48637131 0.9949476 -0.7316143
## 839 -1.003559 -1.04818030 1.4032432 0.27955142 0.9949476 0.2385082
## 840 -1.003559 1.60333376 1.4032432 -0.91188394 0.9949476 -0.7316143
## 841 0.890820 -1.04818030 1.4032432 1.30078173 -2.2425804 -0.7316143
## 842 0.890820 1.42946399 -0.7119396 0.27955142 0.9949476 -0.7316143
## 843 -1.003559 0.69051745 -0.7119396 1.21567920 -0.6238164 0.2385082
## 844 -1.003559 -1.04818030 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 845 -1.003559 0.90785467 -0.7119396 0.10934637 -0.6238164 1.2086307
## 846 -1.003559 -1.91752917 1.4032432 0.87526910 -0.6238164 0.2385082
## 847 0.890820 1.42946399 -0.7119396 0.27955142 0.9949476 -0.7316143
## 848 -1.003559 -1.04818030 1.4032432 2.15180699 -0.6238164 0.2385082
## 849 -1.003559 0.56011512 -0.7119396 -0.06085868 0.9949476 -0.7316143
## 850 0.890820 0.51664767 1.4032432 -0.91188394 0.9949476 0.2385082
## 851 -1.003559 0.47318023 -0.7119396 0.61996152 -0.6238164 -0.7316143
## 852 0.890820 1.64680121 -0.7119396 2.06670446 -2.2425804 -0.7316143
## 853 0.890820 0.51664767 1.4032432 -0.91188394 0.9949476 0.2385082
## 854 -1.003559 -0.87431052 1.4032432 1.30078173 -0.6238164 1.2086307
## 855 -1.003559 1.08172444 -0.7119396 0.27955142 -0.6238164 0.2385082
## 856 0.890820 0.29931046 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 857 -1.003559 -1.48285473 -0.7119396 0.36465394 -0.6238164 -0.7316143
## 858 0.890820 1.38599655 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 859 -1.003559 -1.48285473 -0.7119396 0.36465394 -0.6238164 -0.7316143
## 860 0.890820 1.03825700 1.4032432 0.44975647 0.9949476 -0.7316143
## 861 0.890820 0.47318023 -0.7119396 -0.91188394 0.9949476 0.2385082
## 862 0.890820 0.38624534 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 863 -1.003559 0.42971279 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 864 0.890820 0.82091978 -0.7119396 -0.06085868 0.9949476 1.2086307
## 865 -1.003559 -1.04818030 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 866 0.890820 0.95132211 -0.7119396 -0.14596121 0.9949476 -0.7316143
## 867 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 868 0.890820 0.16890812 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 869 0.890820 0.86438722 -0.7119396 -0.91188394 -2.2425804 -0.7316143
## 870 0.890820 1.25559422 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 871 0.890820 -0.43963609 -0.7119396 -0.74167889 0.9949476 -0.7316143
## 872 -1.003559 1.42946399 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 873 -1.003559 0.25584301 -0.7119396 -0.40126879 -0.6238164 -0.7316143
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## 875 -1.003559 -1.04818030 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 876 -1.003559 -0.74390819 1.4032432 1.13057668 -0.6238164 1.2086307
