내용정리

• 1. 상관관계 : 숫자형-숫자형 변수의 관계, 직선성에 대한 척도, 그래프시 산점도 / 분석시 상관관계
• 2. t-test : 범주(요인) 1개 속 2개의 집단(수준, class, 범주의 종류)별 숫자형의 평균차이 검정
• 3. anova : 범주(요인) 1개 or 2개 속 3개의 집단(수준, class, 범주의 종류)별 숫자형의 평균차이를 분산분석으로 검정

# 0. 데이터 준비

library(moonBook)

data(acs)

head(acs)

##   age    sex cardiogenicShock   entry              Dx   EF height weight

## 1  62   Male               No Femoral           STEMI 18.0    168     72

## 2  78 Female               No Femoral           STEMI 18.4    148     48

## 3  76 Female              Yes Femoral           STEMI 20.0     NA     NA

## 4  89 Female               No Femoral           STEMI 21.8    165     50

## 5  56   Male               No  Radial          NSTEMI 21.8    162     64

## 6  73 Female               No  Radial Unstable Angina 22.0    153     59

##        BMI obesity  TC LDLC HDLC  TG  DM HBP smoking

## 1 25.51020     Yes 215  154   35 155 Yes  No  Smoker

## 2 21.91381      No  NA   NA   NA 166  No Yes   Never

## 3       NA      No  NA   NA   NA  NA  No Yes   Never

## 4 18.36547      No 121   73   20  89  No  No   Never

## 5 24.38653      No 195  151   36  63 Yes Yes  Smoker

## 6 25.20398     Yes 184  112   38 137 Yes Yes   Never

# 1. 숫자형 필요칼럼만 뽑기

acs2 <- acs[, c("height", "weight", "BMI")]



# 2. 상관계수 행렬

cor( acs2, use = "na.or.complete")

##              height    weight          BMI

## height  1.000000000 0.6315767 -0.009049596

## weight  0.631576661 1.0000000  0.762441135

## BMI    -0.009049596 0.7624411  1.000000000

# 3. 산점도+상관계수 행렬 pairplot 1

library(psych)

pairs.panels(acs2)

# 4. 산점도+상관계수 행렬 pairplot 2

library(PerformanceAnalytics)

## Loading required package: xts

## Loading required package: zoo

## 

## Attaching package: 'zoo'

## The following objects are masked from 'package:base':

## 

##     as.Date, as.Date.numeric

## 

## Attaching package: 'PerformanceAnalytics'

## The following object is masked from 'package:graphics':

## 

##     legend

chart.Correlation(acs2, histogram = TRUE, pch = 19)

# 5. 상관계수 heatmap

library(corrplot)

## corrplot 0.84 loaded

corrplot(cor(acs2,use="na.or.complete"))

#### 1. 독립표본 t-test

# 데이터 준비

# 1. 독립성 생략

# 2. 정규성 생략

# 3. 등분산성 검정 :  집단별로 BMI를 인덱싱한 뒤, 등분산성 체크

var.test(acs[ acs$sex == "Male", ]$BMI, acs[acs$sex == "Female",]$BMI)

## 

##  F test to compare two variances

## 

## data:  acs[acs$sex == "Male", ]$BMI and acs[acs$sex == "Female", ]$BMI

## F = 0.82798, num df = 508, denom df = 254, p-value = 0.07756

## alternative hypothesis: true ratio of variances is not equal to 1

## 95 percent confidence interval:

##  0.6663069 1.0210005

## sample estimates:

## ratio of variances 

##          0.8279795

# 4. 독립표본 t-test

t.test(BMI ~ sex, data = acs, var.equal = T)

## 

##  Two Sample t-test

## 

## data:  BMI by sex

## t = -0.50823, df = 762, p-value = 0.6114

## alternative hypothesis: true difference in means is not equal to 0

## 95 percent confidence interval:

##  -0.6348532  0.3737344

## sample estimates:

## mean in group Female   mean in group Male 

##             24.19492             24.32548

#### 2. 보정된 t-test 

summary(aov(BMI ~ age + sex, data = acs)) # 기존 sex가 +뒤에 있으며, 이 것의 p-value 보는 것이 목적

##              Df Sum Sq Mean Sq F value   Pr(>F)    

## age           1    386   385.8  36.097 2.91e-09 ***

## sex           1     26    25.9   2.427     0.12    

## Residuals   761   8134    10.7                     

## ---

## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## 93 observations deleted due to missingness

#### 3. 대응표본 t-test

# 데이터 준비 : 같은 길이를 가진 데이터야한다.

Before_score = c(80,30,50,40,40,10,20,30,60,70)

After_score = c(95,40,60,45,40,15,20,25,67,90)



t.test(Before_score, After_score, paired=T)

## 

##  Paired t-test

## 

## data:  Before_score and After_score

## t = -2.8423, df = 9, p-value = 0.01933

## alternative hypothesis: true difference in means is not equal to 0

## 95 percent confidence interval:

##  -12.032489  -1.367511

## sample estimates:

## mean of the differences 

##                    -6.7

#### 1. 1way anova

# 1.숫자형으로 되어있다면 범주형으로 타입 변경 생략

# 2. 범주별 숫자의 boxplot, mean, sd 생략

# 3. 등분산성 검정 생략

# 4. anova

aov <- aov(TG ~ smoking, data= acs)

summary(aov)

##              Df  Sum Sq Mean Sq F value Pr(>F)  

## smoking       2   65695   32848   4.008 0.0185 *

## Residuals   839 6876082    8196                 

## ---

## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## 15 observations deleted due to missingness

# 5. 사후분석 Duncan

library(laercio)

LDuncan(aov, "group")

## 

##  DUNCAN TEST TO COMPARE MEANS 

##  

##  Confidence Level:  0.95 

##  Dependent Variable:  TG

##  Variation Coefficient:  72.28546 % 

##  

## 

##  Independent Variable:  smoking 

##   Factors   Means              

##   Smoker    136.490566037736 a 

##   Never     119.496913580247  b

##   Ex-smoker 116.65            b

#### 2. 2way anova

# 1. 2way anova

aov2 <- aov( TG ~ smoking + Dx, data = acs)

summary(aov2) # 두 요인 모두 유의

##              Df  Sum Sq Mean Sq F value   Pr(>F)    

## smoking       2   65695   32848   4.119   0.0166 *  

## Dx            2  201756  100878  12.651 3.87e-06 ***

## Residuals   837 6674326    7974                     

## ---

## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## 15 observations deleted due to missingness

aov2 <- aov( TG ~ Dx + smoking , data = acs)

summary(aov2) # 두 요인 모두 유의 but 수준차이가 난다...

##              Df  Sum Sq Mean Sq F value   Pr(>F)    

## Dx            2  166365   83182  10.432 3.35e-05 ***

## smoking       2  101087   50543   6.338  0.00185 ** 

## Residuals   837 6674326    7974                     

## ---

## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

## 15 observations deleted due to missingness

# 2. interactioplot

par(mfrow=c(1,2))

mean.rm.na <- function(x) mean(x,na.rm=T) # interaction.plot에 들어가는 집계함수를 직접 정의***

interaction.plot(acs$smoking,acs$Dx, acs$TG,fun=mean.rm.na)

interaction.plot(acs$Dx,acs$smoking, acs$TG,fun=mean.rm.na)

칼럼명 확인과 변경

# 데이터 준비
iris2 <- iris
head(iris2)

# 칼럼명확인
names(iris2)

## [1] "Sepal.Length" "Sepal.Width"  "Petal.Length" "Petal.Width" 
## [5] "Species"

# 칼럼명 변경
names(iris2) <- c( "first", "second", "third", "fourth", "fifth")
names(iris2)

## [1] "first"  "second" "third"  "fourth" "fifth"

사용자 정의함수로 ( 반복적인 작업인 ) scaling 해보기

• 정규분포에서 random한 숫자 10를 뽑아 4개의 칼럼 만들기
• 그 값들을 scaling을 통해 0~1사이 값으로 만들기
• x - min(x) / max(x) - min(x) => 분모가 가장 크므로 항상 1보다 작다.

# tibble을 활용한 데이터프레임 만들기
# library(tibble)
# 라이브러리 적용과 동시에 해당 함수 사용하기 package :: function
df <- tibble::tibble(
  a = rnorm(10),
  b = rnorm(10),
  c = rnorm(10),
  d = rnorm(10)
)
head(df)

summary(df)

##        a                 b                  c                  d          
##  Min.   :-1.5702   Min.   :-1.55135   Min.   :-1.97816   Min.   :-1.0510  
##  1st Qu.:-0.6281   1st Qu.:-0.52394   1st Qu.:-1.05749   1st Qu.:-0.2120  
##  Median : 0.4213   Median : 0.21181   Median :-0.23076   Median : 0.3042  
##  Mean   : 0.1132   Mean   : 0.06085   Mean   :-0.03817   Mean   : 0.3449  
##  3rd Qu.: 0.7566   3rd Qu.: 0.83831   3rd Qu.: 1.02052   3rd Qu.: 0.7530  
##  Max.   : 1.8824   Max.   : 1.32477   Max.   : 2.16831   Max.   : 1.7938

# scaling은 각 칼럼마다 해줘야하므로 반복적이다.
(df$a - min(df$a, na.rm = T))  /  (max(df$a, na.rm = T) -  min(df$a, na.rm = T))

##  [1] 0.447926340 0.002240828 0.680114530 0.583405776 0.214523807
##  [6] 1.000000000 0.570234402 0.000000000 0.721868086 0.655403845

df$a <- (df$a - min(df$a, na.rm = T))  /  (max(df$a, na.rm = T) -  min(df$a, na.rm = T))
df$b <- (df$b - min(df$b, na.rm = T))  /  (max(df$b, na.rm = T) -  min(df$b, na.rm = T))
df$c <- (df$c - min(df$c, na.rm = T))  /  (max(df$c, na.rm = T) -  min(df$c, na.rm = T))
df$d <- (df$d - min(df$d, na.rm = T))  /  (max(df$d, na.rm = T) -  min(df$d, na.rm = T))

head(df)

# range()함수는 [1]에는 최소값 [2]에는 최대값을 내포한다.
rng <- range( rnorm(10) , na.rm = T)
rng[1] # 최소값

## [1] -0.7202099

rng[2] # 최대값

## [1] 1.028419

# 사용자 정의함수로 scaling 정의하기

rescale <- function (x){
  rng <- range(x, na.rm = T)
  ( x- rng[1] ) / ( rng[2] - rng[1])
  
}

#테스트해보기
rescale(df$a)

##  [1] 0.447926340 0.002240828 0.680114530 0.583405776 0.214523807
##  [6] 1.000000000 0.570234402 0.000000000 0.721868086 0.655403845

rescale( c(0, 5, 10) )

## [1] 0.0 0.5 1.0

# 각 칼럼마다 적용해보기
df$a <- rescale(df$a)
df$b <- rescale(df$b)
df$c <- rescale(df$c)
df$d <- rescale(df$d)

head(df)

one-way ANOVA(요인 = 범주1개) 분석해보기

# 데이터 준비
anova_data<-data.frame(
  group=c(1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3),
  score=c(50.5, 52.1, 51.9, 52.4, 50.6, 51.4, 51.2, 52.2, 51.5, 50.8,47.5, 47.7, 46.6, 47.1, 47.2, 47.8, 45.2, 47.4, 45.0, 47.9,46.0, 47.1, 45.6, 47.1, 47.2, 46.4, 45.9, 47.1, 44.9, 46.2))

# 데이터 확인
head(anova_data)

str(anova_data)

## 'data.frame':    30 obs. of  2 variables:
##  $ group: num  1 1 1 1 1 1 1 1 1 1 ...
##  $ score: num  50.5 52.1 51.9 52.4 50.6 51.4 51.2 52.2 51.5 50.8 ...

# 1. 범주형 데이터를 (숫자로 나뉘어도) 문자형 변수로 변경***
# - as.character ( 칼럼인덱싱 ) 
anova_data$group <- as.character(anova_data$group)
str(anova_data)

## 'data.frame':    30 obs. of  2 variables:
##  $ group: chr  "1" "1" "1" "1" ...
##  $ score: num  50.5 52.1 51.9 52.4 50.6 51.4 51.2 52.2 51.5 50.8 ...

# 2. 집단별 종속변수(숫자형) 데이터의 boxplot 확인 및 tapply(종속변수인덱싱, 범주칼럼인덱싱, 집계함수)로 집단별 종속변수의 평균과 표준편차.
boxplot(score~group,data=anova_data)
tapply(anova_data$score,anova_data$group, mean)

##     1     2     3 
## 51.46 46.94 46.35

tapply(anova_data$score,anova_data$group, sd)

##         1         2         3 
## 0.6834553 1.0415800 0.7763876

# 3. 아노바분석 전, 3집단 등분산성 
# 3_1. bartlett.test ***
bartlett.test( score ~ as.factor(group), data= anova_data) #  0.4368

## 
##  Bartlett test of homogeneity of variances
## 
## data:  score by as.factor(group)
## Bartlett's K-squared = 1.6565, df = 2, p-value = 0.4368

# 3_2. userfriendlyscience패키지의 oneway()함수로 등분산성 테스트 및 바로 oneway 아노바 적용
# install.packages("userfriendlyscience")
library(userfriendlyscience)

#      등분산인지 확인
oneway(factor(anova_data$group),y=anova_data$score,fullDescribe=T,correction=T)

## ### Oneway Anova for y=score and x=group (groups: 1, 2, 3)
## 
## Omega squared: 95% CI = [.78; .92], point estimate = .88
## Eta Squared: 95% CI = [.8; .92], point estimate = .89
## 
##                                    SS Df    MS      F     p
## Between groups (error + effect) 156.3  2 78.15 108.81 <.001
## Within groups (error only)      19.39 27  0.72             
## 
## 
## ### Welch correction for nonhomogeneous variances:
## 
## F[2, 17.55] = 136.29, p < .001.
## 
## ### Brown-Forsythe correction for nonhomogeneous variances:
## 
## F[2, 23.76] = 108.81, p < .001.

#      one-way anova 시행
oneway.test(score~group,data=anova_data,var.equal = T)

## 
##  One-way analysis of means
## 
## data:  score and group
## F = 108.81, num df = 2, denom df = 27, p-value = 1.199e-13

# 4. oneway 아노바 분석 aov( 종속변수 ~ 요인, data= ) : 그룹간 변동, 그룹내변동(Residual) 만 계산
# - H0 : Ma = Mb = Mc ( 모두 평균이 동일 )
# - Sum of Squares = 변동 = 편차(X-m)의 제곱 -> 제곱을 해야 합이 0이 안되므로.
# - group = 요인1에 대한 그룹간 변동 = ( 전체평균 - 그룹의 평균의  ) 의 제곱
# - Residuals = error = 그룹내 변동 =( 각 그룹별 x - 각 그룹별 평균) 의 제곱
# - aov()결과는 p-value가 안나온다.
aov( score ~ group, data = anova_data) # Sum of Square = 변동, Deg. of Freedom -> 변동의 평균 구해야하므로 필요.

## Call:
##    aov(formula = score ~ group, data = anova_data)
## 
## Terms:
##                   group Residuals
## Sum of Squares  156.302    19.393
## Deg. of Freedom       2        27
## 
## Residual standard error: 0.8475018
## Estimated effects may be unbalanced

# 5. summaray(  aov())를 통한  ANOVA 테이블 도출 : 여기서 p-value가 나온다.
# - Df : 자유도 -> F분포를 결정 + 변동들의 평균구할때 분모로 나눠짐
# - Sum Sq : 변동들
# - Mean sq : 변동들의 평균
# - F value : F검정 통계량 = effect(그룹간 변동의 평균) / error(그룹내 변동의 평균)
summary( aov( score ~ group, data = anova_data)  ) # 1.2e-13

##             Df Sum Sq Mean Sq F value  Pr(>F)    
## group        2 156.30   78.15   108.8 1.2e-13 ***
## Residuals   27  19.39    0.72                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

# 6. 사후분석1 : laercio 패키지의 LDuncan ( 3집단 비교시 어느것이 차이가 있는지 알아야함)
# - aov()의 결과를 넣는다. 
# install.packages("laercio")
library(laercio)

a1 <- aov( score ~ group, data = anova_data)
LDuncan( a1, "group" ) # 1번 그룹만 차이가 있는 그룹으로 나왔다.

## 
##  DUNCAN TEST TO COMPARE MEANS 
##  
##  Confidence Level:  0.95 
##  Dependent Variable:  score
##  Variation Coefficient:  1.75648 % 
##  
## 
##  Independent Variable:  group 
##   Factors Means   
##   1       51.46 a 
##   2       46.94  b
##   3       46.35  b

# 7. 사후분석2 : 튜키 정직유의검정(TukeyHSD) 및 튜키검정에 의한 평균 차이에 대한 95% 신뢰구간 plot
#    마찬가지로, aov()결과가 들어간다.
#    반드시 칼럼이 문자형이어야한다!
#    자동으로 Holm-Bonferroni correction을 통해 조절된 p-value ( p * nC2 )
TukeyHSD(aov(score~as.character(group),data=anova_data)) # 1-2 ,1-3 만 차이.. 1만 다른 집단!

##   Tukey multiple comparisons of means
##     95% family-wise confidence level
## 
## Fit: aov(formula = score ~ as.character(group), data = anova_data)
## 
## $`as.character(group)`
##      diff       lwr        upr     p adj
## 2-1 -4.52 -5.459735 -3.5802652 0.0000000
## 3-1 -5.11 -6.049735 -4.1702652 0.0000000
## 3-2 -0.59 -1.529735  0.3497348 0.2813795

plot(TukeyHSD(aov(score~as.character(group),data=anova_data)))

COPD데이터로 one-way 연습 (no quiz)

• 3집단을 가진 범주 : SMK_STAT_TYPE
• 종속변수 : HMG

# 데이터 준비
data <- read.csv("week4/4주차_코드/COPD_Lung_Cancer.csv")
str(data)

## 'data.frame':    944 obs. of  20 variables:
##  $ PERSON_ID            : int  10000065 10000183 10000269 10000471 10000788 10001096 10001122 10001260 10001546 10001919 ...
##  $ SEX                  : int  1 1 1 1 2 2 1 1 1 1 ...
##  $ DTH                  : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ CTRB_PT_TYPE_CD      : int  8 9 8 1 7 3 10 10 8 8 ...
##  $ BMI                  : num  25.7 22.8 24.5 21.6 25.6 ...
##  $ BP_LWST              : int  90 100 70 100 54 60 100 73 90 70 ...
##  $ BLDS                 : int  112 105 76 70 113 137 89 98 73 233 ...
##  $ TOT_CHOLE            : int  177 177 156 228 199 182 243 284 221 133 ...
##  $ HMG                  : num  12.2 15.7 13.1 14 12.1 12 17 12.1 15 8.7 ...
##  $ FMLY_CANCER_PATIEN_YN: int  1 1 1 NA 1 1 1 1 1 1 ...
##  $ SMK_STAT_TYPE        : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ DRNK_HABIT           : int  1 5 1 1 1 1 1 1 1 1 ...
##  $ EXERCI_FREQ          : int  1 1 1 1 1 1 1 2 1 1 ...
##  $ lungC                : int  0 0 1 0 0 0 0 0 0 0 ...
##  $ copd                 : int  0 1 1 1 0 0 0 0 0 1 ...
##  $ Asthma               : int  0 1 0 0 1 0 1 1 0 1 ...
##  $ DM                   : int  1 1 1 1 1 0 1 1 1 1 ...
##  $ Tub                  : int  0 0 1 0 0 0 0 0 0 0 ...
##  $ before_op_score      : int  44 44 37 50 31 34 31 45 35 43 ...
##  $ after_op_score       : int  52 53 60 44 43 49 41 51 59 42 ...

# 데이터 확인
tapply(data$HMG, data$SMK_STAT_TYPE, mean, na.rm=T)

##        1        2        3 
## 13.00319 13.78158 13.34242

tapply(data$HMG, data$SMK_STAT_TYPE, sd, na.rm=T)

##        1        2        3 
## 1.349230 1.600059 1.393871

# 1. 범주형인데 int/num 타입으로 된 것의 인덱스만 *** 가져와서, for문을 통해 
#    반복작업인 as.character로 변형해서 덮어씌우기*************8
index <- c(2, 3, 4, 10:18)
for (i in index) {
  data[,i] <- as.character( data[,i] )
}
str(data)

## 'data.frame':    944 obs. of  20 variables:
##  $ PERSON_ID            : int  10000065 10000183 10000269 10000471 10000788 10001096 10001122 10001260 10001546 10001919 ...
##  $ SEX                  : chr  "1" "1" "1" "1" ...
##  $ DTH                  : chr  "0" "0" "0" "0" ...
##  $ CTRB_PT_TYPE_CD      : chr  "8" "9" "8" "1" ...
##  $ BMI                  : num  25.7 22.8 24.5 21.6 25.6 ...
##  $ BP_LWST              : int  90 100 70 100 54 60 100 73 90 70 ...
##  $ BLDS                 : int  112 105 76 70 113 137 89 98 73 233 ...
##  $ TOT_CHOLE            : int  177 177 156 228 199 182 243 284 221 133 ...
##  $ HMG                  : num  12.2 15.7 13.1 14 12.1 12 17 12.1 15 8.7 ...
##  $ FMLY_CANCER_PATIEN_YN: chr  "1" "1" "1" NA ...
##  $ SMK_STAT_TYPE        : chr  "1" "1" "1" "1" ...
##  $ DRNK_HABIT           : chr  "1" "5" "1" "1" ...
##  $ EXERCI_FREQ          : chr  "1" "1" "1" "1" ...
##  $ lungC                : chr  "0" "0" "1" "0" ...
##  $ copd                 : chr  "0" "1" "1" "1" ...
##  $ Asthma               : chr  "0" "1" "0" "0" ...
##  $ DM                   : chr  "1" "1" "1" "1" ...
##  $ Tub                  : chr  "0" "0" "1" "0" ...
##  $ before_op_score      : int  44 44 37 50 31 34 31 45 35 43 ...
##  $ after_op_score       : int  52 53 60 44 43 49 41 51 59 42 ...

# 2. 3집단 등분산성 검정
bartlett.test( HMG ~ as.factor(SMK_STAT_TYPE), data = data) # 0.3899

## 
##  Bartlett test of homogeneity of variances
## 
## data:  HMG by as.factor(SMK_STAT_TYPE)
## Bartlett's K-squared = 4.3473, df = 2, p-value = 0.1138

# 3. 3집단 정규성 검정
unique(data$SMK_STAT_TYPE) # "1" "3" "2" NA 

## [1] "1" "3" "2" NA

data1 <- data[ data$SMK_STAT_TYPE == "1", ]
data2 <- data[ data$SMK_STAT_TYPE == "2", ]
data3 <- data[ data$SMK_STAT_TYPE == "3", ]

shapiro.test(data1$HMG)

## 
##  Shapiro-Wilk normality test
## 
## data:  data1$HMG
## W = 0.99681, p-value = 0.1639

shapiro.test(data2$HMG) # 0.002898 정규성 만족안하지만, 한다고 가정

## 
##  Shapiro-Wilk normality test
## 
## data:  data2$HMG
## W = 0.94628, p-value = 0.002898

shapiro.test(data3$HMG)

## 
##  Shapiro-Wilk normality test
## 
## data:  data3$HMG
## W = 0.99057, p-value = 0.7168

# 3. 1way anova
one_way <- aov(HMG ~ SMK_STAT_TYPE, data=data)
summary(one_way) # 3.97e-06 -> 평균차이가 명확히 차이남

##                Df Sum Sq Mean Sq F value   Pr(>F)    
## SMK_STAT_TYPE   2   47.8  23.915   12.61 3.97e-06 ***
## Residuals     892 1691.3   1.896                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 49 observations deleted due to missingness

# 4. 사후검정
library(laercio)
LDuncan(one_way, "group") # a, b, c  3집단 모두 평균이 다른 것으로 나오

## 
##  DUNCAN TEST TO COMPARE MEANS 
##  
##  Confidence Level:  0.95 
##  Dependent Variable:  HMG
##  Variation Coefficient:  10.50583 % 
##  
## 
##  Independent Variable:  SMK_STAT_TYPE 
##   Factors Means               
##   2       13.7815789473684 a  
##   3       13.3424242424242  b 
##   1       13.0031944444444   c

2way ANOVA 와 interaction plot

• 종속변수 : BMI
• 요인 : DM 과 SMK_STAT_TYPE

# 각 요인별 boxplot
par(mfrow=c(1,2))
boxplot(BMI ~ DM,data=data, 
        boxwex = 0.7,
        main="BMI~DM", 
        col = c("yellow","orange", "green"))
boxplot(BMI ~ SMK_STAT_TYPE,data=data, 
        boxwex = 0.5,
        main="BMI~Smkoing", 
        col = c("blue", "coral"))

# 요인1(DM이력-3가지집단), 요인2(흡연이력-3가지집단)에 따른 BMI 평균의 차이
two_way <- aov( BMI ~ DM + SMK_STAT_TYPE ,data = data)
summary(two_way) # DM : 1.66e-05 *** , SMK_STAT_TYPE : 0.136

##                Df Sum Sq Mean Sq F value   Pr(>F)    
## DM              1    199  198.96  18.748 1.66e-05 ***
## SMK_STAT_TYPE   2     42   21.19   1.997    0.136    
## Residuals     896   9509   10.61                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 44 observations deleted due to missingness

# 요인2개를 순서바꿔서
two_way2 <- aov( BMI ~ SMK_STAT_TYPE + DM  ,data = data)
summary(two_way2) # DM :  3.1e-05 ***, SMK_STAT_TYPE : 0.0746

##                Df Sum Sq Mean Sq F value  Pr(>F)    
## SMK_STAT_TYPE   2     55   27.63   2.604  0.0746 .  
## DM              1    186  186.08  17.534 3.1e-05 ***
## Residuals     896   9509   10.61                    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 44 observations deleted due to missingness

# interaction plot
# - interaction.plot( x축-요인1  -  범례 - 요인2  -  종속변수)
# 요인1-종속변수에  요인2가 영향을 끼치는지 보기
par(mfrow=c(1,2))
interaction.plot(data$SMK_STAT_TYPE, data$DM, data$BMI)
interaction.plot(data$DM, data$SMK_STAT_TYPE, data$BMI)

등분산성, 정규성 검정 후 t-test 종류별로 해보기

# 데이터 준비
t_data <- data.frame(
  group = c(1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2),
  score = c(100,100,80,50,40,90,20,50,50,70,30,40,30,70,30,40,30,60,30,60),
  age = c(70,70,70,60,50,60,60,60,50,50,20,30,20,20,25,10,13,10,10,10)
)

head(t_data)

# 2집단(2범주)별 따로 데이터 인덱싱 -> 그래야 등분산성 var.test 및 t.test :  
# - var.test, t.test ( 집단1의 데이터, 집단2의 데이터)
# 범주별 특정범주만 가져오기 -> 행인덱싱 자리에 넣기
t_data1 <- t_data[ t_data$group == 1, ]
t_data2 <- t_data[ t_data$group == 2, ]


# t-test 전에 확인사항 3가지 중 2가지 - 1. 등분산성 2. 정규성 => 둘다 p-value 0.05보다 커야 만족

#### 1. 등분산성 확인후 독립표본 T-검정
####    H0 : 두 집단간 평균의 차이가 없다.
# 1_1. 등분산성 by F검정( = effect(그룹간 변동의 평균) / error(그룹내 변동의 평균) )
var.test( t_data1$score , t_data2$score ) # 0.1093 -> 2그룹간 등분산 H0 기각x -> 등분산성 만족

## 
##  F test to compare two variances
## 
## data:  t_data1$score and t_data2$score
## F = 3.0787, num df = 9, denom df = 9, p-value = 0.1093
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##   0.7647065 12.3948431
## sample estimates:
## ratio of variances 
##           3.078704

# 1_2. 등분산성 확인후 t-test는 var.equal = T 옵션을 넣어야한다.
t.test( t_data1$score , t_data2$score , var.equal = TRUE) #  0.03199 : 평균차이 유의

## 
##  Two Sample t-test
## 
## data:  t_data1$score and t_data2$score
## t = 2.3247, df = 18, p-value = 0.03199
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   2.213727 43.786273
## sample estimates:
## mean of x mean of y 
##        65        42

# 1_3. 등분산성 옵션을 안주면 결과가 달라진다. t.test default가 등분산성 = FALSE => Welch t-test
t.test( t_data1$score , t_data2$score, var.equal = F) # 0.03531

## 
##  Welch Two Sample t-test
## 
## data:  t_data1$score and t_data2$score
## t = 2.3247, df = 14.289, p-value = 0.03531
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   1.819881 44.180119
## sample estimates:
## mean of x mean of y 
##        65        42

# 1_4. t.test()함수 다른 사용법
# : t.test( 종속변수(관측치) ~ 독립변수(범주칼럼명, 요인), dataframe, 유형(등분산성, 대응표본 등))
t.test( score ~ group, data = t_data, var.equal = T)

## 
##  Two Sample t-test
## 
## data:  score by group
## t = 2.3247, df = 18, p-value = 0.03199
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   2.213727 43.786273
## sample estimates:
## mean in group 1 mean in group 2 
##              65              42

#### 2. 정규성 검정의 3가지 방법 : 0.05보다 커서 H0 기각 안되어야 만족

# 2_1. shapiro-Wilk test 
shapiro.test(t_data1$score) # 0.4604 -> 정규성 만족

## 
##  Shapiro-Wilk normality test
## 
## data:  t_data1$score
## W = 0.93126, p-value = 0.4604

shapiro.test(t_data2$score) # 0.006914 -> H0기각 -> 정규성x -> Mann whitney or Wilcoxon rank-sum?

## 
##  Shapiro-Wilk normality test
## 
## data:  t_data2$score
## W = 0.77358, p-value = 0.006914

# 2_2. nortest 패키지의 ad.test
# install.packages("nortest")
library(nortest)
ad.test(t_data1$score) # 0.4458

## 
##  Anderson-Darling normality test
## 
## data:  t_data1$score
## A = 0.32911, p-value = 0.4458

ad.test(t_data2$score) # 0.006013

## 
##  Anderson-Darling normality test
## 
## data:  t_data2$score
## A = 1.0264, p-value = 0.006013

# 2_3. Kolmogrov-Smirnov test
# ks.test (test, pnorm, mean (test), sd (test))
# pnorm : 누적 정규 분포
?ks.test

## starting httpd help server ... done

ks.test(t_data1$score, "pnorm", mean(t_data1$score), sd(t_data1$score)) # 0.7726

## Warning in ks.test(t_data1$score, "pnorm", mean(t_data1$score),
## sd(t_data1$score)): ties should not be present for the Kolmogorov-Smirnov
## test

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  t_data1$score
## D = 0.20947, p-value = 0.7726
## alternative hypothesis: two-sided

ks.test(t_data2$score, "pnorm", mean(t_data2$score), sd(t_data2$score)) # 0.41

## Warning in ks.test(t_data2$score, "pnorm", mean(t_data2$score),
## sd(t_data2$score)): ties should not be present for the Kolmogorov-Smirnov
## test

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  t_data2$score
## D = 0.28071, p-value = 0.41
## alternative hypothesis: two-sided

ks.test(t_data1$score, pnorm)

## Warning in ks.test(t_data1$score, pnorm): ties should not be present for
## the Kolmogorov-Smirnov test

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  t_data1$score
## D = 1, p-value = 4.122e-09
## alternative hypothesis: two-sided

ks.test(t_data2$score, pnorm)

## Warning in ks.test(t_data2$score, pnorm): ties should not be present for
## the Kolmogorov-Smirnov test

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  t_data2$score
## D = 1, p-value = 4.122e-09
## alternative hypothesis: two-sided

ks.test(t_data2$score, pnorm)[2]$p.value

## Warning in ks.test(t_data2$score, pnorm): ties should not be present for
## the Kolmogorov-Smirnov test

## [1] 4.122307e-09

#### 3. 대응표본 T-검정 (실험전/후를 범주로 주어진 상태라 가정)
# 2_1. 대응표본은 정규성 검사가 필수이다.
# 2_1_1. 샤피로 테스트
shapiro.test(t_data1$score) # 0.4604 => H0 기각x => 정규성 만족

## 
##  Shapiro-Wilk normality test
## 
## data:  t_data1$score
## W = 0.93126, p-value = 0.4604

shapiro.test(t_data2$score) # 0.006914 => H0 기각 => 정규성 x => 비모수적 방법인 

## 
##  Shapiro-Wilk normality test
## 
## data:  t_data2$score
## W = 0.77358, p-value = 0.006914

# 2_2. 대응표본일 경우 옵션 paired = T
t.test( t_data1$score, t_data2$score, paired = TRUE) # 0.05106

## 
##  Paired t-test
## 
## data:  t_data1$score and t_data2$score
## t = 2.2493, df = 9, p-value = 0.05106
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.1311024 46.1311024
## sample estimates:
## mean of the differences 
##                      23

# 2_3. t.test 다른 사용법
t.test( score ~ group, data = t_data, paired = TRUE) # 0.05106

## 
##  Paired t-test
## 
## data:  score by group
## t = 2.2493, df = 9, p-value = 0.05106
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.1311024 46.1311024
## sample estimates:
## mean of the differences 
##                      23

#### 3. 보정된 t검정 : 요인1에 대한 t.test가 끝난 뒤 -> 해당 요인(범주)이외에 다른 변수까지 같이 고려한다.
#### - method로서 선형회귀 -> 2way-ANOVA를 2집단에 적용해서, 분산분석으로 -> 2집단의 평균차이의 유의성을 검증(p-value값이 t-test와 똑같이 나온다.
#### - 그러기 위해선 lm()의 선형회귀로 기울기+절편 결과값을 summary()에 넣어, ANOVA테이블 형태를 얻어야한다.

# 3_1. 1개 요인(t-test와 같은 모델)에 대해 선형회귀->ANOVA 테이블에서 독립표본 t-test와 같은 결과값 얻기
#  선형회귀한 결과값을 분산분석(2way-요인2개 가능)을 2집단에 적용해 -> 평균 차이를 알아본다
mod1 <- lm( score ~ group , data = t_data) 
anova(mod1) # 0.03199 : 아노바 테이블 상 독립표본 t-test와 같은 p 결과값이 나온다.

t.test( t_data1$score , t_data2$score , var.equal = TRUE) # 0.03199

## 
##  Two Sample t-test
## 
## data:  t_data1$score and t_data2$score
## t = 2.3247, df = 18, p-value = 0.03199
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##   2.213727 43.786273
## sample estimates:
## mean of x mean of y 
##        65        42

# 3_2. t-test에서 할 수 없는, 새로운 요인(숫자형)을 추가해서 lm->anova 테이블로 p값을 보자.
#      숫자형 요인은 단독으로는 t-test를 할 수 없다(집단 못나눔). 보정시에만 들어감
#      보정변수를 + 앞에 주는 것과 뒤에 주는 것과 결과가 다르다! ㅠㅠ;
#      예제는 추가한 요인 age를 group 앞에 주었다. 그대로 해보자.
mod2 <- lm( score ~ age + group, data = t_data)
anova(mod2) # 0.58633 : age를 앞쪽 요인으로 추가해줬더니, group에 의한 차이는 유의미하지않았다 -> 아! 기존 t-test에서 유의미한 것은 group 때문이 아니라 age땜에 난 것임을 알 수 있다.

# 3_3. 다른 방식 : aov() -> summary()
#      기존 방식 : 기존 lm() -> anova()
summary( aov( score ~ group , data = t_data) ) # 0.032

##             Df Sum Sq Mean Sq F value Pr(>F)  
## group        1   2645  2645.0   5.404  0.032 *
## Residuals   18   8810   489.4                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

summary( aov( score ~ age + group , data = t_data) ) # 0.586

##             Df Sum Sq Mean Sq F value Pr(>F)  
## age          1   3405    3405   7.322  0.015 *
## group        1    143     143   0.308  0.586  
## Residuals   17   7906     465                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

# 3_4. my) 만약 age + group 의 자리를 바꾸면 결과값이 달라진다.
summary( aov( score ~ age + group , data = t_data) ) # 0.586

##             Df Sum Sq Mean Sq F value Pr(>F)  
## age          1   3405    3405   7.322  0.015 *
## group        1    143     143   0.308  0.586  
## Residuals   17   7906     465                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

summary( aov( score ~ group + age , data = t_data) ) # 0.029 *

##             Df Sum Sq Mean Sq F value Pr(>F)  
## group        1   2645  2645.0   5.687  0.029 *
## age          1    904   903.6   1.943  0.181  
## Residuals   17   7906   465.1                 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

연습해보기

• COPD 데이터를 가져와서, lungC(폐암)에 대한 모든 변수(요인, id칼럼만 제외! )들 종속변수로을 자동검정해보기
• mytable( 요인 ~ 종속변수 시리즈 )
• lungC(폐암) 여부(이력, 2집단으로 이루어진 범주)이 BMI(종속변수)에 주는 영향에 대한 t-test(2집단의 평균차이 유의성)확인해보기

# 데이터 준비
getwd()

## [1] "C:/Users/is2js/R_da/myR"

data <- read.csv("week4/4주차_코드/COPD_Lung_Cancer.csv")
head(data)

# 폐암칼럼에 대한 다른칼럼들을 모두 검정해보기
# - 칼럼명이 적히는 곳에 . : 모든 칼럼을 의미 ,  .-칼럼명 : 해당칼럼 제외 모든 칼럼을 의미!!***
library(moonBook)
mytable( lungC ~ .-PERSON_ID, data = data)

## 
##           Descriptive Statistics by 'lungC'          
## ______________________________________________________ 
##                             0            1         p  
##                          (N=870)       (N=74)   
## ------------------------------------------------------ 
##  SEX                                             0.002
##    - 1                 350 (40.2%)   44 (59.5%)       
##    - 2                 520 (59.8%)   30 (40.5%)       
##  DTH                                             1.000
##    - 0                 864 (99.3%)  74 (100.0%)       
##    - 1                  6 ( 0.7%)     0 ( 0.0%)       
##  CTRB_PT_TYPE_CD        5.7 ±  3.4   5.3 ±  3.5  0.307
##  BMI                   22.7 ±  3.3  22.8 ±  2.9  0.710
##  BP_LWST               81.0 ± 12.1  82.4 ± 11.5  0.326
##  BLDS                  102.4 ± 33.2 97.9 ± 26.6  0.178
##  TOT_CHOLE             200.3 ± 39.9 193.1 ± 35.6 0.132
##  HMG                   13.1 ±  1.4  13.2 ±  1.5  0.503
##  FMLY_CANCER_PATIEN_YN                           0.805
##    - 1                 752 (95.4%)   63 (96.9%)       
##    - 2                  36 ( 4.6%)   2 ( 3.1%)        
##  SMK_STAT_TYPE                                   0.654
##    - 1                 670 (80.7%)   54 (77.1%)       
##    - 2                  69 ( 8.3%)   8 (11.4%)        
##    - 3                  91 (11.0%)   8 (11.4%)        
##  DRNK_HABIT                                      0.495
##    - 1                 673 (80.0%)   52 (74.3%)       
##    - 2                  47 ( 5.6%)   6 ( 8.6%)        
##    - 3                  44 ( 5.2%)   6 ( 8.6%)        
##    - 4                  27 ( 3.2%)   1 ( 1.4%)        
##    - 5                  50 ( 5.9%)   5 ( 7.1%)        
##  EXERCI_FREQ                                     0.051
##    - 1                 674 (80.4%)   48 (68.6%)       
##    - 2                  68 ( 8.1%)   10 (14.3%)       
##    - 3                  27 ( 3.2%)   3 ( 4.3%)        
##    - 4                  9 ( 1.1%)    3 ( 4.3%)        
##    - 5                  60 ( 7.2%)   6 ( 8.6%)        
##  copd                                            0.000
##    - 0                 534 (61.4%)   29 (39.2%)       
##    - 1                 336 (38.6%)   45 (60.8%)       
##  Asthma                                          0.006
##    - 0                 422 (48.5%)   23 (31.1%)       
##    - 1                 448 (51.5%)   51 (68.9%)       
##  DM                                              0.012
##    - 0                 335 (38.5%)   40 (54.1%)       
##    - 1                 535 (61.5%)   34 (45.9%)       
##  Tub                                             0.012
##    - 0                 807 (92.8%)   62 (83.8%)       
##    - 1                  63 ( 7.2%)   12 (16.2%)       
##  before_op_score       40.1 ±  6.0  40.1 ±  5.8  0.914
##  after_op_score        50.1 ±  6.0  50.0 ±  6.2  0.907
## ------------------------------------------------------

# t-test 전 준비하기(범주(이력, 여부)별로 데이터 가르기)
data_lung0 <- data[ data$lungC == 0, ]
data_lung1 <- data[ data$lungC == 1, ]

# 1. lungC 여부에 따른 BMI의 등분산성 검사
var.test(data_lung0$BMI, data_lung1$BMI) # 0.1736 -> 등분산성 만족 -> var.equal = T 넣을 것

## 
##  F test to compare two variances
## 
## data:  data_lung0$BMI and data_lung1$BMI
## F = 1.2864, num df = 869, denom df = 73, p-value = 0.1736
## alternative hypothesis: true ratio of variances is not equal to 1
## 95 percent confidence interval:
##  0.8933904 1.7632502
## sample estimates:
## ratio of variances 
##           1.286364

# 2. 각각 정규성 검사
shapiro.test( data_lung0$BMI ) # 0.297

## 
##  Shapiro-Wilk normality test
## 
## data:  data_lung0$BMI
## W = 0.99777, p-value = 0.297

shapiro.test( data_lung1$BMI ) # 0.1953 -> 정규성 만족

## 
##  Shapiro-Wilk normality test
## 
## data:  data_lung1$BMI
## W = 0.97698, p-value = 0.1953

# 3. 독립표본 t-test
t.test( data_lung0$BMI, data_lung1$BMI, var.equal = T) # 0.7096 

## 
##  Two Sample t-test
## 
## data:  data_lung0$BMI and data_lung1$BMI
## t = -0.37253, df = 942, p-value = 0.7096
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.9266823  0.6309930
## sample estimates:
## mean of x mean of y 
##  22.70189  22.84973

t.test( BMI ~ lungC , data = data, var.equal = T ) # 0.7096 ( 종속변수 ~ 요인(범주, 이력, 여부))

## 
##  Two Sample t-test
## 
## data:  BMI by lungC
## t = -0.37253, df = 942, p-value = 0.7096
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  -0.9266823  0.6309930
## sample estimates:
## mean in group 0 mean in group 1 
##        22.70189        22.84973

# 4. 대응표본 t-test 
# t.test ( data_lung0$BMI, data_lung1$BMI, paired = T ) # 데이터가 갯수가 달라서, 실험 전/후의 데이터 가 아님



# 5. 보정된 t-test
# 5_1. 요인1개
summary( aov( BMI ~ lungC , data = data)) # 0.71 

##              Df Sum Sq Mean Sq F value Pr(>F)
## lungC         1      1   1.491   0.139   0.71
## Residuals   942  10118  10.741

anova( lm( BMI ~ lungC, data = data)) # 0.7096

# 5_2. 요인 1개 더 추가(숫자형)
summary( aov( BMI ~ TOT_CHOLE + lungC , data = data)) # TOT_CHOLE 0.00121, lung_C 0.60168

##              Df Sum Sq Mean Sq F value  Pr(>F)   
## TOT_CHOLE     1    112  111.62  10.535 0.00121 **
## lungC         1      3    2.89   0.273 0.60168   
## Residuals   931   9864   10.59                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 10 observations deleted due to missingness

summary( aov( BMI ~  lungC + TOT_CHOLE , data = data)) #lung_C 0.71773, TOT_CHOLE 0.00112

##              Df Sum Sq Mean Sq F value  Pr(>F)   
## lungC         1      1    1.39   0.131 0.71773   
## TOT_CHOLE     1    113  113.12  10.677 0.00112 **
## Residuals   931   9864   10.59                   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 10 observations deleted due to missingness

상관계수

• 숫자형 칼럼만 뽑는 2가지 방법 :
• 1. str()확인후 직접 칼럼 여러개 인덱싱
• 2. Filter( is.numeric, df )

# 데이터 준비
library(moonBook)
data(acs)

# 1. 상관계수(숫자-숫자)만 구하기 : na제거후 cor(칼럼인덱싱1, 칼럼인덱싱2)
cor(acs$height, acs$weight)

## [1] NA

cor(acs$height, acs$weight, use = "na.or.complete") # na 포함시 use옵션을 넣어줘야한다.

## [1] 0.6315767

# 2. 상관계수 매트릭스 : str() -> 숫자형칼럼만 뽑아서 cor(dataframe)
# - str()로 숫자형 칼럼만 인덱싱하여 df만들고 나서, dataframe 자체를 넣어준다.

str(acs) # age(1), EF(6), height(7), weight(8), BMI(9) 등

## 'data.frame':    857 obs. of  17 variables:
##  $ age             : int  62 78 76 89 56 73 58 62 59 71 ...
##  $ sex             : chr  "Male" "Female" "Female" "Female" ...
##  $ cardiogenicShock: chr  "No" "No" "Yes" "No" ...
##  $ entry           : chr  "Femoral" "Femoral" "Femoral" "Femoral" ...
##  $ Dx              : chr  "STEMI" "STEMI" "STEMI" "STEMI" ...
##  $ EF              : num  18 18.4 20 21.8 21.8 22 24.7 26.6 28.5 31.1 ...
##  $ height          : num  168 148 NA 165 162 153 167 160 152 168 ...
##  $ weight          : num  72 48 NA 50 64 59 78 50 67 60 ...
##  $ BMI             : num  25.5 21.9 NA 18.4 24.4 ...
##  $ obesity         : chr  "Yes" "No" "No" "No" ...
##  $ TC              : num  215 NA NA 121 195 184 161 136 239 169 ...
##  $ LDLC            : int  154 NA NA 73 151 112 91 88 161 88 ...
##  $ HDLC            : int  35 NA NA 20 36 38 34 33 34 54 ...
##  $ TG              : int  155 166 NA 89 63 137 196 30 118 141 ...
##  $ DM              : chr  "Yes" "No" "No" "No" ...
##  $ HBP             : chr  "No" "Yes" "Yes" "No" ...
##  $ smoking         : chr  "Smoker" "Never" "Never" "Never" ...

acs2 <- acs[ , c(1, 6, 7, 8, 9)] # 숫자형 칼럼만 뽑기
cor(acs2)

##        age EF height weight BMI
## age      1 NA     NA     NA  NA
## EF      NA  1     NA     NA  NA
## height  NA NA      1     NA  NA
## weight  NA NA     NA      1  NA
## BMI     NA NA     NA     NA   1

cor(acs2 , use = "na.or.complete")

##                age           EF       height      weight         BMI
## age     1.00000000 -0.062814463 -0.401352041 -0.42825035 -0.22291089
## EF     -0.06281446  1.000000000 -0.001477943  0.07494425  0.09332209
## height -0.40135204 -0.001477943  1.000000000  0.63285106 -0.00198798
## weight -0.42825035  0.074944253  0.632851060  1.00000000  0.76568388
## BMI    -0.22291089  0.093322093 -0.001987980  0.76568388  1.00000000

# 3. 상관계수 heatmap : corrplot(  cor(df, use="na.or.complete") )
# install.packages("corrplot")
library(corrplot)

## corrplot 0.84 loaded

corrplot(cor(acs2, use="na.or.complete")) # 원형

corrplot(cor(acs2, use="na.or.complete"), method = "square") # 사각형

corrplot(cor(acs2,use="na.or.complete"),method="ellipse") # 타원

corrplot(cor(acs2,use="na.or.complete"),method="number") # *상관계수 매트릭스 색으로

corrplot(cor(acs2,use="na.or.complete"),method="shade") # 사각형 + 빗금

corrplot(cor(acs2,use="na.or.complete"),method="color") # 사각형

corrplot(cor(acs2,use="na.or.complete"),method="pie") # pie차트 형식

상관계수의 종류별 테스트

• 기본 : 1. 피어슨 상관계수 - 정규성을 따르는 숫자-숫자의 상관관계
• 비모수 : 2. 스피어만 순위 상관계수, 3. 켄달의 타우

# 데이터 준비
# Filter( 칼럼에 대한 조건, data )를 통한 숫자형 칼럼 인덱싱
acs2 <- Filter( is.numeric , acs )
head(acs2)

##   age   EF height weight      BMI  TC LDLC HDLC  TG
## 1  62 18.0    168     72 25.51020 215  154   35 155
## 2  78 18.4    148     48 21.91381  NA   NA   NA 166
## 3  76 20.0     NA     NA       NA  NA   NA   NA  NA
## 4  89 21.8    165     50 18.36547 121   73   20  89
## 5  56 21.8    162     64 24.38653 195  151   36  63
## 6  73 22.0    153     59 25.20398 184  112   38 137

# 참고. 문자형 칼럼 인덱싱
acs3 <- Filter (is.character, acs)
head(acs3)

##      sex cardiogenicShock   entry              Dx obesity  DM HBP smoking
## 1   Male               No Femoral           STEMI     Yes Yes  No  Smoker
## 2 Female               No Femoral           STEMI      No  No Yes   Never
## 3 Female              Yes Femoral           STEMI      No  No Yes   Never
## 4 Female               No Femoral           STEMI      No  No  No   Never
## 5   Male               No  Radial          NSTEMI      No Yes Yes  Smoker
## 6 Female               No  Radial Unstable Angina     Yes Yes Yes   Never

# 0. 기본데이터를 이용해서, 산점도 + 선헝회귀선 + 상관관계 구해보기
data  <- data.frame(
  a = c(15,20,25,27,31,25,23,23,42,12,34,23,40),
  b = c(50,55,52,52,56,54,62,56,70,46,43,50,54)
)
plot(data$a, data$b)  # 산점도
# lm(data$a ~ data$b) # 두 변수간의 선형회귀를 통한 기울기+절편이 담겨있는 직선식
abline(lm(data$b ~ data$a)) # 산점도에 그린  y축 ~ x축 순서대로 해야 나온다!!

cor(data$a, data$b) # 상관계수

## [1] 0.433905

# 14번째 행으로 아웃라이어 추가
data[14,] = c(200, 230) # 아웃라이어 1개 추가로 인해 선형회귀 + 상관계수가 달라진다.

plot(data$a, data$b)  # 산점도
abline(lm(data$b ~ data$a)) # 산점도에 그린  y축 ~ x축 순서대로 해야 나온다!!

cor(data$a, data$b) # 상관계수

## [1] 0.9852541

# 1. 피어슨 상관계수 by cor와 상관계수 heatmap by corrplot
# 1_1. 상관계수
cor(acs2, use = "na.or.complete")

##                age          EF       height      weight          BMI
## age     1.00000000 -0.05240312 -0.399852042 -0.42569584 -0.221490011
## EF     -0.05240312  1.00000000 -0.014042881  0.06543177  0.090386043
## height -0.39985204 -0.01404288  1.000000000  0.63089489 -0.002069904
## weight -0.42569584  0.06543177  0.630894886  1.00000000  0.767190062
## BMI    -0.22149001  0.09038604 -0.002069904  0.76719006  1.000000000
## TC     -0.18357028  0.07467456 -0.077176366  0.01897155  0.084842113
## LDLC   -0.15973875  0.03663333 -0.039607198  0.05826248  0.105221247
## HDLC   -0.02621982  0.01099877 -0.085782836 -0.10664527 -0.058842589
## TG     -0.22143405  0.15153722  0.034817498  0.17231426  0.183409287
##                 TC        LDLC        HDLC          TG
## age    -0.18357028 -0.15973875 -0.02621982 -0.22143405
## EF      0.07467456  0.03663333  0.01099877  0.15153722
## height -0.07717637 -0.03960720 -0.08578284  0.03481750
## weight  0.01897155  0.05826248 -0.10664527  0.17231426
## BMI     0.08484211  0.10522125 -0.05884259  0.18340929
## TC      1.00000000  0.82328304  0.27272521  0.27757126
## LDLC    0.82328304  1.00000000  0.09587078  0.06600925
## HDLC    0.27272521  0.09587078  1.00000000 -0.15468035
## TG      0.27757126  0.06600925 -0.15468035  1.00000000

# 1_2. 히트맵
# install.packages("corrplot")
library(corrplot)
corrplot( cor(acs2, use = "na.or.complete"), method = "number") # 상관계수 matrix

corrplot( cor(acs2, use = "na.or.complete"), method = "color" ) # 상관계수 heatmap

# 2. spearman 순위 상관계수 : 비모수적 상관계수1
cor(acs2$height,acs2$weight,method="spearman", use = "na.or.complete") # 0.6379538

## [1] 0.6379538

# 3. kendall's tau : 비모수적 상관계수2
cor(acs2$height,acs2$weight,method="kendall", use = "na.or.complete") # 0.4749274

## [1] 0.4749274

산점도 매트릭스

# 1. 산점도 매트릭스 + 자신의 히스토그램 : psych 패키지 - pairs.panels( df ) 함수
# - na처리 안해도 알아서 해준다.
# install.packages("psych")
library(psych)
pairs.panels( acs2 )

# 2. 산점도 매트릭스 + 자신의 히스토그램 + @ : PerformanceAnalytics 패키지의 chart.Correlation 함수
# install.packages("PerformanceAnalytics");
library(PerformanceAnalytics)

## Loading required package: xts

## Loading required package: zoo

## 
## Attaching package: 'zoo'

## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric

## 
## Attaching package: 'PerformanceAnalytics'

## The following object is masked from 'package:graphics':
## 
##     legend

chart.Correlation(acs2, histogram = TRUE, pch = 19) # baseplot의pch점의모양

반복문을 이용해 빈 리스트, 빈 메트릭스 만들고 채워넣기

# 1. 빈 리스트 만들고 채워넣기
a <- c()
a

## NULL

# 2. 빈 리스트에 1부터 10까지 채워넣기
for ( i in 1:10 ){
  a[i] <- i
}
a

##  [1]  1  2  3  4  5  6  7  8  9 10

# 3. 빈 matrix 만들기
m <- matrix(0, 10, 10) # matrix(넣을 값, m, n)
m

##       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
##  [1,]    0    0    0    0    0    0    0    0    0     0
##  [2,]    0    0    0    0    0    0    0    0    0     0
##  [3,]    0    0    0    0    0    0    0    0    0     0
##  [4,]    0    0    0    0    0    0    0    0    0     0
##  [5,]    0    0    0    0    0    0    0    0    0     0
##  [6,]    0    0    0    0    0    0    0    0    0     0
##  [7,]    0    0    0    0    0    0    0    0    0     0
##  [8,]    0    0    0    0    0    0    0    0    0     0
##  [9,]    0    0    0    0    0    0    0    0    0     0
## [10,]    0    0    0    0    0    0    0    0    0     0

# 4. 이중 반복문을 이용해 matrix 채워넣기
for ( i in 1:10 ){
  for ( j in 1:10){
    m[i, j] <- i*j
  }
}
m

##       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]
##  [1,]    1    2    3    4    5    6    7    8    9    10
##  [2,]    2    4    6    8   10   12   14   16   18    20
##  [3,]    3    6    9   12   15   18   21   24   27    30
##  [4,]    4    8   12   16   20   24   28   32   36    40
##  [5,]    5   10   15   20   25   30   35   40   45    50
##  [6,]    6   12   18   24   30   36   42   48   54    60
##  [7,]    7   14   21   28   35   42   49   56   63    70
##  [8,]    8   16   24   32   40   48   56   64   72    80
##  [9,]    9   18   27   36   45   54   63   72   81    90
## [10,]   10   20   30   40   50   60   70   80   90   100

wakefield - r_data_frame으로 무작위 dataframe(tibble)만들기

ifelse로 바이닝하기(2번째 ifelse부터 조심)

범주형 데이터의 빈도분석

# install.packages("wakefield")
library(wakefield)

# 랜덤 데이터프레임 생성
temp_data <- r_data_frame(n=250,                     # n수
                          age( x=30:78, name="Age"),     # age() 랜덤
                          sex( x=c("male","female"),  prob=c(0.7,0.3), name="Sex") # sex랜덤과 비율
                        )
head(temp_data)

## # A tibble: 6 x 2
##     Age Sex  
##   <int> <fct>
## 1    75 male 
## 2    37 male 
## 3    45 male 
## 4    52 male 
## 5    31 male 
## 6    73 male

# ifelse로 Binning하기
# - 첫번째 else자리에만 Age로 인해 다 차있다. 2번째부터는 새로 생성한 칼럼명을 else자리에 넣어야한다. 왜냐하면, 2번째 조건인 40대에 안걸리면, 첫번째 조건 30대 것도 기존 Age(나이)가 다시 대입되어버린다. 앞에서 바꿔놓은 연령대(Age2)가 그대로 들어가야한다.
temp_data$Age2 <- ifelse( temp_data$Age >= 30 & temp_data$Age < 40, 3, temp_data$Age)
temp_data$Age2 <- ifelse( temp_data$Age >= 40 & temp_data$Age < 50, 4, temp_data$Age2)
temp_data$Age2 <- ifelse( temp_data$Age >= 50 & temp_data$Age < 60, 5, temp_data$Age2)
temp_data$Age2 <- ifelse( temp_data$Age >= 60 & temp_data$Age < 70, 6, temp_data$Age2)
temp_data$Age2 <- ifelse( temp_data$Age >= 70 & temp_data$Age < 80, 7, temp_data$Age2)

head(temp_data)

## # A tibble: 6 x 3
##     Age Sex    Age2
##   <int> <fct> <dbl>
## 1    75 male      7
## 2    37 male      3
## 3    45 male      4
## 4    52 male      5
## 5    31 male      3
## 6    73 male      7

# 범주형 Age2, sex의 빈도분석 by table, prop.table( table() )
# - 비율을 알려면, prop.table()안에 table()해놓은 것을 넣어야한다.
table( temp_data$Age2 )

## 
##  3  4  5  6  7 
## 48 54 62 52 34

prop.table(table( temp_data$Age2 ) )

## 
##     3     4     5     6     7 
## 0.192 0.216 0.248 0.208 0.136

table( temp_data$Sex )

## 
##   male female 
##    174     76

prop.table(table( temp_data$Sex ) )

## 
##   male female 
##  0.696  0.304

merge

# 데이터 만들기
df1<-data.frame(name = c('Park','Lee','Kim','Kang'),
                gender = c('f','m','f','m'))
df2<-data.frame(name = c('Min','Ahn','Choi','Kyeon'),
                gender = c('m','m','f','f'))

df1; df2 # 데이터 2개를 연달아서 확인하기 -> df1 과 df2는 name의 교집합 없음

##   name gender
## 1 Park      f
## 2  Lee      m
## 3  Kim      f
## 4 Kang      m

##    name gender
## 1   Min      m
## 2   Ahn      m
## 3  Choi      f
## 4 Kyeon      f

# 1. rbind(rowbind) 와 cbind(column bind)
rbind(df1,df2) # 행으로서 연결한다. (칼럼수, 칼럼명 같아야함)

##    name gender
## 1  Park      f
## 2   Lee      m
## 3   Kim      f
## 4  Kang      m
## 5   Min      m
## 6   Ahn      m
## 7  Choi      f
## 8 Kyeon      f

cbind(df1,df2) # 칼럼으로서 옆에 붙는다. (row수 같아야함)

##   name gender  name gender
## 1 Park      f   Min      m
## 2  Lee      m   Ahn      m
## 3  Kim      f  Choi      f
## 4 Kang      m Kyeon      f

df3<-data.frame(name = c('Yoon', 'Seo', 'Park', 'Lee', 'Kim', 'Kang'),
                age = c(30, 31, 22, 24, 28, 25))
df4<-data.frame(name = c('Park', 'Lee', 'Kim', 'Kang', 'Ahn', 'Go'),
                gender=c('f', 'f', 'm', 'm', 'f', 'm'),
                city = c('Seoul', 'Incheon', 'Seoul', 
                         'Busan', 'Gwangju', 'Deagu'))

df3;df4 # 6개 중에 4개 name은 겹친다.

##   name age
## 1 Yoon  30
## 2  Seo  31
## 3 Park  22
## 4  Lee  24
## 5  Kim  28
## 6 Kang  25

##   name gender    city
## 1 Park      f   Seoul
## 2  Lee      f Incheon
## 3  Kim      m   Seoul
## 4 Kang      m   Busan
## 5  Ahn      f Gwangju
## 6   Go      m   Deagu

merge(df3, df4, by="name" , all=FALSE) # all=FALSE는 Inner join으로서 교집합

##   name age gender    city
## 1 Kang  25      m   Busan
## 2  Kim  28      m   Seoul
## 3  Lee  24      f Incheon
## 4 Park  22      f   Seoul

merge(df3, df4, by="name" , all.x=TRUE) # all.x=TRUE는 LEFT join

##   name age gender    city
## 1 Kang  25      m   Busan
## 2  Kim  28      m   Seoul
## 3  Lee  24      f Incheon
## 4 Park  22      f   Seoul
## 5  Seo  31   <NA>    <NA>
## 6 Yoon  30   <NA>    <NA>

merge(df3, df4, by="name" , all.y=TRUE) # all.x=TRUE는 RIGHT join

##   name age gender    city
## 1 Kang  25      m   Busan
## 2  Kim  28      m   Seoul
## 3  Lee  24      f Incheon
## 4 Park  22      f   Seoul
## 5  Ahn  NA      f Gwangju
## 6   Go  NA      m   Deagu

merge(df3, df4, by="name" , all=TRUE) # all=TRUE Full outer join으로서 합집합

##   name age gender    city
## 1 Kang  25      m   Busan
## 2  Kim  28      m   Seoul
## 3  Lee  24      f Incheon
## 4 Park  22      f   Seoul
## 5  Seo  31   <NA>    <NA>
## 6 Yoon  30   <NA>    <NA>
## 7  Ahn  NA      f Gwangju
## 8   Go  NA      m   Deagu

PSM(성향 점수 매칭)

• 후향적 연구에서 n수가 많은 contrl(대조군) 중 case(환자군)과 base성격이 비슷한 것 뽑기
• na값이 있으면 MatchIt 패키지가 작동하지 않으니 미리 제거해놓아야한다.

# install.packages("optmatch")
# library(optmatch) # 쓰이진 않았으나,, 흠..

# install.packages("MatchIt")
library(MatchIt)

# 1. 데이터 준비하기
library(moonBook)
acs2 <- na.omit(acs)

# 2. 데이터에서 case / contrl 가르기
# 데이터에서 환자군(case)과 대조군(control)를 가르기 위한 칼럼 생성해주기
#  -  acs2데이터 중에서 1) Dx가 "STEMI"  2) obesity가 Yes인 경우를 case군 1로 본다. 그렇않으면 control군으로서 0으로 본다.
#  -  ifelse (조건,   조건만족시 값,   조건불만족시의 값)
acs2$case_control <- ifelse( acs2$Dx == "STEMI" & acs2$obesity == "Yes", 1, 0)

# case/contrl분류 칼럼(범주형 칼럼) 확인 -> 범주 1개라도 table()로 범주형의 빈도 확인하기
table(acs2$case_control)

## 
##   0   1 
## 586  91

# 3. control군을 case군에 PSM 해주기 by age, sex, BMI로 ***절대 종속변수(폐암)과 특정요인(흡연)을 PSM기준으로 넣지 않는다!
# - MatchIt 패키지 - matchit()함수를 쓰며, method는 일단 "optimal"로 해준다.
# - case군 91건에 비해 ratio 3배로 뽑아 대조군 273건을 만든다. 기준은 3개의 공변량을 지정해줬다.
opt <- matchit( case_control ~ age + sex + BMI, method = "optimal", data = acs2, ratio = 3)

## Warning in optmatch::fullmatch(d, min.controls = ratio, max.controls = ratio, : Without 'data' argument the order of the match is not guaranteed
##     to be the same as your original data.

summary(opt) # 3개의 칼럼을 기준(보통 인구통계학적 칼럼)으로 매칭시킨 control군 273개, case 91개

## 
## Call:
## matchit(formula = case_control ~ age + sex + BMI, data = acs2, 
##     method = "optimal", ratio = 3)
## 
## Summary of balance for all data:
##           Means Treated Means Control SD Control Mean Diff eQQ Med
## distance         0.2629        0.1145     0.1284    0.1484  0.1269
## age             58.9780       63.7099    11.7782   -4.7319  5.0000
## sexFemale        0.2527        0.3413     0.4745   -0.0885  0.0000
## sexMale          0.7473        0.6587     0.4745    0.0885  0.0000
## BMI             27.4390       23.7060     3.2452    3.7330  3.3811
##           eQQ Mean eQQ Max
## distance    0.1468  0.2894
## age         4.7033  8.0000
## sexFemale   0.0879  1.0000
## sexMale     0.0879  1.0000
## BMI         3.7942  9.4500
## 
## 
## Summary of balance for matched data:
##           Means Treated Means Control SD Control Mean Diff eQQ Med
## distance         0.2629        0.1970     0.1490    0.0659  0.0582
## age             58.9780       59.9744    11.1096   -0.9963  1.0000
## sexFemale        0.2527        0.2308     0.4221    0.0220  0.0000
## sexMale          0.7473        0.7692     0.4221   -0.0220  0.0000
## BMI             27.4390       26.1883     2.6436    1.2507  1.3298
##           eQQ Mean eQQ Max
## distance    0.0671  0.1844
## age         1.4396  6.0000
## sexFemale   0.0220  1.0000
## sexMale     0.0220  1.0000
## BMI         1.3628  4.7419
## 
## Percent Balance Improvement:
##           Mean Diff. eQQ Med eQQ Mean eQQ Max
## distance     55.6152 54.1190  54.3272 36.3000
## age          78.9441 80.0000  69.3925 25.0000
## sexFemale    75.1800  0.0000  75.0000  0.0000
## sexMale      75.1800  0.0000  75.0000  0.0000
## BMI          66.4967 60.6702  64.0818 49.8212
## 
## Sample sizes:
##           Control Treated
## All           586      91
## Matched       273      91
## Unmatched     313       0
## Discarded       0       0

# 4. PSM을 거친 case(91)과 control(273)의 자료 opt 객체 안의 data만 뽑아보자.
# - 사실 이 자료들은 case(91)에 대해서, 3개의 기준칼럼간에 distance가 가까운 contol(273)을 뽑아준다.
# - case1 control 0으로 지정해놓았는데, 이것을 종속변수로한 로지스틱회귀분석을 통해 0 ~ 1사이의 확률을 distance로 보고,  control 0인 자료중 case 1에 가까운 자료들 273개를 뽑았을 것이다.
# - 결과적으로 distance( 0 ~ 1 확률) 칼럼도 생기는 것 같다.
opt.data <- match.data(opt)
head(opt.data)

##    age    sex cardiogenicShock   entry              Dx   EF height weight
## 1   62   Male               No Femoral           STEMI 18.0    168     72
## 5   56   Male               No  Radial          NSTEMI 21.8    162     64
## 6   73 Female               No  Radial Unstable Angina 22.0    153     59
## 7   58   Male               No  Radial Unstable Angina 24.7    167     78
## 9   59 Female               No  Radial Unstable Angina 28.5    152     67
## 12  52 Female               No  Radial Unstable Angina 31.1    156     63
##         BMI obesity  TC LDLC HDLC  TG  DM HBP   smoking case_control
## 1  25.51020     Yes 215  154   35 155 Yes  No    Smoker            1
## 5  24.38653      No 195  151   36  63 Yes Yes    Smoker            0
## 6  25.20398     Yes 184  112   38 137 Yes Yes     Never            0
## 7  27.96802     Yes 161   91   34 196 Yes Yes Ex-smoker            0
## 9  28.99931     Yes 239  161   34 118 Yes Yes     Never            0
## 12 25.88757     Yes 184  123   43  72 Yes Yes     Never            0
##      distance weights subclass
## 1  0.15417267       1        1
## 5  0.11760849       1       44
## 6  0.08791559       1       55
## 7  0.30317725       1       59
## 9  0.28675559       1       58
## 12 0.13214478       1        1

연습다시 해보기

• acs -> 결측값 제거 -> acs3로 저장 -> ifelse 문으로 case/control 가르는 칼럼 지정 -> ratio 2배로 뽑아보기
• 비만이 남자가 case , 그외 비만- 여자 + 비만x 남자 + 비만x 여자는 대조군
• 추출변수(case와 맞춰줄 인구통계 변수)는 age, BMI

acs3 <- na.omit(acs)

acs3$case_control <- ifelse( acs3$obesity == "Yes" & acs3$sex == "Male", 1, 0)

table( acs3$case_control )

## 
##   0   1 
## 500 177

opt2 <- matchit( case_control ~ age + BMI, method = "optimal", data = acs3, ratio =2 )

## Warning in optmatch::fullmatch(d, min.controls = ratio, max.controls = ratio, : Without 'data' argument the order of the match is not guaranteed
##     to be the same as your original data.

summary(opt2) # case(Treated) 177 , contrl 354

## 
## Call:
## matchit(formula = case_control ~ age + BMI, data = acs3, method = "optimal", 
##     ratio = 2)
## 
## Summary of balance for all data:
##          Means Treated Means Control SD Control Mean Diff eQQ Med eQQ Mean
## distance        0.5679        0.1530     0.2052    0.4150  0.4297   0.4146
## age            57.5650       65.0240    11.6706   -7.4590  8.0000   7.4011
## BMI            27.3810       23.0844     2.9534    4.2966  3.9319   4.2867
##          eQQ Max
## distance  0.6091
## age      11.0000
## BMI       9.3978
## 
## 
## Summary of balance for matched data:
##          Means Treated Means Control SD Control Mean Diff eQQ Med eQQ Mean
## distance        0.5679        0.2109     0.2190    0.3570  0.3690   0.3586
## age            57.5650       62.4718    11.2119   -4.9068  5.0000   4.8418
## BMI            27.3810       24.3167     2.4533    3.0643  3.0018   3.0747
##          eQQ Max
## distance  0.5337
## age       8.0000
## BMI       5.0135
## 
## Percent Balance Improvement:
##          Mean Diff. eQQ Med eQQ Mean eQQ Max
## distance    13.9564 14.1371  13.5022 12.3878
## age         34.2169 37.5000  34.5802 27.2727
## BMI         28.6800 23.6552  28.2740 46.6523
## 
## Sample sizes:
##           Control Treated
## All           500     177
## Matched       354     177
## Unmatched     146       0
## Discarded       0       0

opt2.data <- match.data(opt2)
head(opt2.data)

##    age    sex cardiogenicShock   entry              Dx   EF height weight
## 1   62   Male               No Femoral           STEMI 18.0    168     72
## 5   56   Male               No  Radial          NSTEMI 21.8    162     64
## 6   73 Female               No  Radial Unstable Angina 22.0    153     59
## 7   58   Male               No  Radial Unstable Angina 24.7    167     78
## 9   59 Female               No  Radial Unstable Angina 28.5    152     67
## 12  52 Female               No  Radial Unstable Angina 31.1    156     63
##         BMI obesity  TC LDLC HDLC  TG  DM HBP   smoking case_control
## 1  25.51020     Yes 215  154   35 155 Yes  No    Smoker            1
## 5  24.38653      No 195  151   36  63 Yes Yes    Smoker            0
## 6  25.20398     Yes 184  112   38 137 Yes Yes     Never            0
## 7  27.96802     Yes 161   91   34 196 Yes Yes Ex-smoker            1
## 9  28.99931     Yes 239  161   34 118 Yes Yes     Never            0
## 12 25.88757     Yes 184  123   43  72 Yes Yes     Never            0
##     distance weights subclass
## 1  0.3028581       1        1
## 5  0.2291040       1       56
## 6  0.1643829       1       35
## 7  0.7171087       1       77
## 9  0.8211678       1       52
## 12 0.4871921       1      103

QUIZ - 1

• 데이터(COPD_Lung_Cancer.csv)를 불러들이고 난후(df로 이름저장), 각 변수별 missing rate를 확인
• mice 패키지의 md.pattern함수, VIM 패키지의 aggr함수 활용
• is.na()활용
• Missing rate가 5%가 넘는 변수는 제외하여 df2로 저장

getwd()

## [1] "C:/Users/is2js/R_da/myR"

# 불러오기
df <- read.csv('C:/Users/is2js/R_da/myR/week4/4주차_코드/COPD_Lung_Cancer.csv', header = T)
head(df)

##   PERSON_ID SEX DTH CTRB_PT_TYPE_CD   BMI BP_LWST BLDS TOT_CHOLE  HMG
## 1  10000065   1   0               8 25.73      90  112       177 12.2
## 2  10000183   1   0               9 22.77     100  105       177 15.7
## 3  10000269   1   0               8 24.54      70   76       156 13.1
## 4  10000471   1   0               1 21.63     100   70       228 14.0
## 5  10000788   2   0               7 25.65      54  113       199 12.1
## 6  10001096   2   0               3 19.84      60  137       182 12.0
##   FMLY_CANCER_PATIEN_YN SMK_STAT_TYPE DRNK_HABIT EXERCI_FREQ lungC copd
## 1                     1             1          1           1     0    0
## 2                     1             1          5           1     0    1
## 3                     1             1          1           1     1    1
## 4                    NA             1          1           1     0    1
## 5                     1             1          1           1     0    0
## 6                     1             1          1           1     0    0
##   Asthma DM Tub before_op_score after_op_score
## 1      0  1   0              44             52
## 2      1  1   0              44             53
## 3      0  1   1              37             60
## 4      0  1   0              50             44
## 5      1  1   0              31             43
## 6      0  0   0              34             49

# 전체 missing 값 확인
sum( is.na(df))

## [1] 228

# 전체 missing rate 확인
round( sum( is.na(df)) / (nrow(df) * ncol(df))   * 100 , 2)

## [1] 1.21

# 각 변수별 missing 개수 확인
apply( is.na(df), MARGIN = 2, FUN = "sum") 

##             PERSON_ID                   SEX                   DTH 
##                     0                     0                     0 
##       CTRB_PT_TYPE_CD                   BMI               BP_LWST 
##                     0                     0                     0 
##                  BLDS             TOT_CHOLE                   HMG 
##                     8                    10                     6 
## FMLY_CANCER_PATIEN_YN         SMK_STAT_TYPE            DRNK_HABIT 
##                    91                    44                    33 
##           EXERCI_FREQ                 lungC                  copd 
##                    36                     0                     0 
##                Asthma                    DM                   Tub 
##                     0                     0                     0 
##       before_op_score        after_op_score 
##                     0                     0

# 각 변수별 missing rate 확인
round( (apply( is.na(df), MARGIN = 2, FUN = "sum") / nrow(df) )* 100, 2)

##             PERSON_ID                   SEX                   DTH 
##                  0.00                  0.00                  0.00 
##       CTRB_PT_TYPE_CD                   BMI               BP_LWST 
##                  0.00                  0.00                  0.00 
##                  BLDS             TOT_CHOLE                   HMG 
##                  0.85                  1.06                  0.64 
## FMLY_CANCER_PATIEN_YN         SMK_STAT_TYPE            DRNK_HABIT 
##                  9.64                  4.66                  3.50 
##           EXERCI_FREQ                 lungC                  copd 
##                  3.81                  0.00                  0.00 
##                Asthma                    DM                   Tub 
##                  0.00                  0.00                  0.00 
##       before_op_score        after_op_score 
##                  0.00                  0.00

# mice패키지 - md.pattern()를 이용한 missing value 패턴확인
library(mice)

## Loading required package: lattice

## 
## Attaching package: 'lattice'

## The following object is masked from 'package:moonBook':
## 
##     densityplot

## 
## Attaching package: 'mice'

## The following objects are masked from 'package:base':
## 
##     cbind, rbind

md.pattern(df)

##     PERSON_ID SEX DTH CTRB_PT_TYPE_CD BMI BP_LWST lungC copd Asthma DM Tub
## 794         1   1   1               1   1       1     1    1      1  1   1
## 81          1   1   1               1   1       1     1    1      1  1   1
## 8           1   1   1               1   1       1     1    1      1  1   1
## 4           1   1   1               1   1       1     1    1      1  1   1
## 11          1   1   1               1   1       1     1    1      1  1   1
## 2           1   1   1               1   1       1     1    1      1  1   1
## 2           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 7           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 20          1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 2           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 4           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
## 1           1   1   1               1   1       1     1    1      1  1   1
##             0   0   0               0   0       0     0    0      0  0   0
##     before_op_score after_op_score HMG BLDS TOT_CHOLE DRNK_HABIT
## 794               1              1   1    1         1          1
## 81                1              1   1    1         1          1
## 8                 1              1   1    1         1          1
## 4                 1              1   1    1         1          1
## 11                1              1   1    1         1          1
## 2                 1              1   1    1         1          1
## 2                 1              1   1    1         1          0
## 1                 1              1   1    1         1          0
## 7                 1              1   1    1         1          0
## 1                 1              1   1    1         1          0
## 1                 1              1   1    1         1          0
## 20                1              1   1    1         1          0
## 1                 1              1   1    1         1          0
## 2                 1              1   1    1         0          1
## 1                 1              1   1    1         0          1
## 1                 1              1   1    0         1          1
## 1                 1              1   1    0         0          1
## 4                 1              1   0    0         0          1
## 1                 1              1   0    0         0          1
## 1                 1              1   0    0         0          1
##                   0              0   6    8        10         33
##     EXERCI_FREQ SMK_STAT_TYPE FMLY_CANCER_PATIEN_YN    
## 794           1             1                     1   0
## 81            1             1                     0   1
## 8             1             0                     1   1
## 4             1             0                     0   2
## 11            0             1                     1   1
## 2             0             0                     1   2
## 2             1             1                     1   1
## 1             1             1                     0   2
## 7             1             0                     1   2
## 1             1             0                     0   3
## 1             0             1                     1   2
## 20            0             0                     1   3
## 1             0             0                     0   4
## 2             1             1                     1   1
## 1             1             1                     0   2
## 1             1             1                     0   2
## 1             1             1                     1   2
## 4             1             1                     1   3
## 1             1             1                     0   4
## 1             0             0                     1   5
##              36            44                    91 228

# VIM패키지 - aggr()을 이용한 missing value확인
library(VIM)

## Loading required package: colorspace

## Loading required package: grid

## Loading required package: data.table

## VIM is ready to use. 
##  Since version 4.0.0 the GUI is in its own package VIMGUI.
## 
##           Please use the package to use the new (and old) GUI.

## Suggestions and bug-reports can be submitted at: https://github.com/alexkowa/VIM/issues

## 
## Attaching package: 'VIM'

## The following object is masked from 'package:datasets':
## 
##     sleep

missing_pattern <- aggr(df)

missing_pattern$missings # aggr()의 값중에서도 $를 통해 missing value 개수를 빼낼 수 있음

##                                    Variable Count
## PERSON_ID                         PERSON_ID     0
## SEX                                     SEX     0
## DTH                                     DTH     0
## CTRB_PT_TYPE_CD             CTRB_PT_TYPE_CD     0
## BMI                                     BMI     0
## BP_LWST                             BP_LWST     0
## BLDS                                   BLDS     8
## TOT_CHOLE                         TOT_CHOLE    10
## HMG                                     HMG     6
## FMLY_CANCER_PATIEN_YN FMLY_CANCER_PATIEN_YN    91
## SMK_STAT_TYPE                 SMK_STAT_TYPE    44
## DRNK_HABIT                       DRNK_HABIT    33
## EXERCI_FREQ                     EXERCI_FREQ    36
## lungC                                 lungC     0
## copd                                   copd     0
## Asthma                               Asthma     0
## DM                                       DM     0
## Tub                                     Tub     0
## before_op_score             before_op_score     0
## after_op_score               after_op_score     0

missing_pattern$missings$Count # 칼럼의 순서를 기억하면서, 갯수만 빼낼 수 있다.

##  [1]  0  0  0  0  0  0  8 10  6 91 44 33 36  0  0  0  0  0  0  0

(missing_pattern$missings$Count / nrow(df) )* 100 # missing rate 5%이상은 10번째 칼럼

##  [1] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.8474576
##  [8] 1.0593220 0.6355932 9.6398305 4.6610169 3.4957627 3.8135593 0.0000000
## [15] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000

df2 <- df[,-c(1, 10)] # 앞에 -를 달아서, 해당것만 제외하고 인덱싱할 있다. 첫번째 칼럼은 id칼럼이라서 제외시킨다.
head(df2)

##   SEX DTH CTRB_PT_TYPE_CD   BMI BP_LWST BLDS TOT_CHOLE  HMG SMK_STAT_TYPE
## 1   1   0               8 25.73      90  112       177 12.2             1
## 2   1   0               9 22.77     100  105       177 15.7             1
## 3   1   0               8 24.54      70   76       156 13.1             1
## 4   1   0               1 21.63     100   70       228 14.0             1
## 5   2   0               7 25.65      54  113       199 12.1             1
## 6   2   0               3 19.84      60  137       182 12.0             1
##   DRNK_HABIT EXERCI_FREQ lungC copd Asthma DM Tub before_op_score
## 1          1           1     0    0      0  1   0              44
## 2          5           1     0    1      1  1   0              44
## 3          1           1     1    1      0  1   1              37
## 4          1           1     0    1      0  1   0              50
## 5          1           1     0    0      1  1   0              31
## 6          1           1     0    0      0  0   0              34
##   after_op_score
## 1             52
## 2             53
## 3             60
## 4             44
## 5             43
## 6             49

QUIZ - 2

• df2에서 ifelse를 활용하여 1,0 생성(criteria 변수 : BMI>25 & DM=1인 값)
• Sex, BMI, BP_LWST가 비슷한 환자군 고르기
• 1:2 ratio

# ifelse : y/n형태로 범주화칼럼을 생성해서 0:대조군 1:환자군(case)를 만든다.
df2$case_contorl <- ifelse( df2$BMI > 25 & df2$DM == 1,   1, 0)

# PSM전에는 missing value가 있으면 안된다.
df2<-na.omit(df2)

# MatchIt 패키지 - matchif()함수로 , 기준칼럼들을 기준으로 환자군과 비슷한 대조군을 1:2배율로 뽑아낸다
library(MatchIt)
opt <- matchit( case_contorl ~ SEX + BMI + BP_LWST,
             method = "optimal",
             data = df2,
             ratio = 2)

## Warning in optmatch::fullmatch(d, min.controls = ratio, max.controls = ratio, : Without 'data' argument the order of the match is not guaranteed
##     to be the same as your original data.

# 뽑힌 대조군(2:1)환자군 수 확인
summary(opt)

## 
## Call:
## matchit(formula = case_contorl ~ SEX + BMI + BP_LWST, data = df2, 
##     method = "optimal", ratio = 2)
## 
## Summary of balance for all data:
##          Means Treated Means Control SD Control Mean Diff eQQ Med eQQ Mean
## distance        0.5453        0.0888     0.1751    0.4564   0.427   0.4548
## SEX             1.6573        1.5628     0.4964    0.0945   0.000   0.0979
## BMI            26.9328       21.8550     2.8444    5.0778   4.560   5.0863
## BP_LWST        81.2238       81.0464    12.0707    0.1773   0.000   0.9580
##          eQQ Max
## distance  0.7382
## SEX       1.0000
## BMI      12.3900
## BP_LWST  15.0000
## 
## 
## Summary of balance for matched data:
##          Means Treated Means Control SD Control Mean Diff eQQ Med eQQ Mean
## distance        0.5453        0.2119     0.2314    0.3334  0.3204   0.3350
## SEX             1.6573        1.5490     0.4985    0.1084  0.0000   0.1119
## BMI            26.9328       24.5638     1.7015    2.3690  2.2900   2.3844
## BP_LWST        81.2238       81.9441    12.3441   -0.7203  0.0000   0.9371
##          eQQ Max
## distance  0.5623
## SEX       1.0000
## BMI       3.0600
## BP_LWST  15.0000
## 
## Percent Balance Improvement:
##          Mean Diff. eQQ Med eQQ Mean eQQ Max
## distance    26.9584 24.9694  26.3326 23.8321
## SEX        -14.6987  0.0000 -14.2857  0.0000
## BMI         53.3451 49.7807  53.1210 75.3027
## BP_LWST   -306.1847  0.0000   2.1898  0.0000
## 
## Sample sizes:
##           Control Treated
## All           732     143
## Matched       286     143
## Unmatched     446       0
## Discarded       0       0

# 뽑은 데이터만 가져오기
opt.data <- match.data(opt)

nrow(opt.data) # 286 + 143 = 429

## [1] 429

데이터 준비

data<- data.frame(
  gender = c("M", "F", "F", "M", "M", "F"),
  age=c(25,35,10,48,50,45),
  height=c(180,160,150,175,170,300)
)

data

##   gender age height
## 1      M  25    180
## 2      F  35    160
## 3      F  10    150
## 4      M  48    175
## 5      M  50    170
## 6      F  45    300

data[1,] # 행 인덱싱

##   gender age height
## 1      M  25    180

data[,1] # 칼럼 인덱싱1

## [1] M F F M M F
## Levels: F M

data[, c(2, 3)] # 칼럼 2개부터는 c()으로 묶어

##   age height
## 1  25    180
## 2  35    160
## 3  10    150
## 4  48    175
## 5  50    170
## 6  45    300

data$gender # 칼럼 인덱싱2

## [1] M F F M M F
## Levels: F M

data[ data$gender == "M", ] # 조건을 만족하는 데이터만 인덱싱

##   gender age height
## 1      M  25    180
## 4      M  48    175
## 5      M  50    170

이상치 발견하기

• 1. 시각화로 발견
• 2. Z표준화한 뒤, 3 이상 넘어가는지 확인

# 1. 시각화로 발견( 결측치는 표 + 시각화)

# 1_1. 박스플롯
boxplot(data$height)

# 1_2. 단변수면 histogram (이변수몇 scatterplot)
hist(data$height)

# 2. Z분포(표준화)로 만든 뒤, 3( 3sd = 99.7%)이상으로 넘어가는지

# 2_1. Z분포 - 표준화 - scaling해서 3sd 바깥에 분포하는지 확인
#      Z  = (X - m) / sd  => 편차가 몇 sd(시그마)인지 알려주므로, -2,2 보다 크면 2sd이상 , -3, 3보다 크면 3sd이상의 이상값으로 취급
#      해석) -1 ~ 1 =  68.3% 안에 들어옴  , -2 ~ 2 = 95.5%안에 들어옴, -3 ~ 3 = 99.7% 안에 들어옴 -> 이것보다 바깥이면.. 반대확률
( data$height - mean(data$height)) / sd(data$height) # 2보다 큰것 -> 95.5%보다 바깥이다.   3보다 큰것 -> 99.7%보다 바깥이다.

## [1] -0.1655981 -0.5269029 -0.7075554 -0.2559243 -0.3462505  2.0022311

# 2_2. scale( data ) 함수 이용
scale(data$height)

##            [,1]
## [1,] -0.1655981
## [2,] -0.5269029
## [3,] -0.7075554
## [4,] -0.2559243
## [5,] -0.3462505
## [6,]  2.0022311
## attr(,"scaled:center")
## [1] 189.1667
## attr(,"scaled:scale")
## [1] 55.35492

이상치 처리

• 발견한 이상치 + 해당행렬번호를 알고 있어야함
• 1. 삭제 : 행인덱싱 + (!)로 <이상치 아닌 데이터들만> 가져오기
• 2. (평균)대치 : 행인덱싱 + (!) + 칼럼인덱싱으로 <이상치 아닌 칼럼만>가져와서 + mean()평균 낸 값을 + [m,n]으로 직접대입
• 3. (조건부+평균)대치 : 행인덱싱 + (!) & 다른범주의 조건 + 칼럼인덱싱으로 <특정범주별 이상치 아닌 칼럼만>가져와서 + mean()평균내어 직접 대입

# height칼럼의 300이 이상치, 그 위치가 [6,3]라고 가정한다.
data[6,3]

## [1] 300

# 1. 삭제 : 말만 삭제지 아닌 것을 행인덱싱한다.
data[ !data$height == 300,]

##   gender age height
## 1      M  25    180
## 2      F  35    160
## 3      F  10    150
## 4      M  48    175
## 5      M  50    170

# 2. 평균을 대치
#   해당칼럼의 이상치를 제거해놓고 구한 평균을 직접 대입
data[ !data$height == 300, "height"]

## [1] 180 160 150 175 170

mean(data[ !data$height == 300, "height"])

## [1] 167

data[6,3] <- mean(data[ !data$height == 300, "height"])

# 3. 범주별 평균을 대치
# 2_2.  해당칼럼의 이상치를 제거해놓고 & 다른범주칼럼의 범주도 정해놓은 상태에서 구한 평균을 직접 대입
data[ !data$height == 300 & data$gender == "F", "height"]

## [1] 160 150 167

mean(data[ !data$height == 300 & data$gender == "F", "height"])

## [1] 159

data[6, 3] <- mean(data[ !data$height == 300 & data$gender == "F", "height"])
View(data)

결측값 발견하기

1. 전체 결측치 개수 : sum(is.na( data )) - is.na(data)로 전체 na마스크 만든 다음 sum()하기
2. 전체 결측률 : mean(!complete.cases( data ))
3. 칼럼별 결측치 개수 : table( is.na( data$칼럼명 ))

# 데이터 준비
# install.packages("moonBook")
library(moonBook)

# 데이터 확인
dim(acs)

## [1] 857  17

head(acs)

##   age    sex cardiogenicShock   entry              Dx   EF height weight
## 1  62   Male               No Femoral           STEMI 18.0    168     72
## 2  78 Female               No Femoral           STEMI 18.4    148     48
## 3  76 Female              Yes Femoral           STEMI 20.0     NA     NA
## 4  89 Female               No Femoral           STEMI 21.8    165     50
## 5  56   Male               No  Radial          NSTEMI 21.8    162     64
## 6  73 Female               No  Radial Unstable Angina 22.0    153     59
##        BMI obesity  TC LDLC HDLC  TG  DM HBP smoking
## 1 25.51020     Yes 215  154   35 155 Yes  No  Smoker
## 2 21.91381      No  NA   NA   NA 166  No Yes   Never
## 3       NA      No  NA   NA   NA  NA  No Yes   Never
## 4 18.36547      No 121   73   20  89  No  No   Never
## 5 24.38653      No 195  151   36  63 Yes Yes  Smoker
## 6 25.20398     Yes 184  112   38 137 Yes Yes   Never

str(acs)

## 'data.frame':    857 obs. of  17 variables:
##  $ age             : int  62 78 76 89 56 73 58 62 59 71 ...
##  $ sex             : chr  "Male" "Female" "Female" "Female" ...
##  $ cardiogenicShock: chr  "No" "No" "Yes" "No" ...
##  $ entry           : chr  "Femoral" "Femoral" "Femoral" "Femoral" ...
##  $ Dx              : chr  "STEMI" "STEMI" "STEMI" "STEMI" ...
##  $ EF              : num  18 18.4 20 21.8 21.8 22 24.7 26.6 28.5 31.1 ...
##  $ height          : num  168 148 NA 165 162 153 167 160 152 168 ...
##  $ weight          : num  72 48 NA 50 64 59 78 50 67 60 ...
##  $ BMI             : num  25.5 21.9 NA 18.4 24.4 ...
##  $ obesity         : chr  "Yes" "No" "No" "No" ...
##  $ TC              : num  215 NA NA 121 195 184 161 136 239 169 ...
##  $ LDLC            : int  154 NA NA 73 151 112 91 88 161 88 ...
##  $ HDLC            : int  35 NA NA 20 36 38 34 33 34 54 ...
##  $ TG              : int  155 166 NA 89 63 137 196 30 118 141 ...
##  $ DM              : chr  "Yes" "No" "No" "No" ...
##  $ HBP             : chr  "No" "Yes" "Yes" "No" ...
##  $ smoking         : chr  "Smoker" "Never" "Never" "Never" ...

summary(acs)

##       age            sex            cardiogenicShock      entry          
##  Min.   :28.00   Length:857         Length:857         Length:857        
##  1st Qu.:55.00   Class :character   Class :character   Class :character  
##  Median :64.00   Mode  :character   Mode  :character   Mode  :character  
##  Mean   :63.31                                                           
##  3rd Qu.:72.00                                                           
##  Max.   :91.00                                                           
##                                                                          
##       Dx                  EF            height          weight      
##  Length:857         Min.   :18.00   Min.   :130.0   Min.   : 30.00  
##  Class :character   1st Qu.:50.45   1st Qu.:158.0   1st Qu.: 58.00  
##  Mode  :character   Median :58.10   Median :165.0   Median : 65.00  
##                     Mean   :55.83   Mean   :163.2   Mean   : 64.84  
##                     3rd Qu.:62.35   3rd Qu.:170.0   3rd Qu.: 72.00  
##                     Max.   :79.00   Max.   :185.0   Max.   :112.00  
##                     NA's   :134     NA's   :93      NA's   :91      
##       BMI          obesity                TC             LDLC      
##  Min.   :15.62   Length:857         Min.   : 25.0   Min.   : 15.0  
##  1st Qu.:22.13   Class :character   1st Qu.:154.0   1st Qu.: 88.0  
##  Median :24.16   Mode  :character   Median :183.0   Median :114.0  
##  Mean   :24.28                      Mean   :185.2   Mean   :116.6  
##  3rd Qu.:26.17                      3rd Qu.:213.0   3rd Qu.:141.0  
##  Max.   :41.42                      Max.   :493.0   Max.   :366.0  
##  NA's   :93                         NA's   :23      NA's   :24     
##       HDLC             TG             DM                HBP           
##  Min.   : 4.00   Min.   : 11.0   Length:857         Length:857        
##  1st Qu.:32.00   1st Qu.: 68.0   Class :character   Class :character  
##  Median :38.00   Median :105.5   Mode  :character   Mode  :character  
##  Mean   :38.24   Mean   :125.2                                        
##  3rd Qu.:45.00   3rd Qu.:154.0                                        
##  Max.   :89.00   Max.   :877.0                                        
##  NA's   :23      NA's   :15                                           
##    smoking         
##  Length:857        
##  Class :character  
##  Mode  :character  
##                    
##                    
##                    
## 

apply(is.na(acs), MARGIN = 2, FUN = 'sum')

##              age              sex cardiogenicShock            entry 
##                0                0                0                0 
##               Dx               EF           height           weight 
##                0              134               93               91 
##              BMI          obesity               TC             LDLC 
##               93                0               23               24 
##             HDLC               TG               DM              HBP 
##               23               15                0                0 
##          smoking 
##                0

# 결측치 확인하기
# 1. 전체 결측치
sum( is.na(acs))

## [1] 496

# 2. 전체 결측률
complete.cases(acs) # 결측치 아닌 것들만 1의 마스크 -> 필요시 행인덱싱에 넣어 결측치 제거한 데이터만 사용가능

##   [1]  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [12]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE
##  [23]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE
##  [34]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [45]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [56]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [67]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
##  [78]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
##  [89] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [100]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
## [111]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE
## [122]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [133]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [144]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [155]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [166]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [177]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [188]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [199]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [210]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [221]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [232]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [243] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [254]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [265]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [276]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [287]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [298]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [309]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [320]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
## [331]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [342]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
## [353]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [364]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [375]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
## [386]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [397]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
## [408]  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE
## [419]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [430] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
## [441]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [452]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [463]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [474]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [485]  TRUE  TRUE  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [496]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [507]  TRUE FALSE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [518]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [529]  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [540]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [551]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [562]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [573]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE
## [584]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
## [595]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [606]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [617]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [628] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [639]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [650]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [661]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE
## [672]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [683]  TRUE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE  TRUE FALSE  TRUE  TRUE
## [694]  TRUE  TRUE FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE
## [705]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE  TRUE
## [716] FALSE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE FALSE FALSE FALSE FALSE
## [727] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [738] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [749] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [760] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [771] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [782] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [793] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [804] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [815] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [826] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [837] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [848] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE

!complete.cases(acs) # 결측치만 1인 마스크

##   [1] FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [12] FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE
##  [23] FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE
##  [34] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [45] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [56] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##  [67] FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
##  [78] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
##  [89]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [100] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [111] FALSE FALSE FALSE FALSE  TRUE FALSE  TRUE FALSE FALSE FALSE FALSE
## [122] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [133] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [144] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [155] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
## [166] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [177] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [188] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [199] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [210] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [221] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [232] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [243]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [254] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [265] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [276] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
## [287] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [298] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [309] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [320] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
## [331] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [342] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [353] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [364] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [375] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [386] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
## [397] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE
## [408] FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE
## [419] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [430]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
## [441] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [452] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [463] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [474] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [485] FALSE FALSE FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE
## [496] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [507] FALSE  TRUE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [518] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [529] FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [540] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [551] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
## [562] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [573] FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE FALSE
## [584] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
## [595] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [606] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [617] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [628]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [639] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [650] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [661] FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE
## [672] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [683] FALSE FALSE FALSE FALSE  TRUE FALSE FALSE FALSE  TRUE FALSE FALSE
## [694] FALSE FALSE  TRUE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE
## [705] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE FALSE
## [716]  TRUE FALSE FALSE FALSE FALSE FALSE FALSE  TRUE  TRUE  TRUE  TRUE
## [727]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [738]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [749]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [760]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [771]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [782]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [793]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [804]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [815]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [826]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [837]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE
## [848]  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE  TRUE

mean(!complete.cases(acs)) # 결측치만 1

## [1] 0.210035

# 3. 칼럼별 인덱싱하여 결측인거 아닌것 갯수 파악 : table( is.na( data$칼럼  ))
table(is.na(acs$height))

## 
## FALSE  TRUE 
##   764    93

# 4. 데이터 확인시 배운 apply()이용한 전체 칼럼별 na갯수
apply(is.na(acs), MARGIN = 2, FUN = 'sum')

##              age              sex cardiogenicShock            entry 
##                0                0                0                0 
##               Dx               EF           height           weight 
##                0              134               93               91 
##              BMI          obesity               TC             LDLC 
##               93                0               23               24 
##             HDLC               TG               DM              HBP 
##               23               15                0                0 
##          smoking 
##                0

결측값 시각화해서 보기

# install.packages("wakefield")

# 1. mice로 결측치의 패턴보기
# install.packages("mice")
library(mice)

## Loading required package: lattice

## 
## Attaching package: 'lattice'

## The following object is masked from 'package:moonBook':
## 
##     densityplot

## 
## Attaching package: 'mice'

## The following objects are masked from 'package:base':
## 
##     cbind, rbind

# 1_1. 결측치 패턴 시각화 및 표
# https://m.blog.naver.com/tjdudwo93/220976082118
# 맨우측열 -> 결측치존재칼럼의 수(만약, 같은 수가 여러개 -> 결측치 갯수가 똑같으나 칼럼조합별로 나뉜 것)
# 맨왼쪽열 -> 결측치 칼럼별 row데이터의 갯수
# 맨아래행 -> 각 칼럼별 결측치의 갯수
# 우하단 끝칸 -> 각 칼럼별 결측치 갯수의 합 -> 전체 결측시 갯수
md.pattern(acs) # 결측치의 패턴을 알아볼 수 있다. 