## 877 -1.003559 -0.48310353 1.4032432 0.70506405 0.9949476 0.2385082
## 878 0.890820 0.69051745 -0.7119396 -0.74167889 -0.6238164 -0.7316143
## 879 0.890820 -1.56978962 -0.7119396 0.27955142 -0.6238164 0.2385082
## 880 -1.003559 1.42946399 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 881 0.890820 0.82091978 1.4032432 -0.91188394 0.9949476 -0.7316143
## 882 -1.003559 0.64705000 -0.7119396 -0.91188394 0.9949476 0.2385082
## 883 0.890820 -1.48285473 1.4032432 0.10934637 -0.6238164 0.2385082
## 884 -1.003559 0.73398489 -0.7119396 -0.48637131 -0.6238164 -0.7316143
## 885 0.890820 -1.04818030 1.4032432 1.30078173 -2.2425804 -0.7316143
## 886 -1.003559 -1.09164774 -0.7119396 -0.06085868 -0.6238164 2.1787531
## 887 0.890820 -0.39616864 1.4032432 2.15180699 -0.6238164 0.2385082
## 888 0.890820 -1.00471285 1.4032432 0.36465394 -0.6238164 -0.7316143
## 889 -1.003559 0.34277790 -0.7119396 1.30078173 -0.6238164 1.2086307
## 890 -1.003559 0.21237557 -0.7119396 2.49221709 -0.6238164 2.1787531
## 891 2.785199 -0.83084308 1.4032432 0.79016657 -0.6238164 0.2385082
## 892 0.890820 0.21237557 1.4032432 -0.91188394 0.9949476 -0.7316143
## 893 0.890820 -1.00471285 1.4032432 1.47098678 -0.6238164 0.2385082
## 894 0.890820 0.29931046 1.4032432 -0.06085868 -0.6238164 -0.7316143
## 895 0.890820 1.03825700 1.4032432 0.44975647 0.9949476 -0.7316143
## 896 0.890820 -2.26526872 -0.7119396 0.10934637 -0.6238164 0.2385082
## 897 -1.003559 -0.17883142 -0.7119396 2.66242214 -2.2425804 -0.7316143
## 898 0.890820 0.38624534 -0.7119396 -0.23106374 0.9949476 0.2385082
## 899 -1.003559 -1.17858263 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 900 0.890820 0.51664767 -0.7119396 -0.48637131 -0.6238164 -0.7316143
## 901 0.890820 -0.17883142 -0.7119396 1.30078173 -0.6238164 1.2086307
## 902 -1.003559 -1.17858263 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 903 -1.003559 0.47318023 -0.7119396 2.15180699 -2.2425804 1.2086307
## 904 0.890820 -0.65697330 -0.7119396 0.96037163 -0.6238164 0.2385082
## 905 0.890820 0.25584301 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 906 -1.003559 -2.30873616 1.4032432 0.96037163 -2.2425804 0.2385082
## 907 0.890820 1.25559422 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 908 0.890820 0.56011512 -0.7119396 0.02424384 0.9949476 -0.7316143
## 909 0.890820 -2.17833383 1.4032432 0.61996152 -0.6238164 1.2086307
## 910 -1.003559 -1.00471285 1.4032432 -0.14596121 -0.6238164 -0.7316143
## 911 0.890820 0.60358256 -0.7119396 -0.40126879 -0.6238164 0.2385082
## 912 -1.003559 0.12544068 -0.7119396 -0.91188394 0.9949476 1.2086307
## 913 0.890820 -0.83084308 1.4032432 0.44975647 -0.6238164 -0.7316143
## 914 -1.003559 -0.04842909 1.4032432 1.64119183 -0.6238164 -0.7316143
## 915 -1.003559 -0.74390819 1.4032432 -0.82678142 0.9949476 0.2385082
## 916 -1.003559 -0.22229887 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 917 -1.003559 -0.96124541 -0.7119396 1.47098678 -0.6238164 0.2385082
## 918 0.890820 1.29906166 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 919 0.890820 0.56011512 -0.7119396 -0.23106374 0.9949476 1.2086307
## 920 0.890820 1.42946399 1.4032432 2.32201204 -0.6238164 -0.7316143
## 921 0.890820 -0.39616864 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 922 0.890820 -1.91752917 -0.7119396 0.79016657 -0.6238164 0.2385082
## 923 0.890820 1.03825700 