##     age sex cardiogenicShock entry Dx obesity DM HBP smoking TG TC HDLC
## 677   1   1                1     1  1       1  1   1       1  1  1    1
## 74    1   1                1     1  1       1  1   1       1  1  1    1
## 2     1   1                1     1  1       1  1   1       1  1  1    1
## 32    1   1                1     1  1       1  1   1       1  1  1    1
## 47    1   1                1     1  1       1  1   1       1  1  1    1
## 1     1   1                1     1  1       1  1   1       1  1  1    1
## 5     1   1                1     1  1       1  1   1       1  1  0    0
## 1     1   1                1     1  1       1  1   1       1  1  0    0
## 3     1   1                1     1  1       1  1   1       1  1  0    0
## 1     1   1                1     1  1       1  1   1       1  0  1    1
## 6     1   1                1     1  1       1  1   1       1  0  0    0
## 2     1   1                1     1  1       1  1   1       1  0  0    0
## 6     1   1                1     1  1       1  1   1       1  0  0    0
##       0   0                0     0  0       0  0   0       0 15 23   23
##     LDLC weight height BMI  EF    
## 677    1      1      1   1   1   0
## 74     1      1      1   1   0   1
## 2      1      1      0   0   0   3
## 32     1      0      0   0   1   3
## 47     1      0      0   0   0   4
## 1      0      1      1   1   1   1
## 5      0      1      1   1   1   3
## 1      0      1      1   1   0   4
## 3      0      0      0   0   0   7
## 1      1      0      0   0   0   5
## 6      0      1      1   1   1   4
## 2      0      0      0   0   1   7
## 6      0      0      0   0   0   8
##       24     91     93  93 134 496

# 2. VIM 패키지- aggr(data)로 결측치 패턴 보기
# install.packages("VIM")
library(VIM)

## Loading required package: colorspace

## Loading required package: grid

## Loading required package: data.table

## VIM is ready to use. 
##  Since version 4.0.0 the GUI is in its own package VIMGUI.
## 
##           Please use the package to use the new (and old) GUI.

## Suggestions and bug-reports can be submitted at: https://github.com/alexkowa/VIM/issues

## 
## Attaching package: 'VIM'

## The following object is masked from 'package:datasets':
## 
##     sleep

aggr(acs)

# 2_2. 숫자형 변수의 null값 boxplot + 산점도?
marginplot(acs[, c("BMI", "weight")], cex.numbers = 1.2, pch = 19)

# install.packages("MatchIt")
# install.packages("optmatch")

결측값 처리하기

1. 전체na 삭제한 데이터 만들기 2가지 방법 : na.omit() , complete.cases()마스크 행인덱싱
2. 부분삭제 : 칼럼명인덱싱한 것에 is.na() + ! 를 달아서, na가 아닌 것만 골라내기( 말만 삭제 )
3. 대치와 조건부대치

• 해당칼럼의 대치 : 해당칼럼의 na제외 평균값을 구해서 대치할거면 : mean( 칼럼인덱싱, na.rm=T)로 쉽게할 있다.
• 조건부 대치 : na.rm=T옵션으로 바로 못구하고, 행인덱싱자리에 !is.na() 과 함께 & 특정범주의 조건을 준다.