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 924 0.890820 0.47318023 -0.7119396 0.10934637 0.9949476 -0.7316143
## 925 -1.003559 0.86438722 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 926 0.890820 -1.48285473 1.4032432 0.10934637 -0.6238164 0.2385082
## 927 -1.003559 -1.78712684 1.4032432 -0.91188394 -0.6238164 0.2385082
## 928 0.890820 1.95107331 -0.7119396 -0.23106374 -2.2425804 -0.7316143
## 929 -1.003559 -1.74365939 1.4032432 0.96037163 -0.6238164 0.2385082
## 930 -1.003559 -0.74390819 1.4032432 1.13057668 -0.6238164 1.2086307
## 931 -1.003559 -0.96124541 -0.7119396 1.47098678 -0.6238164 0.2385082
## 932 0.890820 1.38599655 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 933 -1.003559 -0.30923376 -0.7119396 0.36465394 0.9949476 0.2385082
## 934 0.890820 1.42946399 1.4032432 2.32201204 -0.6238164 -0.7316143
## 935 0.890820 0.03850579 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 936 0.890820 0.86438722 -0.7119396 -0.91188394 -2.2425804 -0.7316143
## 937 0.890820 0.56011512 -0.7119396 0.70506405 0.9949476 0.2385082
## 938 0.890820 0.38624534 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 939 -1.003559 -1.65672451 1.4032432 -0.91188394 0.9949476 -0.7316143
## 940 0.890820 0.56011512 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 941 0.890820 -1.13511518 1.4032432 -0.74167889 -0.6238164 -0.7316143
## 942 -1.003559 0.86438722 -0.7119396 -0.82678142 -0.6238164 -0.7316143
## 943 0.890820 0.08197324 -0.7119396 0.61996152 0.9949476 1.2086307
## 944 0.890820 -0.39616864 -0.7119396 -0.57147384 0.9949476 -0.7316143
## 945 0.890820 0.69051745 1.4032432 -0.06085868 -0.6238164 1.2086307
## 946 -1.003559 0.56011512 -0.7119396 0.70506405 -0.6238164 -0.7316143
## 947 0.890820 0.99478955 -0.7119396 -0.91188394 0.9949476 0.2385082
## 948 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 0.2385082
## 949 0.890820 -1.04818030 1.4032432 1.30078173 -2.2425804 -0.7316143
## 950 0.890820 0.82091978 1.4032432 -0.91188394 0.9949476 -0.7316143
## 951 -1.003559 -1.78712684 1.4032432 0.36465394 -0.6238164 2.1787531
## 952 0.890820 -2.26526872 -0.7119396 0.10934637 -0.6238164 0.2385082
## 953 0.890820 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 954 -1.003559 0.12544068 1.4032432 -0.74167889 -0.6238164 -0.7316143
## 955 -1.003559 -0.26576631 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 956 0.890820 -0.13536398 -0.7119396 0.61996152 -0.6238164 2.1787531
## 957 0.890820 0.60358256 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 958 0.890820 0.60358256 -0.7119396 -0.40126879 -0.6238164 0.2385082
## 959 -1.003559 0.34277790 -0.7119396 -0.23106374 0.9949476 0.2385082
## 960 0.890820 0.08197324 -0.7119396 0.61996152 0.9949476 1.2086307
## 961 -1.003559 0.86438722 -0.7119396 -0.82678142 -0.6238164 -0.7316143
## 962 -1.003559 -1.17858263 -0.7119396 -0.06085868 -0.6238164 -0.7316143
## 963 0.890820 -0.09189654 -0.7119396 -0.82678142 0.9949476 2.1787531
## 964 0.890820 -1.13511518 1.4032432 -0.74167889 -0.6238164 -0.7316143
## 965 0.890820 1.12519188 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 