4. mice로 다중대치하기

# 1. 전체삭제 : 한 칼럼에서라도 na가 존재하면 다 삭제
# 1_1. na.omit(data)
na.omit(acs)

##     age    sex cardiogenicShock   entry              Dx   EF height weight
## 1    62   Male               No Femoral           STEMI 18.0  168.0   72.0
## 4    89 Female               No Femoral           STEMI 21.8  165.0   50.0
## 5    56   Male               No  Radial          NSTEMI 21.8  162.0   64.0
## 6    73 Female               No  Radial Unstable Angina 22.0  153.0   59.0
## 7    58   Male               No  Radial Unstable Angina 24.7  167.0   78.0
## 8    62   Male               No Femoral           STEMI 26.6  160.0   50.0
## 9    59 Female               No  Radial Unstable Angina 28.5  152.0   67.0
## 10   71   Male               No Femoral           STEMI 31.1  168.0   60.0
## 11   52   Male               No  Radial Unstable Angina 31.1  175.0   60.0
## 12   52 Female               No  Radial Unstable Angina 31.1  156.0   63.0
## 13   66   Male               No Femoral Unstable Angina 31.5  164.0   64.0
## 14   64 Female               No Femoral           STEMI 31.9  150.0   51.0
## 15   62 Female               No Femoral           STEMI 32.0  158.0   49.0
## 17   65   Male               No  Radial Unstable Angina 32.0  152.0   54.0
## 19   63   Male              Yes  Radial           STEMI 33.3  175.0   71.0
## 20   30   Male               No Femoral           STEMI 34.0  148.0   80.0
## 21   60   Male               No  Radial Unstable Angina 34.3  173.0   68.0
## 22   81   Male               No Femoral          NSTEMI 34.4  162.0   51.0
## 23   49   Male               No Femoral Unstable Angina 34.4  165.0   67.0
## 24   72 Female               No Femoral           STEMI 34.5  145.0   50.0
## 25   63   Male              Yes Femoral           STEMI 34.6  170.0   70.0
## 26   72 Female               No Femoral Unstable Angina 34.6  155.0   45.0
## 27   64   Male              Yes  Radial           STEMI 35.0  165.0   63.0
## 28   64   Male               No Femoral           STEMI 35.4  167.0   65.0
## 30   47   Male              Yes Femoral           STEMI 35.5  179.0   68.0
## 31   46 Female               No Femoral           STEMI 35.6  155.0   48.0
## 32   55   Male              Yes Femoral          NSTEMI 35.7  165.0   63.0
## 33   73   Male               No  Radial          NSTEMI 35.9  160.0   70.0
## 34   59   Male               No  Radial          NSTEMI 36.5  175.0   62.0
## 35   79 Female               No  Radial Unstable Angina 36.5  140.0   50.0
## 36   80   Male               No  Radial           STEMI 36.6  162.0   54.0
## 37   76 Female               No  Radial          NSTEMI 36.8  153.0   50.0
## 38   73   Male               No Femoral          NSTEMI 37.0  162.0   53.0
## 39   61 Female               No Femoral Unstable Angina 37.0  156.0   44.0
## 40   58   Male              Yes  Radial           STEMI 37.3  168.0   74.0
## 41   58   Male               No Femoral           STEMI 37.5  165.0   85.0
## 42   72 Female               No  Radial          NSTEMI 37.5  150.0   70.0
## 43   57   Male               No Femoral          NSTEMI 37.9  168.0   70.0
## 44   66   Male               No  Radial Unstable Angina 38.0  165.0   69.0
## 45   71   Male               No  Radial Unstable Angina 38.0  170.0   69.0
## 46   65 Female               No Femoral           STEMI 38.4  162.0   67.0
## 47   53   Male               No  Radial Unstable Angina 38.4  163.0   68.0
## 48   61 Female               No Femoral          NSTEMI 38.5  148.0   64.0
## 49   77   Male               No  Radial           STEMI 38.8  160.0   54.0
## 50   82   Male               No Femoral           STEMI 39.0  164.0   50.0
## 51   65   Male              Yes  Radial           STEMI 39.0  163.0   58.0
## 52   61   Male               No Femoral           STEMI 39.4  168.0   56.0
## 53   39   Male               No  Radial           STEMI 40.0  169.0   93.0
## 54   49   Male               No  Radial           STEMI 40.0  178.0   80.0
## 55   67   Male               No Femoral          NSTEMI 40.0  165.0   62.0
## 56   76   Male               No  Radial           STEMI 40.2  165.0   75.0
## 57   79 Female               No  Radial          NSTEMI 40.2  155.0   60.0
## 58   63   Male               No  Radial Unstable Angina 40.2  168.0   62.0
## 59   74 Female              Yes Femoral           STEMI 40.4  150.0   55.0
## 60   67   Male               No Femoral           STEMI 40.5  165.0   75.0
## 61   57   Male               No Femoral           STEMI 40.6  167.0   58.0
## 62   59   Male               No  Radial           STEMI 40.9  172.0   65.0
## 63   76   Male               No  Radial           STEMI 41.0  158.0   67.0
## 64   55   Male               No  Radial           STEMI 41.3  170.0   75.0
## 65   80 Female               No Femoral           STEMI 41.5  157.0   48.0
## 66   88 Female               No  Radial          NSTEMI 41.7  155.0   53.0
## 67   75 Female               No Femoral           STEMI 41.8  160.0   70.0
## 68   72   Male               No  Radial           STEMI 42.0  168.0   64.0
## 69   52   Male               No Femoral Unstable Angina 42.0  170.0   78.0
## 70   49   Male               No  Radial           STEMI 42.1  167.0   69.0
## 71   78   Male               No Femoral          NSTEMI 42.1  158.0   50.0
## 73   67 Female               No  Radial          NSTEMI 42.2  153.0   43.0
## 74   54   Male               No  Radial          NSTEMI 42.4  168.0   63.0
## 75   76 Female               No  Radial          NSTEMI 42.5  163.0   55.0
## 76   52   Male               No  Radial           STEMI 42.5  160.0   55.0
## 77   65   Male               No Femoral           STEMI 42.6  168.0   59.0
## 78   64   Male               No  Radial           STEMI 42.7  164.0   65.0
## 79   85   Male               No Femoral          NSTEMI 42.7  165.0   60.0
## 80   75 Female               No  Radial           STEMI 42.8  156.0   46.0
## 81   78 Female               No  Radial           STEMI 42.9  158.0   57.0
## 82   81   Male               No Femoral Unstable Angina 43.0  166.0   59.0
## 83   74 Female               No  Radial Unstable Angina 43.0  150.0   51.0
## 84   58   Male              Yes Femoral           STEMI 43.2  178.0   80.0
## 85   63 Female               No Femoral           STEMI 43.2  149.0   40.0
## 86   72 Female               No Femoral Unstable Angina 43.2  160.0   62.0
## 88   77   Male               No  Radial          NSTEMI 44.0  168.0   65.0
## 90   53   Male               No  Radial           STEMI 44.0  168.0   75.0
## 91   63 Female               No  Radial           STEMI 44.0  150.0   55.0
## 92   54   Male               No  Radial           STEMI 44.1  176.0   78.0
## 93   79 Female               No  Radial          NSTEMI 44.1  160.0   65.0
## 94   50   Male               No  Radial           STEMI 44.2  175.0   70.0
## 95   75   Male               No  Radial          NSTEMI 44.3  168.0   60.0
## 96   57   Male               No  Radial           STEMI 44.5  177.0   72.0
## 97   69   Male               No Femoral          NSTEMI 44.6  163.0   56.0
## 98   55   Male               No  Radial Unstable Angina 44.8  162.0   58.0
## 99   79   Male               No Femoral          NSTEMI 44.9  172.0   60.0
## 100  70   Male               No Femoral           STEMI 45.0  165.0   60.0
## 101  73   Male               No Femoral           STEMI 45.0  168.0   47.0
## 103  82 Female               No  Radial Unstable Angina 45.0  150.0   55.0
## 104  44   Male               No Femoral Unstable Angina 45.1  180.0   80.0
## 105  61   Male               No Femoral           STEMI 45.3  162.0   58.0
## 106  80 Female               No Femoral           STEMI 45.4  150.0   65.0
## 107  70 Female               No  Radial           STEMI 45.4  160.0   60.0
## 109  65   Male               No  Radial           STEMI 45.6  167.0   62.0
## 110  68   Male               No Femoral          NSTEMI 45.6  177.0   79.0
## 111  70   Male               No  Radial          NSTEMI 45.7  151.0   50.0
## 112  65   Male               No  Radial Unstable Angina 45.8  162.0   65.0
## 113  51   Male               No  Radial Unstable Angina 45.9  165.0   59.0
## 114  66   Male              Yes Femoral           STEMI 46.0  168.0   58.0
## 116  56   Male               No  Radial           STEMI 46.1  167.0   74.0
## 118  78 Female               No Femoral          NSTEMI 46.4  157.0   60.0
## 119  49   Male               No  Radial          NSTEMI 46.5  162.0   66.0
## 120  84 Female               No  Radial Unstable Angina 46.6  160.0   60.0
## 121  81   Male               No Femoral          NSTEMI 46.8  165.0   65.0
## 122  53   Male               No Femoral          NSTEMI 46.9  165.0   71.0
## 123  77   Male               No  Radial           STEMI 47.0  155.0   60.0
## 124  81   Male               No  Radial           STEMI 47.0  166.0   68.0
## 125  69   Male               No  Radial           STEMI 47.0  175.0   60.0
## 126  48 Female              Yes Femoral           STEMI 47.0  160.0   60.0
## 127  76   Male               No  Radial Unstable Angina 47.0  163.0   62.0
## 128  41   Male               No  Radial           STEMI 47.1  170.0   73.0
## 129  68   Male               No  Radial           STEMI 47.2  170.0   60.0
## 130  55   Male               No  Radial           STEMI 47.2  163.0   56.0
## 131  80 Female               No  Radial          NSTEMI 47.3  156.5   67.2
## 132  81   Male               No  Radial Unstable Angina 47.3  150.0   50.0
## 133  80 Female               No  Radial           STEMI 47.3  156.0   67.2
## 134  61   Male               No  Radial           STEMI 47.4  179.0   76.0
## 135  66   Male               No Femoral          NSTEMI 47.6  158.0   50.0
## 137  64   Male               No Femoral           STEMI 47.8  174.0   70.0
## 138  62   Male               No  Radial           STEMI 48.0  167.0   85.0
## 139  72 Female               No Femoral           STEMI 48.1  163.0   55.0
## 140  72 Female               No Femoral           STEMI 48.1  160.0   58.0
## 141  74 Female               No Femoral          NSTEMI 48.1  155.0   56.0
## 142  53 Female               No  Radial          NSTEMI 48.1  160.0   63.0
## 143  51   Male               No  Radial           STEMI 48.2  178.0   70.0
## 144  47   Male               No  Radial           STEMI 48.2  175.0   80.0
## 145  69 Female               No  Radial          NSTEMI 48.2  155.0   55.0
## 146  48   Male               No  Radial           STEMI 48.3  170.0   68.0
## 147  58   Male               No  Radial          NSTEMI 48.3  168.0   76.0
## 148  74   Male               No Femoral          NSTEMI 48.6  169.0   72.0
## 149  75   Male               No  Radial          NSTEMI 48.6  160.0   58.0
## 150  58   Male               No  Radial           STEMI 48.7  168.0   60.0
## 151  64   Male               No Femoral           STEMI 48.8  162.0   72.0
## 152  70   Male               No  Radial           STEMI 48.8  176.0   77.0
## 153  69 Female               No  Radial           STEMI 48.9  153.0   63.0
## 154  61   Male               No  Radial           STEMI 48.9  167.0   60.0
## 155  38   Male               No  Radial Unstable Angina 48.9  166.0   95.0
## 156  44   Male               No  Radial           STEMI 49.0  179.0   93.0
## 157  57   Male               No Femoral           STEMI 49.0  163.0   63.0
## 158  56   Male               No  Radial           STEMI 49.0  170.0   68.0
## 159  80   Male               No  Radial          NSTEMI 49.0  170.0   62.0
## 160  85 Female               No  Radial Unstable Angina 49.1  149.0   51.0
## 161  56 Female               No Femoral          NSTEMI 49.1  155.0   58.0
## 163  84 Female               No  Radial          NSTEMI 49.2  155.0   53.0
## 164  55   Male               No Femoral           STEMI 49.3  168.0   48.0
## 165  55   Male              Yes Femoral           STEMI 49.3  168.0   48.0
## 166  54   Male               No  Radial           STEMI 49.5  170.0   78.0
## 167  78 Female               No Femoral           STEMI 49.5  150.0   42.0
## 168  82 Female               No Femoral           STEMI 49.7  150.0   42.0
## 169  66   Male               No Femoral           STEMI 49.7  180.0   67.0
## 170  71   Male               No Femoral          NSTEMI 49.9  155.0   66.0
## 171  52   Male               No  Radial           STEMI 50.0  173.0   70.0
## 172  57   Male               No Femoral          NSTEMI 50.0  175.0   84.0
## 173  82   Male               No Femoral          NSTEMI 50.0  165.0   61.0
## 174  76   Male               No Femoral Unstable Angina 50.0  160.0   56.0
## 175  49   Male               No Femoral           STEMI 50.1  164.0   65.0
## 176  62 Female               No  Radial          NSTEMI 50.1  150.0   46.0
## 177  57   Male               No  Radial           STEMI 50.3  165.0   68.0
## 178  57   Male               No  Radial          NSTEMI 50.3  174.0   67.0
## 179  81 Female               No  Radial           STEMI 50.4  164.0   50.0
## 180  53   Male               No  Radial           STEMI 50.4  176.0   74.0
## 181  72   Male              Yes Femoral           STEMI 50.5  173.0   74.0
## 182  78   Male               No  Radial Unstable Angina 50.5  170.0   60.0
## 183  53   Male               No  Radial Unstable Angina 50.6  157.0   80.0
## 184  63 Female               No  Radial           STEMI 50.8  151.0   52.0
## 185  74 Female              Yes  Radial           STEMI 51.0  149.0   50.0
## 186  54   Male               No  Radial           STEMI 51.0  163.0   72.0
## 187  81 Female               No  Radial           STEMI 51.2  150.0   45.0
## 188  63 Female               No Femoral           STEMI 51.3  156.0   61.0
## 189  81 Female               No  Radial Unstable Angina 51.3  145.0   45.0
## 191  69 Female               No Femoral           STEMI 51.5  158.0   55.0
## 192  58   Male               No Femoral           STEMI 51.6  170.0   60.0
## 193  70 Female               No Femoral Unstable Angina 51.6  150.0   45.0
## 194  56   Male               No Femoral           STEMI 51.7  172.0   80.0
## 195  63   Male               No Femoral           STEMI 51.7  165.0   60.0
## 196  54 Female               No  Radial          NSTEMI 51.7  154.0   66.0
## 197  77   Male               No  Radial Unstable Angina 51.9  165.0   60.0
## 198  55   Male               No  Radial           STEMI 52.0  164.0   60.0
## 199  48   Male               No  Radial           STEMI 52.0  165.0   75.0
## 200  62   Male               No  Radial           STEMI 52.0  170.0   62.0
## 201  65   Male              Yes  Radial           STEMI 52.0  160.0   65.0
## 202  77   Male               No Femoral           STEMI 52.0  172.0   53.0
## 203  54   Male               No  Radial           STEMI 52.0  175.0   80.0
## 204  38   Male               No  Radial           STEMI 52.1  174.0   90.0
## 205  70 Female               No  Radial Unstable Angina 52.2  141.0   63.0
## 206  49   Male               No  Radial           STEMI 52.4  177.0   86.0
## 207  69 Female               No  Radial Unstable Angina 52.4  155.0   60.0
## 208  67   Male               No  Radial Unstable Angina 52.4  160.0   50.0
## 209  36   Male               No Femoral           STEMI 52.5  184.0   76.0
## 210  70   Male              Yes  Radial           STEMI 52.6  165.0   60.0
## 211  62   Male               No  Radial           STEMI 52.6  161.0   58.0
## 212  56   Male               No  Radial           STEMI 52.8  165.0   73.0
## 213  51   Male               No Femoral           STEMI 52.8  176.0   72.0
## 214  64 Female               No Femoral          NSTEMI 52.9  155.0   58.0
## 215  75   Male               No  Radial           STEMI 53.0  170.0   55.0
## 216  41   Male               No  Radial Unstable Angina 53.0  171.0   86.0
## 217  53   Male               No  Radial           STEMI 53.0  165.0   70.0
## 218  78 Female               No Femoral           STEMI 53.0  160.0   70.0
## 219  51 Female               No  Radial Unstable Angina 53.0  160.0   63.0
## 221  66   Male               No Femoral Unstable Angina 53.2  164.0   54.0
## 222  68   Male               No Femoral           STEMI 53.5  160.0   59.0
## 223  61   Male               No Femoral           STEMI 53.6  158.0   65.0
## 224  59   Male               No  Radial          NSTEMI 53.6  165.0   68.0
## 225  77 Female               No  Radial          NSTEMI 53.7  155.0   55.0
## 226  49 Female               No  Radial           STEMI 53.8  156.0   46.0
## 227  57   Male               No Femoral Unstable Angina 53.8  169.0   55.0
## 228  52   Male               No  Radial           STEMI 54.0  165.0   70.0
## 229  77 Female               No Femoral           STEMI 54.0  160.0   58.0
## 230  56   Male               No  Radial           STEMI 54.0  169.0   70.0
## 231  46 Female               No  Radial           STEMI 54.0  158.0   57.0
## 232  71 Female               No Femoral Unstable Angina 54.0  140.0   47.0
## 233  62 Female               No Femoral Unstable Angina 54.0  161.0   66.0
## 234  41   Male               No  Radial           STEMI 54.2  178.0   72.0
## 236  56   Male               No  Radial          NSTEMI 54.2  170.0   71.0
## 237  70 Female               No  Radial Unstable Angina 54.3  155.0   60.0
## 238  67 Female               No  Radial           STEMI 54.5  155.0   66.0
## 239  70 Female               No  Radial Unstable Angina 54.6  145.0   45.0
## 240  78   Male               No Femoral Unstable Angina 54.6  175.0   74.0
## 241  87   Male               No  Radial Unstable Angina 54.7  165.0   62.0
## 242  81 Female               No  Radial           STEMI 54.8  160.0   58.0
## 244  56   Male               No  Radial          NSTEMI 54.8  170.0   76.0
## 245  78 Female               No Femoral Unstable Angina 54.8  151.0   60.0
## 246  47   Male               No Femoral           STEMI 54.9  178.0   68.0
## 247  60   Male               No  Radial           STEMI 54.9  183.0   83.0
## 248  69   Male               No Femoral Unstable Angina 54.9  164.0   87.0
## 249  61   Male               No  Radial           STEMI 55.0  160.0   65.0
## 250  52   Male               No  Radial           STEMI 55.0  177.0   85.0
## 251  61   Male               No Femoral           STEMI 55.0  170.0   74.0
## 252  58   Male               No Femoral           STEMI 55.0  168.0   61.0
## 253  51   Male               No Femoral          NSTEMI 55.0  160.0   81.0
## 254  58   Male               No  Radial          NSTEMI 55.0  174.0   74.0
## 255  35   Male               No  Radial Unstable Angina 55.0  170.0   87.0
## 256  71   Male               No  Radial           STEMI 55.1  166.0   60.0
## 257  46   Male               No  Radial          NSTEMI 55.1  165.0   63.0
## 258  40   Male               No Femoral Unstable Angina 55.1  175.0   80.0
## 259  57   Male               No  Radial Unstable Angina 55.1  160.0   70.0
## 260  70   Male               No  Radial Unstable Angina 55.1  169.0   78.0
## 261  71   Male               No  Radial           STEMI 55.2  165.0   50.0
## 262  45 Female               No Femoral Unstable Angina 55.2  150.0   45.0
## 263  43   Male               No  Radial          NSTEMI 55.3  180.0   78.0
## 264  41   Male               No Femoral           STEMI 55.4  170.0   69.0
## 265  57   Male               No  Radial Unstable Angina 55.4  153.0   53.0
## 266  74   Male               No Femoral Unstable Angina 55.4  165.0   68.0
## 267  60   Male               No  Radial           STEMI 55.5  172.0   85.0
## 268  57   Male               No Femoral          NSTEMI 55.5  169.0   68.0
## 269  51   Male               No Femoral          NSTEMI 55.5  178.0   85.0
## 270  37   Male               No Femoral           STEMI 55.6  174.0   75.0
## 271  90 Female               No  Radial Unstable Angina 55.6  141.0   52.0
## 272  76   Male              Yes Femoral           STEMI 55.7  172.0   82.0
## 273  58   Male              Yes  Radial           STEMI 55.7  162.0   60.0
## 274  69 Female               No Femoral           STEMI 55.7  150.0   65.0
## 275  70 Female               No  Radial           STEMI 55.7  160.0   58.0
## 276  50   Male               No Femoral          NSTEMI 55.7  170.0   72.0
## 277  74   Male               No  Radial          NSTEMI 55.8  168.0   73.0
## 278  73   Male               No  Radial Unstable Angina 55.8  175.0   84.0
## 280  60   Male               No  Radial           STEMI 55.9  160.0   50.0
## 281  60   Male               No  Radial           STEMI 55.9  173.0   67.0
## 282  85 Female               No  Radial           STEMI 55.9  154.0   55.0
## 284  72   Male               No  Radial Unstable Angina 56.0  178.0   70.0
## 285  70   Male               No  Radial           STEMI 56.0  165.0   74.0
## 286  49   Male               No  Radial Unstable Angina 56.0  177.0   82.0
## 287  70   Male               No  Radial Unstable Angina 56.0  166.0   67.0
## 288  49   Male               No  Radial Unstable Angina 56.0  177.0   82.0
## 289  53   Male               No  Radial Unstable Angina 56.0  174.0   67.0
## 290  74 Female               No Femoral Unstable Angina 56.0  150.0   57.0
## 291  49   Male               No Femoral          NSTEMI 56.0  172.0   74.0
## 292  43   Male               No  Radial           STEMI 56.1  183.0   81.0
## 293  43   Male               No Femoral           STEMI 56.1  173.0   93.0
## 294  68   Male               No  Radial Unstable Angina 56.1  162.5   53.3
## 295  68   Male               No  Radial Unstable Angina 56.1  162.5   53.3
## 296  78   Male               No Femoral          NSTEMI 56.1  160.0   70.0
## 297  35   Male               No  Radial           STEMI 56.2  171.0   70.0
## 298  52   Male               No Femoral Unstable Angina 56.2  170.0   62.0
## 299  58   Male               No Femoral Unstable Angina 56.2  165.0   78.0
## 300  67   Male               No  Radial Unstable Angina 56.2  170.0   62.0
## 301  76 Female               No Femoral Unstable Angina 56.2  143.0   48.0
## 302  56   Male               No  Radial          NSTEMI 56.3  163.0   62.0
## 303  55   Male               No  Radial           STEMI 56.3  178.0   81.0
## 304  72   Male               No  Radial           STEMI 56.3  165.0   64.0
## 305  46   Male               No  Radial          NSTEMI 56.3  169.0   55.0
## 306  78 Female               No  Radial          NSTEMI 56.4  149.0   50.0
## 307  58   Male               No Femoral           STEMI 56.4  160.0   67.0
## 308  58   Male               No Femoral Unstable Angina 56.4  174.0   70.0
## 309  62   Male               No  Radial Unstable Angina 56.4  160.0   60.0
## 310  83 Female               No Femoral           STEMI 56.5  160.0   65.0
## 311  62   Male               No  Radial           STEMI 56.5  165.0   75.0
## 312  65 Female               No  Radial           STEMI 56.5  158.0   59.0
## 313  50   Male               No  Radial Unstable Angina 56.5  174.0   78.0
## 314  61   Male               No  Radial Unstable Angina 56.5  130.0   70.0
## 315  86 Female               No  Radial Unstable Angina 56.5  155.0   58.0
## 316  52   Male               No  Radial Unstable Angina 56.5  168.0   79.0
## 317  65   Male               No  Radial Unstable Angina 56.5  169.0   63.0
## 318  68   Male               No  Radial Unstable Angina 56.5  164.0   63.0
## 319  46   Male               No  Radial Unstable Angina 56.6  165.0   71.0
## 320  61   Male               No Femoral           STEMI 56.6  158.0   50.0
## 321  57   Male               No Femoral           STEMI 56.7  170.0   89.0
## 322  40   Male               No  Radial           STEMI 56.7  173.0   76.0
## 323  69 Female               No Femoral          NSTEMI 56.7  158.0   80.0
## 324  71 Female               No  Radial           STEMI 56.8  144.0   45.0
## 325  63   Male               No  Radial Unstable Angina 56.8  175.0   81.0
## 326  52   Male               No Femoral           STEMI 56.9  175.0   83.0
## 327  41   Male               No  Radial Unstable Angina 56.9  178.0   87.0
## 328  55   Male               No Femoral           STEMI 57.0  175.0   68.0
## 330  77   Male               No Femoral Unstable Angina 57.1  168.0   63.0
## 331  67 Female               No  Radial Unstable Angina 57.2  168.0   52.0
## 332  65   Male               No Femoral Unstable Angina 57.2  160.0   63.0
## 333  73   Male               No  Radial Unstable Angina 57.2  160.0   59.0
## 334  72   Male               No Femoral Unstable Angina 57.3  161.0   63.0
## 335  61   Male               No Femoral Unstable Angina 57.3  169.0   61.0
## 336  70 Female               No Femoral Unstable Angina 57.3  145.0   45.0
## 337  59   Male               No  Radial Unstable Angina 57.3  159.0   57.0
## 338  59   Male               No  Radial Unstable Angina 57.3  160.0   70.0
## 339  47   Male               No  Radial           STEMI 57.4  170.0   70.0
## 340  64   Male               No  Radial           STEMI 57.4  168.0   57.0
## 341  44   Male               No Femoral           STEMI 57.4  180.0   97.0
## 342  53 Female               No  Radial Unstable Angina 57.4  151.0   58.0
## 343  69   Male               No Femoral Unstable Angina 57.6  159.0   66.0
## 344  58   Male               No Femoral Unstable Angina 57.6  162.0   73.0
## 345  64 Female               No  Radial Unstable Angina 57.7  165.0   74.0
## 346  77 Female               No Femoral Unstable Angina 57.8  158.0   60.0
## 347  48   Male               No  Radial Unstable Angina 57.9  171.0   77.0
## 348  62   Male               No  Radial           STEMI 57.9  168.0   73.0
## 349  66   Male               No  Radial           STEMI 58.0  175.0   82.0
## 351  69   Male               No Femoral           STEMI 58.0  163.0   65.0
## 352  68   Male               No  Radial           STEMI 58.0  165.0   63.0
## 353  41   Male               No  Radial Unstable Angina 58.0  169.0   70.0
## 354  68 Female               No Femoral          NSTEMI 58.0  155.0   51.0
## 355  75   Male               No  Radial          NSTEMI 58.0  177.0   73.0
## 356  73   Male               No  Radial          NSTEMI 58.0  165.0   60.0
## 357  56   Male               No  Radial           STEMI 58.1  168.0   65.0
## 358  46   Male              Yes Femoral           STEMI 58.1  170.0   76.0
## 359  55   Male               No  Radial           STEMI 58.1  163.0   68.0
## 360  61   Male               No Femoral           STEMI 58.1  168.0   74.0
## 361  68 Female               No  Radial Unstable Angina 58.1  158.0   60.0
## 362  55   Male               No Femoral Unstable Angina 58.1  170.0   70.0
## 363  57 Female               No Femoral           STEMI 58.2  164.0   68.0
## 364  50   Male               No  Radial Unstable Angina 58.2  165.0   78.0
## 365  69   Male               No  Radial Unstable Angina 58.2  173.0   74.0
## 366  44   Male               No  Radial           STEMI 58.3  175.0   90.0
## 367  38   Male               No  Radial           STEMI 58.3  173.0   95.0
## 368  83   Male               No  Radial           STEMI 58.3  165.0   67.0
## 369  70   Male               No  Radial           STEMI 58.3  168.0   70.0
## 370  76 Female               No Femoral           STEMI 58.4  145.0   56.0
## 371  53 Female               No  Radial Unstable Angina 58.4  165.0   75.0
## 372  37   Male               No  Radial          NSTEMI 58.4  163.0   66.0
## 373  49   Male               No  Radial          NSTEMI 58.4  158.0   56.0
## 374  57   Male               No  Radial           STEMI 58.5  170.0   75.0
## 375  51   Male               No  Radial          NSTEMI 58.5  169.0   68.0
## 376  64   Male               No  Radial           STEMI 58.6  157.0   64.0
## 377  53   Male               No  Radial           STEMI 58.6  168.0   62.0
## 378  77   Male               No Femoral Unstable Angina 58.6  160.0   59.0
## 379  46 Female               No Femoral          NSTEMI 58.6  155.0   55.0
## 380  65 Female               No  Radial           STEMI 58.7  160.0   67.0
## 381  65 Female               No  Radial           STEMI 58.7  160.0   67.0
## 382  77 Female               No Femoral           STEMI 58.7  150.0   50.0
## 384  67 Female               No  Radial Unstable Angina 58.7  150.0   50.0
## 385  37   Male               No  Radial           STEMI 58.8  170.0  106.0
## 386  73   Male               No  Radial           STEMI 58.8  160.0   45.0
## 387  51   Male               No  Radial          NSTEMI 58.8  175.0   69.0
## 388  61   Male               No  Radial          NSTEMI 58.8  164.0   78.0
## 389  71   Male               No Femoral          NSTEMI 58.8  168.0   70.0
## 390  81 Female               No  Radial           STEMI 58.9  148.0   45.0
## 391  58   Male               No Femoral           STEMI 58.9  170.0   65.0
## 392  71   Male               No  Radial Unstable Angina 58.9  172.0   80.0
## 394  64 Female               No  Radial           STEMI 59.0  165.0   71.0
## 395  59 Female               No  Radial           STEMI 59.0  158.0   60.0
## 396  51   Male               No Femoral           STEMI 59.0  170.0   60.0
## 397  86   Male               No Femoral           STEMI 59.0  165.0   55.0
## 398  60   Male               No  Radial Unstable Angina 59.0  163.0   62.0
## 399  60 Female               No Femoral Unstable Angina 59.0  151.0   66.0
## 400  71 Female               No Femoral Unstable Angina 59.0  154.0   52.0
## 401  56   Male               No  Radial Unstable Angina 59.0  160.0   62.0
## 402  42   Male               No  Radial          NSTEMI 59.1  172.0   73.0
## 403  68   Male               No Femoral Unstable Angina 59.1  177.0   78.0
## 404  46 Female               No  Radial Unstable Angina 59.1  150.0   60.0
## 406  72   Male               No Femoral Unstable Angina 59.1  170.0   56.0
## 407  66   Male               No Femoral           STEMI 59.2  170.0   65.0
## 408  81   Male               No  Radial Unstable Angina 59.2  167.0   50.0
## 409  60 Female               No Femoral Unstable Angina 59.2  159.0   85.0
## 410  52   Male               No  Radial           STEMI 59.3  163.0   70.0
## 411  75 Female               No  Radial Unstable Angina 59.3  155.0   55.0
## 412  48 Female               No  Radial          NSTEMI 59.3  158.0   53.0
## 414  78 Female               No  Radial Unstable Angina 59.3  155.0   57.0
## 415  79   Male               No Femoral           STEMI 59.4  168.0   60.0
## 416  58   Male               No  Radial Unstable Angina 59.4  160.0   69.0
## 417  60   Male               No  Radial Unstable Angina 59.4  174.0   80.0
## 418  64   Male               No  Radial          NSTEMI 59.4  167.0   62.0
## 419  57   Male               No  Radial          NSTEMI 59.4  168.0   73.0
## 420  60   Male               No  Radial          NSTEMI 59.4  167.0   66.0
## 421  72   Male               No  Radial Unstable Angina 59.5  165.0   78.0
## 422  57   Male               No Femoral Unstable Angina 59.5  169.0   75.0
## 423  79 Female               No Femoral Unstable Angina 59.5  150.0   55.0
## 424  59   Male               No  Radial Unstable Angina 59.5  174.0   78.0
## 425  65   Male               No  Radial Unstable Angina 59.5  167.0   74.0
## 426  61   Male               No  Radial Unstable Angina 59.5  167.0   68.0
## 427  75 Female               No  Radial Unstable Angina 59.5  152.0   61.0
## 428  55   Male               No  Radial          NSTEMI 59.6  165.0   52.0
## 429  50   Male               No Femoral Unstable Angina 59.6  160.0   67.0
## 431  81 Female               No  Radial Unstable Angina 59.6  150.0   49.0
## 432  52   Male               No  Radial Unstable Angina 59.6  163.0   65.0
## 433  55   Male               No  Radial          NSTEMI 59.7  166.0   65.0
## 434  59   Male               No Femoral Unstable Angina 59.7  161.0   68.0
## 435  54 Female               No  Radial Unstable Angina 59.7  154.0   65.0
## 436  72   Male               No  Radial Unstable Angina 59.7  162.0   64.0
## 437  56   Male               No  Radial           STEMI 59.8  170.0   80.0
## 438  65 Female               No Femoral           STEMI 59.8  145.0   45.0
## 440  49   Male               No  Radial Unstable Angina 59.8  180.0   97.0
## 441  51   Male               No Femoral          NSTEMI 59.8  172.0   70.0
## 442  48   Male              Yes Femoral           STEMI 59.9  173.0   67.0
## 443  56 Female               No  Radial Unstable Angina 59.9  159.0   65.0
## 444  65   Male               No Femoral Unstable Angina 59.9  168.0   65.0
## 445  68   Male               No  Radial           STEMI 60.0  175.0   75.0
## 446  73 Female               No Femoral           STEMI 60.0  150.0   44.0
## 447  68 Female               No  Radial           STEMI 60.0  158.0   76.0
## 448  64   Male              Yes  Radial           STEMI 60.0  165.0   63.0
## 449  71 Female               No  Radial Unstable Angina 60.0  145.0   50.0
## 450  53   Male               No Femoral Unstable Angina 60.0  173.0   71.0
## 451  74 Female               No  Radial Unstable Angina 60.0  140.0   45.0
## 452  58   Male               No  Radial          NSTEMI 60.0  170.0   75.0
## 453  55   Male               No  Radial Unstable Angina 60.0  167.0   62.0
## 455  48   Male               No Femoral           STEMI 60.1  164.0   72.0
## 456  75   Male               No  Radial Unstable Angina 60.1  163.0   50.0
## 457  28   Male               No  Radial          NSTEMI 60.1  168.0   52.0
## 458  62 Female               No  Radial Unstable Angina 60.1  155.0   60.0
## 459  62   Male               No Femoral           STEMI 60.2  160.0   50.0
## 460  79 Female              Yes  Radial           STEMI 60.2  155.0   60.0
## 461  53   Male               No  Radial Unstable Angina 60.2  162.0   68.0
## 462  67   Male               No  Radial Unstable Angina 60.2  163.0   60.0
## 463  68   Male               No  Radial Unstable Angina 60.2  173.0   75.0
## 464  70 Female               No  Radial Unstable Angina 60.2  152.0   56.0
## 465  54   Male               No  Radial Unstable Angina 60.2  162.0   67.0
## 466  76 Female               No  Radial Unstable Angina 60.4  155.0   55.0
## 467  47   Male               No  Radial          NSTEMI 60.4  175.0   76.0
## 468  56   Male               No  Radial          NSTEMI 60.5  172.0   61.0
## 469  70   Male               No Femoral Unstable Angina 60.5  168.0   65.0
## 470  68 Female               No  Radial           STEMI 60.6  164.0   75.0
## 471  79 Female               No  Radial Unstable Angina 60.6  148.0   40.0
## 472  47   Male               No Femoral          NSTEMI 60.6  170.0   78.0
## 473  62   Male              Yes Femoral           STEMI 60.7  171.0   48.0
## 474  66   Male               No  Radial Unstable Angina 60.7  169.0   63.0
## 475  48   Male               No  Radial Unstable Angina 60.7  171.0   62.0
## 476  73   Male               No  Radial Unstable Angina 60.8  170.0   70.0
## 477  81   Male              Yes  Radial           STEMI 61.0  170.0   77.0
## 478  77   Male               No  Radial           STEMI 61.0  167.0   66.0
## 479  73 Female               No Femoral           STEMI 61.0  160.0   60.0
## 480  49 Female               No Femoral           STEMI 61.0  157.0   55.0
## 481  68   Male               No Femoral           STEMI 61.0  170.0   75.0
## 482  36   Male               No Femoral           STEMI 61.0  178.0   68.0
## 483  65 Female               No  Radial Unstable Angina 61.0  164.0   62.0
## 484  75   Male               No  Radial Unstable Angina 61.0  165.0   72.0
## 485  50   Male               No  Radial Unstable Angina 61.0  170.0   60.0
## 486  75   Male               No  Radial Unstable Angina 61.0  165.0   72.0
## 487  73 Female               No Femoral Unstable Angina 61.0  152.0   57.0
## 490  43 Female               No  Radial Unstable Angina 61.0  164.0   56.0
## 491  57   Male               No  Radial Unstable Angina 61.0  168.0   72.0
## 492  55   Male               No  Radial Unstable Angina 61.0  168.0   82.0
## 493  81   Male               No  Radial           STEMI 61.0  170.0   77.0
## 494  55   Male               No Femoral           STEMI 61.1  176.0   90.0
## 495  59   Male               No  Radial Unstable Angina 61.2  175.0   78.0
## 496  79 Female               No  Radial Unstable Angina 61.2  140.0   45.0
## 497  58   Male               No  Radial Unstable Angina 61.2  166.0   63.0
## 498  63 Female               No Femoral          NSTEMI 61.3  153.0   90.0
## 499  58   Male              Yes  Radial           STEMI 61.3  161.0   66.0
## 500  63 Female              Yes Femoral           STEMI 61.3  159.0   63.0
## 501  52   Male               No  Radial           STEMI 61.3  163.0   64.0
## 502  64 Female               No  Radial Unstable Angina 61.3  155.0   46.0
## 503  62   Male               No  Radial          NSTEMI 61.3  165.0   72.0
## 504  67   Male               No  Radial           STEMI 61.4  163.0   66.0
## 505  65   Male               No  Radial          NSTEMI 61.4  173.0   67.0
## 506  51   Male               No Femoral Unstable Angina 61.4  173.0   79.0
## 507  48 Female               No  Radial           STEMI 61.5  165.0   58.0
## 510  78   Male               No Femoral          NSTEMI 61.5  178.0   73.0
## 511  75   Male               No  Radial           STEMI 61.6  162.0   45.0
## 512  61 Female               No  Radial           STEMI 61.6  155.0   75.0
## 513  45   Male               No  Radial           STEMI 61.6  166.0   70.0
## 514  55 Female               No Femoral          NSTEMI 61.6  153.0   62.0
## 515  42   Male               No  Radial          NSTEMI 61.6  163.0   71.0
## 516  82 Female               No Femoral          NSTEMI 61.7  150.0   50.0
## 517  53   Male               No  Radial          NSTEMI 61.7  164.0   70.0
## 518  49 Female               No  Radial Unstable Angina 61.7  162.0   67.0
## 519  75 Female               No  Radial           STEMI 61.8  157.0   61.0
## 520  79 Female               No Femoral          NSTEMI 61.8  140.0   66.0
## 521  47 Female               No  Radial           STEMI 61.8  153.0   70.0
## 522  83 Female               No  Radial          NSTEMI 61.8  149.0   49.0
## 523  78   Male               No  Radial          NSTEMI 61.8  165.0   70.0
## 524  82 Female               No Femoral          NSTEMI 61.8  158.0   65.0
## 525  80 Female               No Femoral           STEMI 61.9  156.0   57.0
## 526  80 Female               No Femoral           STEMI 61.9  156.0   57.0
## 527  58   Male               No  Radial          NSTEMI 61.9  177.0   79.0
## 528  69 Female               No Femoral          NSTEMI 61.9  158.0   64.0
## 529  67   Male               No  Radial           STEMI 62.0  165.0   56.0
## 530  51   Male               No  Radial           STEMI 62.0  170.0   95.0
## 531  62   Male               No  Radial           STEMI 62.0  170.0   80.0
## 533  59   Male               No  Radial          NSTEMI 62.0  168.0   75.0
## 534  44 Female               No  Radial Unstable Angina 62.0  150.0   51.0
## 535  56   Male               No  Radial Unstable Angina 62.0  170.0   75.0
## 536  49   Male               No  Radial Unstable Angina 62.0  172.0   68.0
## 537  59   Male               No  Radial          NSTEMI 62.2  172.0   86.0
## 538  48 Female               No  Radial Unstable Angina 62.2  153.0   51.0
## 539  47 Female               No  Radial Unstable Angina 62.2  160.0   58.0
## 540  56   Male               No  Radial Unstable Angina 62.2  174.0   83.0
## 541  81   Male               No  Radial           STEMI 62.3  172.0   55.0
## 542  51 Female               No Femoral           STEMI 62.4  161.0   63.0
## 543  85 Female               No  Radial Unstable Angina 62.4  130.0   30.0
## 544  74   Male               No  Radial Unstable Angina 62.4  163.0   71.0
## 545  50 Female               No  Radial Unstable Angina 62.4  152.0   60.0
## 546  56 Female               No Femoral Unstable Angina 62.5  157.0   58.0
## 547  64   Male               No  Radial Unstable Angina 62.6  162.0   80.0
## 548  55 Female               No Femoral Unstable Angina 62.6  154.0   72.0
## 549  50   Male               No  Radial          NSTEMI 62.6  168.0   63.0
## 550  84   Male               No Femoral           STEMI 62.7  168.0   79.0
## 551  64   Male               No  Radial Unstable Angina 62.7  163.0   62.0
## 552  70   Male               No  Radial          NSTEMI 62.7  165.0   65.0
## 553  68 Female               No  Radial Unstable Angina 62.7  148.0   52.0
## 554  48   Male               No  Radial Unstable Angina 62.8  164.0   60.0
## 555  61   Male               No  Radial Unstable Angina 62.8  165.0   67.0
## 556  49 Female               No Femoral Unstable Angina 62.8  150.0   48.0
## 557  55   Male               No Femoral          NSTEMI 62.9  164.0   73.0
## 559  78   Male               No  Radial           STEMI 63.0  160.0   58.0
## 560  87 Female               No Femoral Unstable Angina 63.0  140.0   42.0
## 561  75   Male               No Femoral Unstable Angina 63.0  153.0   63.0
## 562  76 Female               No  Radial Unstable Angina 63.0  153.0   50.0
## 563  66   Male               No Femoral Unstable Angina 63.0  168.0   61.0
## 564  80   Male               No  Radial Unstable Angina 63.0  170.0   78.0
## 565  52 Female               No Femoral Unstable Angina 63.0  158.0   60.0
## 566  70 Female               No Femoral           STEMI 63.1  153.0   43.0
## 567  52   Male               No  Radial           STEMI 63.1  172.0   76.0
## 568  75 Female               No  Radial Unstable Angina 63.1  144.0   39.0
## 569  51   Male               No  Radial Unstable Angina 63.2  168.0   62.0
## 570  41   Male               No  Radial           STEMI 63.3  163.0   64.0
## 571  64 Female               No  Radial          NSTEMI 63.3  155.0   62.0
## 572  62 Female               No  Radial           STEMI 63.4  156.0   52.0
## 573  70 Female               No  Radial           STEMI 63.4  160.0   62.0
## 574  63 Female              Yes Femoral           STEMI 63.4  150.0   66.0
## 575  67 Female               No  Radial Unstable Angina 63.4  147.0   51.0
## 576  80 Female               No  Radial          NSTEMI 63.4  158.0   51.0
## 577  80 Female               No  Radial Unstable Angina 63.4  148.0   57.0
## 578  49 Female               No Femoral Unstable Angina 63.5  159.0   63.0
## 580  49   Male               No  Radial Unstable Angina 63.5  170.0   68.0
## 581  72   Male               No Femoral Unstable Angina 63.5  160.0   58.0
## 582  79 Female               No Femoral          NSTEMI 63.6  154.0   61.0
## 583  78 Female               No Femoral Unstable Angina 63.6  145.0   58.0
## 584  54   Male               No  Radial          NSTEMI 63.7  175.0   74.0
## 585  65   Male               No  Radial Unstable Angina 63.7  170.0   77.0
## 586  62   Male               No Femoral Unstable Angina 63.7  182.0   66.0
## 587  62   Male               No  Radial Unstable Angina 63.7  168.0   64.0
## 588  70   Male              Yes Femoral           STEMI 63.8  172.0   72.0
## 589  67   Male               No  Radial Unstable Angina 63.8  166.0   45.0
## 590  75 Female               No  Radial          NSTEMI 63.8  153.0   55.0
## 591  67   Male               No  Radial Unstable Angina 63.8  166.0   45.0
## 592  69   Male               No  Radial          NSTEMI 63.8  158.0   65.0
## 594  54   Male               No Femoral Unstable Angina 63.8  151.0   68.0
## 595  62   Male               No  Radial Unstable Angina 63.9  172.0   76.0
## 596  65 Female               No Femoral Unstable Angina 63.9  150.0   43.0
## 597  78 Female               No  Radial Unstable Angina 63.9  150.0   40.0
## 598  57   Male               No  Radial          NSTEMI 64.0  163.0   55.0
## 599  51   Male               No  Radial          NSTEMI 64.0  176.0   80.0
## 600  74   Male               No  Radial          NSTEMI 64.0  168.0   70.0
## 601  78 Female               No  Radial Unstable Angina 64.0  155.0   60.0
## 602  71 Female               No Femoral Unstable Angina 64.0  150.0   48.0
## 603  65 Female               No  Radial          NSTEMI 64.0  161.0   51.0
## 604  85   Male               No  Radial Unstable Angina 64.1  171.0   60.0
## 605  44   Male               No  Radial Unstable Angina 64.2  176.0   73.0
## 606  54   Male               No  Radial Unstable Angina 64.2  170.0   66.0
## 607  73 Female               No  Radial Unstable Angina 64.2  165.0   62.0
## 608  53   Male               No Femoral Unstable Angina 64.2  160.0   63.0
## 609  59   Male               No Femoral Unstable Angina 64.2  170.0   85.0
## 610  68 Female               No  Radial Unstable Angina 64.3  154.0   76.0
## 611  49   Male               No  Radial Unstable Angina 64.3  185.0  100.0
## 612  59   Male               No  Radial Unstable Angina 64.3  174.0   67.0
## 613  65   Male               No  Radial          NSTEMI 64.3  160.0   70.8
## 614  75 Female               No  Radial Unstable Angina 64.3  158.0   67.0
## 615  74 Female               No Femoral           STEMI 64.5  150.0   59.0
## 616  67 Female               No  Radial Unstable Angina 64.5  165.0   66.0
## 617  57 Female               No Femoral Unstable Angina 64.5  150.0   65.0
## 618  51 Female               No Femoral Unstable Angina 64.6  164.0   42.0
## 619  51 Female               No Femoral          NSTEMI 64.6  164.0   42.0
## 620  45   Male               No Femoral           STEMI 64.7  174.0   74.0
## 621  61   Male               No  Radial Unstable Angina 64.8  170.0   72.0
## 622  66   Male               No Femoral Unstable Angina 64.8  167.0   71.0
## 623  53 Female               No  Radial Unstable Angina 64.8  150.0   53.0
## 624  66   Male               No  Radial Unstable Angina 64.8  168.0   69.0
## 625  65   Male               No Femoral           STEMI 64.9  169.0   68.0
## 626  62 Female               No Femoral           STEMI 64.9  158.0   67.0
## 627  68   Male               No  Radial          NSTEMI 65.0  159.0   59.0
## 629  60   Male               No  Radial           STEMI 65.0  168.0   70.0
## 630  65   Male               No Femoral Unstable Angina 65.0  167.0   55.0
## 631  80 Female               No  Radial          NSTEMI 65.0  140.0   40.0
## 632  73 Female               No  Radial Unstable Angina 65.0  151.0   60.0
## 633  64   Male               No  Radial          NSTEMI 65.0  168.0   69.0
## 634  70 Female               No Femoral Unstable Angina 65.0  140.0   56.0
## 635  41   Male               No  Radial Unstable Angina 65.0  152.0   50.0
## 636  70 Female               No Femoral Unstable Angina 65.2  151.0   55.0
## 637  57 Female               No Femoral Unstable Angina 65.3  151.0   94.0
## 638  71 Female               No  Radial Unstable Angina 65.3  148.0   55.0
## 639  77   Male               No  Radial           STEMI 65.4  167.0   55.0
## 640  69 Female               No Femoral Unstable Angina 65.4  151.0   67.0
## 641  58   Male               No Femoral Unstable Angina 65.4  160.0   66.0
## 642  68   Male               No  Radial Unstable Angina 65.5  169.0   80.0
## 643  74 Female               No Femoral Unstable Angina 65.5  160.0   55.0
## 644  67   Male               No  Radial Unstable Angina 65.6  173.0   81.0
## 645  51   Male              Yes  Radial           STEMI 65.7  168.0   