966 2.785199 -1.43938729 -0.7119396 0.02424384 -0.6238164 -0.7316143
## 967 -1.003559 -0.83084308 1.4032432 1.64119183 -0.6238164 1.2086307
## 968 0.890820 -2.30873616 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 969 -1.003559 0.25584301 1.4032432 1.72629436 -2.2425804 -0.7316143
## 970 0.890820 0.99478955 -0.7119396 -0.74167889 0.9949476 -0.7316143
## 971 0.890820 1.03825700 -0.7119396 -0.91188394 0.9949476 3.1488756
## 972 0.890820 0.56011512 -0.7119396 -0.48637131 0.9949476 -0.7316143
## 973 -1.003559 1.77720354 -0.7119396 -0.91188394 -0.6238164 -0.7316143
## 974 -1.003559 0.73398489 -0.7119396 1.13057668 -0.6238164 -0.7316143
## 975 0.890820 0.51664767 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 976 0.890820 -0.39616864 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 977 0.890820 0.86438722 1.4032432 0.61996152 -0.6238164 1.2086307
## 978 0.890820 1.51639888 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 979 -1.003559 1.21212677 -0.7119396 -0.91188394 0.9949476 0.2385082
## 980 -1.003559 -0.09189654 1.4032432 -0.91188394 -0.6238164 2.1787531
## 981 0.890820 -0.04842909 -0.7119396 -0.57147384 -0.6238164 -0.7316143
## 982 0.890820 -0.39616864 -0.7119396 0.10934637 -0.6238164 -0.7316143
## 983 0.890820 -0.30923376 -0.7119396 -0.65657637 0.9949476 1.2086307
## 984 0.890820 -1.91752917 1.4032432 -0.74167889 -0.6238164 0.2385082
## 985 0.890820 0.51664767 -0.7119396 -0.48637131 -0.6238164 -0.7316143
## 986 0.890820 -0.13536398 -0.7119396 0.61996152 -0.6238164 2.1787531
## 987 2.785199 -1.39591985 1.4032432 1.98160194 -0.6238164 -0.7316143
## 988 -1.003559 0.64705000 -0.7119396 -0.91188394 0.9949476 0.2385082
## 989 -1.003559 0.90785467 -0.7119396 0.10934637 -0.6238164 1.2086307
## 990 0.890820 0.56011512 -0.7119396 -0.57147384 0.9949476 1.2086307
## 991 0.890820 1.25559422 -0.7119396 -0.23106374 0.9949476 -0.7316143
## 992 0.890820 0.47318023 1.4032432 0.27955142 0.9949476 1.2086307
## 993 -1.003559 0.42971279 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 994 -1.003559 -0.26576631 1.4032432 -0.82678142 -0.6238164 3.1488756
## 995 -1.003559 -0.30923376 1.4032432 0.10934637 -0.6238164 0.2385082
## 996 0.890820 1.03825700 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 997 -1.003559 0.03850579 1.4032432 0.70506405 -0.6238164 1.2086307
## 998 0.890820 -1.56978962 -0.7119396 0.27955142 -0.6238164 0.2385082
## 999 0.890820 -1.04818030 1.4032432 0.61996152 -0.6238164 -0.7316143
## 1000 0.890820 0.60358256 -0.7119396 -0.74167889 -0.6238164 1.2086307
## 1001 -1.003559 -0.74390819 -0.7119396 0.79016657 -0.6238164 1.2086307
## 1002 0.890820 1.25559422 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1003 -1.003559 -0.74390819 1.4032432 -0.82678142 0.9949476 0.2385082
## 1004 0.890820 -0.09189654 -0.7119396 -0.82678142 0.9949476 2.1787531
## 1005 -1.003559 -0.30923376 -0.7119396 0.36465394 0.9949476 0.2385082
## 1006 2.785199 -0.83084308 1.4032432 0.79016657 -0.6238164 0.2385082
## 1007 -1.003559 0.69051745 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1008 -1.003559 0.56011512 -0.7119396 0.70506405 -0.6238164 -0.7316143
## 1009 0.890820 0.56011512 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1010 0.890820 1.38599655 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1011 0.890820 1.03825700 1.4032432 0.44975647 0.9949476 -0.7316143
## 1012 -1.003559 0.90785467 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1013 0.890820 0.82091978 -0.7119396 -0.06085868 -2.2425804 -0.7316143
## 1014 2.785199 -0.39616864 -0.7119396 2.83262719 -2.2425804 2.1787531
## 1015 0.890820 1.12519188 -0.7119396 -0.40126879 -0.6238164 -0.7316143
## 1016 -1.003559 -0.78737563 1.4032432 0.96037163 -0.6238164 2.1787531
## 1017 -1.003559 1.08172444 -0.7119396 0.27955142 -0.6238164 0.2385082
## 1018 0.890820 -2.35220361 1.4032432 0.79016657 -0.6238164 1.2086307
## 1019 -1.003559 0.38624534 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1020 0.890820 -0.26576631 -0.7119396 -0.82678142 0.9949476 -0.7316143
## 1021 0.890820 0.64705000 1.4032432 -0.91188394 0.9949476 -0.7316143
## 1022 -1.003559 -0.35270120 1.4032432 1.47098678 -0.6238164 0.2385082
## 1023 -1.003559 -1.35245240 1.4032432 -0.06085868 -0.6238164 0.2385082
## 1024 -1.003559 0.42971279 -0.7119396 -0.91188394 0.9949476 -0.7316143
## 1025 0.890820 -1.56978962 -0.7119396 0.27955142 -0.6238164 0.2385082
## thal target
## 1 1.0893199 -1.0719607
## 2 1.0893199 -0.5821458
## 3 1.0893199 -1.0369739
## 4 1.0893199 -0.8970268
## 5 -0.5218676 -1.1419342
## 6 -0.5218676 0.8523120
## 7 -2.1330550 -0.5821458
## 8 1.0893199 -1.2818813
## 9 1.0893199 -1.0019871
## 10 -0.5218676 -1.0719607
## 11 -0.5218676 1.1671929
## 12 1.0893199 -1.1419342
## 13 -0.5218676 1.1322062
## 14 1.0893199 -0.5821458
## 15 -3.7442425 -1.0369739
## 16 -0.5218676 0.8523120
## 17 -0.5218676 1.0972194
## 18 1.0893199 -1.1769210
## 19 -0.5218676 0.8523120
## 20 -0.5218676 0.8872987
## 21 -0.5218676 -0.9670003
## 22 -0.5218676 1.0272458
## 23 -0.5218676 0.8173252
## 24 -0.5218676 0.6074045
## 25 -0.5218676 1.2721533
## 26 1.0893199 -0.9320136
## 27 -0.5218676 0.9222855
## 28 -0.5218676 -0.5471590
## 29 -2.1330550 -0.5821458
## 30 -0.5218676 -0.9670003
## 31 -2.1330550 -0.5471590
## 32 -0.5218676 0.6074045
## 33 1.0893199 -1.4918020
## 34 1.0893199 -1.0369739
## 35 -0.5218676 1.0622326
## 36 -0.5218676 -0.5121723
## 37 -0.5218676 1.0622326
## 38 -0.5218676 0.7823384
## 39 1.0893199 1.2021797
## 40 1.0893199 -1.1069474
## 41 -0.5218676 0.7473516
## 42 1.0893199 0.7823384
## 43 -0.5218676 -1.0369739
## 44 1.0893199 -0.7920665
## 45 -0.5218676 1.0622326
## 46 -0.5218676 0.7123649
## 47 -2.1330550 0.7823384
## 48 1.0893199 -0.5471590
## 49 -0.5218676 0.9222855
## 50 1.0893199 -0.7570797
## 51 -0.5218676 0.5724178
## 52 1.0893199 -0.8270532
## 53 -0.5218676 1.0972194
## 54 1.0893199 -0.8620400
## 55 1.0893199 -1.1069474
## 56 1.0893199 -0.6521194
## 57 1.0893199 1.0622326
## 58 -0.5218676 0.8173252
## 59 1.0893199 -0.9670003
## 60 -0.5218676 -1.3868416
## 61 -0.5218676 0.6423913
## 62 -0.5218676 0.6423913
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## 1024 -0.5218676 0.9922591