70.0
## 646  60   Male               No  Radial Unstable Angina 65.7  167.0   78.0
## 647  60   Male               No  Radial Unstable Angina 65.7  167.0   78.0
## 648  66 Female               No  Radial Unstable Angina 65.8  158.0   63.0
## 649  88 Female               No Femoral          NSTEMI 65.8  150.0   50.0
## 650  63   Male               No  Radial          NSTEMI 65.9  160.0   70.0
## 651  88   Male               No  Radial Unstable Angina 66.0  168.0   55.0
## 652  40   Male               No Femoral          NSTEMI 66.0  168.0   62.0
## 653  52   Male               No  Radial Unstable Angina 66.0  178.0   99.0
## 654  65 Female               No  Radial Unstable Angina 66.0  151.0   57.0
## 655  79 Female               No  Radial Unstable Angina 66.0  154.0   63.0
## 656  73   Male               No Femoral Unstable Angina 66.1  160.0   60.0
## 657  53 Female               No Femoral Unstable Angina 66.1  150.0   61.0
## 658  74 Female               No Femoral Unstable Angina 66.2  153.0   55.0
## 659  61   Male               No  Radial Unstable Angina 66.2  183.0  112.0
## 660  56   Male               No  Radial Unstable Angina 66.3  176.0   70.0
## 661  75 Female               No  Radial Unstable Angina 66.3  158.0   60.0
## 662  72 Female               No  Radial Unstable Angina 66.3  153.0   45.0
## 663  56   Male               No  Radial Unstable Angina 66.4  166.0   55.0
## 664  68   Male               No Femoral Unstable Angina 66.4  163.0   59.0
## 665  48   Male               No  Radial Unstable Angina 66.4  161.0   57.0
## 666  41   Male               No  Radial Unstable Angina 66.4  163.0   57.0
## 667  87   Male               No  Radial Unstable Angina 66.4  168.0   55.0
## 669  64 Female               No  Radial Unstable Angina 66.5  160.0   62.0
## 670  69   Male               No Femoral          NSTEMI 66.7  179.0   70.0
## 671  73   Male               No  Radial Unstable Angina 66.7  170.0   76.0
## 672  55   Male              Yes Femoral           STEMI 66.9  178.0   65.0
## 673  79   Male               No  Radial Unstable Angina 66.9  169.0   77.0
## 674  68   Male               No  Radial Unstable Angina 66.9  165.0   67.0
## 675  68   Male               No  Radial Unstable Angina 66.9  165.0   65.0
## 676  65 Female               No Femoral           STEMI 67.0  158.0   64.0
## 677  58   Male               No  Radial Unstable Angina 67.0  167.0   67.0
## 678  72   Male               No Femoral Unstable Angina 67.0  164.0   50.0
## 679  68   Male               No  Radial Unstable Angina 67.0  180.0   82.0
## 680  70 Female              Yes Femoral           STEMI 67.1  150.0   44.0
## 681  41   Male               No  Radial          NSTEMI 67.1  175.0   92.0
## 682  44   Male               No  Radial           STEMI 67.2  173.0   69.0
## 683  67   Male               No  Radial Unstable Angina 67.2  169.0   69.0
## 684  61   Male               No  Radial Unstable Angina 67.2  160.0   67.0
## 685  51   Male               No  Radial Unstable Angina 67.2  167.0   73.0
## 686  64   Male               No  Radial Unstable Angina 67.4  155.0   53.0
## 688  56   Male               No Femoral Unstable Angina 67.5  166.0   76.0
## 689  74 Female               No  Radial Unstable Angina 67.6  155.0   61.0
## 690  75 Female               No  Radial Unstable Angina 67.7  140.0   50.0
## 692  67 Female               No Femoral Unstable Angina 68.0  160.0   60.0
## 693  77 Female               No  Radial Unstable Angina 68.0  157.0   57.0
## 694  52   Male               No  Radial Unstable Angina 68.0  169.0   69.0
## 695  39 Female               No  Radial Unstable Angina 68.2  159.0   54.0
## 697  52 Female               No Femoral Unstable Angina 68.4  148.0   60.0
## 698  41   Male               No  Radial Unstable Angina 68.6  180.0   84.0
## 699  66   Male               No Femoral          NSTEMI 69.0  170.0   67.0
## 700  67   Male               No  Radial Unstable Angina 69.1  170.0   51.0
## 701  46   Male               No  Radial Unstable Angina 69.7  165.0   71.0
## 702  68   Male               No Femoral Unstable Angina 69.9  170.0   54.0
## 703  71 Female               No Femoral Unstable Angina 70.0  145.0   58.0
## 705  73 Female               No  Radial Unstable Angina 70.0  148.0   51.0
## 706  83 Female               No  Radial Unstable Angina 70.2  145.0   60.0
## 707  76 Female               No  Radial Unstable Angina 70.2  150.0   70.0
## 708  68 Female               No  Radial Unstable Angina 71.1  158.0   56.0
## 709  51   Male               No  Radial Unstable Angina 71.5  175.0   70.0
## 710  61   Male               No  Radial Unstable Angina 71.6  165.0   74.0
## 711  61   Male               No  Radial Unstable Angina 71.9  165.0   55.0
## 712  66 Female               No Femoral Unstable Angina 71.9  160.0   60.0
## 713  47   Male               No  Radial          NSTEMI 72.0  170.0   67.0
## 715  59   Male               No  Radial Unstable Angina 73.0  170.0   64.0
## 717  77   Male               No  Radial Unstable Angina 74.0  172.0   76.0
## 718  62   Male               No Femoral          NSTEMI 74.0  163.0   74.0
## 719  62 Female               No  Radial          NSTEMI 75.0  160.0   68.0
## 720  40   Male               No Femoral Unstable Angina 78.1  169.0   74.0
## 721  40   Male               No Femoral Unstable Angina 78.1  169.0   74.0
## 722  91   Male               No  Radial Unstable Angina 79.0  170.0   60.0
##          BMI obesity    TC LDLC HDLC  TG  DM HBP   smoking
## 1   25.51020     Yes 215.0  154   35 155 Yes  No    Smoker
## 4   18.36547      No 121.0   73   20  89  No  No     Never
## 5   24.38653      No 195.0  151   36  63 Yes Yes    Smoker
## 6   25.20398     Yes 184.0  112   38 137 Yes Yes     Never
## 7   27.96802     Yes 161.0   91   34 196 Yes Yes Ex-smoker
## 8   19.53125      No 136.0   88   33  30 Yes Yes Ex-smoker
## 9   28.99931     Yes 239.0  161   34 118 Yes Yes     Never
## 10  21.25850      No 169.0   88   54 141 Yes  No    Smoker
## 11  19.59184      No 272.0  212   32  52 Yes  No Ex-smoker
## 12  25.88757     Yes 184.0  123   43  72 Yes Yes     Never
## 13  23.79536      No 239.0  150   42 156 Yes Yes     Never
## 14  22.66667      No 171.0   94   46 120 Yes  No     Never
## 15  19.62826      No 130.0   78   31 139  No  No Ex-smoker
## 17  23.37258      No 169.0  114   35  63 Yes Yes    Smoker
## 19  23.18367      No 173.0  107   32 115  No Yes    Smoker
## 20  36.52301     Yes 201.0  122   42  77  No  No Ex-smoker
## 21  22.72044      No 125.0   53   55  30 Yes Yes    Smoker
## 22  19.43301      No 108.0   57   41  30  No Yes    Smoker
## 23  24.60973      No 151.0   87   40 117  No  No Ex-smoker
## 24  23.78121      No 233.0  139   44  95  No Yes     Never
## 25  24.22145      No 164.0  114   35  66  No  No    Smoker
## 26  18.73049      No 174.0   86   37 183 Yes Yes     Never
## 27  23.14050      No 225.0  151   32 148  No  No    Smoker
## 28  23.30668      No 148.0   94   37  56 Yes Yes    Smoker
## 30  21.22281      No 208.0  152   36  47 Yes  No    Smoker
## 31  19.97919      No 188.0  118   53  52  No  No    Smoker
## 32  23.14050      No 185.0   92   66  71 Yes Yes     Never
## 33  27.34375     Yes 214.0  145   45  99  No Yes Ex-smoker
## 34  20.24490      No 181.0  120   41  76 Yes Yes    Smoker
## 35  25.51020     Yes 159.0   89   31 115  No Yes    Smoker
## 36  20.57613      No 127.0   61   33  76  No  No Ex-smoker
## 37  21.35931      No 212.0  147   48  83  No  No     Never
## 38  20.19509      No 250.0  162   68  95  No  No Ex-smoker
## 39  18.08021      No 132.0   74   29 156  No  No     Never
## 40  26.21882     Yes 195.0  125   48  89 Yes Yes     Never
## 41  31.22130     Yes 272.0  196   56  58  No Yes    Smoker
## 42  31.11111     Yes 131.0   86   21 102 Yes Yes     Never
## 43  24.80159      No 105.0  265   35 126 Yes  No    Smoker
## 44  25.34435     Yes 140.0   77   45 122 Yes Yes     Never
## 45  23.87543      No 133.0   82   21  92  No Yes Ex-smoker
## 46  25.52964     Yes 198.0  133   42  54  No Yes     Never
## 47  25.59374     Yes 276.0  169   33 233 Yes Yes    Smoker
## 48  29.21841     Yes 117.0   60   24 160 Yes Yes     Never
## 49  21.09375      No  86.0   42   19  78  No Yes Ex-smoker
## 50  18.59012      No 159.0   64   62  29  No Yes     Never
## 51  21.82995      No 223.0   89   31 416 Yes Yes    Smoker
## 52  19.84127      No 165.0  112   42 107  No Yes     Never
## 53  32.56189     Yes 208.0  140   25 243  No  No    Smoker
## 54  25.24934     Yes 195.0  147   37  88  No  No    Smoker
## 55  22.77319      No 134.0   82   40  67 Yes Yes     Never
## 56  27.54821     Yes 194.0  147   30  60  No Yes     Never
## 57  24.97399      No 187.0  108   35 209 Yes Yes     Never
## 58  21.96712      No 164.0  103   34 101  No  No    Smoker
## 59  24.44444      No 176.0   79   54 134 Yes Yes     Never
## 60  27.54821     Yes 186.0  133   47  67  No Yes    Smoker
## 61  20.79673      No 125.0   27   75  37  No  No     Never
## 62  21.97134      No 165.0  110   45  29  No  No    Smoker
## 63  26.83865     Yes 223.0  143   48 115 Yes  No    Smoker
## 64  25.95156     Yes 140.0   89   28  85 Yes Yes    Smoker
## 65  19.47341      No 212.0  125   48  88  No  No     Never
## 66  22.06035      No 189.0  107   49  89  No  No     Never
## 67  27.34375     Yes 174.0  127   21 177 Yes Yes     Never
## 68  22.67574      No 154.0   81   31  36 Yes Yes    Smoker
## 69  26.98962     Yes 231.0  167   41  90  No  No Ex-smoker
## 70  24.74094      No 309.0  222   48 182  No  No     Never
## 71  20.02884      No 175.0   95   46  37  No Yes Ex-smoker
## 73  18.36900      No 208.0  154   37 112 Yes  No     Never
## 74  22.32143      No 221.0  155   56  58  No  No    Smoker
## 75  20.70082      No 154.0   87   48  67  No Yes     Never
## 76  21.48438      No 221.0  166   51  71  No  No    Smoker
## 77  20.90420      No 221.0  147   47 127  No Yes    Smoker
## 78  24.16716      No 152.0  114   16  16  No  No Ex-smoker
## 79  22.03857      No 127.0   70   42  61  No Yes Ex-smoker
## 80  18.90204      No 126.0   71   27  84 Yes Yes     Never
## 81  22.83288      No 166.0  112   38  76  No Yes     Never
## 82  21.41094      No 126.0   72   24  94  No Yes     Never
## 83  22.66667      No 195.0  131   36 140 Yes Yes     Never
## 84  25.24934     Yes 174.0  115   19 151 Yes  No    Smoker
## 85  18.01721      No  99.0   68   24  82  No  No     Never
## 86  24.21875      No 178.0   92   68  42  No Yes     Never
## 88  23.03005      No 185.0  141   26  96  No  No    Smoker
## 90  26.57313     Yes 248.0  155   40 138  No  No    Smoker
## 91  24.44444      No 246.0  141    7  70 Yes Yes Ex-smoker
## 92  25.18079     Yes 231.0   95   58  93  No Yes Ex-smoker
## 93  25.39062     Yes 160.0  100   31 119 Yes Yes     Never
## 94  22.85714      No 202.0   34   14 106  No  No    Smoker
## 95  21.25850      No 140.0   85   25 142  No Yes    Smoker
## 96  22.98190      No 196.0   96   28 446  No  No    Smoker
## 97  21.07720      No 225.0   64   77  91  No Yes    Smoker
## 98  22.10029      No 258.0  195   41  97 Yes  No    Smoker
## 99  20.28123      No 173.0  123   28  76  No Yes Ex-smoker
## 100 22.03857      No 227.0  154   35 108 Yes Yes     Never
## 101 16.65249      No 154.0  102   37  44  No  No    Smoker
## 103 24.44444      No 141.0   65   38  44  No Yes Ex-smoker
## 104 24.69136      No 103.0   52   31  68 Yes Yes    Smoker
## 105 22.10029      No 251.0  161   55 109 Yes Yes     Never
## 106 28.88889     Yes  88.0   29   38  80  No Yes     Never
## 107 23.43750      No  89.0   36   34 120  No Yes     Never
## 109 22.23099      No 178.0  131   45  27  No Yes Ex-smoker
## 110 25.21625     Yes 139.0   90   38  74  No Yes Ex-smoker
## 111 21.92886      No 164.0  102   35  92  No  No    Smoker
## 112 24.76757      No 209.0  140   36 212 Yes Yes Ex-smoker
## 113 21.67126      No 234.0  153   56 109  No  No    Smoker
## 114 20.54989      No 126.0   63   48  62 Yes Yes Ex-smoker
## 116 26.53376     Yes 164.0  111   38  91 Yes Yes    Smoker
## 118 24.34176      No 174.0  103   10 129  No Yes Ex-smoker
## 119 25.14861     Yes 179.0  119   31 120  No Yes     Never
## 120 23.43750      No  25.0   96   10  26  No  No    Smoker
## 121 23.87511      No 164.0  109   33  40  No Yes    Smoker
## 122 26.07897     Yes 184.0  124   29 414 Yes  No    Smoker
## 123 24.97399      No 180.0  132   40  60 Yes Yes Ex-smoker
## 124 24.67702      No 278.0  188   37 146 Yes Yes Ex-smoker
## 125 19.59184      No 143.0   91   33  50  No  No    Smoker
## 126 23.43750      No 222.0  161   40 118  No  No     Never
## 127 23.33547      No 160.0   81   41 166  No  No Ex-smoker
## 128 25.25952     Yes 258.0  189   36  66 Yes  No    Smoker
## 129 20.76125      No 221.0  108   44 178 Yes Yes     Never
## 130 21.07720      No 277.0  194   40 154  No Yes    Smoker
## 131 27.43725     Yes 212.0  128   50  45  No Yes     Never
## 132 22.22222      No 151.0   96   43  39  No  No    Smoker
## 133 27.61341     Yes 165.0  105   39  85  No Yes     Never
## 134 23.71961      No 172.0  116   35  58 Yes  No Ex-smoker
## 135 20.02884      No 166.0   98   39 113 Yes  No    Smoker
## 137 23.12062      No 210.0  153   44  54  No  No     Never
## 138 30.47797     Yes 197.0  131   42 143  No Yes    Smoker
## 139 20.70082      No 148.0   84   37 103  No Yes     Never
## 140 22.65625      No 159.0   91   45  67  No Yes     Never
## 141 23.30905      No 315.0  205   75  80 Yes Yes     Never
## 142 24.60938      No 210.0  167   27 130  No  No    Smoker
## 143 22.09317      No 160.0  112   32 142  No  No     Never
## 144 26.12245     Yes 208.0  151   41 224  No Yes    Smoker
## 145 22.89282      No 165.0   83   50  63 Yes  No     Never
## 146 23.52941      No 181.0  113   38  33  No  No    Smoker
## 147 26.92744     Yes 199.0  132   38 211  No  No Ex-smoker
## 148 25.20920     Yes 207.0  146   30 101 Yes  No Ex-smoker
## 149 22.65625      No 143.0   94   24  92  No Yes Ex-smoker
## 150 21.25850      No 195.0  144   30  66  No Yes    Smoker
## 151 27.43484     Yes 185.0   91   68  78  No Yes Ex-smoker
## 152 24.85795      No 145.0   98   36  38  No  No     Never
## 153 26.91273     Yes 205.0  112   44  75 Yes  No    Smoker
## 154 21.51386      No 201.0   76   31  55 Yes  No     Never
## 155 34.47525     Yes 116.0   47   50 129 Yes Yes    Smoker
## 156 29.02531     Yes 134.0   71   39  96 Yes  No Ex-smoker
## 157 23.71184      No 205.0  136   48 117  No  No     Never
## 158 23.52941      No 239.0   15   41  78 Yes Yes    Smoker
## 159 21.45329      No 169.0  108   44  55  No Yes Ex-smoker
## 160 22.97194      No 139.0   76   33  76  No Yes     Never
## 161 24.14152      No 242.0  172   32 302 Yes Yes     Never
## 163 22.06035      No 278.0  185   45 210  No Yes     Never
## 164 17.00680      No 113.0   79   14  47  No  No    Smoker
## 165 17.00680      No 113.0   79   14  47  No  No    Smoker
## 166 26.98962     Yes 216.0  143   41 138  No  No Ex-smoker
## 167 18.66667      No 184.0  125   42  25 Yes Yes     Never
## 168 18.66667      No 123.0   71   27  73  No  No    Smoker
## 169 20.67901      No 141.0   98   32  54 Yes Yes Ex-smoker
## 170 27.47138     Yes 202.0  130   37 134  No Yes Ex-smoker
## 171 23.38869      No 202.0  157   45  40  No  No Ex-smoker
## 172 27.42857     Yes 180.0  107   42 130  No Yes    Smoker
## 173 22.40588      No 182.0  125   36  74 Yes Yes Ex-smoker
## 174 21.87500      No 228.0  181   29  66  No Yes    Smoker
## 175 24.16716      No 155.0   82   59  77 Yes  No Ex-smoker
## 176 20.44444      No 153.0  101   32 113 Yes Yes Ex-smoker
## 177 24.97704      No 236.0  173   10  77 Yes  No    Smoker
## 178 22.12974      No 181.0  110   51  49  No  No Ex-smoker
## 179 18.59012      No 168.0  107   41  69  No  No     Never
## 180 23.88946      No 245.0  166   50 128  No  No     Never
## 181 24.72518      No 218.0  147   47 120  No Yes Ex-smoker
## 182 20.76125      No 169.0   92   10 142  No  No Ex-smoker
## 183 32.45568     Yes 199.0  129   32 257 Yes Yes    Smoker
## 184 22.80602      No 222.0  161   42 120  No Yes Ex-smoker
## 185 22.52151      No 203.0  141   38  57 Yes  No Ex-smoker
## 186 27.09925     Yes 187.0  123   47 192  No Yes    Smoker
## 187 20.00000      No 209.0  156   42  84  No Yes     Never
## 188 25.06575     Yes 190.0  128   43 126  No Yes Ex-smoker
## 189 21.40309      No 256.0  166    8  64  No Yes     Never
## 191 22.03173      No 152.0   79   51 108  No  No    Smoker
## 192 20.76125      No 212.0  149   33 120  No Yes    Smoker
## 193 20.00000      No 323.0  220   50 184 Yes Yes     Never
## 194 27.04164     Yes 192.0  136   32 106 Yes Yes     Never
## 195 22.03857      No 146.0   99   33  78  No Yes Ex-smoker
## 196 27.82931     Yes 227.0  132   47 111 Yes Yes     Never
## 197 22.03857      No 189.0  127   41  68  No  No    Smoker
## 198 22.30815      No 169.0  118   28 156  No  No    Smoker
## 199 27.54821     Yes 200.0  134   34 217 Yes  No    Smoker
## 200 21.45329      No 235.0  180   40  90  No  No Ex-smoker
## 201 25.39062     Yes 168.0  118   40  24 Yes Yes    Smoker
## 202 17.91509      No 168.0  111   36  76  No Yes Ex-smoker
## 203 26.12245     Yes 230.0  151   40 201  No  No    Smoker
## 204 29.72652     Yes 188.0  142   29 110  No  No    Smoker
## 205 31.68855     Yes 152.0   93   29 135  No Yes     Never
## 206 27.45060     Yes 193.0  141   30 203  No  No    Smoker
## 207 24.97399      No 153.0   92   35  84  No  No     Never
## 208 19.53125      No 144.0   75   50  44  No  No    Smoker
## 209 22.44802      No 215.0  159   30 164  No  No    Smoker
## 210 22.03857      No 143.0   91   39  44 Yes Yes Ex-smoker
## 211 22.37568      No 189.0  128   40 115  No  No    Smoker
## 212 26.81359     Yes 157.0   99   41 105 Yes  No     Never
## 213 23.24380      No 183.0  120   11  71  No  No    Smoker
## 214 24.14152      No 251.0  141   50 136  No Yes Ex-smoker
## 215 19.03114      No 184.0  129   32 101  No Yes Ex-smoker
## 216 29.41076     Yes  33.0  103   10 110  No  No    Smoker
## 217 25.71166     Yes 208.0  148   28  38  No  No    Smoker
## 218 27.34375     Yes 246.0  163   53  80  No Yes     Never
## 219 24.60938      No 184.0  130   39  65  No Yes     Never
## 221 20.07733      No  96.0   60   24  80 Yes Yes     Never
## 222 23.04688      No 226.0  162   45  55  No Yes     Never
## 223 26.03749     Yes 151.0   79   52  60  No Yes Ex-smoker
## 224 24.97704      No 155.0   74   43 109 Yes  No Ex-smoker
## 225 22.89282      No 231.0  130   43 178 Yes Yes     Never
## 226 18.90204      No 159.0   71   47 172 Yes Yes     Never
## 227 19.25703      No 227.0  170   34 108  No Yes    Smoker
## 228 25.71166     Yes 262.0  205   26 154  No  No    Smoker
## 229 22.65625      No 148.0   87   39  78  No Yes Ex-smoker
## 230 24.50895      No 166.0  119   33  83  No Yes     Never
## 231 22.83288      No 289.0  224   44  81 Yes  No    Smoker
## 232 23.97959      No 203.0  157   39  79 Yes Yes     Never
## 233 25.46198     Yes 128.0   74   35  75  No  No     Never
## 234 22.72440      No 147.0   77   42  71  No  No    Smoker
## 236 24.56747      No 200.0  166   38 176  No Yes    Smoker
## 237 24.97399      No 229.0  154   51 121 Yes Yes     Never
## 238 27.47138     Yes 175.0  104   59  24  No Yes Ex-smoker
## 239 21.40309      No 199.0  107   60 119  No Yes     Never
## 240 24.16327      No 164.0   87   36  54 Yes Yes Ex-smoker
## 241 22.77319      No 137.0   81   39  46 Yes Yes Ex-smoker
## 242 22.65625      No 166.0  104   46  48  No  No Ex-smoker
## 244 26.29758     Yes 222.0  149   36 135  No  No    Smoker
## 245 26.31464     Yes 163.0   90   41 177  No  No Ex-smoker
## 246 21.46194      No 190.0  129   29 118  No  No    Smoker
## 247 24.78426      No 150.0   79   47 174 Yes  No    Smoker
## 248 32.34682     Yes 144.0   98   37  62 Yes Yes Ex-smoker
## 249 25.39062     Yes 217.0  170   33  49  No  No    Smoker
## 250 27.13141     Yes 214.0  132   43 194 Yes  No Ex-smoker
## 251 25.60554     Yes 143.0   83   20 163  No  No    Smoker
## 252 21.61281      No 170.0  116   50  48  No  No    Smoker
## 253 31.64062     Yes 213.0   76   36 489  No Yes    Smoker
## 254 24.44180      No 178.0  104   39 263 Yes Yes    Smoker
## 255 30.10381     Yes 210.0  145   38 169  No  No    Smoker
## 256 21.77384      No 178.0  121   29 115  No  No    Smoker
## 257 23.14050      No 195.0  128   36 136  No  No    Smoker
## 258 26.12245     Yes 248.0  158   37 240  No  No    Smoker
## 259 27.34375     Yes 199.0  118   38 212  No Yes    Smoker
## 260 27.30997     Yes 151.0   77   43 130  No Yes     Never
## 261 18.36547      No  98.0   48   37  27 Yes  No     Never
## 262 20.00000      No 231.0  141   50  98 Yes Yes     Never
## 263 24.07407      No 223.0  159   25 184 Yes Yes    Smoker
## 264 23.87543      No 148.0  103   33 133 Yes Yes    Smoker
## 265 22.64086      No 271.0  179   40 179 Yes Yes     Never
## 266 24.97704      No 166.0  129   28 125  No Yes    Smoker
## 267 28.73175     Yes 184.0  133   36 112  No Yes    Smoker
## 268 23.80869      No 187.0  146   34  65  No  No    Smoker
## 269 26.82742     Yes 240.0  196   36 194  No  No    Smoker
## 270 24.77210      No 179.0  121   37  76  No  No    Smoker
## 271 26.15563     Yes 230.0  154   45 169  No  No Ex-smoker
## 272 27.71769     Yes 164.0  119   23 151  No  No Ex-smoker
## 273 22.86237      No 199.0  129   39  75  No Yes     Never
## 274 28.88889     Yes 207.0  134   42 135  No Yes     Never
## 275 22.65625      No 156.0  111   35  62 Yes  No     Never
## 276 24.91349      No 225.0  108   48 257  No  No Ex-smoker
## 277 25.86451     Yes 170.0  114   37  70  No Yes Ex-smoker
## 278 27.42857     Yes 180.0  122   34  70  No Yes Ex-smoker
## 280 19.53125      No 105.0   51   29 123  No Yes    Smoker
## 281 22.38631      No 181.0  112   51  32  No  No    Smoker
## 282 23.19109      No 181.0  123   44  43  No  No     Never
## 284 22.09317      No 137.0   73   47  31  No Yes    Smoker
## 285 27.18090     Yes 140.0   88   34 181  No Yes Ex-smoker
## 286 26.17383     Yes 234.0  156   35 164 Yes  No Ex-smoker
## 287 24.31412      No 227.0  144   47  75  No Yes    Smoker
## 288 26.17383     Yes 234.0  156   35 164 Yes  No Ex-smoker
## 289 22.12974      No 168.0  112   44  61  No Yes    Smoker
## 290 25.33333     Yes 102.0   72   25  65 Yes Yes     Never
## 291 25.01352     Yes 168.0  107   28 188 Yes  No    Smoker
## 292 24.18705      No 176.0   87   46 218  No  No    Smoker
## 293 31.07354     Yes  97.0   53   26  93 Yes  No    Smoker
## 294 20.18462      No 189.0   91   45 141  No  No    Smoker
## 295 20.18462      No 207.0  137   43 136  No  No    Smoker
## 296 27.34375     Yes 154.0   86   42 148 Yes Yes Ex-smoker
## 297 23.93899      No 163.0  102   28 220  No  No    Smoker
## 298 21.45329      No 208.0  113   41 259  No  No    Smoker
## 299 28.65014     Yes 116.0   48   38 164 Yes Yes    Smoker
## 300 21.45329      No 131.0   67   30 156  No Yes    Smoker
## 301 23.47303      No 211.0  145   39  75  No Yes     Never
## 302 23.33547      No 162.0  103   26 184  No  No Ex-smoker
## 303 25.56495     Yes 161.0  108   34  59  No  No    Smoker
## 304 23.50781      No 218.0  171   35 120  No Yes Ex-smoker
## 305 19.25703      No 182.0  123   33 120 Yes Yes Ex-smoker
## 306 22.52151      No 244.0  161   48  97  No Yes     Never
## 307 26.17188     Yes 239.0  169   43 112  No  No    Smoker
## 308 23.12062      No 230.0  143   58 109  No  No     Never
## 309 23.43750      No 118.0   70   35  95  No Yes    Smoker
## 310 25.39062     Yes 170.0  128   35  58  No Yes Ex-smoker
## 311 27.54821     Yes 228.0  175   46  98 Yes Yes    Smoker
## 312 23.63403      No 168.0  104   45 646  No Yes     Never
## 313 25.76298     Yes 182.0  111   43 134  No Yes    Smoker
## 314 41.42012     Yes 229.0  148   47 151 Yes Yes Ex-smoker
## 315 24.14152      No 223.0  147   33 147 Yes Yes     Never
## 316 27.99036     Yes 198.0  131   38 101  No  No    Smoker
## 317 22.05805      No 154.0   98   29  91  No Yes    Smoker
## 318 23.42356      No 192.0  110   39  81  No Yes    Smoker
## 319 26.07897     Yes 158.0   89   30 157  No Yes    Smoker
## 320 20.02884      No 160.0   83   49  58  No  No    Smoker
## 321 30.79585     Yes 172.0  104   36 189 Yes Yes    Smoker
## 322 25.39343     Yes 155.0   70   45 217  No Yes    Smoker
## 323 32.04615     Yes 330.0  263   49  84 Yes  No Ex-smoker
## 324 21.70139      No 202.0  128   31 149  No  No     Never
## 325 26.44898     Yes 149.0   93   24 154 Yes Yes Ex-smoker
## 326 27.10204     Yes 120.0   63   38 112  No  No    Smoker
## 327 27.45865     Yes 173.0  113   33 138 Yes  No     Never
## 328 22.20408      No 188.0  132   28 131 Yes Yes    Smoker
## 330 22.32143      No 108.0   60   21 123 Yes Yes    Smoker
## 331 18.42404      No 199.0  125   38 141 Yes Yes     Never
## 332 24.60938      No 141.0   79   28 152  No  No     Never
## 333 23.04688      No 178.0  100   33 176  No Yes     Never
## 334 24.30462      No 132.8   77   32 119 Yes Yes    Smoker
## 335 21.35780      No 105.0   45   38  28  No Yes    Smoker
## 336 21.40309      No 191.0  106   52  64 Yes Yes     Never
## 337 22.54658      No 161.0  107   25 164 Yes Yes     Never
## 338 27.34375     Yes 178.0  101   35 123 Yes Yes     Never
## 339 24.22145      No 159.0   93   47  88  No  No     Never
## 340 20.19558      No 223.0  126   66  83  No Yes    Smoker
## 341 29.93827     Yes 194.0  143   41 108  No  No    Smoker
## 342 25.43748     Yes 255.0  136   51 176  No Yes     Never
## 343 26.10656     Yes 154.0   71   55  68  No  No Ex-smoker
## 344 27.81588     Yes 184.0   90   63 135 Yes Yes     Never
## 345 27.18090     Yes 182.0  113   24  64  No  No    Smoker
## 346 24.03461      No 146.0   88   45  65  No  No     Never
## 347 26.33289     Yes 199.0  149   21 114  No Yes Ex-smoker
## 348 25.86451     Yes 226.0  146   53  31  No  No    Smoker
## 349 26.77551     Yes 164.0   93   47  60 Yes Yes     Never
## 351 24.46460      No 144.0   94   30  75  No Yes     Never
## 352 23.14050      No 127.0   81   28  80  No Yes    Smoker
## 353 24.50895      No 286.0  198   48 166  No  No Ex-smoker
## 354 21.22789      No 177.0  113   34 151  No  No Ex-smoker
## 355 23.30109      No 117.0   69   34  19 Yes Yes    Smoker
## 356 22.03857      No 169.0  109   41 106  No Yes Ex-smoker
## 357 23.03005      No 166.0  102   10  87 Yes Yes    Smoker
## 358 26.29758     Yes 118.0   74   25  61  No Yes     Never
## 359 25.59374     Yes 193.0  102   42 200 Yes  No    Smoker
## 360 26.21882     Yes 178.0  111   39  20  No  No     Never
## 361 24.03461      No 179.0  117   44  93 Yes Yes     Never
## 362 24.22145      No 173.0  112   23  90 Yes Yes    Smoker
## 363 25.28257     Yes 125.0   55   39 109 Yes Yes     Never
## 364 28.65014     Yes 210.0  152   38  63  No Yes     Never
## 365 24.72518      No 178.0  117   42  79  No Yes     Never
## 366 29.38776     Yes 267.0  202   38 215 Yes Yes    Smoker
## 367 31.74179     Yes 206.0  123   26 276  No  No    Smoker
## 368 24.60973      No 231.0  125   76  79 Yes  No    Smoker
## 369 24.80159      No 211.0  157   37 154  No Yes    Smoker
## 370 26.63496     Yes 213.0  141   34  62  No Yes     Never
## 371 27.54821     Yes 239.0   83   37 319  No  No Ex-smoker
## 372 24.84098      No 162.0  108   39 136  No Yes    Smoker
## 373 22.43230      No 221.0  136   70 118  No Yes Ex-smoker
## 374 25.95156     Yes 202.0  140   34  37 Yes Yes     Never
## 375 23.80869      No 246.0  185   41 154  No  No    Smoker
## 376 25.96454     Yes 205.0  112   65  82  No Yes Ex-smoker
## 377 21.96712      No 248.0  182   37 122  No  No    Smoker
## 378 23.04688      No 168.0   98   36  32  No Yes    Smoker
## 379 22.89282      No 220.0  151   34 162  No Yes     Never
## 380 26.17188     Yes 165.0  104   34 137  No Yes     Never
## 381 26.17188     Yes 165.0  104   34 137  No Yes     Never
## 382 22.22222      No  95.0   41    8 105 Yes Yes     Never
## 384 22.22222      No 128.0   65   38  83  No  No     Never
## 385 36.67820     Yes 210.0  150   33 181 Yes  No    Smoker
## 386 17.57812      No 163.0   99   55  44  No  No Ex-smoker
## 387 22.53061      No 134.0   95   15 109  No  No Ex-smoker
## 388 29.00059     Yes 216.0  163   34 181  No Yes     Never
## 389 24.80159      No 188.0  114   33 201  No Yes    Smoker
## 390 20.54419      No 206.0  123   49  99  No Yes Ex-smoker
## 391 22.49135      No 213.0  139   42  57  No  No     Never
## 392 27.04164     Yes 154.0   71   50 115 Yes Yes     Never
## 394 26.07897     Yes 195.0  133   33  45  No Yes     Never
## 395 24.03461      No 103.0   36   38 132 Yes Yes     Never
## 396 20.76125      No 171.0  100   49 127  No Yes    Smoker
## 397 20.20202      No 199.0  133   37  30  No Yes     Never
## 398 23.33547      No 232.0  108   24 375 Yes Yes     Never
## 399 28.94610     Yes 215.0  147   30 118  No Yes     Never
## 400 21.92613      No 126.0   76   27  83  No  No     Never
## 401 24.21875      No 190.0  118   23 152 Yes Yes     Never
## 402 24.67550      No 188.0  104   59 113  No Yes    Smoker
## 403 24.89706      No 155.8   97   22 184  No  No Ex-smoker
## 404 26.66667     Yes 183.0  134   36  79 Yes  No     Never
## 406 19.37716      No 198.0  136   46 139 Yes  No Ex-smoker
## 407 22.49135      No 164.0  109   34  61  No  No Ex-smoker
## 408 17.92822      No  78.0   49   26  34  No Yes    Smoker
## 409 33.62209     Yes 183.0  112   30  64 Yes Yes     Never
## 410 26.34649     Yes 246.0  178   48  82  No  No    Smoker
## 411 22.89282      No 314.0  208   63 176 Yes Yes     Never
## 412 21.23057      No 134.0   72   51  76  No  No     Never
## 414 23.72529      No 167.0  115   37  51  No Yes     Never
## 415 21.25850      No 129.0   74   25  88  No Yes     Never
## 416 26.95312     Yes 114.0   62   37 150  No Yes Ex-smoker
## 417 26.42357     Yes 203.0  128   48  60  No Yes Ex-smoker
## 418 22.23099      No 197.0  138   27 110  No  No Ex-smoker
## 419 25.86451     Yes 235.0  190   34  87 Yes Yes Ex-smoker
## 420 23.66524      No 189.0  120   38 110  No Yes Ex-smoker
## 421 28.65014     Yes 197.0  121   41 124  No Yes    Smoker
## 422 26.25958     Yes 155.0   87   39  61 Yes Yes    Smoker
## 423 24.44444      No 139.0  175    5  66  No Yes     Never
## 424 25.76298     Yes 203.0  128   35 258 Yes Yes    Smoker
## 425 26.53376     Yes 179.0   74   29 377 Yes Yes     Never
## 426 24.38237      No 184.0  117   34  99  No Yes    Smoker
## 427 26.40235     Yes 155.0  105   41 108 Yes Yes     Never
## 428 19.10009      No 227.0  140   35 192  No  No    Smoker
## 429 26.17188     Yes 185.0  113   41  92 Yes Yes     Never
## 431 21.77778      No 258.0  161   31 185 Yes Yes     Never
## 432 24.46460      No 224.0  149   26 217 Yes  No Ex-smoker
## 433 23.58833      No 234.0  153   35 129  No  No    Smoker
## 434 26.23356     Yes 100.0   38   42  65 Yes Yes Ex-smoker
## 435 27.40766     Yes 118.0   50   33  97 Yes Yes Ex-smoker
## 436 24.38653      No 191.0  148   27  92  No  No     Never
## 437 27.68166     Yes 164.0  113   43  30 Yes Yes Ex-smoker
## 438 21.40309      No 176.0  118   34 142 Yes  No     Never
## 440 29.93827     Yes 204.0  107   43 180  No  No     Never
## 441 23.66144      No 265.0  177   45 288 Yes  No    Smoker
## 442 22.38631      No 162.0   94   39  92  No  No    Smoker
## 443 25.71101     Yes 193.0  119   28 107  No Yes     Never
## 444 23.03005      No 145.0   52   24 680 Yes  No    Smoker
## 445 24.48980      No 206.0  128   40  66  No Yes    Smoker
## 446 19.55556      No 177.0   44   55  77 Yes  No     Never
## 447 30.44384     Yes 167.0  117   35 117  No Yes     Never
## 448 23.14050      No 225.0  151   32 148  No  No    Smoker
## 449 23.78121      No 201.0  154   34 144  No Yes Ex-smoker
## 450 23.72281      No 141.0   72   41 239  No  No Ex-smoker
## 451 22.95918      No 480.0  314   44 243 Yes Yes     Never
## 452 25.95156     Yes 145.0   83   35  66  No Yes     Never
## 453 22.23099      No 150.0   82   26 153 Yes  No    Smoker
## 455 26.76978     Yes 134.0   98   24  60  No  No    Smoker
## 456 18.81892      No 130.0   43   61  72  No Yes    Smoker
## 457 18.42404      No 493.0  366   59 163  No  No Ex-smoker
## 458 24.97399      No 131.0   57   44 124  No  No Ex-smoker
## 459 19.53125      No 190.0  115   51  38  No  No Ex-smoker
## 460 24.97399      No 153.0   87   34  22 Yes  No     Never
## 461 25.91068     Yes 203.0  120   36 297  No Yes    Smoker
## 462 22.58271      No 163.0  106   30 155  No Yes     Never
## 463 25.05931     Yes 217.0  152   24 150  No Yes Ex-smoker
## 464 24.23823      No 181.0  122   34  68  No Yes     Never
## 465 25.52964     Yes 139.0   77   57  67  No Yes    Smoker
## 466 22.89282      No 202.0  121   31 207 Yes  No     Never
## 467 24.81633      No 205.0  106   34 246  No  No    Smoker
## 468 20.61925      No 186.0  144   34  53  No  No    Smoker
## 469 23.03005      No 182.0  119   49  48  No Yes     Never
## 470 27.88519     Yes 232.0  132   60 132 Yes Yes     Never
## 471 18.26150      No 170.0   85   20 311 Yes Yes     Never
## 472 26.98962     Yes 188.0  126   39 173  No  No    Smoker
## 473 16.41531      No 143.0   99   27  75 Yes  No    Smoker
## 474 22.05805      No 261.0  189   43 104  No  No Ex-smoker
## 475 21.20311      No 183.0   86   65 115  No  No    Smoker
## 476 24.22145      No 185.0  103   34 155 Yes Yes Ex-smoker
## 477 26.64360     Yes  91.0   50   26  70  No Yes Ex-smoker
## 478 23.66524      No 122.0   65   47  11  No Yes Ex-smoker
## 479 23.43750      No 161.0  114   32  61  No Yes     Never
## 480 22.31328      No 182.0  109   52  30  No Yes     Never
## 481 25.95156     Yes 147.0   93   38  74  No  No Ex-smoker
## 482 21.46194      No 157.0  122   22  70  No  No    Smoker
## 483 23.05175      No 184.0  136   32 135  No Yes Ex-smoker
## 484 26.44628     Yes  98.0   52   29  60 Yes Yes Ex-smoker
## 485 20.76125      No 163.0   96   38 170 Yes Yes    Smoker
## 486 26.44628     Yes 173.0  117   36  44 Yes Yes     Never
## 487 24.67105      No 190.0  100   38 125  No Yes Ex-smoker
## 490 20.82094      No 214.0  120   46  53  No  No     Never
## 491 25.51020     Yes 195.0  128   42  64  No Yes     Never
## 492 29.05329     Yes 188.0   75   35 619 Yes Yes    Smoker
## 493 26.64360     Yes 116.0   83   23  41  No Yes Ex-smoker
## 494 29.05475     Yes 261.0  208   28  98  No  No    Smoker
## 495 25.46939     Yes 177.0  131   32 104  No Yes     Never
## 496 22.95918      No 149.0  104   26  54  No Yes    Smoker
## 497 22.86253      No 186.0   92   44  93  No  No     Never
## 498 38.44675     Yes 181.0  116   51  72 Yes  No     Never
## 499 25.46198     Yes 131.0   76   39  58 Yes Yes    Smoker
## 500 24.91990      No 140.0   53   10  31  No  No     Never
## 501 24.08822      No 200.0  143   40  65 Yes Yes Ex-smoker
## 502 19.14672      No 197.0  112   51  81  No Yes    Smoker
## 503 26.44628     Yes 122.0   73   26  80 Yes Yes     Never
## 504 24.84098      No 162.0  102   44  81  No  No Ex-smoker
## 505 22.38631      No 151.0   90   45  49  No  No     Never
## 506 26.39580     Yes 163.0   91   25 219  No  No    Smoker
## 507 21.30395      No 154.0   60   60 139  No  No    Smoker
## 510 23.04002      No 153.0   92   46  62 Yes Yes    Smoker
## 511 17.14678      No 128.0   65   44  45  No  No    Smoker
## 512 31.21748     Yes 245.0  184   52  41 Yes  No     Never
## 513 25.40282     Yes 255.0  152   46 312 Yes Yes    Smoker
## 514 26.48554     Yes 126.0   66   30 123 Yes Yes    Smoker
## 515 26.72287     Yes 183.0  125   35 129  No  No    Smoker
## 516 22.22222      No 163.0  103   47  29  No Yes     Never
## 517 26.02617     Yes 203.0   94   19 458  No Yes    Smoker
## 518 25.52964     Yes 233.0  163   41 138 Yes Yes     Never
## 519 24.74745      No 165.0  100   32 129 Yes Yes     Never
## 520 33.67347     Yes 236.0  144   60 189 Yes Yes    Smoker
## 521 29.90303     Yes 194.0  133   43 257  No Yes Ex-smoker
## 522 22.07108      No 207.0  158   25 106  No Yes     Never
## 523 25.71166     Yes 141.0   69   54 153 Yes Yes     Never
## 524 26.03749     Yes  32.0  100    4  66 Yes Yes     Never
## 525 23.42209      No 226.0  150   40 128  No Yes    Smoker
## 526 23.42209      No 188.0  117   49 128  No Yes    Smoker
## 527 25.21625     Yes 196.0  136   21 180  No Yes    Smoker
## 528 25.63692     Yes 225.0  164   39 127 Yes Yes     Never
## 529 20.56933      No 189.0  105   58  66  No Yes    Smoker
## 530 32.87197     Yes 182.0  142   40  99 Yes Yes    Smoker
## 531 27.68166     Yes 217.0  159   34 143  No Yes    Smoker
## 533 26.57313     Yes 185.0   80   33 318  No Yes     Never
## 534 22.66667      No 296.0   93   26 393 Yes Yes Ex-smoker
## 535 25.95156     Yes 198.0  123   40 165 Yes  No    Smoker
## 536 22.98540      No 191.0  122   46  53  No  No    Smoker
## 537 29.06977     Yes 351.0  270   35 194  No  No    Smoker
## 538 21.78649      No 151.0   81   55  45  No  No     Never
## 539 22.65625      No 178.0  109   48  36  No Yes Ex-smoker
## 540 27.41445     Yes 181.0  124   30  92  No Yes     Never
## 541 18.59113      No 207.0  141   48  69  No  No Ex-smoker
## 542 24.30462      No 223.0  136   46 247 Yes Yes     Never
## 543 17.75148      No 177.0  105   35  56  No  No    Smoker
## 544 26.72287     Yes 191.0  116   41 112  No Yes Ex-smoker
## 545 25.96953     Yes 162.0   99   39 115  No Yes    Smoker
## 546 23.53037      No 178.0  121   25 165  No Yes Ex-smoker
## 547 30.48316     Yes 183.0  110   46 143 Yes Yes    Smoker
## 548 30.35925     Yes 161.0   75   33 187  No Yes     Never
## 549 22.32143      No 204.0  136   46 115  No Yes     Never
## 550 27.99036     Yes 159.0  102   30  80  No Yes Ex-smoker
## 551 23.33547      No 344.0   71   30 217  No Yes Ex-smoker
## 552 23.87511      No 184.0  126   39 101 Yes  No    Smoker
## 553 23.73996      No 207.0  101   48 168 Yes  No     Never
## 554 22.30815      No 152.0   64   58 151  No  No    Smoker
## 555 24.60973      No 177.0  123   41  66  No Yes     Never
## 556 21.33333      No 195.0  121   40 145  No Yes     Never
## 557 27.14158     Yes 315.0  235   55 100  No  No    Smoker
## 559 22.65625      No 198.0  138   35 110  No  No    Smoker
## 560 21.42857      No 200.0  135   44 103  No  No     Never
## 561 26.91273     Yes 151.0   82   31 143 Yes  No Ex-smoker
## 562 21.35931      No 275.0  178   45  87  No Yes     Never
## 563 21.61281      No 246.0   64   29 801 Yes  No Ex-smoker
## 564 26.98962     Yes 197.0  144   26 166 Yes Yes     Never
## 565 24.03461      No 238.0  152   44 192 Yes Yes     Never
## 566 18.36900      No 170.0  105   44  57  No Yes     Never
## 567 25.68956     Yes 123.0   70   35 109  No Yes    Smoker
## 568 18.80787      No 293.0  151   42 454  No Yes     Never
## 569 21.96712      No 246.0  178   44 146 Yes  No    Smoker
## 570 24.08822      No 196.0  126   33 182  No  No    Smoker
## 571 25.80645     Yes 216.0  143   16 168 Yes Yes     Never
## 572 21.36752      No 248.0  174   46 200 Yes Yes    Smoker
## 573 24.21875      No 192.0   68   23 459  No  No    Smoker
## 574 29.33333     Yes 230.0  155   49  91  No  No    Smoker
## 575 23.60128      No 198.0  108   38 268 Yes Yes     Never
## 576 20.42942      No 204.0  124   47 110  No Yes     Never
## 577 26.02264     Yes 214.0  140   43  76 Yes Yes     Never
## 578 24.91990      No 204.0  108   53 170 Yes Yes Ex-smoker
## 580 23.52941      No 158.0  104   31  64  No Yes    Smoker
## 581 22.65625      No 102.0   55   34  89  No  No    Smoker
## 582 25.72103     Yes 205.0  143   33 117  No  No     Never
## 583 27.58621     Yes 246.0  175   39 110 Yes Yes     Never
## 584 24.16327      No 246.0  174   45 165  No Yes Ex-smoker
## 585 26.64360     Yes 104.0   27   84  81  No  No Ex-smoker
## 586 19.92513      No 136.0   63   42  78  No Yes     Never
## 587 22.67574      No 230.0  173   32  86  No  No    Smoker
## 588 24.33748      No 186.0  148   36  67  No Yes    Smoker
## 589 16.33038      No 199.0  113   58  58 Yes  No    Smoker
## 590 23.49524      No 228.0  116   67  68 Yes Yes Ex-smoker
## 591 16.33038      No 164.0   99   40  91 Yes  No Ex-smoker
## 592 26.03749     Yes 190.0  118   29 153  No Yes Ex-smoker
## 594 29.82325     Yes 161.0   83   50 108 Yes  No     Never
## 595 25.68956     Yes 198.0  104   57 106  No Yes     Never
## 596 19.11111      No 137.0   95   20 104  No Yes     Never
## 597 17.77778      No 196.0  194   44 171  No Yes     Never
## 598 20.70082      No 141.0   74   50  52  No Yes    Smoker
## 599 25.82645     Yes 293.0  200   34 137 Yes Yes    Smoker
## 600 24.80159      No 192.0  140   36  99  No  No Ex-smoker
## 601 24.97399      No 183.0  124   43 154  No Yes     Never
## 602 21.33333      No 149.0   83   44  51  No Yes     Never
## 603 19.67517      No 286.0  188   62 104 Yes  No     Never
## 604 20.51913      No 182.0  107   37  78  No Yes     Never
## 605 23.56663      No 231.0  192   29 144  No  No    Smoker
## 606 22.83737      No 154.0   76   38 177 Yes Yes Ex-smoker
## 607 22.77319      No 190.0  125   24  91 Yes  No     Never
## 608 24.60938      No 177.0  104   45  78  No  No    Smoker
## 609 29.41176     Yes 134.0   81   31 102 Yes  No Ex-smoker
## 610 32.04588     Yes 195.0  132   47  65 Yes  No Ex-smoker
## 611 29.21841     Yes 173.0  103   40 182  No Yes Ex-smoker
## 612 22.12974      No 206.0   98   72 231  No Yes     Never
## 613 27.65625     Yes 190.0  137   28 110  No Yes Ex-smoker
## 614 26.83865     Yes 165.0   93   30 194  No Yes     Never
## 615 26.22222     Yes 154.0   97   35 109 Yes Yes     Never
## 616 24.24242      No 221.0  137   52  95 Yes Yes Ex-smoker
## 617 28.88889     Yes 261.0  194   51  99 Yes Yes     Never
## 618 15.61570      No 240.0  109   49  54  No Yes    Smoker
## 619 15.61570      No 197.0  122   49  54  No Yes    Smoker
## 620 24.44180      No 144.0   88   37 129  No  No     Never
## 621 24.91349      No 194.0  144   32  55  No Yes    Smoker
## 622 25.45807     Yes 221.0  145   37  92  No  No    Smoker
## 623 23.55556      No 244.0  170   34  51  No Yes Ex-smoker
## 624 24.44728      No 150.0   85   38 148  No Yes    Smoker
## 625 23.80869      No 147.0   78   32 173 Yes  No    Smoker
## 626 26.83865     Yes 271.0  189   53  94  No Yes     Never
## 627 23.33768      No 222.0  158   51  98  No Yes    Smoker
## 629 24.80159      No 273.0  216   29 152  No  No    Smoker
## 630 19.72104      No 184.0  115   45  44  No  No Ex-smoker
## 631 20.40816      No 200.0  137   34 101 Yes  No     Never
## 632 26.31464     Yes 170.0   96   51  91 Yes Yes     Never
## 633 24.44728      No 234.0  156   43 119  No  No     Never
## 634 28.57143     Yes 116.0   50   35 219  No Yes     Never
## 635 21.64127      No 208.0  201   40 406  No  No    Smoker
## 636 24.12175      No 224.0  156   40 141 Yes Yes     Never
## 637 41.22626     Yes 292.0  210   36 332 Yes  No    Smoker
## 638 25.10957     Yes 189.0  118   39 124  No Yes     Never
## 639 19.72104      No 178.0  100   51  73  No  No Ex-smoker
## 640 29.38468     Yes 241.0  157   57  68  No Yes Ex-smoker
## 641 25.78125     Yes 120.0   67   39  72  No  No    Smoker
## 642 28.01022     Yes 119.0   66   34  39  No Yes     Never
## 643 21.48438      No 166.0   82   53  64 Yes Yes     Never
## 644 27.06405     Yes 224.0  189   35  56  No Yes    Smoker
## 645 24.80159      No 174.0  118   37 112  No Yes    Smoker
## 646 27.96802     Yes 239.0  131   50 219  No  No Ex-smoker
## 647 27.96802     Yes 239.0  131   50 219  No  No Ex-smoker
## 648 25.23634     Yes 166.0  111   34  62  No  No     Never
## 649 22.22222      No 164.0  115   38  86  No  No Ex-smoker
## 650 27.34375     Yes 227.0  140   35 221 Yes Yes    Smoker
## 651 19.48696      No 166.0   93   34  34  No  No Ex-smoker
## 652 21.96712      No 215.0  134   32 241  No  No    Smoker
## 653 31.24605     Yes 120.0   55   19 225  No  No     Never
## 654 24.99890      No 263.0  183   42  80  No Yes     Never
## 655 26.56434     Yes 181.0  111   36 179  No  No     Never
## 656 23.43750      No 145.0  115   34  54  No  No    Smoker
## 657 27.11111     Yes 203.0  126   42  50 Yes Yes     Never
## 658 23.49524      No 234.0  198   54  77 Yes Yes     Never
## 659 33.44382     Yes 186.0  114   39  96  No  No    Smoker
## 660 22.59814      No 235.0  183   33  93  No  No     Never
## 661 24.03461      No 124.0   70   30 131 Yes Yes     Never
## 662 19.22338      No 189.0  125   47  40  No Yes     Never
## 663 19.95936      No 136.0   85   38  57  No Yes    Smoker
## 664 22.20633      No 207.0  140   26 105 Yes Yes    Smoker
## 665 21.98989      No 300.0  227   38 136  No  No    Smoker
## 666 21.45357      No 194.0  110   60  48  No  No Ex-smoker
## 667 19.48696      No 128.0   71   31  87  No  No     Never
## 669 24.21875      No 157.0   72   46 247 Yes Yes     Never
## 670 21.84701      No 251.0  122   44 450 Yes Yes    Smoker
## 671 26.29758     Yes 225.0  140   24 283  No  No Ex-smoker
## 672 20.51509      No 212.0  159   40  45  No  No    Smoker
## 673 26.95984     Yes 131.0   81   23 150  No Yes    Smoker
## 674 24.60973      No 158.0  107   33 165  No Yes    Smoker
## 675 23.87511      No 199.0  147   43  41  No  No     Never
## 676 25.63692     Yes 279.0  168   38 283 Yes  No     Never
## 677 24.02381      No 143.0   86   19 232 Yes  No     Never
## 678 18.59012      No 131.0   67   49  67  No  No Ex-smoker
## 679 25.30864     Yes 138.0   46   47  34  No  No Ex-smoker
## 680 19.55556      No 171.0   98   44  82 Yes Yes     Never
## 681 30.04082     Yes 297.0  125   33 584 Yes Yes Ex-smoker
## 682 23.05456      No 229.0  159   51 105 Yes  No    Smoker
## 683 24.15882      No 130.0  150   29 193 Yes Yes Ex-smoker
## 684 26.17188     Yes 170.0  115   40  39  No  No Ex-smoker
## 685 26.17519     Yes 169.0   77   28 377  No  No    Smoker
## 686 22.06035      No 262.0  162   41 261  No Yes    Smoker
## 688 27.58020     Yes 248.0  168   38 310  No Yes    Smoker
## 689 25.39022     Yes 240.0  161   58  74  No  No Ex-smoker
## 690 25.51020     Yes 175.0   96   34 219 Yes  No    Smoker
## 692 23.43750      No 199.0  141   29 161  No Yes     Never
## 693 23.12467      No 231.0   97   29  84  No Yes     Never
## 694 24.15882      No 136.0   78   27 164 Yes  No    Smoker
## 695 21.35991      No 157.0   85   46  75  No  No     Never
## 697 27.39226     Yes 186.0  134   33  96  No Yes Ex-smoker
## 698 25.92593     Yes 267.0  164   31 365 Yes  No    Smoker
## 699 23.18339      No 195.0  118   25 235 Yes  No    Smoker
## 700 17.64706      No 181.0  129   38  33  No Yes    Smoker
## 701 26.07897     Yes 251.0  166   36 246  No Yes Ex-smoker
## 702 18.68512      No 158.0  115   33  59  No  No    Smoker
## 703 27.58621     Yes 231.0  118   42 279  No Yes     Never
## 705 23.28342      No 157.0   90   32 161  No Yes     Never
## 706 28.53746     Yes 167.0   84   34  84  No Yes Ex-smoker
## 707 31.11111     Yes 204.0  139   27 139 Yes Yes     Never
## 708 22.43230      No 222.0  171   36  50  No Yes     Never
## 709 22.85714      No 171.0   94   46 124  No  No     Never
## 710 27.18090     Yes 221.0  157   36 183 Yes  No    Smoker
## 711 20.20202      No 181.0  124   45 143 Yes Yes    Smoker
## 712 23.43750      No 126.0   52   41 156 Yes  No     Never
## 713 23.18339      No 179.0  108   31 237 Yes Yes Ex-smoker
## 715 22.14533      No 204.0  105   28 304  No  No     Never
## 717 25.68956     Yes 108.0   63   31  53 Yes Yes Ex-smoker
## 718 27.85201     Yes 138.0   80   30 141  No  No    Smoker
## 719 26.56250     Yes 220.0  149   45 119 Yes  No     Never
## 720 25.90946     Yes 200.0  134   56 177 Yes Yes     Never
## 721 25.90946     Yes 197.0  130   36 177 Yes  No     Never
## 722 20.76125      No 132.0   75   37  63  No Yes    Smoker