## 1025 1.0893199 -0.5121723
# Boxplot
boxplot(data_scaled,
main="Boxplot Variabel observasi",
col="lightgreen")
# number of K
# Elbow Method using base R and a loop
wss <- sapply(1:10, function(k){
kmeans(data_scaled, centers = k, nstart = 25)$tot.withinss
})
par(mfrow = c(1, 1))
plot(1:10, wss, type = "b", pch = 19,
xlab = "Number of clusters K",
ylab = "Total within-clusters sum of squares",
main = "Elbow Method")
# Silhouette Analysis
avg_sil <- function(k) {
km_res <- kmeans(data_scaled, centers = k, nstart = 25)
ss <- silhouette(km_res$cluster, dist(data_scaled))
mean(ss[, 3])
}
k_values <- 2:10
avg_sil_values <- sapply(k_values, avg_sil)
par(mfrow = c(1, 1))
plot(k_values, avg_sil_values, type = "b", pch = 19,
xlab = "Number of clusters K",
ylab = "Average Silhouette Width",
main = "Silhouette Analysis")
# Clustering K-Means
set.seed(123)
kmeans_model <- kmeans(data_scaled, centers = 3, nstart = 25)
data$kmeans_cluster <- as.factor(kmeans_model$cluster)
cluster_colors <- c("black", "pink", "green")
par(mar = c(5, 4, 4, 8))
plot(data_scaled[,1:2],
col = cluster_colors[data$kmeans_cluster],
pch = 16,
main = "K-Means Clustering",
xlab = colnames(data_scaled)[1],
ylab = colnames(data_scaled)[2])
legend("topright",
legend = paste("Cluster", 1:3),
col = cluster_colors,
pch = 16,
inset = c(-0.35, 0),
xpd = TRUE,
bty = "n")
# Clustering K-median
kmedian_model <- pam(data_scaled, k = 3)
data$kmedian_cluster <- kmedian_model$clustering
cluster_colors <- c("black", "pink", "green")
par(mar = c(5, 4, 4, 8))
plot(data_scaled[,1:2],
col = cluster_colors[data$kmedian_cluster],
pch = 16,
main = "K-Median Clustering",
xlab = colnames(data_scaled)[1],
ylab = colnames(data_scaled)[2])
legend("topright",
legend = paste("Cluster", 1:3),
col = cluster_colors,
pch = 16,
inset = c(-0.35, 0),
xpd = TRUE,
bty = "n")
# Clustering DBSCAN
# Cari eps pakai kNN distance plot
# Hitung kNN distance (misal minPts = 3)
kNNdist <- kNNdist(data_scaled, k = 3)
kNNdist_sorted <- sort(kNNdist)
plot(kNNdist_sorted,
type = "l",
lwd = 2,
main = "eps(DBSCAN)",
xlab = "Points sorted by distance",
ylab = "3-NN distance",
ylim = c(0, 2))
abline(h = 1, col = "red", lty = 2, lwd = 2)
text(x = length(kNNdist_sorted)*0.6,
y = 1.1,
labels = "eps ≈ 1",
col = "red")
# DBSCAN
dbscan_model <- dbscan(data_scaled, eps = 1, MinPts = 5)
data$dbscan_cluster <- dbscan_model$cluster
clusters <- sort(unique(dbscan_model$cluster))
cluster_colors <- rainbow(length(clusters))
par(mar = c(5, 4, 4, 8))
plot(data_scaled[,1:2],
col = cluster_colors[match(dbscan_model$cluster, clusters)],
pch = 16,
main = "DBSCAN Clustering",
xlab = colnames(data_scaled)[1],
ylab = colnames(data_scaled)[2])
legend("topright",
legend = ifelse(clusters == 0, "Noise", paste("Cluster", clusters)),
col = cluster_colors,
pch = 16,
inset = c(-0.35, 0),
xpd = TRUE,
bty = "n")
# Clustering Mean Shift
data_matrix <- as.matrix(data_scaled)
bw <- apply(data_matrix, 2, sd) * 2
meanshift_model <- meanShift(
data_matrix,
bandwidth = bw
)
data$meanshift_cluster <- meanshift_model$assignment