# 1_2. complete.cases(data)의 결측치아닌 것1 의 mask를 행인덱싱자리에 넣어서 만들기
acs[ complete.cases(acs), ]

##     age    sex cardiogenicShock   entry              Dx   EF height weight
## 1    62   Male               No Femoral           STEMI 18.0  168.0   72.0
## 4    89 Female               No Femoral           STEMI 21.8  165.0   50.0
## 5    56   Male               No  Radial          NSTEMI 21.8  162.0   64.0
## 6    73 Female               No  Radial Unstable Angina 22.0  153.0   59.0
## 7    58   Male               No  Radial Unstable Angina 24.7  167.0   78.0
## 8    62   Male               No Femoral           STEMI 26.6  160.0   50.0
## 9    59 Female               No  Radial Unstable Angina 28.5  152.0   67.0
## 10   71   Male               No Femoral           STEMI 31.1  168.0   60.0
## 11   52   Male               No  Radial Unstable Angina 31.1  175.0   60.0
## 12   52 Female               No  Radial Unstable Angina 31.1  156.0   63.0
## 13   66   Male               No Femoral Unstable Angina 31.5  164.0   64.0
## 14   64 Female               No Femoral           STEMI 31.9  150.0   51.0
## 15   62 Female               No Femoral           STEMI 32.0  158.0   49.0
## 17   65   Male               No  Radial Unstable Angina 32.0  152.0   54.0
## 19   63   Male              Yes  Radial           STEMI 33.3  175.0   71.0
## 20   30   Male               No Femoral           STEMI 34.0  148.0   80.0
## 21   60   Male               No  Radial Unstable Angina 34.3  173.0   68.0
## 22   81   Male               No Femoral          NSTEMI 34.4  162.0   51.0
## 23   49   Male               No Femoral Unstable Angina 34.4  165.0   67.0
## 24   72 Female               No Femoral           STEMI 34.5  145.0   50.0
## 25   63   Male              Yes Femoral           STEMI 34.6  170.0   70.0
## 26   72 Female               No Femoral Unstable Angina 34.6  155.0   45.0
## 27   64   Male              Yes  Radial           STEMI 35.0  165.0   63.0
## 28   64   Male               No Femoral           STEMI 35.4  167.0   65.0
## 30   47   Male              Yes Femoral           STEMI 35.5  179.0   68.0
## 31   46 Female               No Femoral           STEMI 35.6  155.0   48.0
## 32   55   Male              Yes Femoral          NSTEMI 35.7  165.0   63.0
## 33   73   Male               No  Radial          NSTEMI 35.9  160.0   70.0
## 34   59   Male               No  Radial          NSTEMI 36.5  175.0   62.0
## 35   79 Female               No  Radial Unstable Angina 36.5  140.0   50.0
## 36   80   Male               No  Radial           STEMI 36.6  162.0   54.0
## 37   76 Female               No  Radial          NSTEMI 36.8  153.0   50.0
## 38   73   Male               No Femoral          NSTEMI 37.0  162.0   53.0
## 39   61 Female               No Femoral Unstable Angina 37.0  156.0   44.0
## 40   58   Male              Yes  Radial           STEMI 37.3  168.0   74.0
## 41   58   Male               No Femoral           STEMI 37.5  165.0   85.0
## 42   72 Female               No  Radial          NSTEMI 37.5  150.0   70.0
## 43   57   Male               No Femoral          NSTEMI 37.9  168.0   70.0
## 44   66   Male               No  Radial Unstable Angina 38.0  165.0   69.0
## 45   71   Male               No  Radial Unstable Angina 38.0  170.0   69.0
## 46   65 Female               No Femoral           STEMI 38.4  162.0   67.0
## 47   53   Male               No  Radial Unstable Angina 38.4  163.0   68.0
## 48   61 Female               No Femoral          NSTEMI 38.5  148.0   64.0
## 49   77   Male               No  Radial           STEMI 38.8  160.0   54.0
## 50   82   Male               No Femoral           STEMI 39.0  164.0   50.0
## 51   65   Male              Yes  Radial           STEMI 39.0  163.0   58.0
## 52   61   Male               No Femoral           STEMI 39.4  168.0   56.0
## 53   39   Male               No  Radial           STEMI 40.0  169.0   93.0
## 54   49   Male               No  Radial           STEMI 40.0  178.0   80.0
## 55   67   Male               No Femoral          NSTEMI 40.0  165.0   62.0
## 56   76   Male               No  Radial           STEMI 40.2  165.0   75.0
## 57   79 Female               No  Radial          NSTEMI 40.2  155.0   60.0
## 58   63   Male               No  Radial Unstable Angina 40.2  168.0   62.0
## 59   74 Female              Yes Femoral           STEMI 40.4  150.0   55.0
## 60   67   Male               No Femoral           STEMI 40.5  165.0   75.0
## 61   57   Male               No Femoral           STEMI 40.6  167.0   58.0
## 62   59   Male               No  Radial           STEMI 40.9  172.0   65.0
## 63   76   Male               No  Radial           STEMI 41.0  158.0   67.0
## 64   55   Male               No  Radial           STEMI 41.3  170.0   75.0
## 65   80 Female               No Femoral           STEMI 41.5  157.0   48.0
## 66   88 Female               No  Radial          NSTEMI 41.7  155.0   53.0
## 67   75 Female               No Femoral           STEMI 41.8  160.0   70.0
## 68   72   Male               No  Radial           STEMI 42.0  168.0   64.0
## 69   52   Male               No Femoral Unstable Angina 42.0  170.0   78.0
## 70   49   Male               No  Radial           STEMI 42.1  167.0   69.0
## 71   78   Male               No Femoral          NSTEMI 42.1  158.0   50.0
## 73   67 Female               No  Radial          NSTEMI 42.2  153.0   43.0
## 74   54   Male               No  Radial          NSTEMI 42.4  168.0   63.0
## 75   76 Female               No  Radial          NSTEMI 42.5  163.0   55.0
## 76   52   Male               No  Radial           STEMI 42.5  160.0   55.0
## 77   65   Male               No Femoral           STEMI 42.6  168.0   59.0
## 78   64   Male               No  Radial           STEMI 42.7  164.0   65.0
## 79   85   Male               No Femoral          NSTEMI 42.7  165.0   60.0
## 80   75 Female               No  Radial           STEMI 42.8  156.0   46.0
## 81   78 Female               No  Radial           STEMI 42.9  158.0   57.0
## 82   81   Male               No Femoral Unstable Angina 43.0  166.0   59.0
## 83   74 Female               No  Radial Unstable Angina 43.0  150.0   51.0
## 84   58   Male              Yes Femoral           STEMI 43.2  178.0   80.0
## 85   63 Female               No Femoral           STEMI 43.2  149.0   40.0
## 86   72 Female               No Femoral Unstable Angina 43.2  160.0   62.0
## 88   77   Male               No  Radial          NSTEMI 44.0  168.0   65.0
## 90   53   Male               No  Radial           STEMI 44.0  168.0   75.0
## 91   63 Female               No  Radial           STEMI 44.0  150.0   55.0
## 92   54   Male               No  Radial           STEMI 44.1  176.0   78.0
## 93   79 Female               No  Radial          NSTEMI 44.1  160.0   65.0
## 94   50   Male               No  Radial           STEMI 44.2  175.0   70.0
## 95   75   Male               No  Radial          NSTEMI 44.3  168.0   60.0
## 96   57   Male               No  Radial           STEMI 44.5  177.0   72.0
## 97   69   Male               No Femoral          NSTEMI 44.6  163.0   56.0
## 98   55   Male               No  Radial Unstable Angina 44.8  162.0   58.0
## 99   79   Male               No Femoral          NSTEMI 44.9  172.0   60.0
## 100  70   Male               No Femoral           STEMI 45.0  165.0   60.0
## 101  73   Male               No Femoral           STEMI 45.0  168.0   47.0
## 103  82 Female               No  Radial Unstable Angina 45.0  150.0   55.0
## 104  44   Male               No Femoral Unstable Angina 45.1  180.0   80.0
## 105  61   Male               No Femoral           STEMI 45.3  162.0   58.0
## 106  80 Female               No Femoral           STEMI 45.4  150.0   65.0
## 107  70 Female               No  Radial           STEMI 45.4  160.0   60.0
## 109  65   Male               No  Radial           STEMI 45.6  167.0   62.0
## 110  68   Male               No Femoral          NSTEMI 45.6  177.0   79.0
## 111  70   Male               No  Radial          NSTEMI 45.7  151.0   50.0
## 112  65   Male               No  Radial Unstable Angina 45.8  162.0   65.0
## 113  51   Male               No  Radial Unstable Angina 45.9  165.0   59.0
## 114  66   Male              Yes Femoral           STEMI 46.0  168.0   58.0
## 116  56   Male               No  Radial           STEMI 46.1  167.0   74.0
## 118  78 Female               No Femoral          NSTEMI 46.4  157.0   60.0
## 119  49   Male               No  Radial          NSTEMI 46.5  162.0   66.0
## 120  84 Female               No  Radial Unstable Angina 46.6  160.0   60.0
## 121  81   Male               No Femoral          NSTEMI 46.8  165.0   65.0
## 122  53   Male               No Femoral          NSTEMI 46.9  165.0   71.0
## 123  77   Male               No  Radial           STEMI 47.0  155.0   60.0
## 124  81   Male               No  Radial           STEMI 47.0  166.0   68.0
## 125  69   Male               No  Radial           STEMI 47.0  175.0   60.0
## 126  48 Female              Yes Femoral           STEMI 47.0  160.0   60.0
## 127  76   Male               No  Radial Unstable Angina 47.0  163.0   62.0
## 128  41   Male               No  Radial           STEMI 47.1  170.0   73.0
## 129  68   Male               No  Radial           STEMI 47.2  170.0   60.0
## 130  55   Male               No  Radial           STEMI 47.2  163.0   56.0
## 131  80 Female               No  Radial          NSTEMI 47.3  156.5   67.2
## 132  81   Male               No  Radial Unstable Angina 47.3  150.0   50.0
## 133  80 Female               No  Radial           STEMI 47.3  156.0   67.2
## 134  61   Male               No  Radial           STEMI 47.4  179.0   76.0
## 135  66   Male               No Femoral          NSTEMI 47.6  158.0   50.0
## 137  64   Male               No Femoral           STEMI 47.8  174.0   70.0
## 138  62   Male               No  Radial           STEMI 48.0  167.0   85.0
## 139  72 Female               No Femoral           STEMI 48.1  163.0   55.0
## 140  72 Female               No Femoral           STEMI 48.1  160.0   58.0
## 141  74 Female               No Femoral          NSTEMI 48.1  155.0   56.0
## 142  53 Female               No  Radial          NSTEMI 48.1  160.0   63.0
## 143  51   Male               No  Radial           STEMI 48.2  178.0   70.0
## 144  47   Male               No  Radial           STEMI 48.2  175.0   80.0
## 145  69 Female               No  Radial          NSTEMI 48.2  155.0   55.0
## 146  48   Male               No  Radial           STEMI 48.3  170.0   68.0
## 147  58   Male               No  Radial          NSTEMI 48.3  168.0   76.0
## 148  74   Male               No Femoral          NSTEMI 48.6  169.0   72.0
## 149  75   Male               No  Radial          NSTEMI 48.6  160.0   58.0
## 150  58   Male               No  Radial           STEMI 48.7  168.0   60.0
## 151  64   Male               No Femoral           STEMI 48.8  162.0   72.0
## 152  70   Male               No  Radial           STEMI 48.8  176.0   77.0
## 153  69 Female               No  Radial           STEMI 48.9  153.0   63.0
## 154  61   Male               No  Radial           STEMI 48.9  167.0   60.0
## 155  38   Male               No  Radial Unstable Angina 48.9  166.0   95.0
## 156  44   Male               No  Radial           STEMI 49.0  179.0   93.0
## 157  57   Male               No Femoral           STEMI 49.0  163.0   63.0
## 158  56   Male               No  Radial           STEMI 49.0  170.0   68.0
## 159  80   Male               No  Radial          NSTEMI 49.0  170.0   62.0
## 160  85 Female               No  Radial Unstable Angina 49.1  149.0   51.0
## 161  56 Female               No Femoral          NSTEMI 49.1  155.0   58.0
## 163  84 Female               No  Radial          NSTEMI 49.2  155.0   53.0
## 164  55   Male               No Femoral           STEMI 49.3  168.0   48.0
## 165  55   Male              Yes Femoral           STEMI 49.3  168.0   48.0
## 166  54   Male               No  Radial           STEMI 49.5  170.0   78.0
## 167  78 Female               No Femoral           STEMI 49.5  150.0   42.0
## 168  82 Female               No Femoral           STEMI 49.7  150.0   42.0
## 169  66   Male               No Femoral           STEMI 49.7  180.0   67.0
## 170  71   Male               No Femoral          NSTEMI 49.9  155.0   66.0
## 171  52   Male               No  Radial           STEMI 50.0  173.0   70.0
## 172  57   Male               No Femoral          NSTEMI 50.0  175.0   84.0
## 173  82   Male               No Femoral          NSTEMI 50.0  165.0   61.0
## 174  76   Male               No Femoral Unstable Angina 50.0  160.0   56.0
## 175  49   Male               No Femoral           STEMI 50.1  164.0   65.0
## 176  62 Female               No  Radial          NSTEMI 50.1  150.0   46.0
## 177  57   Male               No  Radial           STEMI 50.3  165.0   68.0
## 178  57   Male               No  Radial          NSTEMI 50.3  174.0   67.0
## 179  81 Female               No  Radial           STEMI 50.4  164.0   50.0
## 180  53   Male               No  Radial           STEMI 50.4  176.0   74.0
## 181  72   Male              Yes Femoral           STEMI 50.5  173.0   74.0
## 182  78   Male               No  Radial Unstable Angina 50.5  170.0   60.0
## 183  53   Male               No  Radial Unstable Angina 50.6  157.0   80.0
## 184  63 Female               No  Radial           STEMI 50.8  151.0   52.0
## 185  74 Female              Yes  Radial           STEMI 51.0  149.0   50.0
## 186  54   Male               No  Radial           STEMI 51.0  163.0   72.0
## 187  81 Female               No  Radial           STEMI 51.2  150.0   45.0
## 188  63 Female               No Femoral           STEMI 51.3  156.0   61.0
## 189  81 Female               No  Radial Unstable Angina 51.3  145.0   45.0
## 191  69 Female               No Femoral           STEMI 51.5  158.0   55.0
## 192  58   Male               No Femoral           STEMI 51.6  170.0   60.0
## 193  70 Female               No Femoral Unstable Angina 51.6  150.0   45.0
## 194  56   Male               No Femoral           STEMI 51.7  172.0   80.0
## 195  63   Male               No Femoral           STEMI 51.7  165.0   60.0
## 196  54 Female               No  Radial          NSTEMI 51.7  154.0   66.0
## 197  77   Male               No  Radial Unstable Angina 51.9  165.0   60.0
## 198  55   Male               No  Radial           STEMI 52.0  164.0   60.0
## 199  48   Male               No  Radial           STEMI 52.0  165.0   75.0
## 200  62   Male               No  Radial           STEMI 52.0  170.0   62.0
## 201  65   Male              Yes  Radial           STEMI 52.0  160.0   65.0
## 202  77   Male               No Femoral           STEMI 52.0  172.0   53.0
## 203  54   Male               No  Radial           STEMI 52.0  175.0   80.0
## 204  38   Male               No  Radial           STEMI 52.1  174.0   90.0
## 205  70 Female               No  Radial Unstable Angina 52.2  141.0   63.0
## 206  49   Male               No  Radial           STEMI 52.4  177.0   86.0
## 207  69 Female               No  Radial Unstable Angina 52.4  155.0   60.0
## 208  67   Male               No  Radial Unstable Angina 52.4  160.0   50.0
## 209  36   Male               No Femoral           STEMI 52.5  184.0   76.0
## 210  70   Male              Yes  Radial           STEMI 52.6  165.0   60.0
## 211  62   Male               No  Radial           STEMI 52.6  161.0   58.0
## 212  56   Male               No  Radial           STEMI 52.8  165.0   73.0
## 213  51   Male               No Femoral           STEMI 52.8  176.0   72.0
## 214  64 Female               No Femoral          NSTEMI 52.9  155.0   58.0
## 215  75   Male               No  Radial           STEMI 53.0  170.0   55.0
## 216  41   Male               No  Radial Unstable Angina 53.0  171.0   86.0
## 217  53   Male               No  Radial           STEMI 53.0  165.0   70.0
## 218  78 Female               No Femoral           STEMI 53.0  160.0   70.0
## 219  51 Female               No  Radial Unstable Angina 53.0  160.0   63.0
## 221  66   Male               No Femoral Unstable Angina 53.2  164.0   54.0
## 222  68   Male               No Femoral           STEMI 53.5  160.0   59.0
## 223  61   Male               No Femoral           STEMI 53.6  158.0   65.0
## 224  59   Male               No  Radial          NSTEMI 53.6  165.0   68.0
## 225  77 Female               No  Radial          NSTEMI 53.7  155.0   55.0
## 226  49 Female               No  Radial           STEMI 53.8  156.0   46.0
## 227  57   Male               No Femoral Unstable Angina 53.8  169.0   55.0
## 228  52   Male               No  Radial           STEMI 54.0  165.0   70.0
## 229  77 Female               No Femoral           STEMI 54.0  160.0   58.0
## 230  56   Male               No  Radial           STEMI 54.0  169.0   70.0
## 231  46 Female               No  Radial           STEMI 54.0  158.0   57.0
## 232  71 Female               No Femoral Unstable Angina 54.0  140.0   47.0
## 233  62 Female               No Femoral Unstable Angina 54.0  161.0   66.0
## 234  41   Male               No  Radial           STEMI 54.2  178.0   72.0
## 236  56   Male               No  Radial          NSTEMI 54.2  170.0   71.0
## 237  70 Female               No  Radial Unstable Angina 54.3  155.0   60.0
## 238  67 Female               No  Radial           STEMI 54.5  155.0   66.0
## 239  70 Female               No  Radial Unstable Angina 54.6  145.0   45.0
## 240  78   Male               No Femoral Unstable Angina 54.6  175.0   74.0
## 241  87   Male               No  Radial Unstable Angina 54.7  165.0   62.0
## 242  81 Female               No  Radial           STEMI 54.8  160.0   58.0
## 244  56   Male               No  Radial          NSTEMI 54.8  170.0   76.0
## 245  78 Female               No Femoral Unstable Angina 54.8  151.0   60.0
## 246  47   Male               No Femoral           STEMI 54.9  178.0   68.0
## 247  60   Male               No  Radial           STEMI 54.9  183.0   83.0
## 248  69   Male               No Femoral Unstable Angina 54.9  164.0   87.0
## 249  61   Male               No  Radial           STEMI 55.0  160.0   65.0
## 250  52   Male               No  Radial           STEMI 55.0  177.0   85.0
## 251  61   Male               No Femoral           STEMI 55.0  170.0   74.0
## 252  58   Male               No Femoral           STEMI 55.0  168.0   61.0
## 253  51   Male               No Femoral          NSTEMI 55.0  160.0   81.0
## 254  58   Male               No  Radial          NSTEMI 55.0  174.0   74.0
## 255  35   Male               No  Radial Unstable Angina 55.0  170.0   87.0
## 256  71   Male               No  Radial           STEMI 55.1  166.0   60.0
## 257  46   Male               No  Radial          NSTEMI 55.1  165.0   63.0
## 258  40   Male               No Femoral Unstable Angina 55.1  175.0   80.0
## 259  57   Male               No  Radial Unstable Angina 55.1  160.0   70.0
## 260  70   Male               No  Radial Unstable Angina 55.1  169.0   78.0
## 261  71   Male               No  Radial           STEMI 55.2  165.0   50.0
## 262  45 Female               No Femoral Unstable Angina 55.2  150.0   45.0
## 263  43   Male               No  Radial          NSTEMI 55.3  180.0   78.0
## 264  41   Male               No Femoral           STEMI 55.4  170.0   69.0
## 265  57   Male               No  Radial Unstable Angina 55.4  153.0   53.0
## 266  74   Male               No Femoral Unstable Angina 55.4  165.0   68.0
## 267  60   Male               No  Radial           STEMI 55.5  172.0   85.0
## 268  57   Male               No Femoral          NSTEMI 55.5  169.0   68.0
## 269  51   Male               No Femoral          NSTEMI 55.5  178.0   85.0
## 270  37   Male               No Femoral           STEMI 55.6  174.0   75.0
## 271  90 Female               No  Radial Unstable Angina 55.6  141.0   52.0
## 272  76   Male              Yes Femoral           STEMI 55.7  172.0   82.0
## 273  58   Male              Yes  Radial           STEMI 55.7  162.0   60.0
## 274  69 Female               No Femoral           STEMI 55.7  150.0   65.0
## 275  70 Female               No  Radial           STEMI 55.7  160.0   58.0
## 276  50   Male               No Femoral          NSTEMI 55.7  170.0   72.0
## 277  74   Male               No  Radial          NSTEMI 55.8  168.0   73.0
## 278  73   Male               No  Radial Unstable Angina 55.8  175.0   84.0
## 280  60   Male               No  Radial           STEMI 55.9  160.0   50.0
## 281  60   Male               No  Radial           STEMI 55.9  173.0   67.0
## 282  85 Female               No  Radial           STEMI 55.9  154.0   55.0
## 284  72   Male               No  Radial Unstable Angina 56.0  178.0   70.0
## 285  70   Male               No  Radial           STEMI 56.0  165.0   74.0
## 286  49   Male               No  Radial Unstable Angina 56.0  177.0   82.0
## 287  70   Male               No  Radial Unstable Angina 56.0  166.0   67.0
## 288  49   Male               No  Radial Unstable Angina 56.0  177.0   82.0
## 289  53   Male               No  Radial Unstable Angina 56.0  174.0   67.0
## 290  74 Female               No Femoral Unstable Angina 56.0  150.0   57.0
## 291  49   Male               No Femoral          NSTEMI 56.0  172.0   74.0
## 292  43   Male               No  Radial           STEMI 56.1  183.0   81.0
## 293  43   Male               No Femoral           STEMI 56.1  173.0   93.0
## 294  68   Male               No  Radial Unstable Angina 56.1  162.5   53.3
## 295  68   Male               No  Radial Unstable Angina 56.1  162.5   53.3
## 296  78   Male               No Femoral          NSTEMI 56.1  160.0   70.0
## 297  35   Male               No  Radial           STEMI 56.2  171.0   70.0
## 298  52   Male               No Femoral Unstable Angina 56.2  170.0   62.0
## 299  58   Male               No Femoral Unstable Angina 56.2  165.0   78.0
## 300  67   Male               No  Radial Unstable Angina 56.2  170.0   62.0
## 301  76 Female               No Femoral Unstable Angina 56.2  143.0   48.0
## 302  56   Male               No  Radial          NSTEMI 56.3  163.0   62.0
## 303  55   Male               No  Radial           STEMI 56.3  178.0   81.0
## 304  72   Male               No  Radial           STEMI 56.3  165.0   64.0
## 305  46   Male               No  Radial          NSTEMI 56.3  169.0   55.0
## 306  78 Female               No  Radial          NSTEMI 56.4  149.0   50.0
## 307  58   Male               No Femoral           STEMI 56.4  160.0   67.0
## 308  58   Male               No Femoral Unstable Angina 56.4  174.0   70.0
## 309  62   Male               No  Radial Unstable Angina 56.4  160.0   60.0
## 310  83 Female               No Femoral           STEMI 56.5  160.0   65.0
## 311  62   Male               No  Radial           STEMI 56.5  165.0   75.0
## 312  65 Female               No  Radial           STEMI 56.5  158.0   59.0
## 313  50   Male               No  Radial Unstable Angina 56.5  174.0   78.0
## 314  61   Male               No  Radial Unstable Angina 56.5  130.0   70.0
## 315  86 Female               No  Radial Unstable Angina 56.5  155.0   58.0
## 316  52   Male               No  Radial Unstable Angina 56.5  168.0   79.0
## 317  65   Male               No  Radial Unstable Angina 56.5  169.0   63.0
## 318  68   Male               No  Radial Unstable Angina 56.5  164.0   63.0
## 319  46   Male               No  Radial Unstable Angina 56.6  165.0   71.0
## 320  61   Male               No Femoral           STEMI 56.6  158.0   50.0
## 321  57   Male               No Femoral           STEMI 56.7  170.0   89.0
## 322  40   Male               No  Radial           STEMI 56.7  173.0   76.0
## 323  69 Female               No Femoral          NSTEMI 56.7  158.0   80.0
## 324  71 Female               No  Radial           STEMI 56.8  144.0   45.0
## 325  63   Male               No  Radial Unstable Angina 56.8  175.0   81.0
## 326  52   Male               No Femoral           STEMI 56.9  175.0   83.0
## 327  41   Male               No  Radial Unstable Angina 56.9  178.0   87.0
## 328  55   Male               No Femoral           STEMI 57.0  175.0   68.0
## 330  77   Male               No Femoral Unstable Angina 57.1  168.0   63.0
## 331  67 Female               No  Radial Unstable Angina 57.2  168.0   52.0
## 332  65   Male               No Femoral Unstable Angina 57.2  160.0   63.0
## 333  73   Male               No  Radial Unstable Angina 57.2  160.0   59.0
## 334  72   Male               No Femoral Unstable Angina 57.3  161.0   63.0
## 335  61   Male               No Femoral Unstable Angina 57.3  169.0   61.0
## 336  70 Female               No Femoral Unstable Angina 57.3  145.0   45.0
## 337  59   Male               No  Radial Unstable Angina 57.3  159.0   57.0
## 338  59   Male               No  Radial Unstable Angina 57.3  160.0   70.0
## 339  47   Male               No  Radial           STEMI 57.4  170.0   70.0
## 340  64   Male               No  Radial           STEMI 57.4  168.0   57.0
## 341  44   Male               No Femoral           STEMI 57.4  180.0   97.0
## 342  53 Female               No  Radial Unstable Angina 57.4  151.0   58.0
## 343  69   Male               No Femoral Unstable Angina 57.6  159.0   66.0
## 344  58   Male               No Femoral Unstable Angina 57.6  162.0   73.0
## 345  64 Female               No  Radial Unstable Angina 57.7  165.0   74.0
## 346  77 Female               No Femoral Unstable Angina 57.8  158.0   60.0
## 347  48   Male               No  Radial Unstable Angina 57.9  171.0   77.0
## 348  62   Male               No  Radial           STEMI 57.9  168.0   73.0
## 349  66   Male               No  Radial           STEMI 58.0  175.0   82.0
## 351  69   Male               No Femoral           STEMI 58.0  163.0   65.0
## 352  68   Male               No  Radial           STEMI 58.0  165.0   63.0
## 353  41   Male               No  Radial Unstable Angina 58.0  169.0   70.0
## 354  68 Female               No Femoral          NSTEMI 58.0  155.0   51.0
## 355  75   Male               No  Radial          NSTEMI 58.0  177.0   73.0
## 356  73   Male               No  Radial          NSTEMI 58.0  165.0   60.0
## 357  56   Male               No  Radial           STEMI 58.1  168.0   65.0
## 358  46   Male              Yes Femoral           STEMI 58.1  170.0   76.0
## 359  55   Male               No  Radial           STEMI 58.1  163.0   68.0
## 360  61   Male               No Femoral           STEMI 58.1  168.0   74.0
## 361  68 Female               No  Radial Unstable Angina 58.1  158.0   60.0
## 362  55   Male               No Femoral Unstable Angina 58.1  170.0   70.0
## 363  57 Female               No Femoral           STEMI 58.2  164.0   68.0
## 364  50   Male               No  Radial Unstable Angina 58.2  165.0   78.0
## 365  69   Male               No  Radial Unstable Angina 58.2  173.0   74.0
## 366  44   Male               No  Radial           STEMI 58.3  175.0   90.0
## 367  38   Male               No  Radial           STEMI 58.3  173.0   95.0
## 368  83   Male               No  Radial           STEMI 58.3  165.0   67.0
## 369  70   Male               No  Radial           STEMI 58.3  168.0   70.0
## 370  76 Female               No Femoral           STEMI 58.4  145.0   56.0
## 371  53 Female               No  Radial Unstable Angina 58.4  165.0   75.0
## 372  37   Male               No  Radial          NSTEMI 58.4  163.0   66.0
## 373  49   Male               No  Radial          NSTEMI 58.4  158.0   56.0
## 374  57   Male               No  Radial           STEMI 58.5  170.0   75.0
## 375  51   Male               No  Radial          NSTEMI 58.5  169.0   68.0
## 376  64   Male               No  Radial           STEMI 58.6  157.0   64.0
## 377  53   Male               No  Radial           STEMI 58.6  168.0   62.0
## 378  77   Male               No Femoral Unstable Angina 58.6  160.0   59.0
## 379  46 Female               No Femoral          NSTEMI 58.6  155.0   55.0
## 380  65 Female               No  Radial           STEMI 58.7  160.0   67.0
## 381  65 Female               No  Radial           STEMI 58.7  160.0   67.0
## 382  77 Female               No Femoral           STEMI 58.7  150.0   50.0
## 384  67 Female               No  Radial Unstable Angina 58.7  150.0   50.0
## 385  37   Male               No  Radial           STEMI 58.8  170.0  106.0
## 386  73   Male               No  Radial           STEMI 58.8  160.0   45.0
## 387  51   Male               No  Radial          NSTEMI 58.8  175.0   69.0
## 388  61   Male               No  Radial          NSTEMI 58.8  164.0   78.0
## 389  71   Male               No Femoral          NSTEMI 58.8  168.0   70.0
## 390  81 Female               No  Radial           STEMI 58.9  148.0   45.0
## 391  58   Male               No Femoral           STEMI 58.9  170.0   65.0
## 392  71   Male               No  Radial Unstable Angina 58.9  172.0   80.0
## 394  64 Female               No  Radial           STEMI 59.0  165.0   71.0
## 395  59 Female               No  Radial           STEMI 59.0  158.0   60.0
## 396  51   Male               No Femoral           STEMI 59.0  170.0   60.0
## 397  86   Male               No Femoral           STEMI 59.0  165.0   55.0
## 398  60   Male               No  Radial Unstable Angina 59.0  163.0   62.0
## 399  60 Female               No Femoral Unstable Angina 59.0  151.0   66.0
## 400  71 Female               No Femoral Unstable Angina 59.0  154.0   52.0
## 401  56   Male               No  Radial Unstable Angina 59.0  160.0   62.0
## 402  42   Male               No  Radial          NSTEMI 59.1  172.0   73.0
## 403  68   Male               No Femoral Unstable Angina 59.1  177.0   78.0
## 404  46 Female               No  Radial Unstable Angina 59.1  150.0   60.0
## 406  72   Male               No Femoral Unstable Angina 59.1  170.0   56.0
## 407  66   Male               No Femoral           STEMI 59.2  170.0   65.0
## 408  81   Male               No  Radial Unstable Angina 59.2  167.0   50.0
## 409  60 Female               No Femoral Unstable Angina 59.2  159.0   85.0
## 410  52   Male               No  Radial           STEMI 59.3  163.0   70.0
## 411  75 Female               No  Radial Unstable Angina 59.3  155.0   55.0
## 412  48 Female               No  Radial          NSTEMI 59.3  158.0   53.0
## 414  78 Female               No  Radial Unstable Angina 59.3  155.0   57.0
## 415  79   Male               No Femoral           STEMI 59.4  168.0   60.0
## 416  58   Male               No  Radial Unstable Angina 59.4  160.0   69.0
## 417  60   Male               No  Radial Unstable Angina 59.4  174.0   80.0
## 418  64   Male               No  Radial          NSTEMI 59.4  167.0   62.0
## 419  57   Male               No  Radial          NSTEMI 59.4  168.0   73.0
## 420  60   Male               No  Radial          NSTEMI 59.4  167.0   66.0
## 421  72   Male               No  Radial Unstable Angina 59.5  165.0   78.0
## 422  57   Male               No Femoral Unstable Angina 59.5  169.0   75.0
## 423  79 Female               No Femoral Unstable Angina 59.5  150.0   55.0
## 424  59   Male               No  Radial Unstable Angina 59.5  174.0   78.0
## 425  65   Male               No  Radial Unstable Angina 59.5  167.0   74.0
## 426  61   Male               No  Radial Unstable Angina 59.5  167.0   68.0
## 427  75 Female               No  Radial Unstable Angina 59.5  152.0   61.0
## 428  55   Male               No  Radial          NSTEMI 59.6  165.0   52.0
## 429  50   Male               No Femoral Unstable Angina 59.6  160.0   67.0
## 431  81 Female               No  Radial Unstable Angina 59.6  150.0   49.0
## 432  52   Male               No  Radial Unstable Angina 59.6  163.0   65.0
## 433  55   Male               No  Radial          NSTEMI 59.7  166.0   65.0
## 434  59   Male               No Femoral Unstable Angina 59.7  161.0   68.0
## 435  54 Female               No  Radial Unstable Angina 59.7  154.0   65.0
## 436  72   Male               No  Radial Unstable Angina 59.7  162.0   64.0
## 437  56   Male               No  Radial           STEMI 59.8  170.0   80.0
## 438  65 Female               No Femoral           STEMI 59.8  145.0   45.0
## 440  49   Male               No  Radial Unstable Angina 59.8  180.0   97.0
## 441  51   Male               No Femoral          NSTEMI 59.8  172.0   70.0
## 442  48   Male              Yes Femoral           STEMI 59.9  173.0   67.0
## 443  56 Female               No  Radial Unstable Angina 59.9  159.0   65.0
## 444  65   Male               No Femoral Unstable Angina 59.9  168.0   65.0
## 445  68   Male               No  Radial           STEMI 60.0  175.0   75.0
## 446  73 Female               No Femoral           STEMI 60.0  150.0   44.0
## 447  68 Female               No  Radial           STEMI 60.0  158.0   76.0
## 448  64   Male              Yes  Radial           STEMI 60.0  165.0   63.0
## 449  71 Female               No  Radial Unstable Angina 60.0  145.0   50.0
## 450  53   Male               No Femoral Unstable Angina 60.0  173.0   71.0
## 451  74 Female               No  Radial Unstable Angina 60.0  140.0   45.0
## 452  58   Male               No  Radial          NSTEMI 60.0  170.0   75.0
## 453  55   Male               No  Radial Unstable Angina 60.0  167.0   62.0
## 455  48   Male               No Femoral           STEMI 60.1  164.0   72.0
## 456  75   Male               No  Radial Unstable Angina 60.1  163.0   50.0
## 457  28   Male               No  Radial          NSTEMI 60.1  168.0   52.0
## 458  62 Female               No  Radial Unstable Angina 60.1  155.0   60.0
## 459  62   Male               No Femoral           STEMI 60.2  160.0   50.0
## 460  79 Female              Yes  Radial           STEMI 60.2  155.0   60.0
## 461  53   Male               No  Radial Unstable Angina 60.2  162.0   68.0
## 462  67   Male               No  Radial Unstable Angina 60.2  163.0   60.0
## 463  68   Male               No  Radial Unstable Angina 60.2  173.0   75.0
## 464  70 Female               No  Radial Unstable Angina 60.2  152.0   56.0
## 465  54   Male               No  Radial Unstable Angina 60.2  162.0   67.0
## 466  76 Female               No  Radial Unstable Angina 60.4  155.0   55.0
## 467  47   Male               No  Radial          NSTEMI 60.4  175.0   76.0
## 468  56   Male               No  Radial          NSTEMI 60.5  172.0   61.0
## 469  70   Male               No Femoral Unstable Angina 60.5  168.0   65.0
## 470  68 Female               No  Radial           STEMI 60.6  164.0   75.0
## 471  79 Female               No  Radial Unstable Angina 60.6  148.0   40.0
## 472  47   Male               No Femoral          NSTEMI 60.6  170.0   78.0
## 473  62   Male              Yes Femoral           STEMI 60.7  171.0   48.0
## 474  66   Male               No  Radial Unstable Angina 60.7  169.0   63.0
## 475  48   Male               No  Radial Unstable Angina 60.7  171.0   62.0
## 476  73   Male               No  Radial Unstable Angina 60.8  170.0   70.0
## 477  81   Male              Yes  Radial           STEMI 61.0  170.0   77.0
## 478  77   Male               No  Radial           STEMI 61.0  167.0   66.0
## 479  73 Female               No Femoral           STEMI 61.0  160.0   60.0
## 480  49 Female               No Femoral           STEMI 61.0  157.0   55.0
## 481  68   Male               No Femoral           STEMI 61.0  170.0   75.0
## 482  36   Male               No Femoral           STEMI 61.0  178.0   68.0
## 483  65 Female               No  Radial Unstable Angina 61.0  164.0   62.0
## 484  75   Male               No  Radial Unstable Angina 61.0  165.0   72.0
## 485  50   Male               No  Radial Unstable Angina 61.0  170.0   60.0
## 486  75   Male               No  Radial Unstable Angina 61.0  165.0   72.0
## 487  73 Female               No Femoral Unstable Angina 61.0  152.0   57.0
## 490  43 Female               No  Radial Unstable Angina 61.0  164.0   56.0
## 491  57   Male               No  Radial Unstable Angina 61.0  168.0   72.0
## 492  55   Male               No  Radial Unstable Angina 61.0  168.0   82.0
## 493  81   Male               No  Radial           STEMI 61.0  170.0   77.0
## 494  55   Male               No Femoral           STEMI 61.1  176.0   90.0
## 495  59   Male               No  Radial Unstable Angina 61.2  175.0   78.0
## 496  79 Female               No  Radial Unstable Angina 61.2  140.0   45.0
## 497  58   Male               No  Radial Unstable Angina 61.2  166.0   63.0
## 498  63 Female               No Femoral          NSTEMI 61.3  153.0   90.0
## 499  58   Male              Yes  Radial           STEMI 61.3  161.0   66.0
## 500  63 Female              Yes Femoral           STEMI 61.3  159.0   63.0
## 501  52   Male               No  Radial           STEMI 61.3  163.0   64.0
## 502  64 Female               No  Radial Unstable Angina 61.3  155.0   46.0
## 503  62   Male               No  Radial          NSTEMI 61.3  165.0   72.0
## 504  67   Male               No  Radial           STEMI 61.4  163.0   66.0
## 505  65   Male               No  Radial          NSTEMI 61.4  173.0   67.0
## 506  51   Male               No Femoral Unstable Angina 61.4  173.0   79.0
## 507  48 Female               No  Radial           STEMI 61.5  165.0   58.0
## 510  78   Male               No Femoral          NSTEMI 61.5  178.0   73.0
## 511  75   Male               No  Radial           STEMI 61.6  162.0   45.0
## 512  61 Female               No  Radial           STEMI 61.6  155.0   75.0
## 513  45   Male               No  Radial           STEMI 61.6  166.0   70.0
## 514  55 Female               No Femoral          NSTEMI 61.6  153.0   62.0
## 515  42   Male               No  Radial          NSTEMI 61.6  163.0   71.0
## 516  82 Female               No Femoral          NSTEMI 61.7  150.0   50.0
## 517  53   Male               No  Radial          NSTEMI 61.7  164.0   70.0
## 518  49 Female               No  Radial Unstable Angina 61.7  162.0   67.0
## 519  75 Female               No  Radial           STEMI 61.8  157.0   61.0
## 520  79 Female               No Femoral          NSTEMI 61.8  140.0   66.0
## 521  47 Female               No  Radial           STEMI 61.8  153.0   70.0
## 522  83 Female               No  Radial          NSTEMI 61.8  149.0   49.0
## 523  78   Male               No  Radial          NSTEMI 61.8  165.0   70.0
## 524  82 Female               No Femoral          NSTEMI 61.8  158.0   65.0
## 525  80 Female               No Femoral           STEMI 61.9  156.0   57.0
## 526  80 Female               No Femoral           STEMI 61.9  156.0   57.0
## 527  58   Male               No  Radial          NSTEMI 61.9  177.0   79.0
## 528  69 Female               No Femoral          NSTEMI 61.9  158.0   64.0
## 529  67   Male               No  Radial           STEMI 62.0  165.0   56.0
## 530  51   Male               No  Radial           STEMI 62.0  170.0   95.0
## 531  62   Male               No  Radial           STEMI 62.0  170.0   80.0
## 533  59   Male               No  Radial          NSTEMI 62.0  168.0   75.0
## 534  44 Female               No  Radial Unstable Angina 62.0  150.0   51.0
## 535  56   Male               No  Radial Unstable Angina 62.0  170.0   75.0
## 536  49   Male               No  Radial Unstable Angina 62.0  172.0   68.0
## 537  59   Male               No  Radial          NSTEMI 62.2  172.0   86.0
## 538  48 Female               No  Radial Unstable Angina 62.2  153.0   51.0
## 539  47 Female               No  Radial Unstable Angina 62.2  160.0   58.0
## 540  56   Male               No  Radial Unstable Angina 62.2  174.0   83.0
## 541  81   Male               No  Radial           STEMI 62.3  172.0   55.0
## 542  51 Female               No Femoral           STEMI 62.4  161.0   63.0
## 543  85 Female               No  Radial Unstable Angina 62.4  130.0   30.0
## 544  74   Male               No  Radial Unstable Angina 62.4  163.0   71.0
## 545  50 Female               No  Radial Unstable Angina 62.4  152.0   60.0
## 546  56 Female               No Femoral Unstable Angina 62.5  157.0   58.0
## 547  64   Male               No  Radial Unstable Angina 62.6  162.0   80.0
## 548  55 Female               No Femoral Unstable Angina 62.6  154.0   72.0
## 549  50   Male               No  Radial          NSTEMI 62.6  168.0   63.0
## 550  84   Male               No Femoral           STEMI 62.7  168.0   79.0
## 551  64   Male               No  Radial Unstable Angina 62.7  163.0   62.0
## 552  70   Male               No  Radial          NSTEMI 62.7  165.0   65.0
## 553  68 Female               No  Radial Unstable Angina 62.7  148.0   52.0
## 554  48   Male               No  Radial Unstable Angina 62.8  164.0   60.0
## 555  61   Male               No  Radial Unstable Angina 62.8  165.0   67.0
## 556  49 Female               No Femoral Unstable Angina 62.8  150.0   48.0
## 557  55   Male               No Femoral          NSTEMI 62.9  164.0   73.0
## 559  78   Male               No  Radial           STEMI 63.0  160.0   58.0
## 560  87 Female               No Femoral Unstable Angina 63.0  140.0   42.0
## 561  75   Male               No Femoral Unstable Angina 63.0  153.0   63.0
## 562  76 Female               No  Radial Unstable Angina 63.0  153.0   50.0
## 563  66   Male               No Femoral Unstable Angina 63.0  168.0   61.0
## 564  80   Male               No  Radial Unstable Angina 63.0  170.0   78.0
## 565  52 Female               No Femoral Unstable Angina 63.0  158.0   60.0
## 566  70 Female               No Femoral           STEMI 63.1  153.0   43.0
## 567  52   Male               No  Radial           STEMI 63.1  172.0   76.0
## 568  75 Female               No  Radial Unstable Angina 63.1  144.0   39.0
## 569  51   Male               No  Radial Unstable Angina 63.2  168.0   62.0
## 570  41   Male               No  Radial           STEMI 63.3  163.0   64.0
## 571  64 Female               No  Radial          NSTEMI 63.3  155.0   62.0
## 572  62 Female               No  Radial           STEMI 63.4  156.0   52.0
## 573  70 Female               No  Radial           STEMI 63.4  160.0   62.0
## 574  63 Female              Yes Femoral           STEMI 63.4  150.0   66.0
## 575  67 Female               No  Radial Unstable Angina 63.4  147.0   51.0
## 576  80 Female               No  Radial          NSTEMI 63.4  158.0   51.0
## 577  80 Female               No  Radial Unstable Angina 63.4  148.0   57.0
## 578  49 Female               No Femoral Unstable Angina 63.5  159.0   63.0
## 580  49   Male               No  Radial Unstable Angina 63.5  170.0   68.0
## 581  72   Male               No Femoral Unstable Angina 63.5  160.0   58.0
## 582  79 Female               No Femoral          NSTEMI 63.6  154.0   61.0
## 583  78 Female               No Femoral Unstable Angina 63.6  145.0   58.0
## 584  54   Male               No  Radial          NSTEMI 63.7  175.0   74.0
## 585  65   Male               No  Radial Unstable Angina 63.7  170.0   77.0
## 586  62   Male               No Femoral Unstable Angina 63.7  182.0   66.0
## 587  62   Male               No  Radial Unstable Angina 63.7  168.0   64.0
## 588  70   Male              Yes Femoral           STEMI 63.8  172.0   72.0
## 589  67   Male               No  Radial Unstable Angina 63.8  166.0   45.0
## 590  75 Female               No  Radial          NSTEMI 63.8  153.0   55.0
## 591  67   Male               No  Radial Unstable Angina 63.8  166.0   45.0
## 592  69   Male               No  Radial          NSTEMI 63.8  158.0   65.0
## 594  54   Male               No Femoral Unstable Angina 63.8  151.0   68.0
## 595  62   Male               No  Radial Unstable Angina 63.9  172.0   76.0
## 596  65 Female               No Femoral Unstable Angina 63.9  150.0   43.0
## 597  78 Female               No  Radial Unstable Angina 63.9  150.0   40.0
## 598  57   Male               No  Radial          NSTEMI 64.0  163.0   55.0
## 599  51   Male               No  Radial          NSTEMI 64.0  176.0   80.0
## 600  74   Male               No  Radial          NSTEMI 64.0  168.0   70.0
## 601  78 Female               No  Radial Unstable Angina 64.0  155.0   60.0
## 602  71 Female               No Femoral Unstable Angina 64.0  150.0   48.0
## 603  65 Female               No  Radial          NSTEMI 64.0  161.0   51.0
## 604  85   Male               No  Radial Unstable Angina 64.1  171.0   60.0
## 605  44   Male               No  Radial Unstable Angina 64.2  176.0   73.0
## 606  54   Male               No  Radial Unstable Angina 64.2  170.0   66.0
## 607  73 Female               No  Radial Unstable Angina 64.2  165.0   62.0
## 608  53   Male               No Femoral Unstable Angina 64.2  160.0   63.0
## 609  59   Male               No Femoral Unstable Angina 64.2  170.0   85.0
## 610  68 Female               No  Radial Unstable Angina 64.3  154.0   76.0
## 611  49   Male               No  Radial Unstable Angina 64.3  185.0  100.0
## 612  59   Male               No  Radial Unstable Angina 64.3  174.0   67.0
## 613  65   Male               No  Radial          NSTEMI 64.3  160.0   70.8
## 614  75 Female               No  Radial Unstable Angina 64.3  158.0   67.0
## 615  74 Female               No Femoral           STEMI 64.5  150.0   59.0
## 616  67 Female               No  Radial Unstable Angina 64.5  165.0   66.0
## 617  57 Female               No Femoral Unstable Angina 64.5  150.0   65.0
## 618  51 Female               No Femoral Unstable Angina 64.6  164.0   42.0
## 619  51 Female               No Femoral          NSTEMI 64.6  164.0   42.0
## 620  45   Male               No Femoral           STEMI 64.7  174.0   74.0
## 621  61   Male               No  Radial Unstable Angina 64.8  170.0   72.0
## 622  66   Male               No Femoral Unstable Angina 64.8  167.0   71.0
## 623  53 Female               No  Radial Unstable Angina 64.8  150.0   53.0
## 624  66   Male               No  Radial Unstable Angina 64.8  168.0   69.0
## 625  65   Male               No Femoral           STEMI 64.9  169.0   68.0
## 626  62 Female               No Femoral           STEMI 64.9  158.0   67.0
## 627  68   Male               No  Radial          NSTEMI 65.0  159.0   59.0
## 629  60   Male               No  Radial           STEMI 65.0  168.0   70.0
## 630  65   Male               No Femoral Unstable Angina 65.0  167.0   55.0
## 631  80 Female               No  Radial          NSTEMI 65.0  140.0   40.0
## 632  73 Female               No  Radial Unstable Angina 65.0  151.0   60.0
## 633  64   Male               No  Radial          NSTEMI 65.0  168.0   69.0
## 634  70 Female               No Femoral Unstable Angina 65.0  140.0   56.0
## 635  41   Male               No  Radial Unstable Angina 65.0  152.0   50.0
## 636  70 Female               No Femoral Unstable Angina 65.2  151.0   55.0
## 637  57 Female               No Femoral Unstable Angina 65.3  151.0   94.0
## 638  71 Female               No  Radial Unstable Angina 65.3  148.0   55.0
## 639  77   Male               No  Radial           STEMI 65.4  167.0   55.0
## 640  69 Female               No Femoral Unstable Angina 65.4  151.0   67.0
## 641  58   Male               No Femoral Unstable Angina 65.4  160.0   66.0
## 642  68   Male               No  Radial Unstable Angina 65.5  169.0   80.0
## 643  74 Female               No Femoral Unstable Angina 65.5  160.0   55.0
## 644  67   Male               No  Radial Unstable Angina 65.6  173.0   81.0
## 645  51   Male              Yes  Radial           STEMI 65.7  168.0   70.0
## 646  60   Male               No  Radial Unstable Angina 65.7  167.0   78.0
## 647  60   Male               No  Radial Unstable Angina 65.7  167.0   78.0
## 648  66 Female               No  Radial Unstable Angina 65.8  158.0   63.0
## 649  88 Female               No Femoral          NSTEMI 65.8  150.0   50.0
## 650  63   Male               No  Radial          NSTEMI 65.9  160.0   70.0
## 651  88   Male               No  Radial Unstable Angina 66.0  168.0   55.0
## 652  40   Male               No Femoral          NSTEMI 66.0  168.0   62.0
## 653  52   Male               No  Radial Unstable Angina 66.0  178.0   99.0
## 654  65 Female               No  Radial Unstable Angina 66.0  151.0   57.0
## 655  79 Female               No  Radial Unstable Angina 66.0  154.0   63.0
## 656  73   Male               No Femoral Unstable Angina 66.1  160.0   60.0
## 657  53 Female               No Femoral Unstable Angina 66.1  150.0   61.0
## 658  74 Female               No Femoral Unstable Angina 66.2  153.0   55.0
## 659  61   Male               No  Radial Unstable Angina 66.2  183.0  112.0
## 660  56   Male               No  Radial Unstable Angina 66.3  176.0   70.0
## 661  75 Female               No  Radial Unstable Angina 66.3  158.0   60.0
## 662  72 Female               No  Radial Unstable Angina 66.3  153.0   45.0
## 663  56   Male               No  Radial Unstable Angina 66.4  166.0   55.0
## 664  68   Male               No Femoral Unstable Angina 66.4  163.0   59.0
## 665  48   Male               No  Radial Unstable Angina 66.4  161.0   57.0
## 666  41   Male               No  Radial Unstable Angina 66.4  163.0   57.0
## 667  87   Male               No  Radial Unstable Angina 66.4  168.0   55.0
## 669  64 Female               No  Radial Unstable Angina 66.5  160.0   62.0
## 670  69   Male               No Femoral          NSTEMI 66.7  179.0   70.0
## 671  73   Male               No  Radial Unstable Angina 66.7  170.0   76.0
## 672  55   Male              Yes Femoral           STEMI 66.9  178.0   65.0
## 673  79   Male               No  Radial Unstable Angina 66.9  169.0   77.0
## 674  68   Male               No  Radial Unstable Angina 66.9  165.0   67.0
## 675  68   Male               No  Radial Unstable Angina 66.9  165.0   65.0
## 676  65 Female               No Femoral           STEMI 67.0  158.0   64.0
## 677  58   Male               No  Radial Unstable Angina 67.0  167.0   67.0
## 678  72   Male               No Femoral Unstable Angina 67.0  164.0   50.0
## 679  68   Male               No  Radial Unstable Angina 67.0  180.0   82.0
## 680  70 Female              Yes Femoral           STEMI 67.1  150.0   44.0
## 681  41   Male               No  Radial          NSTEMI 67.1  175.0   92.0
## 682  44   Male               No  Radial           STEMI 67.2  173.0   69.0
## 683  67   Male               No  Radial Unstable Angina 67.2  169.0   69.0
## 684  61   Male               No  Radial Unstable Angina 67.2  160.0   67.0
## 685  51   Male               No  Radial Unstable Angina 67.2  167.0   73.0
## 686  64   Male               No  Radial Unstable Angina 67.4  155.0   53.0
## 688  56   Male               No Femoral Unstable Angina 67.5  166.0   76.0
## 689  74 Female               No  Radial Unstable Angina 67.6  155.0   61.0
## 690  75 Female               No  Radial Unstable Angina 67.7  140.0   50.0
## 692  67 Female               No Femoral Unstable Angina 68.0  160.0   60.0
## 693  77 Female               No  Radial Unstable Angina 68.0  157.0   57.0
## 694  52   Male               No  Radial Unstable Angina 68.0  169.0   69.0
## 695  39 Female               No  Radial Unstable Angina 68.2  159.0   54.0
## 697  52 Female               No Femoral Unstable Angina 68.4  148.0   60.0
## 698  41   Male               No  Radial Unstable Angina 68.6  180.0   84.0
## 699  66   Male               No Femoral          NSTEMI 69.0  170.0   67.0
## 700  67   Male               No  Radial Unstable Angina 69.1  170.0   51.0
## 701  46   Male               No  Radial Unstable Angina 69.7  165.0   71.0
## 702  68   Male               No Femoral Unstable Angina 69.9  170.0   54.0
## 703  71 Female               No Femoral Unstable Angina 70.0  145.0   58.0
## 705  73 Female               No  Radial Unstable Angina 70.0  148.0   51.0
## 706  83 Female               No  Radial Unstable Angina 70.2  145.0   60.0
## 707  76 Female               No  Radial Unstable Angina 70.2  150.0   70.0
## 708  68 Female               No  Radial Unstable Angina 71.1  158.0   56.0
## 709  51   Male               No  Radial Unstable Angina 71.5  175.0   70.0
## 710  61   Male               No  Radial Unstable Angina 71.6  165.0   74.0
## 711  61   Male               No  Radial Unstable Angina 71.9  165.0   55.0
## 712  66 Female               No Femoral Unstable Angina 71.9  160.0   60.0
## 713  47   Male               No  Radial          NSTEMI 72.0  170.0   67.0
## 715  59   Male               No  Radial Unstable Angina 73.0  170.0   64.0
## 717  77   Male               No  Radial Unstable Angina 74.0  172.0   76.0
## 718  62   Male               No Femoral          NSTEMI 74.0  163.0   74.0
## 719  62 Female               No  Radial          NSTEMI 75.0  160.0   68.0
## 720  40   Male               No Femoral Unstable Angina 78.1  169.0   74.0
## 721  40   Male               No Femoral Unstable Angina 78.1  169.0   74.0
## 722  91   Male               No  Radial Unstable Angina 79.0  170.0   60.0
##          BMI obesity    TC LDLC HDLC  TG  DM HBP   smoking
## 1   25.51020     Yes 215.0  154   35 155 Yes  No    Smoker
## 4   18.36547      No 121.0   73   20  89  No  No     Never
## 5   24.38653      No 195.0  151   36  63 Yes Yes    Smoker
## 6   25.20398     Yes 184.0  112   38 137 Yes Yes     Never
## 7   27.96802     Yes 161.0   91   34 196 Yes Yes Ex-smoker
## 8   19.53125      No 136.0   88   33  30 Yes Yes Ex-smoker
## 9   28.99931     Yes 239.0  161   34 118 Yes Yes     Never
## 10  21.25850      No 169.0   88   54 141 Yes  No    Smoker
## 11  19.59184      No 272.0  212   32  52 Yes  No Ex-smoker
## 12  25.88757     Yes 184.0  123   43  72 Yes Yes     Never
## 13  23.79536      No 239.0  150   42 156 Yes Yes     Never
## 14  22.66667      No 171.0   94   46 120 Yes  No     Never
## 15  19.62826      No 130.0   78   31 139  No  No Ex-smoker
## 17  23.37258      No 169.0  114   35  63 Yes Yes    Smoker
## 19  23.18367      No 173.0  107   32 115  No Yes    Smoker
## 20  36.52301     Yes 201.0  122   42  77  No  No Ex-smoker
## 21  22.72044      No 125.0   53   55  30 Yes Yes    Smoker
## 22  19.43301      No 108.0   57   41  30  No Yes    Smoker
## 23  24.60973      No 151.0   87   40 117  No  No Ex-smoker
## 24  23.78121      No 233.0  139   44  95  No Yes     Never
## 25  24.22145      No 164.0  114   35  66  No  No    Smoker
## 26  18.73049      No 174.0   86   37 183 Yes Yes     Never
## 27  23.14050      No 225.0  151   32 148  No  No    Smoker
## 28  23.30668      No 148.0   94   37  56 Yes Yes    Smoker
## 30  21.22281      No 208.0  152   36  47 Yes  No    Smoker
## 31  19.97919      No 188.0  118   53  52  No  No    Smoker
## 32  23.14050      No 185.0   92   66  71 Yes Yes     Never
## 33  27.34375     Yes 214.0  145   45  99  No Yes Ex-smoker
## 34  20.24490      No 181.0  120   41  76 Yes Yes    Smoker
## 35  25.51020     Yes 159.0   89   31 115  No Yes    Smoker
## 36  20.57613      No 127.0   61   33  76  No  No Ex-smoker
## 37  21.35931      No 212.0  147   48  83  No  No     Never
## 38  20.19509      No 250.0  162   68  95  No  No Ex-smoker
## 39  18.08021      No 132.0   74   29 156  No  No     Never
## 40  26.21882     Yes 195.0  125   48  89 Yes Yes     Never
## 41  31.22130     Yes 272.0  196   56  58  No Yes    Smoker
## 42  31.11111     Yes 131.0   86   21 102 Yes Yes     Never
## 43  24.80159      No 105.0  265   35 126 Yes  No    Smoker
## 44  25.34435     Yes 140.0   77   45 122 Yes Yes     Never
## 45  23.87543      No 133.0   82   21  92  No Yes Ex-smoker
## 46  25.52964     Yes 198.0  133   42  54  No Yes     Never
## 47  25.59374     Yes 276.0  169   33 233 Yes Yes    Smoker
## 48  29.21841     Yes 117.0   60   24 160 Yes Yes     Never
## 49  21.09375      No  86.0   42   19  78  No Yes Ex-smoker
## 50  18.59012      No 159.0   64   62  29  No Yes     Never
## 51  21.82995      No 223.0   89   31 416 Yes Yes    Smoker
## 52  19.84127      No 165.0  112   42 107  No Yes     Never
## 53  32.56189     Yes 208.0  140   25 243  No  No    Smoker
## 54  25.24934     Yes 195.0  147   37  88  No  No    Smoker
## 55  22.77319      No 134.0   82   40  67 Yes Yes     Never
## 56  27.54821     Yes 194.0  147   30  60  No Yes     Never
## 57  24.97399      No 187.0  108   35 209 Yes Yes     Never
## 58  21.96712      No 164.0  103   34 101  No  No    Smoker
## 59  24.44444      No 176.0   79   54 134 Yes Yes     Never
## 60  27.54821     Yes 186.0  133   47  67  No Yes    Smoker
## 61  20.79673      No 125.0   27   75  37  No  No     Never
## 62  21.97134      No 165.0  110   45  29  No  No    Smoker
## 63  26.83865     Yes 223.0  143   48 115 Yes  No    Smoker
## 64  25.95156     Yes 140.0   89   28  85 Yes Yes    Smoker
## 65  19.47341      No 212.0  125   48  88  No  No     Never
## 66  22.06035      No 189.0  107   49  89  No  No     Never
## 67  27.34375     Yes 174.0  127   21 177 Yes Yes     Never
## 68  22.67574      No 154.0   81   31  36 Yes Yes    Smoker
## 69  26.98962     Yes 231.0  167   41  90  No  No Ex-smoker
## 70  24.74094      No 309.0  222   48 182  No  No     Never
## 71  20.02884      No 175.0   95   46  37  No Yes Ex-smoker
## 73  18.36900      No 208.0  154   37 112 Yes  No     Never
## 74  22.32143      No 221.0  155   56  58  No  No    Smoker
## 75  20.70082      No 154.0   87   48  67  No Yes     Never
## 76  21.48438      No 221.0  166   51  71  No  No    Smoker
## 77  20.90420      No 221.0  147   47 127  No Yes    Smoker
## 78  24.16716      No 152.0  114   16  16  No  No Ex-smoker
## 79  22.03857      No 127.0   70   42  61  No Yes Ex-smoker
## 80  18.90204      No 126.0   71   27  84 Yes Yes     Never
## 81  22.83288      No 166.0  112   38  76  No Yes     Never
## 82  21.41094      No 126.0   72   24  94  No Yes     Never
## 83  22.66667      No 195.0  131   36 140 Yes Yes     Never
## 84  25.24934     Yes 174.0  115   19 151 Yes  No    Smoker
## 85  18.01721      No  99.0   68   24  82  No  No     Never
## 86  24.21875      No 178.0   92   68  42  No Yes     Never
## 88  23.03005      No 185.0  141   26  96  No  No    Smoker
## 90  26.57313     Yes 248.0  155   40 138  No  No    Smoker
## 91  24.44444      No 246.0  141    7  70 Yes Yes Ex-smoker
## 92  25.18079     Yes 231.0   95   58  93  No Yes Ex-smoker
## 93  25.39062     Yes 160.0  100   31 119 Yes Yes     Never
## 94  22.85714      No 202.0   34   14 106  No  No    Smoker
## 95  21.25850      No 140.0   85   25 142  No Yes    Smoker
## 96  22.98190      No 196.0   96   28 446  No  No    Smoker
## 97  21.07720      No 225.0   64   77  91  No Yes    Smoker
## 98  22.10029      No 258.0  195   41  97 Yes  No    Smoker
## 99  20.28123      No 173.0  123   28  76  No Yes Ex-smoker
## 100 22.03857      No 227.0  154   35 108 Yes Yes     Never
## 101 16.65249      No 154.0  102   37  44  No  No    Smoker
## 103 24.44444      No 141.0   65   38  44  No Yes Ex-smoker
## 104 24.69136      No 103.0   52   31  68 Yes Yes    Smoker
## 105 22.10029      No 251.0  161   55 109 Yes Yes     Never
## 106 28.88889     Yes  88.0   29   38  80  No Yes     Never
## 107 23.43750      No  89.0   36   34 120  No Yes     Never
## 109 22.23099      No 178.0  131   45  27  No Yes Ex-smoker
## 110 25.21625     Yes 139.0   90   38  74  No Yes Ex-smoker
## 111 21.92886      No 164.0  102   35  92  No  No    Smoker
## 112 24.76757      No 209.0  140   36 212 Yes Yes Ex-smoker
## 113 21.67126      No 234.0  153   56 109  No  No    Smoker
## 114 20.54989      No 126.0   63   48  62 Yes Yes Ex-smoker
## 116 26.53376     Yes 164.0  111   38  91 Yes Yes    Smoker
## 118 24.34176      No 174.0  103   10 129  No Yes Ex-smoker
## 119 25.14861     Yes 179.0  119   31 120  No Yes     Never
## 120 23.43750      No  25.0   96   10  26  No  No    Smoker
## 121 23.87511      No 164.0  109   33  40  No Yes    Smoker
## 122 26.07897     Yes 184.0  124   29 414 Yes  No    Smoker
## 123 24.97399      No 180.0  132   40  60 Yes Yes Ex-smoker
## 124 24.67702      No 278.0  188   37 146 Yes Yes Ex-smoker
## 125 19.59184      No 143.0   91   33  50  No  No    Smoker
## 126 23.43750      No 222.0  161   40 118  No  No     Never
## 127 23.33547      No 160.0   81   41 166  No  No Ex-smoker
## 128 25.25952     Yes 258.0  189   36  66 Yes  No    Smoker
## 129 20.76125      No 221.0  108   44 178 Yes Yes     Never
## 130 21.07720      No 277.0  194   40 154  No Yes    Smoker
## 131 27.43725     Yes 212.0  128   50  45  No Yes     Never
## 132 22.22222      No 151.0   96   43  39  No  No    Smoker
## 133 27.61341     Yes 165.0  105   39  85  No Yes     Never
## 134 23.71961      No 172.0  116   35  58 Yes  No Ex-smoker
## 135 20.02884      No 166.0   98   39 113 Yes  No    Smoker
## 137 23.12062      No 210.0  153   44  54  No  No     Never
## 138 30.47797     Yes 197.0  131   42 143  No Yes    Smoker
## 139 20.70082      No 148.0   84   37 103  No Yes     Never
## 140 22.65625      No 159.0   91   45  67  No Yes     Never
## 141 23.30905      No 315.0  205   75  80 Yes Yes     Never
## 142 24.60938      No 210.0  167   27 130  No  No    Smoker
## 143 22.09317      No 160.0  112   32 142  No  No     Never
## 144 26.12245     Yes 208.0  151   41 224  No Yes    Smoker
## 145 22.89282      No 165.0   83   50  63 Yes  No     Never
## 146 23.52941      No 181.0  113   38  33  No  No    Smoker
## 147 26.92744     Yes 199.0  132   38 211  No  No Ex-smoker
## 148 25.20920     Yes 207.0  146   30 101 Yes  No Ex-smoker
## 149 22.65625      No 143.0   94   24  92  No Yes Ex-smoker
## 150 21.25850      No 195.0  144   30  66  No Yes    Smoker
## 151 27.43484     Yes 185.0   91   68  78  No Yes Ex-smoker
## 152 24.85795      No 145.0   98   36  38  No  No     Never
## 153 26.91273     Yes 205.0  112   44  75 Yes  No    Smoker
## 154 21.51386      No 201.0   76   31  55 Yes  No     Never
## 155 34.47525     Yes 116.0   47   50 129 Yes Yes    Smoker
## 156 29.02531     Yes 134.0   71   39  96 Yes  No Ex-smoker
## 157 23.71184      No 205.0  136   48 117  No  No     Never
## 158 23.52941      No 239.0   15   41  78 Yes Yes    Smoker
## 159 21.45329      No 169.0  108   44  55  No Yes Ex-smoker
## 160 22.97194      No 139.0   76   33  76  No Yes     Never
## 161 24.14152      No 242.0  172   32 302 Yes Yes     Never
## 163 22.06035      No 278.0  185   45 210  No Yes     Never
## 164 17.00680      No 113.0   79   14  47  No  No    Smoker
## 165 17.00680      No 113.0   79   14  47  No  No    Smoker
## 166 26.98962     Yes 216.0  143   41 138  No  No Ex-smoker
## 167 18.66667      No 184.0  125   42  25 Yes Yes     Never
## 168 18.66667      No 123.0   71   27  73  No  No    Smoker
## 169 20.67901      No 141.0   98   32  54 Yes Yes Ex-smoker
## 170 27.47138     Yes 202.0  130   37 134  No Yes Ex-smoker
## 171 23.38869      No 202.0  157   45  40  No  No Ex-smoker
## 172 27.42857     Yes 180.0  107   42 130  No Yes    Smoker
## 173 22.40588      No 182.0  125   36  74 Yes Yes Ex-smoker
## 174 21.87500      No 228.0  181   29  66  No Yes    Smoker
## 175 24.16716      No 155.0   82   59  77 Yes  No Ex-smoker
## 176 20.44444      No 153.0  101   32 113 Yes Yes Ex-smoker
## 177 24.97704      No 236.0  173   10  77 Yes  No    Smoker
## 178 22.12974      No 181.0  110   51  49  No  No Ex-smoker
## 179 18.59012      No 168.0  107   41  69  No  No     Never
## 180 23.88946      No 245.0  166   50 128  No  No     Never
## 181 24.72518      No 218.0  147   47 120  No Yes Ex-smoker
## 182 20.76125      No 169.0   92   10 142  No  No Ex-smoker
## 183 32.45568     Yes 199.0  129   32 257 Yes Yes    Smoker
## 184 22.80602      No 222.0  161   42 120  No Yes Ex-smoker
## 185 22.52151      No 203.0  141   38  57 Yes  No Ex-smoker
## 186 27.09925     Yes 187.0  123   47 192  No Yes    Smoker
## 187 20.00000      No 209.0  156   42  84  No Yes     Never
## 188 25.06575     Yes 190.0  128   43 126  No Yes Ex-smoker
## 189 21.40309      No 256.0  166    8  64  No Yes     Never
## 191 22.03173      No 152.0   79   51 108  No  No    Smoker
## 192 20.76125      No 212.0  149   33 120  No Yes    Smoker
## 193 20.00000      No 323.0  220   50 184 Yes Yes     Never
## 194 27.04164     Yes 192.0  136   32 106 Yes Yes     Never
## 195 22.03857      No 146.0   99   33  78  No Yes Ex-smoker
## 196 27.82931     Yes 227.0  132   47 111 Yes Yes     Never
## 197 22.03857      No 189.0  127   41  68  No  No    Smoker
## 198 22.30815      No 169.0  118   28 156  No  No    Smoker
## 199 27.54821     Yes 200.0  134   34 217 Yes  No    Smoker
## 200 21.45329      No 235.0  180   40  90  No  No Ex-smoker
## 201 25.39062     Yes 168.0  118   40  24 Yes Yes    Smoker
## 202 17.91509      No 168.0  111   36  76  No Yes Ex-smoker
## 203 26.12245     Yes 230.0  151   40 201  No  No    Smoker
## 204 29.72652     Yes 188.0  142   29 110  No  No    Smoker
## 205 31.68855     Yes 152.0   93   29 135  No Yes     Never
## 206 27.45060     Yes 193.0  141   30 203  No  No    Smoker
## 207 24.97399      No 153.0   92   35  84  No  No     Never
## 208 19.53125      No 144.0   75   50  44  No  No    Smoker
## 209 22.44802      No 215.0  159   30 164  No  No    Smoker
## 210 22.03857      No 143.0   91   39  44 Yes Yes Ex-smoker
## 211 22.37568      No 189.0  128   40 115  No  No    Smoker
## 212 26.81359     Yes 157.0   99   41 105 Yes  No     Never
## 213 23.24380      No 183.0  120   11  71  No  No    Smoker
## 214 24.14152      No 251.0  141   50 136  No Yes Ex-smoker
## 215 19.03114      No 184.0  129   32 101  No Yes Ex-smoker
## 216 29.41076     Yes  33.0  103   10 110  No  No    Smoker
## 217 25.71166     Yes 208.0  148   28  38  No  No    Smoker
## 218 27.34375     Yes 246.0  163   53  80  No Yes     Never
## 219 24.60938      No 184.0  130   39  65  No Yes     Never
## 221 20.07733      No  96.0   60   24  80 Yes Yes     Never
## 222 23.04688      No 226.0  162   45  55  No Yes     Never
## 223 26.03749     Yes 151.0   79   52  60  No Yes Ex-smoker
## 224 24.97704      No 155.0   74   43 109 Yes  No Ex-smoker
## 225 22.89282      No 231.0  130   43 178 Yes Yes     Never
## 226 18.90204      No 159.0   71   47 172 Yes Yes     Never
## 227 19.25703      No 227.0  170   34 108  No Yes    Smoker
## 228 25.71166     Yes 262.0  205   26 154  No  No    Smoker
## 229 22.65625      No 148.0   87   39  78  No Yes Ex-smoker
## 230 24.50895      No 166.0  119   33  83  No Yes     Never
## 231 22.83288      No 289.0  224   44  81 Yes  No    Smoker
## 232 23.97959      No 203.0  157   39  79 Yes Yes     Never
## 233 25.46198     Yes 128.0   74   35  75  No  No     Never
## 234 22.72440      No 147.0   77   42  71  No  No    Smoker
## 236 24.56747      No 200.0  166   38 176  No Yes    Smoker
## 237 24.97399      No 229.0  154   51 121 Yes Yes     Never
## 238 27.47138     Yes 175.0  104   59  24  No Yes Ex-smoker
## 239 21.40309      No 199.0  107   60 119  No Yes     Never
## 240 24.16327      No 164.0   87   36  54 Yes Yes Ex-smoker
## 241 22.77319      No 137.0   81   39  46 Yes Yes Ex-smoker
## 242 22.65625      No 166.0  104   46  48  No  No Ex-smoker
## 244 26.29758     Yes 222.0  149   36 135  No  No    Smoker
## 245 26.31464     Yes 163.0   90   41 177  No  No Ex-smoker
## 246 21.46194      No 190.0  129   29 118  No  No    Smoker
## 247 24.78426      No 150.0   79   47 174 Yes  No    Smoker
## 248 32.34682     Yes 144.0   98   37  62 Yes Yes Ex-smoker
## 249 25.39062     Yes 217.0  170   33  49  No  No    Smoker
## 250 27.13141     Yes 214.0  132   43 194 Yes  No Ex-smoker
## 251 25.60554     Yes 143.0   83   20 163  No  No    Smoker
## 252 21.61281      No 170.0  116   50  48  No  No    Smoker
## 253 31.64062     Yes 213.0   76   36 489  No Yes    Smoker
## 254 24.44180      No 178.0  104   39 263 Yes Yes    Smoker
## 255 30.10381     Yes 210.0  145   38 169  No  No    Smoker
## 256 21.77384      No 178.0  121   29 115  No  No    Smoker
## 257 23.14050      No 195.0  128   36 136  No  No    Smoker
## 258 26.12245     Yes 248.0  158   37 240  No  No    Smoker
## 259 27.34375     Yes 199.0  118   38 212  No Yes    Smoker
## 260 27.30997     Yes 151.0   77   43 130  No Yes     Never
## 261 18.36547      No  98.0   48   37  27 Yes  No     Never
## 262 20.00000      No 231.0  141   50  98 Yes Yes     Never
## 263 24.07407      No 223.0  159   25 184 Yes Yes    Smoker
## 264 23.87543      No 148.0  103   33 133 Yes Yes    Smoker
## 265 22.64086      No 271.0  179   40 179 Yes Yes     Never
## 266 24.97704      No 166.0  129   28 125  No Yes    Smoker
## 267 28.73175     Yes 184.0  133   36 112  No Yes    Smoker
## 268 23.80869      No 187.0  146   34  65  No  No    Smoker
## 269 26.82742     Yes 240.0  196   36 194  No  No    Smoker
## 270 24.77210      No 179.0  121   37  76  No  No    Smoker
## 271 26.15563     Yes 230.0  154   45 169  No  No Ex-smoker
## 272 27.71769     Yes 164.0  119   23 151  No  No Ex-smoker
## 273 22.86237      No 199.0  129   39  75  No Yes     Never
## 274 28.88889     Yes 207.0  134   42 135  No Yes     Never
## 275 22.65625      No 156.0  111   35  62 Yes  No     Never
## 276 24.91349      No 225.0  108   48 257  No  No Ex-smoker
## 277 25.86451     Yes 170.0  114   37  70  No Yes Ex-smoker
## 278 27.42857     Yes 180.0  122   34  70  No Yes Ex-smoker
## 280 19.53125      No 105.0   51   29 123  No Yes    Smoker
## 281 22.38631      No 181.0  112   51  32  No  No    Smoker
## 282 23.19109      No 181.0  123   44  43  No  No     Never
## 284 22.09317      No 137.0   73   47  31  No Yes    Smoker
## 285 27.18090     Yes 140.0   88   34 181  No Yes Ex-smoker
## 286 26.17383     Yes 234.0  156   35 164 Yes  No Ex-smoker
## 287 24.31412      No 227.0  144   47  75  No Yes    Smoker
## 288 26.17383     Yes 234.0  156   35 164 Yes  No Ex-smoker
## 289 22.12974      No 168.0  112   44  61  No Yes    Smoker
## 290 25.33333     Yes 102.0   72   25  65 Yes Yes     Never
## 291 25.01352     Yes 168.0  107   28 188 Yes  No    Smoker
## 292 24.18705      No 176.0   87   46 218  No  No    Smoker
## 293 31.07354     Yes  97.0   53   26  93 Yes  No    Smoker
## 294 20.18462      No 189.0   91   45 141  No  No    Smoker
## 295 20.18462      No 207.0  137   43 136  No  No    Smoker
## 296 27.34375     Yes 154.0   86   42 148 Yes Yes Ex-smoker
## 297 23.93899      No 163.0  102   28 220  No  No    Smoker
## 298 21.45329      No 208.0  113   41 259  No  No    Smoker
## 299 28.65014     Yes 116.0   48   38 164 Yes Yes    Smoker
## 300 21.45329      No 131.0   67   30 156  No Yes    Smoker
## 301 23.47303      No 211.0  145   39  75  No Yes     Never
## 302 23.33547      No 162.0  103   26 184  No  No Ex-smoker
## 303 25.56495     Yes 161.0  108   34  59  No  No    Smoker
## 304 23.50781      No 218.0  171   35 120  No Yes Ex-smoker
## 305 19.25703      No 182.0  123   33 120 Yes Yes Ex-smoker
## 306 22.52151      No 244.0  161   48  97  No Yes     Never
## 307 26.17188     Yes 239.0  169   43 112  No  No    Smoker
## 308 23.12062      No 230.0  143   58 109  No  No     Never
## 309 23.43750      No 118.0   70   35  95  No Yes    Smoker
## 310 25.39062     Yes 170.0  128   35  58  No Yes Ex-smoker
## 311 27.54821     Yes 228.0  175   46  98 Yes Yes    Smoker
## 312 23.63403      No 168.0  104   45 646  No Yes     Never
## 313 25.76298     Yes 182.0  111   43 134  No Yes    Smoker
## 314 41.42012     Yes 229.0  148   47 151 Yes Yes Ex-smoker
## 315 24.14152      No 223.0  147   33 147 Yes Yes     Never
## 316 27.99036     Yes 198.0  131   38 101  No  No    Smoker
## 317 22.05805      No 154.0   98   29  91  No Yes    Smoker
## 318 23.42356      No 192.0  110   39  81  No Yes    Smoker
## 319 26.07897     Yes 158.0   89   30 157  No Yes    Smoker
## 320 20.02884      No 160.0   83   49  58  No  No    Smoker
## 321 30.79585     Yes 172.0  104   36 189 Yes Yes    Smoker
## 322 25.39343     Yes 155.0   70   45 217  No Yes    Smoker
## 323 32.04615     Yes 330.0  263   49  84 Yes  No Ex-smoker
## 324 21.70139      No 202.0  128   31 149  No  No     Never
## 325 26.44898     Yes 149.0   93   24 154 Yes Yes Ex-smoker
## 326 27.10204     Yes 120.0   63   38 112  No  No    Smoker
## 327 27.45865     Yes 173.0  113   33 138 Yes  No     Never
## 328 22.20408      No 188.0  132   28 131 Yes Yes    Smoker
## 330 22.32143      No 108.0   60   21 123 Yes Yes    Smoker
## 331 18.42404      No 199.0  125   38 141 Yes Yes     Never
## 332 24.60938      No 141.0   79   28 152  No  No     Never
## 333 23.04688      No 178.0  100   33 176  No Yes     Never
## 334 24.30462      No 132.8   77   32 119 Yes Yes    Smoker
## 335 21.35780      No 105.0   45   38  28  No Yes    Smoker
## 336 21.40309      No 191.0  106   52  64 Yes Yes     Never
## 337 22.54658      No 161.0  107   25 164 Yes Yes     Never
## 338 27.34375     Yes 178.0  101   35 123 Yes Yes     Never
## 339 24.22145      No 159.0   93   47  88  No  No     Never
## 340 20.19558      No 223.0  126   66  83  No Yes    Smoker
## 341 29.93827     Yes 194.0  143   41 108  No  No    Smoker
## 342 25.43748     Yes 255.0  136   51 176  No Yes     Never
## 343 26.10656     Yes 154.0   71   55  68  No  No Ex-smoker
## 344 27.81588     Yes 184.0   90   63 135 Yes Yes     Never
## 345 27.18090     Yes 182.0  113   24  64  No  No    Smoker
## 346 24.03461      No 146.0   88   45  65  No  No     Never
## 347 26.33289     Yes 199.0  149   21 114  No Yes Ex-smoker
## 348 25.86451     Yes 226.0  146   53  31  No  No    Smoker
## 349 26.77551     Yes 164.0   93   47  60 Yes Yes     Never
## 351 24.46460      No 144.0   94   30  75  No Yes     Never
## 352 23.14050      No 127.0   81   28  80  No Yes    Smoker
## 353 24.50895      No 286.0  198   48 166  No  No Ex-smoker
## 354 21.22789      No 177.0  113   34 151  No  No Ex-smoker
## 355 23.30109      No 117.0   69   34  19 Yes Yes    Smoker
## 356 22.03857      No 169.0  109   41 106  No Yes Ex-smoker
## 357 23.03005      No 166.0  102   10  87 Yes Yes    Smoker
## 358 26.29758     Yes 118.0   74   25  61  No Yes     Never
## 359 25.59374     Yes 193.0  102   42 200 Yes  No    Smoker
## 360 26.21882     Yes 178.0  111   39  20  No  No     Never
## 361 24.03461      No 179.0  117   44  93 Yes Yes     Never
## 362 24.22145      No 173.0  112   23  90 Yes Yes    Smoker
## 363 25.28257     Yes 125.0   55   39 109 Yes Yes     Never
## 364 28.65014     Yes 210.0  152   38  63  No Yes     Never
## 365 24.72518      No 178.0  117   42  79  No Yes     Never
## 366 29.38776     Yes 267.0  202   38 215 Yes Yes    Smoker
## 367 31.74179     Yes 206.0  123   26 276  No  No    Smoker
## 368 24.60973      No 231.0  125   76  79 Yes  No    Smoker
## 369 24.80159      No 211.0  157   37 154  No Yes    Smoker
## 370 26.63496     Yes 213.0  141   34  62  No Yes     Never
## 371 27.54821     Yes 239.0   83   37 319  No  No Ex-smoker
## 372 24.84098      No 162.0  108   39 136  No Yes    Smoker
## 373 22.43230      No 221.0  136   70 118  No Yes Ex-smoker
## 374 25.95156     Yes 202.0  140   34  37 Yes Yes     Never
## 375 23.80869      No 246.0  185   41 154  No  No    Smoker
## 376 25.96454     Yes 205.0  112   65  82  No Yes Ex-smoker
## 377 21.96712      No 248.0  182   37 122  No  No    Smoker
## 378 23.04688      No 168.0   98   36  32  No Yes    Smoker
## 379 22.89282      No 220.0  151   34 162  No Yes     Never
## 380 26.17188     Yes 165.0  104   34 137  No Yes     Never
## 381 26.17188     Yes 165.0  104   34 137  No Yes     Never
## 382 22.22222      No  95.0   41    8 105 Yes Yes     Never
## 384 22.22222      No 128.0   65   38  83  No  No     Never
## 385 36.67820     Yes 210.0  150   33 181 Yes  No    Smoker
## 386 17.57812      No 163.0   99   55  44  No  No Ex-smoker
## 387 22.53061      No 134.0   95   15 109  No  No Ex-smoker
## 388 29.00059     Yes 216.0  163   34 181  No Yes     Never
## 389 24.80159      No 188.0  114   33 201  No Yes    Smoker
## 390 20.54419      No 206.0  123   49  99  No Yes Ex-smoker
## 391 22.49135      No 213.0  139   42  57  No  No     Never
## 392 27.04164     Yes 154.0   71   50 115 Yes Yes     Never
## 394 26.07897     Yes 195.0  133   33  45  No Yes     Never
## 395 24.03461      No 103.0   36   38 132 Yes Yes     Never
## 396 20.76125      No 171.0  100   49 127  No Yes    Smoker
## 397 20.20202      No 199.0  133   37  30  No Yes     Never
## 398 23.33547      No 232.0  108   24 375 Yes Yes     Never
## 399 28.94610     Yes 215.0  147   30 118  No Yes     Never
## 400 21.92613      No 126.0   76   27  83  No  No     Never
## 401 24.21875      No 190.0  118   23 152 Yes Yes     Never
## 402 24.67550      No 188.0  104   59 113  No Yes    Smoker
## 403 24.89706      No 155.8   97   22 184  No  No Ex-smoker
## 404 26.66667     Yes 183.0  134   36  79 Yes  No     Never
## 406 19.37716      No 198.0  136   46 139 Yes  No Ex-smoker
## 407 22.49135      No 164.0  109   34  61  No  No Ex-smoker
## 408 17.92822      No  78.0   49   26  34  No Yes    Smoker
## 409 33.62209     Yes 183.0  112   30  64 Yes Yes     Never
## 410 26.34649     Yes 246.0  178   48  82  No  No    Smoker
## 411 22.89282      No 314.0  208   63 176 Yes Yes     Never
## 412 21.23057      No 134.0   72   51  76  No  No     Never
## 414 23.72529      No 167.0  115   37  51  No Yes     Never
## 415 21.25850      No 129.0   74   25  88  No Yes     Never
## 416 26.95312     Yes 114.0   62   37 150  No Yes Ex-smoker
## 417 26.42357     Yes 203.0  128   48  60  No Yes Ex-smoker
## 418 22.23099      No 197.0  138   27 110  No  No Ex-smoker
## 419 25.86451     Yes 235.0  190   34  87 Yes Yes Ex-smoker
## 420 23.66524      No 189.0  120   38 110  No Yes Ex-smoker
## 421 28.65014     Yes 197.0  121   41 124  No Yes    Smoker
## 422 26.25958     Yes 155.0   87   39  61 Yes Yes    Smoker
## 423 24.44444      No 139.0  175    5  66  No Yes     Never
## 424 25.76298     Yes 203.0  128   35 258 Yes Yes    Smoker
## 425 26.53376     Yes 179.0   74   29 377 Yes Yes     Never
## 426 24.38237      No 184.0  117   34  99  No Yes    Smoker
## 427 26.40235     Yes 155.0  105   41 108 Yes Yes     Never
## 428 19.10009      No 227.0  140   35 192  No  No    Smoker
## 429 26.17188     Yes 185.0  113   41  92 Yes Yes     Never
## 431 21.77778      No 258.0  161   31 185 Yes Yes     Never
## 432 24.46460      No 224.0  149   26 217 Yes  No Ex-smoker
## 433 23.58833      No 234.0  153   35 129  No  No    Smoker
## 434 26.23356     Yes 100.0   38   42  65 Yes Yes Ex-smoker
## 435 27.40766     Yes 118.0   50   33  97 Yes Yes Ex-smoker
## 436 24.38653      No 191.0  148   27  92  No  No     Never
## 437 27.68166     Yes 164.0  113   43  30 Yes Yes Ex-smoker
## 438 21.40309      No 176.0  118   34 142 Yes  No     Never
## 440 29.93827     Yes 204.0  107   43 180  No  No     Never
## 441 23.66144      No 265.0  177   45 288 Yes  No    Smoker
## 442 22.38631      No 162.0   94   39  92  No  No    Smoker
## 443 25.71101     Yes 193.0  119   28 107  No Yes     Never
## 444 23.03005      No 145.0   52   24 680 Yes  No    Smoker
## 445 24.48980      No 206.0  128   40  66  No Yes    Smoker
## 446 19.55556      No 177.0   44   55  77 Yes  No     Never
## 447 30.44384     Yes 167.0  117   35 117  No Yes     Never
## 448 23.14050      No 225.0  151   32 148  No  No    Smoker
## 449 23.78121      No 201.0  154   34 144  No Yes Ex-smoker
## 450 23.72281      No 141.0   72   41 239  No  No Ex-smoker
## 451 22.95918      No 480.0  314   44 243 Yes Yes     Never
## 452 25.95156     Yes 145.0   83   35  66  No Yes     Never
## 453 22.23099      No 150.0   82   26 153 Yes  No    Smoker
## 455 26.76978     Yes 134.0   98   24  60  No  No    Smoker
## 456 18.81892      No 130.0   43   61  72  No Yes    Smoker
## 457 18.42404      No 493.0  366   59 163  No  No Ex-smoker
## 458 24.97399      No 131.0   57   44 124  No  No Ex-smoker
## 459 19.53125      No 190.0  115   51  38  No  No Ex-smoker
## 460 24.97399      No 153.0   87   34  22 Yes  No     Never
## 461 25.91068     Yes 203.0  120   36 297  No Yes    Smoker
## 462 22.58271      No 163.0  106   30 155  No Yes     Never
## 463 25.05931     Yes 217.0  152   24 150  No Yes Ex-smoker
## 464 24.23823      No 181.0  122   34  68  No Yes     Never
## 465 25.52964     Yes 139.0   77   57  67  No Yes    Smoker
## 466 22.89282      No 202.0  121   31 207 Yes  No     Never
## 467 24.81633      No 205.0  106   34 246  No  No    Smoker
## 468 20.61925      No 186.0  144   34  53  No  No    Smoker
## 469 23.03005      No 182.0  119   49  48  No Yes     Never
## 470 27.88519     Yes 232.0  132   60 132 Yes Yes     Never
## 471 18.26150      No 170.0   85   20 311 Yes Yes     Never
## 472 26.98962     Yes 188.0  126   39 173  No  No    Smoker
## 473 16.41531      No 143.0   99   27  75 Yes  No    Smoker
## 474 22.05805      No 261.0  189   43 104  No  No Ex-smoker
## 475 21.20311      No 183.0   86   65 115  No  No    Smoker
## 476 24.22145      No 185.0  103   34 155 Yes Yes Ex-smoker
## 477 26.64360     Yes  91.0   50   26  70  No Yes Ex-smoker
## 478 23.66524      No 122.0   65   47  11  No Yes Ex-smoker
## 479 23.43750      No 161.0  114   32  61  No Yes     Never
## 480 22.31328      No 182.0  109   52  30  No Yes     Never
## 481 25.95156     Yes 147.0   93   38  74  No  No Ex-smoker
## 482 21.46194      No 157.0  122   22  70  No  No    Smoker
## 483 23.05175      No 184.0  136   32 135  No Yes Ex-smoker
## 484 26.44628     Yes  98.0   52   29  60 Yes Yes Ex-smoker
## 485 20.76125      No 163.0   96   38 170 Yes Yes    Smoker
## 486 26.44628     Yes 173.0  117   36  44 Yes Yes     Never
## 487 24.67105      No 190.0  100   38 125  No Yes Ex-smoker
## 490 20.82094      No 214.0  120   46  53  No  No     Never
## 491 25.51020     Yes 195.0  128   42  64  No Yes     Never
## 492 29.05329     Yes 188.0   75   35 619 Yes Yes    Smoker
## 493 26.64360     Yes 116.0   83   23  41  No Yes Ex-smoker
## 494 29.05475     Yes 261.0  208   28  98  No  No    Smoker
## 495 25.46939     Yes 177.0  131   32 104  No Yes     Never
## 496 22.95918      No 149.0  104   26  54  No Yes    Smoker
## 497 22.86253      No 186.0   92   44  93  No  No     Never
## 498 38.44675     Yes 181.0  116   51  72 Yes  No     Never
## 499 25.46198     Yes 131.0   76   39  58 Yes Yes    Smoker
## 500 24.91990      No 140.0   53   10  31  No  No     Never
## 501 24.08822      No 200.0  143   40  65 Yes Yes Ex-smoker
## 502 19.14672      No 197.0  112   51  81  No Yes    Smoker
## 503 26.44628     Yes 122.0   73   26  80 Yes Yes     Never
## 504 24.84098      No 162.0  102   44  81  No  No Ex-smoker
## 505 22.38631      No 151.0   90   45  49  No  No     Never
## 506 26.39580     Yes 163.0   91   25 219  No  No    Smoker
## 507 21.30395      No 154.0   60   60 139  No  No    Smoker
## 510 23.04002      No 153.0   92   46  62 Yes Yes    Smoker
## 511 17.14678      No 128.0   65   44  45  No  No    Smoker
## 512 31.21748     Yes 245.0  184   52  41 Yes  No     Never
## 513 25.40282     Yes 255.0  152   46 312 Yes Yes    Smoker
## 514 26.48554     Yes 126.0   66   30 123 Yes Yes    Smoker
## 515 26.72287     Yes 183.0  125   35 129  No  No    Smoker
## 516 22.22222      No 163.0  103   47  29  No Yes     Never
## 517 26.02617     Yes 203.0   94   19 458  No Yes    Smoker
## 518 25.52964     Yes 233.0  163   41 138 Yes Yes     Never
## 519 24.74745      No 165.0  100   32 129 Yes Yes     Never
## 520 33.67347     Yes 236.0  144   60 189 Yes Yes    Smoker
## 521 29.90303     Yes 194.0  133   43 257  No Yes Ex-smoker
## 522 22.07108      No 207.0  158   25 106  No Yes     Never
## 523 25.71166     Yes 141.0   69   54 153 Yes Yes     Never
## 524 26.03749     Yes  32.0  100    4  66 Yes Yes     Never
## 525 23.42209      No 226.0  150   40 128  No Yes    Smoker
## 526 23.42209      No 188.0  117   49 128  No Yes    Smoker
## 527 25.21625     Yes 196.0  136   21 180  No Yes    Smoker
## 528 25.63692     Yes 225.0  164   39 127 Yes Yes     Never
## 529 20.56933      No 189.0  105   58  66  No Yes    Smoker
## 530 32.87197     Yes 182.0  142   40  99 Yes Yes    Smoker
## 531 27.68166     Yes 217.0  159   34 143  No Yes    Smoker
## 533 26.57313     Yes 185.0   80   33 318  No Yes     Never
## 534 22.66667      No 296.0   93   26 393 Yes Yes Ex-smoker
## 535 25.95156     Yes 198.0  123   40 165 Yes  No    Smoker
## 536 22.98540      No 191.0  122   46  53  No  No    Smoker
## 537 29.06977     Yes 351.0  270   35 194  No  No    Smoker
## 538 21.78649      No 151.0   81   55  45  No  No     Never
## 539 22.65625      No 178.0  109   48  36  No Yes Ex-smoker
## 540 27.41445     Yes 181.0  124   30  92  No Yes     Never
## 541 18.59113      No 207.0  141   48  69  No  No Ex-smoker
## 542 24.30462      No 223.0  136   46 247 Yes Yes     Never
## 543 17.75148      No 177.0  105   35  56  No  No    Smoker
## 544 26.72287     Yes 191.0  116   41 112  No Yes Ex-smoker
## 545 25.96953     Yes 162.0   99   39 115  No Yes    Smoker
## 546 23.53037      No 178.0  121   25 165  No Yes Ex-smoker
## 547 30.48316     Yes 183.0  110   46 143 Yes Yes    Smoker
## 548 30.35925     Yes 161.0   75   33 187  No Yes     Never
## 549 22.32143      No 204.0  136   46 115  No Yes     Never
## 550 27.99036     Yes 159.0  102   30  80  No Yes Ex-smoker
## 551 23.33547      No 344.0   71   30 217  No Yes Ex-smoker
## 552 23.87511      No 184.0  126   39 101 Yes  No    Smoker
## 553 23.73996      No 207.0  101   48 168 Yes  No     Never
## 554 22.30815      No 152.0   64   58 151  No  No    Smoker
## 555 24.60973      No 177.0  123   41  66  No Yes     Never
## 556 21.33333      No 195.0  121   40 145  No Yes     Never
## 557 27.14158     Yes 315.0  235   55 100  No  No    Smoker
## 559 22.65625      No 198.0  138   35 110  No  No    Smoker
## 560 21.42857      No 200.0  135   44 103  No  No     Never
## 561 26.91273     Yes 151.0   82   31 143 Yes  No Ex-smoker
## 562 21.35931      No 275.0  178   45  87  No Yes     Never
## 563 21.61281      No 246.0   64   29 801 Yes  No Ex-smoker
## 564 26.98962     Yes 197.0  144   26 166 Yes Yes     Never
## 565 24.03461      No 238.0  152   44 192 Yes Yes     Never
## 566 18.36900      No 170.0  105   44  57  No Yes     Never
## 567 25.68956     Yes 123.0   70   35 109  No Yes    Smoker
## 568 18.80787      No 293.0  151   42 454  No Yes     Never
## 569 21.96712      No 246.0  178   44 146 Yes  No    Smoker
## 570 24.08822      No 196.0  126   33 182  No  No    Smoker
## 571 25.80645     Yes 216.0  143   16 168 Yes Yes     Never
## 572 21.36752      No 248.0  174   46 200 Yes Yes    Smoker
## 573 24.21875      No 192.0   68   23 459  No  No    Smoker
## 574 29.33333     Yes 230.0  155   49  91  No  No    Smoker
## 575 23.60128      No 198.0  108   38 268 Yes Yes     Never
## 576 20.42942      No 204.0  124   47 110  No Yes     Never
## 577 26.02264     Yes 214.0  140   43  76 Yes Yes     Never
## 578 24.91990      No 204.0  108   53 170 Yes Yes Ex-smoker
## 580 23.52941      No 158.0  104   31  64  No Yes    Smoker
## 581 22.65625      No 102.0   55   34  89  No  No    Smoker
## 582 25.72103     Yes 205.0  143   33 117  No  No     Never
## 583 27.58621     Yes 246.0  175   39 110 Yes Yes     Never
## 584 24.16327      No 246.0  174   45 165  No Yes Ex-smoker
## 585 26.64360     Yes 104.0   27   84  81  No  No Ex-smoker
## 586 19.92513      No 136.0   63   42  78  No Yes     Never
## 587 22.67574      No 230.0  173   32  86  No  No    Smoker
## 588 24.33748      No 186.0  148   36  67  No Yes    Smoker
## 589 16.33038      No 199.0  113   58  58 Yes  No    Smoker
## 590 23.49524      No 228.0  116   67  68 Yes Yes Ex-smoker
## 591 16.33038      No 164.0   99   40  91 Yes  No Ex-smoker
## 592 26.03749     Yes 190.0  118   29 153  No Yes Ex-smoker
## 594 29.82325     Yes 161.0   83   50 108 Yes  No     Never
## 595 25.68956     Yes 198.0  104   57 106  No Yes     Never
## 596 19.11111      No 137.0   95   20 104  No Yes     Never
## 597 17.77778      No 196.0  194   44 171  No Yes     Never
## 598 20.70082      No 141.0   74   50  52  No Yes    Smoker
## 599 25.82645     Yes 293.0  200   34 137 Yes Yes    Smoker
## 600 24.80159      No 192.0  140   36  99  No  No Ex-smoker
## 601 24.97399      No 183.0  124   43 154  No Yes     Never
## 602 21.33333      No 149.0   83   44  51  No Yes     Never
## 603 19.67517      No 286.0  188   62 104 Yes  No     Never
## 604 20.51913      No 182.0  107   37  78  No Yes     Never
## 605 23.56663      No 231.0  192   29 144  No  No    Smoker
## 606 22.83737      No 154.0   76   38 177 Yes Yes Ex-smoker
## 607 22.77319      No 190.0  125   24  91 Yes  No     Never
## 608 24.60938      No 177.0  104   45  78  No  No    Smoker
## 609 29.41176     Yes 134.0   81   31 102 Yes  No Ex-smoker
## 610 32.04588     Yes 195.0  132   47  65 Yes  No Ex-smoker
## 611 29.21841     Yes 173.0  103   40 182  No Yes Ex-smoker
## 612 22.12974      No 206.0   98   72 231  No Yes     Never
## 613 27.65625     Yes 190.0  137   28 110  No Yes Ex-smoker
## 614 26.83865     Yes 165.0   93   30 194  No Yes     Never
## 615 26.22222     Yes 154.0   97   35 109 Yes Yes     Never
## 616 24.24242      No 221.0  137   52  95 Yes Yes Ex-smoker
## 617 28.88889     Yes 261.0  194   51  99 Yes Yes     Never
## 618 15.61570      No 240.0  109   49  54  No Yes    Smoker
## 619 15.61570      No 197.0  122   49  54  No Yes    Smoker
## 620 24.44180      No 144.0   88   37 129  No  No     Never
## 621 24.91349      No 194.0  144   32  55  No Yes    Smoker
## 622 25.45807     Yes 221.0  145   37  92  No  No    Smoker
## 623 23.55556      No 244.0  170   34  51  No Yes Ex-smoker
## 624 24.44728      No 150.0   85   38 148  No Yes    Smoker
## 625 23.80869      No 147.0   78   32 173 Yes  No    Smoker
## 626 26.83865     Yes 271.0  189   53  94  No Yes     Never
## 627 23.33768      No 222.0  158   51  98  No Yes    Smoker
## 629 24.80159      No 273.0  216   29 152  No  No    Smoker
## 630 19.72104      No 184.0  115   45  44  No  No Ex-smoker
## 631 20.40816      No 200.0  137   34 101 Yes  No     Never
## 632 26.31464     Yes 170.0   96   51  91 Yes Yes     Never
## 633 24.44728      No 234.0  156   43 119  No  No     Never
## 634 28.57143     Yes 116.0   50   35 219  No Yes     Never
## 635 21.64127      No 208.0  201   40 406  No  No    Smoker
## 636 24.12175      No 224.0  156   40 141 Yes Yes     Never
## 637 41.22626     Yes 292.0  210   36 332 Yes  No    Smoker
## 638 25.10957     Yes 189.0  118   39 124  No Yes     Never
## 639 19.72104      No 178.0  100   51  73  No  No Ex-smoker
## 640 29.38468     Yes 241.0  157   57  68  No Yes Ex-smoker
## 641 25.78125     Yes 120.0   67   39  72  No  No    Smoker
## 642 28.01022     Yes 119.0   66   34  39  No Yes     Never
## 643 21.48438      No 166.0   82   53  64 Yes Yes     Never
## 644 27.06405     Yes 224.0  189   35  56  No Yes    Smoker
## 645 24.80159      No 174.0  118   37 112  No Yes    Smoker
## 646 27.96802     Yes 239.0  131   50 219  No  No Ex-smoker
## 647 27.96802     Yes 239.0  131   50 219  No  No Ex-smoker
## 648 25.23634     Yes 166.0  111   34  62  No  No     Never
## 649 22.22222      No 164.0  115   38  86  No  No Ex-smoker
## 650 27.34375     Yes 227.0  140   35 221 Yes Yes    Smoker
## 651 19.48696      No 166.0   93   34  34  No  No Ex-smoker
## 652 21.96712      No 215.0  134   32 241  No  No    Smoker
## 653 31.24605     Yes 120.0   55   19 225  No  No     Never
## 654 24.99890      No 263.0  183   42  80  No Yes     Never
## 655 26.56434     Yes 181.0  111   36 179  No  No     Never
## 656 23.43750      No 145.0  115   34  54  No  No    Smoker
## 657 27.11111     Yes 203.0  126   42  50 Yes Yes     Never
## 658 23.49524      No 234.0  198   54  77 Yes Yes     Never
## 659 33.44382     Yes 186.0  114   39  96  No  No    Smoker
## 660 22.59814      No 235.0  183   33  93  No  No     Never
## 661 24.03461      No 124.0   70   30 131 Yes Yes     Never
## 662 19.22338      No 189.0  125   47  40  No Yes     Never
## 663 19.95936      No 136.0   85   38  57  No Yes    Smoker
## 664 22.20633      No 207.0  140   26 105 Yes Yes    Smoker
## 665 21.98989      No 300.0  227   38 136  No  No    Smoker
## 666 21.45357      No 194.0  110   60  48  No  No Ex-smoker
## 667 19.48696      No 128.0   71   31  87  No  No     Never
## 669 24.21875      No 157.0   72   46 247 Yes Yes     Never
## 670 21.84701      No 251.0  122   44 450 Yes Yes    Smoker
## 671 26.29758     Yes 225.0  140   24 283  No  No Ex-smoker
## 672 20.51509      No 212.0  159   40  45  No  No    Smoker
## 673 26.95984     Yes 131.0   81   23 150  No Yes    Smoker
## 674 24.60973      No 158.0  107   33 165  No Yes    Smoker
## 675 23.87511      No 199.0  147   43  41  No  No     Never
## 676 25.63692     Yes 279.0  168   38 283 Yes  No     Never
## 677 24.02381      No 143.0   86   19 232 Yes  No     Never
## 678 18.59012      No 131.0   67   49  67  No  No Ex-smoker
## 679 25.30864     Yes 138.0   46   47  34  No  No Ex-smoker
## 680 19.55556      No 171.0   98   44  82 Yes Yes     Never
## 681 30.04082     Yes 297.0  125   33 584 Yes Yes Ex-smoker
## 682 23.05456      No 229.0  159   51 105 Yes  No    Smoker
## 683 24.15882      No 130.0  150   29 193 Yes Yes Ex-smoker
## 684 26.17188     Yes 170.0  115   40  39  No  No Ex-smoker
## 685 26.17519     Yes 169.0   77   28 377  No  No    Smoker
## 686 22.06035      No 262.0  162   41 261  No Yes    Smoker
## 688 27.58020     Yes 248.0  168   38 310  No Yes    Smoker
## 689 25.39022     Yes 240.0  161   58  74  No  No Ex-smoker
## 690 25.51020     Yes 175.0   96   34 219 Yes  No    Smoker
## 692 23.43750      No 199.0  141   29 161  No Yes     Never
## 693 23.12467      No 231.0   97   29  84  No Yes     Never
## 694 24.15882      No 136.0   78   27 164 Yes  No    Smoker
## 695 21.35991      No 157.0   85   46  75  No  No     Never
## 697 27.39226     Yes 186.0  134   33  96  No Yes Ex-smoker
## 698 25.92593     Yes 267.0  164   31 365 Yes  No    Smoker
## 699 23.18339      No 195.0  118   25 235 Yes  No    Smoker
## 700 17.64706      No 181.0  129   38  33  No Yes    Smoker
## 701 26.07897     Yes 251.0  166   36 246  No Yes Ex-smoker
## 702 18.68512      No 158.0  115   33  59  No  No    Smoker
## 703 27.58621     Yes 231.0  118   42 279  No Yes     Never
## 705 23.28342      No 157.0   90   32 161  No Yes     Never
## 706 28.53746     Yes 167.0   84   34  84  No Yes Ex-smoker
## 707 31.11111     Yes 204.0  139   27 139 Yes Yes     Never
## 708 22.43230      No 222.0  171   36  50  No Yes     Never
## 709 22.85714      No 171.0   94   46 124  No  No     Never
## 710 27.18090     Yes 221.0  157   36 183 Yes  No    Smoker
## 711 20.20202      No 181.0  124   45 143 Yes Yes    Smoker
## 712 23.43750      No 126.0   52   41 156 Yes  No     Never
## 713 23.18339      No 179.0  108   31 237 Yes Yes Ex-smoker
## 715 22.14533      No 204.0  105   28 304  No  No     Never
## 717 25.68956     Yes 108.0   63   31  53 Yes Yes Ex-smoker
## 718 27.85201     Yes 138.0   80   30 141  No  No    Smoker
## 719 26.56250     Yes 220.0  149   45 119 Yes  No     Never
## 720 25.90946     Yes 200.0  134   56 177 Yes Yes     Never
## 721 25.90946     Yes 197.0  130   36 177 Yes  No     Never
## 722 20.76125      No 132.0   75   37  63  No Yes    Smoker