clusters <- factor(data$meanshift_cluster)
n_cluster <- length(levels(clusters))
max_colors <- min(n_cluster, 10)
cluster_colors <- rainbow(max_colors)
cluster_index <- (as.numeric(clusters) - 1) %% max_colors + 1
par(mar = c(5, 4, 4, 8))
plot(data_scaled[,1:2],
col = cluster_colors[cluster_index],
pch = 16,
main = "Mean Shift Clustering",
xlab = "age",
ylab = "sex")
legend("right",
legend = levels(clusters)[1:max_colors],
col = cluster_colors,
pch = 16,
title = "Cluster",
inset = c(-0.35, 0),
xpd = TRUE)
# Clustering Fuzzy C-Means
fuzzy_model <- cmeans(data_scaled, centers = 3, m = 2)
data$fuzzy_cluster <- fuzzy_model$cluster
cluster_colors <- c("black", "pink", "green")
par(mar = c(5, 4, 4, 8))
plot(data_scaled[,1:2],
col = cluster_colors[data$fuzzy_cluster],
pch = 16,
main = "Fuzzy C-Means Clustering",
xlab = colnames(data_scaled)[1],
ylab = colnames(data_scaled)[2])
legend("topright",
legend = paste("Cluster", 1:3),
col = cluster_colors,
pch = 16,
inset = c(-0.35, 0),
xpd = TRUE,
bty = "n")
# metrics
# silhouette (-1 to 1), Dunn_Index higher is better k-means
mean(silhouette(kmeans_model$cluster, dist(data_scaled))[,3])
## [1] 0.1227831
stats <- cluster.stats(dist(data_scaled), kmeans_model$cluster)
paste("Dunn Index:", stats$dunn)
## [1] "Dunn Index: 0.0307230610998553"
paste("Within-cluster SS:", stats$within.cluster.ss)
## [1] "Within-cluster SS: 11014.7894822566"
# silhouette (-1 to 1),Dunn_Index higher is better k-median
mean(silhouette(kmedian_model$cluster, dist(data_scaled))[,3])
## [1] 0.1176525
stats <- cluster.stats(dist(data_scaled), kmedian_model$cluster)
paste("Dunn Index:", stats$dunn)
## [1] "Dunn Index: 0.0072578559504705"
paste("Within-cluster SS:", stats$within.cluster.ss)
## [1] "Within-cluster SS: 11188.8543876519"
# silhouette (-1 to 1),Dunn_Index higher is better dbscan
non_noise <- dbscan_model$cluster != 0
data_clean <- data_scaled[non_noise, ]
cluster_clean <- dbscan_model$cluster[non_noise]
sil_score <- mean(silhouette(cluster_clean, dist(data_clean))[,3])
stats <- cluster.stats(dist(data_clean), cluster_clean)
paste("Silhouette Score:", round(sil_score, 3))
## [1] "Silhouette Score: 0.761"
paste("Dunn Index:", round(stats$dunn, 3))
## [1] "Dunn Index: 0.982"
paste("Within-cluster SS:", round(stats$within.cluster.ss, 3))
## [1] "Within-cluster SS: 15.769"
# silhouette (-1 to 1),Dunn_Index higher is better meanshift
mean(silhouette(meanshift_model$assignment, dist(data_scaled))[,3])
## [1] 0.06577866
stats <- cluster.stats(dist(data_scaled), meanshift_model$assignment)
paste("Dunn Index:", stats$dunn)
## [1] "Dunn Index: 0.00341077849875237"
paste("Within-cluster SS:", stats$within.cluster.ss)
## [1] "Within-cluster SS: 10971.1715510871"
# silhouette (-1 to 1),Dunn_Index higher is better fuzzy c-means
mean(silhouette(fuzzy_model$cluster, dist(data_scaled))[,3])
## [1] 0.03116827
stats <- cluster.stats(dist(data_scaled), fuzzy_model$cluster)
paste("Dunn Index:", stats$dunn)
## [1] "Dunn Index: 0.00686967618040115"
paste("Within-cluster SS:", stats$within.cluster.ss)
## [1] "Within-cluster SS: 11834.4257272707"