# 2. 부분삭제 : 말이 na삭제지. na아닌것들만 골라내기
acs [ !is.na(acs$weight), ]

##     age    sex cardiogenicShock   entry              Dx   EF height weight
## 1    62   Male               No Femoral           STEMI 18.0  168.0  72.00
## 2    78 Female               No Femoral           STEMI 18.4  148.0  48.00
## 4    89 Female               No Femoral           STEMI 21.8  165.0  50.00
## 5    56   Male               No  Radial          NSTEMI 21.8  162.0  64.00
## 6    73 Female               No  Radial Unstable Angina 22.0  153.0  59.00
## 7    58   Male               No  Radial Unstable Angina 24.7  167.0  78.00
## 8    62   Male               No Femoral           STEMI 26.6  160.0  50.00
## 9    59 Female               No  Radial Unstable Angina 28.5  152.0  67.00
## 10   71   Male               No Femoral           STEMI 31.1  168.0  60.00
## 11   52   Male               No  Radial Unstable Angina 31.1  175.0  60.00
## 12   52 Female               No  Radial Unstable Angina 31.1  156.0  63.00
## 13   66   Male               No Femoral Unstable Angina 31.5  164.0  64.00
## 14   64 Female               No Femoral           STEMI 31.9  150.0  51.00
## 15   62 Female               No Femoral           STEMI 32.0  158.0  49.00
## 17   65   Male               No  Radial Unstable Angina 32.0  152.0  54.00
## 19   63   Male              Yes  Radial           STEMI 33.3  175.0  71.00
## 20   30   Male               No Femoral           STEMI 34.0  148.0  80.00
## 21   60   Male               No  Radial Unstable Angina 34.3  173.0  68.00
## 22   81   Male               No Femoral          NSTEMI 34.4  162.0  51.00
## 23   49   Male               No Femoral Unstable Angina 34.4  165.0  67.00
## 24   72 Female               No Femoral           STEMI 34.5  145.0  50.00
## 25   63   Male              Yes Femoral           STEMI 34.6  170.0  70.00
## 26   72 Female               No Femoral Unstable Angina 34.6  155.0  45.00
## 27   64   Male              Yes  Radial           STEMI 35.0  165.0  63.00
## 28   64   Male               No Femoral           STEMI 35.4  167.0  65.00
## 29   66   Male               No Femoral Unstable Angina 35.4  160.0  60.00
## 30   47   Male              Yes Femoral           STEMI 35.5  179.0  68.00
## 31   46 Female               No Femoral           STEMI 35.6  155.0  48.00
## 32   55   Male              Yes Femoral          NSTEMI 35.7  165.0  63.00
## 33   73   Male               No  Radial          NSTEMI 35.9  160.0  70.00
## 34   59   Male               No  Radial          NSTEMI 36.5  175.0  62.00
## 35   79 Female               No  Radial Unstable Angina 36.5  140.0  50.00
## 36   80   Male               No  Radial           STEMI 36.6  162.0  54.00
## 37   76 Female               No  Radial          NSTEMI 36.8  153.0  50.00
## 38   73   Male               No Femoral          NSTEMI 37.0  162.0  53.00
## 39   61 Female               No Femoral Unstable Angina 37.0  156.0  44.00
## 40   58   Male              Yes  Radial           STEMI 37.3  168.0  74.00
## 41   58   Male               No Femoral           STEMI 37.5  165.0  85.00
## 42   72 Female               No  Radial          NSTEMI 37.5  150.0  70.00
## 43   57   Male               No Femoral          NSTEMI 37.9  168.0  70.00
## 44   66   Male               No  Radial Unstable Angina 38.0  165.0  69.00
## 45   71   Male               No  Radial Unstable Angina 38.0  170.0  69.00
## 46   65 Female               No Femoral           STEMI 38.4  162.0  67.00
## 47   53   Male               No  Radial Unstable Angina 38.4  163.0  68.00
## 48   61 Female               No Femoral          NSTEMI 38.5  148.0  64.00
## 49   77   Male               No  Radial           STEMI 38.8  160.0  54.00
## 50   82   Male               No Femoral           STEMI 39.0  164.0  50.00
## 51   65   Male              Yes  Radial           STEMI 39.0  163.0  58.00
## 52   61   Male               No Femoral           STEMI 39.4  168.0  56.00
## 53   39   Male               No  Radial           STEMI 40.0  169.0  93.00
## 54   49   Male               No  Radial           STEMI 40.0  178.0  80.00
## 55   67   Male               No Femoral          NSTEMI 40.0  165.0  62.00
## 56   76   Male               No  Radial           STEMI 40.2  165.0  75.00
## 57   79 Female               No  Radial          NSTEMI 40.2  155.0  60.00
## 58   63   Male               No  Radial Unstable Angina 40.2  168.0  62.00
## 59   74 Female              Yes Femoral           STEMI 40.4  150.0  55.00
## 60   67   Male               No Femoral           STEMI 40.5  165.0  75.00
## 61   57   Male               No Femoral           STEMI 40.6  167.0  58.00
## 62   59   Male               No  Radial           STEMI 40.9  172.0  65.00
## 63   76   Male               No  Radial           STEMI 41.0  158.0  67.00
## 64   55   Male               No  Radial           STEMI 41.3  170.0  75.00
## 65   80 Female               No Femoral           STEMI 41.5  157.0  48.00
## 66   88 Female               No  Radial          NSTEMI 41.7  155.0  53.00
## 67   75 Female               No Femoral           STEMI 41.8  160.0  70.00
## 68   72   Male               No  Radial           STEMI 42.0  168.0  64.00
## 69   52   Male               No Femoral Unstable Angina 42.0  170.0  78.00
## 70   49   Male               No  Radial           STEMI 42.1  167.0  69.00
## 71   78   Male               No Femoral          NSTEMI 42.1  158.0  50.00
## 72   61 Female               No Femoral Unstable Angina 42.1  148.0  62.00
## 73   67 Female               No  Radial          NSTEMI 42.2  153.0  43.00
## 74   54   Male               No  Radial          NSTEMI 42.4  168.0  63.00
## 75   76 Female               No  Radial          NSTEMI 42.5  163.0  55.00
## 76   52   Male               No  Radial           STEMI 42.5  160.0  55.00
## 77   65   Male               No Femoral           STEMI 42.6  168.0  59.00
## 78   64   Male               No  Radial           STEMI 42.7  164.0  65.00
## 79   85   Male               No Femoral          NSTEMI 42.7  165.0  60.00
## 80   75 Female               No  Radial           STEMI 42.8  156.0  46.00
## 81   78 Female               No  Radial           STEMI 42.9  158.0  57.00
## 82   81   Male               No Femoral Unstable Angina 43.0  166.0  59.00
## 83   74 Female               No  Radial Unstable Angina 43.0  150.0  51.00
## 84   58   Male              Yes Femoral           STEMI 43.2  178.0  80.00
## 85   63 Female               No Femoral           STEMI 43.2  149.0  40.00
## 86   72 Female               No Femoral Unstable Angina 43.2  160.0  62.00
## 87   77   Male               No  Radial           STEMI 43.3  163.0  60.00
## 88   77   Male               No  Radial          NSTEMI 44.0  168.0  65.00
## 90   53   Male               No  Radial           STEMI 44.0  168.0  75.00
## 91   63 Female               No  Radial           STEMI 44.0  150.0  55.00
## 92   54   Male               No  Radial           STEMI 44.1  176.0  78.00
## 93   79 Female               No  Radial          NSTEMI 44.1  160.0  65.00
## 94   50   Male               No  Radial           STEMI 44.2  175.0  70.00
## 95   75   Male               No  Radial          NSTEMI 44.3  168.0  60.00
## 96   57   Male               No  Radial           STEMI 44.5  177.0  72.00
## 97   69   Male               No Femoral          NSTEMI 44.6  163.0  56.00
## 98   55   Male               No  Radial Unstable Angina 44.8  162.0  58.00
## 99   79   Male               No Femoral          NSTEMI 44.9  172.0  60.00
## 100  70   Male               No Femoral           STEMI 45.0  165.0  60.00
## 101  73   Male               No Femoral           STEMI 45.0  168.0  47.00
## 103  82 Female               No  Radial Unstable Angina 45.0  150.0  55.00
## 104  44   Male               No Femoral Unstable Angina 45.1  180.0  80.00
## 105  61   Male               No Femoral           STEMI 45.3  162.0  58.00
## 106  80 Female               No Femoral           STEMI 45.4  150.0  65.00
## 107  70 Female               No  Radial           STEMI 45.4  160.0  60.00
## 109  65   Male               No  Radial           STEMI 45.6  167.0  62.00
## 110  68   Male               No Femoral          NSTEMI 45.6  177.0  79.00
## 111  70   Male               No  Radial          NSTEMI 45.7  151.0  50.00
## 112  65   Male               No  Radial Unstable Angina 45.8  162.0  65.00
## 113  51   Male               No  Radial Unstable Angina 45.9  165.0  59.00
## 114  66   Male              Yes Femoral           STEMI 46.0  168.0  58.00
## 115  53   Male               No  Radial          NSTEMI 46.0  170.0  72.00
## 116  56   Male               No  Radial           STEMI 46.1  167.0  74.00
## 118  78 Female               No Femoral          NSTEMI 46.4  157.0  60.00
## 119  49   Male               No  Radial          NSTEMI 46.5  162.0  66.00
## 120  84 Female               No  Radial Unstable Angina 46.6  160.0  60.00
## 121  81   Male               No Femoral          NSTEMI 46.8  165.0  65.00
## 122  53   Male               No Femoral          NSTEMI 46.9  165.0  71.00
## 123  77   Male               No  Radial           STEMI 47.0  155.0  60.00
## 124  81   Male               No  Radial           STEMI 47.0  166.0  68.00
## 125  69   Male               No  Radial           STEMI 47.0  175.0  60.00
## 126  48 Female              Yes Femoral           STEMI 47.0  160.0  60.00
## 127  76   Male               No  Radial Unstable Angina 47.0  163.0  62.00
## 128  41   Male               No  Radial           STEMI 47.1  170.0  73.00
## 129  68   Male               No  Radial           STEMI 47.2  170.0  60.00
## 130  55   Male               No  Radial           STEMI 47.2  163.0  56.00
## 131  80 Female               No  Radial          NSTEMI 47.3  156.5  67.20
## 132  81   Male               No  Radial Unstable Angina 47.3  150.0  50.00
## 133  80 Female               No  Radial           STEMI 47.3  156.0  67.20
## 134  61   Male               No  Radial           STEMI 47.4  179.0  76.00
## 135  66   Male               No Femoral          NSTEMI 47.6  158.0  50.00
## 137  64   Male               No Femoral           STEMI 47.8  174.0  70.00
## 138  62   Male               No  Radial           STEMI 48.0  167.0  85.00
## 139  72 Female               No Femoral           STEMI 48.1  163.0  55.00
## 140  72 Female               No Femoral           STEMI 48.1  160.0  58.00
## 141  74 Female               No Femoral          NSTEMI 48.1  155.0  56.00
## 142  53 Female               No  Radial          NSTEMI 48.1  160.0  63.00
## 143  51   Male               No  Radial           STEMI 48.2  178.0  70.00
## 144  47   Male               No  Radial           STEMI 48.2  175.0  80.00
## 145  69 Female               No  Radial          NSTEMI 48.2  155.0  55.00
## 146  48   Male               No  Radial           STEMI 48.3  170.0  68.00
## 147  58   Male               No  Radial          NSTEMI 48.3  168.0  76.00
## 148  74   Male               No Femoral          NSTEMI 48.6  169.0  72.00
## 149  75   Male               No  Radial          NSTEMI 48.6  160.0  58.00
## 150  58   Male               No  Radial           STEMI 48.7  168.0  60.00
## 151  64   Male               No Femoral           STEMI 48.8  162.0  72.00
## 152  70   Male               No  Radial           STEMI 48.8  176.0  77.00
## 153  69 Female               No  Radial           STEMI 48.9  153.0  63.00
## 154  61   Male               No  Radial           STEMI 48.9  167.0  60.00
## 155  38   Male               No  Radial Unstable Angina 48.9  166.0  95.00
## 156  44   Male               No  Radial           STEMI 49.0  179.0  93.00
## 157  57   Male               No Femoral           STEMI 49.0  163.0  63.00
## 158  56   Male               No  Radial           STEMI 49.0  170.0  68.00
## 159  80   Male               No  Radial          NSTEMI 49.0  170.0  62.00
## 160  85 Female               No  Radial Unstable Angina 49.1  149.0  51.00
## 161  56 Female               No Femoral          NSTEMI 49.1  155.0  58.00
## 162  79   Male               No  Radial Unstable Angina 49.1  168.0  70.00
## 163  84 Female               No  Radial          NSTEMI 49.2  155.0  53.00
## 164  55   Male               No Femoral           STEMI 49.3  168.0  48.00
## 165  55   Male              Yes Femoral           STEMI 49.3  168.0  48.00
## 166  54   Male               No  Radial           STEMI 49.5  170.0  78.00
## 167  78 Female               No Femoral           STEMI 49.5  150.0  42.00
## 168  82 Female               No Femoral           STEMI 49.7  150.0  42.00
## 169  66   Male               No Femoral           STEMI 49.7  180.0  67.00
## 170  71   Male               No Femoral          NSTEMI 49.9  155.0  66.00
## 171  52   Male               No  Radial           STEMI 50.0  173.0  70.00
## 172  57   Male               No Femoral          NSTEMI 50.0  175.0  84.00
## 173  82   Male               No Femoral          NSTEMI 50.0  165.0  61.00
## 174  76   Male               No Femoral Unstable Angina 50.0  160.0  56.00
## 175  49   Male               No Femoral           STEMI 50.1  164.0  65.00
## 176  62 Female               No  Radial          NSTEMI 50.1  150.0  46.00
## 177  57   Male               No  Radial           STEMI 50.3  165.0  68.00
## 178  57   Male               No  Radial          NSTEMI 50.3  174.0  67.00
## 179  81 Female               No  Radial           STEMI 50.4  164.0  50.00
## 180  53   Male               No  Radial           STEMI 50.4  176.0  74.00
## 181  72   Male              Yes Femoral           STEMI 50.5  173.0  74.00
## 182  78   Male               No  Radial Unstable Angina 50.5  170.0  60.00
## 183  53   Male               No  Radial Unstable Angina 50.6  157.0  80.00
## 184  63 Female               No  Radial           STEMI 50.8  151.0  52.00
## 185  74 Female              Yes  Radial           STEMI 51.0  149.0  50.00
## 186  54   Male               No  Radial           STEMI 51.0  163.0  72.00
## 187  81 Female               No  Radial           STEMI 51.2  150.0  45.00
## 188  63 Female               No Femoral           STEMI 51.3  156.0  61.00
## 189  81 Female               No  Radial Unstable Angina 51.3  145.0  45.00
## 190  67   Male               No Femoral           STEMI 51.5  175.0  73.00
## 191  69 Female               No Femoral           STEMI 51.5  158.0  55.00
## 192  58   Male               No Femoral           STEMI 51.6  170.0  60.00
## 193  70 Female               No Femoral Unstable Angina 51.6  150.0  45.00
## 194  56   Male               No Femoral           STEMI 51.7  172.0  80.00
## 195  63   Male               No Femoral           STEMI 51.7  165.0  60.00
## 196  54 Female               No  Radial          NSTEMI 51.7  154.0  66.00
## 197  77   Male               No  Radial Unstable Angina 51.9  165.0  60.00
## 198  55   Male               No  Radial           STEMI 52.0  164.0  60.00
## 199  48   Male               No  Radial           STEMI 52.0  165.0  75.00
## 200  62   Male               No  Radial           STEMI 52.0  170.0  62.00
## 201  65   Male              Yes  Radial           STEMI 52.0  160.0  65.00
## 202  77   Male               No Femoral           STEMI 52.0  172.0  53.00
## 203  54   Male               No  Radial           STEMI 52.0  175.0  80.00
## 204  38   Male               No  Radial           STEMI 52.1  174.0  90.00
## 205  70 Female               No  Radial Unstable Angina 52.2  141.0  63.00
## 206  49   Male               No  Radial           STEMI 52.4  177.0  86.00
## 207  69 Female               No  Radial Unstable Angina 52.4  155.0  60.00
## 208  67   Male               No  Radial Unstable Angina 52.4  160.0  50.00
## 209  36   Male               No Femoral           STEMI 52.5  184.0  76.00
## 210  70   Male              Yes  Radial           STEMI 52.6  165.0  60.00
## 211  62   Male               No  Radial           STEMI 52.6  161.0  58.00
## 212  56   Male               No  Radial           STEMI 52.8  165.0  73.00
## 213  51   Male               No Femoral           STEMI 52.8  176.0  72.00
## 214  64 Female               No Femoral          NSTEMI 52.9  155.0  58.00
## 215  75   Male               No  Radial           STEMI 53.0  170.0  55.00
## 216  41   Male               No  Radial Unstable Angina 53.0  171.0  86.00
## 217  53   Male               No  Radial           STEMI 53.0  165.0  70.00
## 218  78 Female               No Femoral           STEMI 53.0  160.0  70.00
## 219  51 Female               No  Radial Unstable Angina 53.0  160.0  63.00
## 221  66   Male               No Femoral Unstable Angina 53.2  164.0  54.00
## 222  68   Male               No Femoral           STEMI 53.5  160.0  59.00
## 223  61   Male               No Femoral           STEMI 53.6  158.0  65.00
## 224  59   Male               No  Radial          NSTEMI 53.6  165.0  68.00
## 225  77 Female               No  Radial          NSTEMI 53.7  155.0  55.00
## 226  49 Female               No  Radial           STEMI 53.8  156.0  46.00
## 227  57   Male               No Femoral Unstable Angina 53.8  169.0  55.00
## 228  52   Male               No  Radial           STEMI 54.0  165.0  70.00
## 229  77 Female               No Femoral           STEMI 54.0  160.0  58.00
## 230  56   Male               No  Radial           STEMI 54.0  169.0  70.00
## 231  46 Female               No  Radial           STEMI 54.0  158.0  57.00
## 232  71 Female               No Femoral Unstable Angina 54.0  140.0  47.00
## 233  62 Female               No Femoral Unstable Angina 54.0  161.0  66.00
## 234  41   Male               No  Radial           STEMI 54.2  178.0  72.00
## 235  69 Female               No  Radial          NSTEMI 54.2  155.0  45.00
## 236  56   Male               No  Radial          NSTEMI 54.2  170.0  71.00
## 237  70 Female               No  Radial Unstable Angina 54.3  155.0  60.00
## 238  67 Female               No  Radial           STEMI 54.5  155.0  66.00
## 239  70 Female               No  Radial Unstable Angina 54.6  145.0  45.00
## 240  78   Male               No Femoral Unstable Angina 54.6  175.0  74.00
## 241  87   Male               No  Radial Unstable Angina 54.7  165.0  62.00
## 242  81 Female               No  Radial           STEMI 54.8  160.0  58.00
## 244  56   Male               No  Radial          NSTEMI 54.8  170.0  76.00
## 245  78 Female               No Femoral Unstable Angina 54.8  151.0  60.00
## 246  47   Male               No Femoral           STEMI 54.9  178.0  68.00
## 247  60   Male               No  Radial           STEMI 54.9  183.0  83.00
## 248  69   Male               No Femoral Unstable Angina 54.9  164.0  87.00
## 249  61   Male               No  Radial           STEMI 55.0  160.0  65.00
## 250  52   Male               No  Radial           STEMI 55.0  177.0  85.00
## 251  61   Male               No Femoral           STEMI 55.0  170.0  74.00
## 252  58   Male               No Femoral           STEMI 55.0  168.0  61.00
## 253  51   Male               No Femoral          NSTEMI 55.0  160.0  81.00
## 254  58   Male               No  Radial          NSTEMI 55.0  174.0  74.00
## 255  35   Male               No  Radial Unstable Angina 55.0  170.0  87.00
## 256  71   Male               No  Radial           STEMI 55.1  166.0  60.00
## 257  46   Male               No  Radial          NSTEMI 55.1  165.0  63.00
## 258  40   Male               No Femoral Unstable Angina 55.1  175.0  80.00
## 259  57   Male               No  Radial Unstable Angina 55.1  160.0  70.00
## 260  70   Male               No  Radial Unstable Angina 55.1  169.0  78.00
## 261  71   Male               No  Radial           STEMI 55.2  165.0  50.00
## 262  45 Female               No Femoral Unstable Angina 55.2  150.0  45.00
## 263  43   Male               No  Radial          NSTEMI 55.3  180.0  78.00
## 264  41   Male               No Femoral           STEMI 55.4  170.0  69.00
## 265  57   Male               No  Radial Unstable Angina 55.4  153.0  53.00
## 266  74   Male               No Femoral Unstable Angina 55.4  165.0  68.00
## 267  60   Male               No  Radial           STEMI 55.5  172.0  85.00
## 268  57   Male               No Femoral          NSTEMI 55.5  169.0  68.00
## 269  51   Male               No Femoral          NSTEMI 55.5  178.0  85.00
## 270  37   Male               No Femoral           STEMI 55.6  174.0  75.00
## 271  90 Female               No  Radial Unstable Angina 55.6  141.0  52.00
## 272  76   Male              Yes Femoral           STEMI 55.7  172.0  82.00
## 273  58   Male              Yes  Radial           STEMI 55.7  162.0  60.00
## 274  69 Female               No Femoral           STEMI 55.7  150.0  65.00
## 275  70 Female               No  Radial           STEMI 55.7  160.0  58.00
## 276  50   Male               No Femoral          NSTEMI 55.7  170.0  72.00
## 277  74   Male               No  Radial          NSTEMI 55.8  168.0  73.00
## 278  73   Male               No  Radial Unstable Angina 55.8  175.0  84.00
## 280  60   Male               No  Radial           STEMI 55.9  160.0  50.00
## 281  60   Male               No  Radial           STEMI 55.9  173.0  67.00
## 282  85 Female               No  Radial           STEMI 55.9  154.0  55.00
## 284  72   Male               No  Radial Unstable Angina 56.0  178.0  70.00
## 285  70   Male               No  Radial           STEMI 56.0  165.0  74.00
## 286  49   Male               No  Radial Unstable Angina 56.0  177.0  82.00
## 287  70   Male               No  Radial Unstable Angina 56.0  166.0  67.00
## 288  49   Male               No  Radial Unstable Angina 56.0  177.0  82.00
## 289  53   Male               No  Radial Unstable Angina 56.0  174.0  67.00
## 290  74 Female               No Femoral Unstable Angina 56.0  150.0  57.00
## 291  49   Male               No Femoral          NSTEMI 56.0  172.0  74.00
## 292  43   Male               No  Radial           STEMI 56.1  183.0  81.00
## 293  43   Male               No Femoral           STEMI 56.1  173.0  93.00
## 294  68   Male               No  Radial Unstable Angina 56.1  162.5  53.30
## 295  68   Male               No  Radial Unstable Angina 56.1  162.5  53.30
## 296  78   Male               No Femoral          NSTEMI 56.1  160.0  70.00
## 297  35   Male               No  Radial           STEMI 56.2  171.0  70.00
## 298  52   Male               No Femoral Unstable Angina 56.2  170.0  62.00
## 299  58   Male               No Femoral Unstable Angina 56.2  165.0  78.00
## 300  67   Male               No  Radial Unstable Angina 56.2  170.0  62.00
## 301  76 Female               No Femoral Unstable Angina 56.2  143.0  48.00
## 302  56   Male               No  Radial          NSTEMI 56.3  163.0  62.00
## 303  55   Male               No  Radial           STEMI 56.3  178.0  81.00
## 304  72   Male               No  Radial           STEMI 56.3  165.0  64.00
## 305  46   Male               No  Radial          NSTEMI 56.3  169.0  55.00
## 306  78 Female               No  Radial          NSTEMI 56.4  149.0  50.00
## 307  58   Male               No Femoral           STEMI 56.4  160.0  67.00
## 308  58   Male               No Femoral Unstable Angina 56.4  174.0  70.00
## 309  62   Male               No  Radial Unstable Angina 56.4  160.0  60.00
## 310  83 Female               No Femoral           STEMI 56.5  160.0  65.00
## 311  62   Male               No  Radial           STEMI 56.5  165.0  75.00
## 312  65 Female               No  Radial           STEMI 56.5  158.0  59.00
## 313  50   Male               No  Radial Unstable Angina 56.5  174.0  78.00
## 314  61   Male               No  Radial Unstable Angina 56.5  130.0  70.00
## 315  86 Female               No  Radial Unstable Angina 56.5  155.0  58.00
## 316  52   Male               No  Radial Unstable Angina 56.5  168.0  79.00
## 317  65   Male               No  Radial Unstable Angina 56.5  169.0  63.00
## 318  68   Male               No  Radial Unstable Angina 56.5  164.0  63.00
## 319  46   Male               No  Radial Unstable Angina 56.6  165.0  71.00
## 320  61   Male               No Femoral           STEMI 56.6  158.0  50.00
## 321  57   Male               No Femoral           STEMI 56.7  170.0  89.00
## 322  40   Male               No  Radial           STEMI 56.7  173.0  76.00
## 323  69 Female               No Femoral          NSTEMI 56.7  158.0  80.00
## 324  71 Female               No  Radial           STEMI 56.8  144.0  45.00
## 325  63   Male               No  Radial Unstable Angina 56.8  175.0  81.00
## 326  52   Male               No Femoral           STEMI 56.9  175.0  83.00
## 327  41   Male               No  Radial Unstable Angina 56.9  178.0  87.00
## 328  55   Male               No Femoral           STEMI 57.0  175.0  68.00
## 330  77   Male               No Femoral Unstable Angina 57.1  168.0  63.00
## 331  67 Female               No  Radial Unstable Angina 57.2  168.0  52.00
## 332  65   Male               No Femoral Unstable Angina 57.2  160.0  63.00
## 333  73   Male               No  Radial Unstable Angina 57.2  160.0  59.00
## 334  72   Male               No Femoral Unstable Angina 57.3  161.0  63.00
## 335  61   Male               No Femoral Unstable Angina 57.3  169.0  61.00
## 336  70 Female               No Femoral Unstable Angina 57.3  145.0  45.00
## 337  59   Male               No  Radial Unstable Angina 57.3  159.0  57.00
## 338  59   Male               No  Radial Unstable Angina 57.3  160.0  70.00
## 339  47   Male               No  Radial           STEMI 57.4  170.0  70.00
## 340  64   Male               No  Radial           STEMI 57.4  168.0  57.00
## 341  44   Male               No Femoral           STEMI 57.4  180.0  97.00
## 342  53 Female               No  Radial Unstable Angina 57.4  151.0  58.00
## 343  69   Male               No Femoral Unstable Angina 57.6  159.0  66.00
## 344  58   Male               No Femoral Unstable Angina 57.6  162.0  73.00
## 345  64 Female               No  Radial Unstable Angina 57.7  165.0  74.00
## 346  77 Female               No Femoral Unstable Angina 57.8  158.0  60.00
## 347  48   Male               No  Radial Unstable Angina 57.9  171.0  77.00
## 348  62   Male               No  Radial           STEMI 57.9  168.0  73.00
## 349  66   Male               No  Radial           STEMI 58.0  175.0  82.00
## 351  69   Male               No Femoral           STEMI 58.0  163.0  65.00
## 352  68   Male               No  Radial           STEMI 58.0  165.0  63.00
## 353  41   Male               No  Radial Unstable Angina 58.0  169.0  70.00
## 354  68 Female               No Femoral          NSTEMI 58.0  155.0  51.00
## 355  75   Male               No  Radial          NSTEMI 58.0  177.0  73.00
## 356  73   Male               No  Radial          NSTEMI 58.0  165.0  60.00
## 357  56   Male               No  Radial           STEMI 58.1  168.0  65.00
## 358  46   Male              Yes Femoral           STEMI 58.1  170.0  76.00
## 359  55   Male               No  Radial           STEMI 58.1  163.0  68.00
## 360  61   Male               No Femoral           STEMI 58.1  168.0  74.00
## 361  68 Female               No  Radial Unstable Angina 58.1  158.0  60.00
## 362  55   Male               No Femoral Unstable Angina 58.1  170.0  70.00
## 363  57 Female               No Femoral           STEMI 58.2  164.0  68.00
## 364  50   Male               No  Radial Unstable Angina 58.2  165.0  78.00
## 365  69   Male               No  Radial Unstable Angina 58.2  173.0  74.00
## 366  44   Male               No  Radial           STEMI 58.3  175.0  90.00
## 367  38   Male               No  Radial           STEMI 58.3  173.0  95.00
## 368  83   Male               No  Radial           STEMI 58.3  165.0  67.00
## 369  70   Male               No  Radial           STEMI 58.3  168.0  70.00
## 370  76 Female               No Femoral           STEMI 58.4  145.0  56.00
## 371  53 Female               No  Radial Unstable Angina 58.4  165.0  75.00
## 372  37   Male               No  Radial          NSTEMI 58.4  163.0  66.00
## 373  49   Male               No  Radial          NSTEMI 58.4  158.0  56.00
## 374  57   Male               No  Radial           STEMI 58.5  170.0  75.00
## 375  51   Male               No  Radial          NSTEMI 58.5  169.0  68.00
## 376  64   Male               No  Radial           STEMI 58.6  157.0  64.00
## 377  53   Male               No  Radial           STEMI 58.6  168.0  62.00
## 378  77   Male               No Femoral Unstable Angina 58.6  160.0  59.00
## 379  46 Female               No Femoral          NSTEMI 58.6  155.0  55.00
## 380  65 Female               No  Radial           STEMI 58.7  160.0  67.00
## 381  65 Female               No  Radial           STEMI 58.7  160.0  67.00
## 382  77 Female               No Femoral           STEMI 58.7  150.0  50.00
## 384  67 Female               No  Radial Unstable Angina 58.7  150.0  50.00
## 385  37   Male               No  Radial           STEMI 58.8  170.0 106.00
## 386  73   Male               No  Radial           STEMI 58.8  160.0  45.00
## 387  51   Male               No  Radial          NSTEMI 58.8  175.0  69.00
## 388  61   Male               No  Radial          NSTEMI 58.8  164.0  78.00
## 389  71   Male               No Femoral          NSTEMI 58.8  168.0  70.00
## 390  81 Female               No  Radial           STEMI 58.9  148.0  45.00
## 391  58   Male               No Femoral           STEMI 58.9  170.0  65.00
## 392  71   Male               No  Radial Unstable Angina 58.9  172.0  80.00
## 394  64 Female               No  Radial           STEMI 59.0  165.0  71.00
## 395  59 Female               No  Radial           STEMI 59.0  158.0  60.00
## 396  51   Male               No Femoral           STEMI 59.0  170.0  60.00
## 397  86   Male               No Femoral           STEMI 59.0  165.0  55.00
## 398  60   Male               No  Radial Unstable Angina 59.0  163.0  62.00
## 399  60 Female               No Femoral Unstable Angina 59.0  151.0  66.00
## 400  71 Female               No Femoral Unstable Angina 59.0  154.0  52.00
## 401  56   Male               No  Radial Unstable Angina 59.0  160.0  62.00
## 402  42   Male               No  Radial          NSTEMI 59.1  172.0  73.00
## 403  68   Male               No Femoral Unstable Angina 59.1  177.0  78.00
## 404  46 Female               No  Radial Unstable Angina 59.1  150.0  60.00
## 406  72   Male               No Femoral Unstable Angina 59.1  170.0  56.00
## 407  66   Male               No Femoral           STEMI 59.2  170.0  65.00
## 408  81   Male               No  Radial Unstable Angina 59.2  167.0  50.00
## 409  60 Female               No Femoral Unstable Angina 59.2  159.0  85.00
## 410  52   Male               No  Radial           STEMI 59.3  163.0  70.00
## 411  75 Female               No  Radial Unstable Angina 59.3  155.0  55.00
## 412  48 Female               No  Radial          NSTEMI 59.3  158.0  53.00
## 413  44   Male               No  Radial Unstable Angina 59.3  176.0  82.00
## 414  78 Female               No  Radial Unstable Angina 59.3  155.0  57.00
## 415  79   Male               No Femoral           STEMI 59.4  168.0  60.00
## 416  58   Male               No  Radial Unstable Angina 59.4  160.0  69.00
## 417  60   Male               No  Radial Unstable Angina 59.4  174.0  80.00
## 418  64   Male               No  Radial          NSTEMI 59.4  167.0  62.00
## 419  57   Male               No  Radial          NSTEMI 59.4  168.0  73.00
## 420  60   Male               No  Radial          NSTEMI 59.4  167.0  66.00
## 421  72   Male               No  Radial Unstable Angina 59.5  165.0  78.00
## 422  57   Male               No Femoral Unstable Angina 59.5  169.0  75.00
## 423  79 Female               No Femoral Unstable Angina 59.5  150.0  55.00
## 424  59   Male               No  Radial Unstable Angina 59.5  174.0  78.00
## 425  65   Male               No  Radial Unstable Angina 59.5  167.0  74.00
## 426  61   Male               No  Radial Unstable Angina 59.5  167.0  68.00
## 427  75 Female               No  Radial Unstable Angina 59.5  152.0  61.00
## 428  55   Male               No  Radial          NSTEMI 59.6  165.0  52.00
## 429  50   Male               No Femoral Unstable Angina 59.6  160.0  67.00
## 430  45   Male               No Femoral Unstable Angina 59.6  173.0  72.00
## 431  81 Female               No  Radial Unstable Angina 59.6  150.0  49.00
## 432  52   Male               No  Radial Unstable Angina 59.6  163.0  65.00
## 433  55   Male               No  Radial          NSTEMI 59.7  166.0  65.00
## 434  59   Male               No Femoral Unstable Angina 59.7  161.0  68.00
## 435  54 Female               No  Radial Unstable Angina 59.7  154.0  65.00
## 436  72   Male               No  Radial Unstable Angina 59.7  162.0  64.00
## 437  56   Male               No  Radial           STEMI 59.8  170.0  80.00
## 438  65 Female               No Femoral           STEMI 59.8  145.0  45.00
## 440  49   Male               No  Radial Unstable Angina 59.8  180.0  97.00
## 441  51   Male               No Femoral          NSTEMI 59.8  172.0  70.00
## 442  48   Male              Yes Femoral           STEMI 59.9  173.0  67.00
## 443  56 Female               No  Radial Unstable Angina 59.9  159.0  65.00
## 444  65   Male               No Femoral Unstable Angina 59.9  168.0  65.00
## 445  68   Male               No  Radial           STEMI 60.0  175.0  75.00
## 446  73 Female               No Femoral           STEMI 60.0  150.0  44.00
## 447  68 Female               No  Radial           STEMI 60.0  158.0  76.00
## 448  64   Male              Yes  Radial           STEMI 60.0  165.0  63.00
## 449  71 Female               No  Radial Unstable Angina 60.0  145.0  50.00
## 450  53   Male               No Femoral Unstable Angina 60.0  173.0  71.00
## 451  74 Female               No  Radial Unstable Angina 60.0  140.0  45.00
## 452  58   Male               No  Radial          NSTEMI 60.0  170.0  75.00
## 453  55   Male               No  Radial Unstable Angina 60.0  167.0  62.00
## 455  48   Male               No Femoral           STEMI 60.1  164.0  72.00
## 456  75   Male               No  Radial Unstable Angina 60.1  163.0  50.00
## 457  28   Male               No  Radial          NSTEMI 60.1  168.0  52.00
## 458  62 Female               No  Radial Unstable Angina 60.1  155.0  60.00
## 459  62   Male               No Femoral           STEMI 60.2  160.0  50.00
## 460  79 Female              Yes  Radial           STEMI 60.2  155.0  60.00
## 461  53   Male               No  Radial Unstable Angina 60.2  162.0  68.00
## 462  67   Male               No  Radial Unstable Angina 60.2  163.0  60.00
## 463  68   Male               No  Radial Unstable Angina 60.2  173.0  75.00
## 464  70 Female               No  Radial Unstable Angina 60.2  152.0  56.00
## 465  54   Male               No  Radial Unstable Angina 60.2  162.0  67.00
## 466  76 Female               No  Radial Unstable Angina 60.4  155.0  55.00
## 467  47   Male               No  Radial          NSTEMI 60.4  175.0  76.00
## 468  56   Male               No  Radial          NSTEMI 60.5  172.0  61.00
## 469  70   Male               No Femoral Unstable Angina 60.5  168.0  65.00
## 470  68 Female               No  Radial           STEMI 60.6  164.0  75.00
## 471  79 Female               No  Radial Unstable Angina 60.6  148.0  40.00
## 472  47   Male               No Femoral          NSTEMI 60.6  170.0  78.00
## 473  62   Male              Yes Femoral           STEMI 60.7  171.0  48.00
## 474  66   Male               No  Radial Unstable Angina 60.7  169.0  63.00
## 475  48   Male               No  Radial Unstable Angina 60.7  171.0  62.00
## 476  73   Male               No  Radial Unstable Angina 60.8  170.0  70.00
## 477  81   Male              Yes  Radial           STEMI 61.0  170.0  77.00
## 478  77   Male               No  Radial           STEMI 61.0  167.0  66.00
## 479  73 Female               No Femoral           STEMI 61.0  160.0  60.00
## 480  49 Female               No Femoral           STEMI 61.0  157.0  55.00
## 481  68   Male               No Femoral           STEMI 61.0  170.0  75.00
## 482  36   Male               No Femoral           STEMI 61.0  178.0  68.00
## 483  65 Female               No  Radial Unstable Angina 61.0  164.0  62.00
## 484  75   Male               No  Radial Unstable Angina 61.0  165.0  72.00
## 485  50   Male               No  Radial Unstable Angina 61.0  170.0  60.00
## 486  75   Male               No  Radial Unstable Angina 61.0  165.0  72.00
## 487  73 Female               No Femoral Unstable Angina 61.0  152.0  57.00
## 488  85 Female               No  Radial Unstable Angina 61.0  153.0  65.00
## 490  43 Female               No  Radial Unstable Angina 61.0  164.0  56.00
## 491  57   Male               No  Radial Unstable Angina 61.0  168.0  72.00
## 492  55   Male               No  Radial Unstable Angina 61.0  168.0  82.00
## 493  81   Male               No  Radial           STEMI 61.0  170.0  77.00
## 494  55   Male               No Femoral           STEMI 61.1  176.0  90.00
## 495  59   Male               No  Radial Unstable Angina 61.2  175.0  78.00
## 496  79 Female               No  Radial Unstable Angina 61.2  140.0  45.00
## 497  58   Male               No  Radial Unstable Angina 61.2  166.0  63.00
## 498  63 Female               No Femoral          NSTEMI 61.3  153.0  90.00
## 499  58   Male              Yes  Radial           STEMI 61.3  161.0  66.00
## 500  63 Female              Yes Femoral           STEMI 61.3  159.0  63.00
## 501  52   Male               No  Radial           STEMI 61.3  163.0  64.00
## 502  64 Female               No  Radial Unstable Angina 61.3  155.0  46.00
## 503  62   Male               No  Radial          NSTEMI 61.3  165.0  72.00
## 504  67   Male               No  Radial           STEMI 61.4  163.0  66.00
## 505  65   Male               No  Radial          NSTEMI 61.4  173.0  67.00
## 506  51   Male               No Femoral Unstable Angina 61.4  173.0  79.00
## 507  48 Female               No  Radial           STEMI 61.5  165.0  58.00
## 508  42 Female               No Femoral          NSTEMI 61.5  160.0  73.00
## 510  78   Male               No Femoral          NSTEMI 61.5  178.0  73.00
## 511  75   Male               No  Radial           STEMI 61.6  162.0  45.00
## 512  61 Female               No  Radial           STEMI 61.6  155.0  75.00
## 513  45   Male               No  Radial           STEMI 61.6  166.0  70.00
## 514  55 Female               No Femoral          NSTEMI 61.6  153.0  62.00
## 515  42   Male               No  Radial          NSTEMI 61.6  163.0  71.00
## 516  82 Female               No Femoral          NSTEMI 61.7  150.0  50.00
## 517  53   Male               No  Radial          NSTEMI 61.7  164.0  70.00
## 518  49 Female               No  Radial Unstable Angina 61.7  162.0  67.00
## 519  75 Female               No  Radial           STEMI 61.8  157.0  61.00
## 520  79 Female               No Femoral          NSTEMI 61.8  140.0  66.00
## 521  47 Female               No  Radial           STEMI 61.8  153.0  70.00
## 522  83 Female               No  Radial          NSTEMI 61.8  149.0  49.00
## 523  78   Male               No  Radial          NSTEMI 61.8  165.0  70.00
## 524  82 Female               No Femoral          NSTEMI 61.8  158.0  65.00
## 525  80 Female               No Femoral           STEMI 61.9  156.0  57.00
## 526  80 Female               No Femoral           STEMI 61.9  156.0  57.00
## 527  58   Male               No  Radial          NSTEMI 61.9  177.0  79.00
## 528  69 Female               No Femoral          NSTEMI 61.9  158.0  64.00
## 529  67   Male               No  Radial           STEMI 62.0  165.0  56.00
## 530  51   Male               No  Radial           STEMI 62.0  170.0  95.00
## 531  62   Male               No  Radial           STEMI 62.0  170.0  80.00
## 533  59   Male               No  Radial          NSTEMI 62.0  168.0  75.00
## 534  44 Female               No  Radial Unstable Angina 62.0  150.0  51.00
## 535  56   Male               No  Radial Unstable Angina 62.0  170.0  75.00
## 536  49   Male               No  Radial Unstable Angina 62.0  172.0  68.00
## 537  59   Male               No  Radial          NSTEMI 62.2  172.0  86.00
## 538  48 Female               No  Radial Unstable Angina 62.2  153.0  51.00
## 539  47 Female               No  Radial Unstable Angina 62.2  160.0  58.00
## 540  56   Male               No  Radial Unstable Angina 62.2  174.0  83.00
## 541  81   Male               No  Radial           STEMI 62.3  172.0  55.00
## 542  51 Female               No Femoral           STEMI 62.4  161.0  63.00
## 543  85 Female               No  Radial Unstable Angina 62.4  130.0  30.00
## 544  74   Male               No  Radial Unstable Angina 62.4  163.0  71.00
## 545  50 Female               No  Radial Unstable Angina 62.4  152.0  60.00
## 546  56 Female               No Femoral Unstable Angina 62.5  157.0  58.00
## 547  64   Male               No  Radial Unstable Angina 62.6  162.0  80.00
## 548  55 Female               No Femoral Unstable Angina 62.6  154.0  72.00
## 549  50   Male               No  Radial          NSTEMI 62.6  168.0  63.00
## 550  84   Male               No Femoral           STEMI 62.7  168.0  79.00
## 551  64   Male               No  Radial Unstable Angina 62.7  163.0  62.00
## 552  70   Male               No  Radial          NSTEMI 62.7  165.0  65.00
## 553  68 Female               No  Radial Unstable Angina 62.7  148.0  52.00
## 554  48   Male               No  Radial Unstable Angina 62.8  164.0  60.00
## 555  61   Male               No  Radial Unstable Angina 62.8  165.0  67.00
## 556  49 Female               No Femoral Unstable Angina 62.8  150.0  48.00
## 557  55   Male               No Femoral          NSTEMI 62.9  164.0  73.00
## 559  78   Male               No  Radial           STEMI 63.0  160.0  58.00
## 560  87 Female               No Femoral Unstable Angina 63.0  140.0  42.00
## 561  75   Male               No Femoral Unstable Angina 63.0  153.0  63.00
## 562  76 Female               No  Radial Unstable Angina 63.0  153.0  50.00
## 563  66   Male               No Femoral Unstable Angina 63.0  168.0  61.00
## 564  80   Male               No  Radial Unstable Angina 63.0  170.0  78.00
## 565  52 Female               No Femoral Unstable Angina 63.0  158.0  60.00
## 566  70 Female               No Femoral           STEMI 63.1  153.0  43.00
## 567  52   Male               No  Radial           STEMI 63.1  172.0  76.00
## 568  75 Female               No  Radial Unstable Angina 63.1  144.0  39.00
## 569  51   Male               No  Radial Unstable Angina 63.2  168.0  62.00
## 570  41   Male               No  Radial           STEMI 63.3  163.0  64.00
## 571  64 Female               No  Radial          NSTEMI 63.3  155.0  62.00
## 572  62 Female               No  Radial           STEMI 63.4  156.0  52.00
## 573  70 Female               No  Radial           STEMI 63.4  160.0  62.00
## 574  63 Female              Yes Femoral           STEMI 63.4  150.0  66.00
## 575  67 Female               No  Radial Unstable Angina 63.4  147.0  51.00
## 576  80 Female               No  Radial          NSTEMI 63.4  158.0  51.00
## 577  80 Female               No  Radial Unstable Angina 63.4  148.0  57.00
## 578  49 Female               No Femoral Unstable Angina 63.5  159.0  63.00
## 580  49   Male               No  Radial Unstable Angina 63.5  170.0  68.00
## 581  72   Male               No Femoral Unstable Angina 63.5  160.0  58.00
## 582  79 Female               No Femoral          NSTEMI 63.6  154.0  61.00
## 583  78 Female               No Femoral Unstable Angina 63.6  145.0  58.00
## 584  54   Male               No  Radial          NSTEMI 63.7  175.0  74.00
## 585  65   Male               No  Radial Unstable Angina 63.7  170.0  77.00
## 586  62   Male               No Femoral Unstable Angina 63.7  182.0  66.00
## 587  62   Male               No  Radial Unstable Angina 63.7  168.0  64.00
## 588  70   Male              Yes Femoral           STEMI 63.8  172.0  72.00
## 589  67   Male               No  Radial Unstable Angina 63.8  166.0  45.00
## 590  75 Female               No  Radial          NSTEMI 63.8  153.0  55.00
## 591  67   Male               No  Radial Unstable Angina 63.8  166.0  45.00
## 592  69   Male               No  Radial          NSTEMI 63.8  158.0  65.00
## 594  54   Male               No Femoral Unstable Angina 63.8  151.0  68.00
## 595  62   Male               No  Radial Unstable Angina 63.9  172.0  76.00
## 596  65 Female               No Femoral Unstable Angina 63.9  150.0  43.00
## 597  78 Female               No  Radial Unstable Angina 63.9  150.0  40.00
## 598  57   Male               No  Radial          NSTEMI 64.0  163.0  55.00
## 599  51   Male               No  Radial          NSTEMI 64.0  176.0  80.00
## 600  74   Male               No  Radial          NSTEMI 64.0  168.0  70.00
## 601  78 Female               No  Radial Unstable Angina 64.0  155.0  60.00
## 602  71 Female               No Femoral Unstable Angina 64.0  150.0  48.00
## 603  65 Female               No  Radial          NSTEMI 64.0  161.0  51.00
## 604  85   Male               No  Radial Unstable Angina 64.1  171.0  60.00
## 605  44   Male               No  Radial Unstable Angina 64.2  176.0  73.00
## 606  54   Male               No  Radial Unstable Angina 64.2  170.0  66.00
## 607  73 Female               No  Radial Unstable Angina 64.2  165.0  62.00
## 608  53   Male               No Femoral Unstable Angina 64.2  160.0  63.00
## 609  59   Male               No Femoral Unstable Angina 64.2  170.0  85.00
## 610  68 Female               No  Radial Unstable Angina 64.3  154.0  76.00
## 611  49   Male               No  Radial Unstable Angina 64.3  185.0 100.00
## 612  59   Male               No  Radial Unstable Angina 64.3  174.0  67.00
## 613  65   Male               No  Radial          NSTEMI 64.3  160.0  70.80
## 614  75 Female               No  Radial Unstable Angina 64.3  158.0  67.00
## 615  74 Female               No Femoral           STEMI 64.5  150.0  59.00
## 616  67 Female               No  Radial Unstable Angina 64.5  165.0  66.00
## 617  57 Female               No Femoral Unstable Angina 64.5  150.0  65.00
## 618  51 Female               No Femoral Unstable Angina 64.6  164.0  42.00
## 619  51 Female               No Femoral          NSTEMI 64.6  164.0  42.00
## 620  45   Male               No Femoral           STEMI 64.7  174.0  74.00
## 621  61   Male               No  Radial Unstable Angina 64.8  170.0  72.00
## 622  66   Male               No Femoral Unstable Angina 64.8  167.0  71.00
## 623  53 Female               No  Radial Unstable Angina 64.8  150.0  53.00
## 624  66   Male               No  Radial Unstable Angina 64.8  168.0  69.00
## 625  65   Male               No Femoral           STEMI 64.9  169.0  68.00
## 626  62 Female               No Femoral           STEMI 64.9  158.0  67.00
## 627  68   Male               No  Radial          NSTEMI 65.0  159.0  59.00
## 629  60   Male               No  Radial           STEMI 65.0  168.0  70.00
## 630  65   Male               No Femoral Unstable Angina 65.0  167.0  55.00
## 631  80 Female               No  Radial          NSTEMI 65.0  140.0  40.00
## 632  73 Female               No  Radial Unstable Angina 65.0  151.0  60.00
## 633  64   Male               No  Radial          NSTEMI 65.0  168.0  69.00
## 634  70 Female               No Femoral Unstable Angina 65.0  140.0  56.00
## 635  41   Male               No  Radial Unstable Angina 65.0  152.0  50.00
## 636  70 Female               No Femoral Unstable Angina 65.2  151.0  55.00
## 637  57 Female               No Femoral Unstable Angina 65.3  151.0  94.00
## 638  71 Female               No  Radial Unstable Angina 65.3  148.0  55.00
## 639  77   Male               No  Radial           STEMI 65.4  167.0  55.00
## 640  69 Female               No Femoral Unstable Angina 65.4  151.0  67.00
## 641  58   Male               No Femoral Unstable Angina 65.4  160.0  66.00
## 642  68   Male               No  Radial Unstable Angina 65.5  169.0  80.00
## 643  74 Female               No Femoral Unstable Angina 65.5  160.0  55.00
## 644  67   Male               No  Radial Unstable Angina 65.6  173.0  81.00
## 645  51   Male              Yes  Radial           STEMI 65.7  168.0  70.00
## 646  60   Male               No  Radial Unstable Angina 65.7  167.0  78.00
## 647  60   Male               No  Radial Unstable Angina 65.7  167.0  78.00
## 648  66 Female               No  Radial Unstable Angina 65.8  158.0  63.00
## 649  88 Female               No Femoral          NSTEMI 65.8  150.0  50.00
## 650  63   Male               No  Radial          NSTEMI 65.9  160.0  70.00
## 651  88   Male               No  Radial Unstable Angina 66.0  168.0  55.00
## 652  40   Male               No Femoral          NSTEMI 66.0  168.0  62.00
## 653  52   Male               No  Radial Unstable Angina 66.0  178.0  99.00
## 654  65 Female               No  Radial Unstable Angina 66.0  151.0  57.00
## 655  79 Female               No  Radial Unstable Angina 66.0  154.0  63.00
## 656  73   Male               No Femoral Unstable Angina 66.1  160.0  60.00
## 657  53 Female               No Femoral Unstable Angina 66.1  150.0  61.00
## 658  74 Female               No Femoral Unstable Angina 66.2  153.0  55.00
## 659  61   Male               No  Radial Unstable Angina 66.2  183.0 112.00
## 660  56   Male               No  Radial Unstable Angina 66.3  176.0  70.00
## 661  75 Female               No  Radial Unstable Angina 66.3  158.0  60.00
## 662  72 Female               No  Radial Unstable Angina 66.3  153.0  45.00
## 663  56   Male               No  Radial Unstable Angina 66.4  166.0  55.00
## 664  68   Male               No Femoral Unstable Angina 66.4  163.0  59.00
## 665  48   Male               No  Radial Unstable Angina 66.4  161.0  57.00
## 666  41   Male               No  Radial Unstable Angina 66.4  163.0  57.00
## 667  87   Male               No  Radial Unstable Angina 66.4  168.0  55.00
## 669  64 Female               No  Radial Unstable Angina 66.5  160.0  62.00
## 670  69   Male               No Femoral          NSTEMI 66.7  179.0  70.00
## 671  73   Male               No  Radial Unstable Angina 66.7  170.0  76.00
## 672  55   Male              Yes Femoral           STEMI 66.9  178.0  65.00
## 673  79   Male               No  Radial Unstable Angina 66.9  169.0  77.00
## 674  68   Male               No  Radial Unstable Angina 66.9  165.0  67.00
## 675  68   Male               No  Radial Unstable Angina 66.9  165.0  65.00
## 676  65 Female               No Femoral           STEMI 67.0  158.0  64.00
## 677  58   Male               No  Radial Unstable Angina 67.0  167.0  67.00
## 678  72   Male               No Femoral Unstable Angina 67.0  164.0  50.00
## 679  68   Male               No  Radial Unstable Angina 67.0  180.0  82.00
## 680  70 Female              Yes Femoral           STEMI 67.1  150.0  44.00
## 681  41   Male               No  Radial          NSTEMI 67.1  175.0  92.00
## 682  44   Male               No  Radial           STEMI 67.2  173.0  69.00
## 683  67   Male               No  Radial Unstable Angina 67.2  169.0  69.00
## 684  61   Male               No  Radial Unstable Angina 67.2  160.0  67.00
## 685  51   Male               No  Radial Unstable Angina 67.2  167.0  73.00
## 686  64   Male               No  Radial Unstable Angina 67.4  155.0  53.00
## 688  56   Male               No Femoral Unstable Angina 67.5  166.0  76.00
## 689  74 Female               No  Radial Unstable Angina 67.6  155.0  61.00
## 690  75 Female               No  Radial Unstable Angina 67.7  140.0  50.00
## 692  67 Female               No Femoral Unstable Angina 68.0  160.0  60.00
## 693  77 Female               No  Radial Unstable Angina 68.0  157.0  57.00
## 694  52   Male               No  Radial Unstable Angina 68.0  169.0  69.00
## 695  39 Female               No  Radial Unstable Angina 68.2  159.0  54.00
## 697  52 Female               No Femoral Unstable Angina 68.4  148.0  60.00
## 698  41   Male               No  Radial Unstable Angina 68.6  180.0  84.00
## 699  66   Male               No Femoral          NSTEMI 69.0  170.0  67.00
## 700  67   Male               No  Radial Unstable Angina 69.1  170.0  51.00
## 701  46   Male               No  Radial Unstable Angina 69.7  165.0  71.00
## 702  68   Male               No Femoral Unstable Angina 69.9  170.0  54.00
## 703  71 Female               No Femoral Unstable Angina 70.0  145.0  58.00
## 705  73 Female               No  Radial Unstable Angina 70.0  148.0  51.00
## 706  83 Female               No  Radial Unstable Angina 70.2  145.0  60.00
## 707  76 Female               No  Radial Unstable Angina 70.2  150.0  70.00
## 708  68 Female               No  Radial Unstable Angina 71.1  158.0  56.00
## 709  51   Male               No  Radial Unstable Angina 71.5  175.0  70.00
## 710  61   Male               No  Radial Unstable Angina 71.6  165.0  74.00
## 711  61   Male               No  Radial Unstable Angina 71.9  165.0  55.00
## 712  66 Female               No Femoral Unstable Angina 71.9  160.0  60.00
## 713  47   Male               No  Radial          NSTEMI 72.0  170.0  67.00
## 715  59   Male               No  Radial Unstable Angina 73.0  170.0  64.00
## 717  77   Male               No  Radial Unstable Angina 74.0  172.0  76.00
## 718  62   Male               No Femoral          NSTEMI 74.0  163.0  74.00
## 719  62 Female               No  Radial          NSTEMI 75.0  160.0  68.00
## 720  40   Male               No Femoral Unstable Angina 78.1  169.0  74.00
## 721  40   Male               No Femoral Unstable Angina 78.1  169.0  74.00
## 722  91   Male               No  Radial Unstable Angina 79.0  170.0  60.00
## 724  59   Male               No Femoral           STEMI   NA  176.0  78.00
## 734  40   Male               No  Radial           STEMI   NA  180.0  76.00
## 740  61   Male               No  Radial           STEMI   NA  161.0  58.00
## 741  62 Female               No  Radial           STEMI   NA  162.0  70.00
## 743  43   Male               No  Radial Unstable Angina   NA  173.0  95.00
## 744  53   Male               No  Radial           STEMI   NA  174.0  80.00
## 745  40   Male               No  Radial           STEMI   NA  170.0  62.00
## 746  78 Female               No Femoral Unstable Angina   NA  156.0  67.00
## 747  61   Male              Yes  Radial           STEMI   NA  158.0  67.00
## 748  47   Male               No Femoral           STEMI   NA  174.0  69.00
## 749  73   Male               No  Radial          NSTEMI   NA  167.0  60.00
## 754  70   Male              Yes  Radial           STEMI   NA  166.0  65.00
## 763  63   Male              Yes Femoral          NSTEMI   NA  168.0  70.00
## 764  76 Female               No Femoral          NSTEMI   NA  152.0  46.00
## 765  69   Male               No  Radial Unstable Angina   NA  165.0  65.00
## 766  59   Male               No  Radial Unstable Angina   NA  174.0  78.00
## 767  70   Male               No Femoral Unstable Angina   NA  163.0  74.00
## 768  61   Male               No Femoral Unstable Angina   NA  172.0  68.00
## 769  67   Male               No  Radial Unstable Angina   NA  170.0  62.00
## 772  57   Male               No  Radial Unstable Angina   NA  165.0  72.00
## 775  62   Male               No  Radial Unstable Angina   NA  160.0  63.70
## 784  47 Female               No  Radial Unstable Angina   NA  158.0  67.00
## 785  61   Male               No Femoral Unstable Angina   NA  169.0  68.00
## 787  71   Male               No Femoral          NSTEMI   NA  169.0  61.00
## 789  59   Male               No  Radial Unstable Angina   NA  167.0  64.00
## 790  77 Female               No  Radial Unstable Angina   NA  145.0  65.00
## 792  72   Male               No  Radial Unstable Angina   NA  167.0  65.00
## 794  59   Male               No Femoral Unstable Angina   NA  167.0  63.00
## 796  74 Female               No  Radial Unstable Angina   NA  149.5  63.00
## 797  60   Male               No  Radial Unstable Angina   NA  167.0  74.00
## 798  62   Male               No Femoral Unstable Angina   NA  175.0  75.00
## 806  69 Female               No  Radial Unstable Angina   NA  151.0  52.00
## 808  70 Female               No Femoral Unstable Angina   NA  135.0  48.70
## 809  67 Female               No  Radial Unstable Angina   NA  147.0  55.20
## 810  71 Female               No  Radial Unstable Angina   NA  154.0  62.00
## 811  69   Male               No  Radial          NSTEMI   NA  170.0  69.00
## 812  80 Female               No  Radial          NSTEMI   NA  143.5  42.50
## 813  51   Male               No  Radial Unstable Angina   NA  165.0  60.00
## 814  75 Female               No  Radial Unstable Angina   NA  155.0  60.00
## 815  71 Female               No Femoral Unstable Angina   NA  156.0  59.00
## 816  47   Male               No  Radial Unstable Angina   NA  173.0  60.00
## 817  55   Male               No  Radial Unstable Angina   NA  178.0  60.00
## 818  73 Female               No  Radial Unstable Angina   NA  152.0  50.00
## 819  65   Male               No  Radial Unstable Angina   NA  168.0  60.00
## 820  55   Male               No  Radial Unstable Angina   NA  168.0  78.00
## 821  47   Male               No  Radial Unstable Angina   NA  171.0  82.00
## 822  65 Female               No Femoral Unstable Angina   NA  153.0  48.00
## 823  63 Female               No Femoral Unstable Angina   NA  165.0  63.00
## 824  73   Male               No  Radial Unstable Angina   NA  171.0  80.00
## 825  67   Male               No  Radial Unstable Angina   NA  170.0  61.00
## 826  42   Male               No  Radial Unstable Angina   NA  171.0  84.00
## 827  44   Male               No  Radial Unstable Angina   NA     NA  76.00
## 828  56   Male               No  Radial Unstable Angina   NA  170.0  95.00
## 829  79 Female               No  Radial Unstable Angina   NA  155.0  58.00
## 830  78 Female               No  Radial Unstable Angina   NA  150.0  50.00
## 831  61   Male               No  Radial Unstable Angina   NA  164.0  85.00
## 832  69 Female               No  Radial Unstable Angina   NA     NA  50.00
## 833  64   Male               No  Radial Unstable Angina   NA  167.0  82.00
## 835  65   Male               No  Radial Unstable Angina   NA  165.0  70.00
## 836  47 Female               No Femoral Unstable Angina   NA  156.0  61.65
## 837  60 Female               No  Radial Unstable Angina   NA  150.0  51.90
## 838  74 Female               No Femoral Unstable Angina   NA  160.0  72.50
## 839  67   Male               No Femoral Unstable Angina   NA  168.0  63.60
## 840  61   Male               No  Radial Unstable Angina   NA  162.0  64.90
## 841  55   Male               No  Radial Unstable Angina   NA  172.0  71.00
## 843  57   Male               No Femoral Unstable Angina   NA  170.0  71.00
## 844  57 Female               No  Radial Unstable Angina   NA  159.0  72.00
## 845  61   Male               No  Radial Unstable Angina   NA  172.0  70.00
## 846  55   Male               No  Radial Unstable Angina   NA  167.0  72.00
## 848  61   Male               No  Radial Unstable Angina   NA  169.0  88.00
## 849  67 Female               No  Radial Unstable Angina   NA  162.0  58.00
## 850  73 Female               No  Radial Unstable Angina   NA  157.0  72.00
## 851  71   Male               No Femoral          NSTEMI   NA  169.0  61.00
## 853  69 Female               No  Radial Unstable Angina   NA  153.0  66.45
## 854  86 Female               No  Radial Unstable Angina   NA  142.5  50.40
## 855  78 Female               No  Radial Unstable Angina   NA  158.0  60.00
## 856  67   Male               No Femoral Unstable Angina   NA  156.0  64.00
##          BMI obesity    TC LDLC HDLC  TG  DM HBP   smoking
## 1   25.51020     Yes 215.0  154   35 155 Yes  No    Smoker
## 2   21.91381      No    NA   NA   NA 166  No Yes     Never
## 4   18.36547      No 121.0   73   20  89  No  No     Never
## 5   24.38653      No 195.0  151   36  63 Yes Yes    Smoker
## 6   25.20398     Yes 184.0  112   38 137 Yes Yes     Never
## 7   27.96802     Yes 161.0   91   34 196 Yes Yes Ex-smoker
## 8   19.53125      No 136.0   88   33  30 Yes Yes Ex-smoker
## 9   28.99931     Yes 239.0  161   34 118 Yes Yes     Never
## 10  21.25850      No 169.0   88   54 141 Yes  No    Smoker
## 11  19.59184      No 272.0  212   32  52 Yes  No Ex-smoker
## 12  25.88757     Yes 184.0  123   43  72 Yes Yes     Never
## 13  23.79536      No 239.0  150   42 156 Yes Yes     Never
## 14  22.66667      No 171.0   94   46 120 Yes  No     Never
## 15  19.62826      No 130.0   78   31 139  No  No Ex-smoker
## 17  23.37258      No 169.0  114   35  63 Yes Yes    Smoker
## 19  23.18367      No 173.0  107   32 115  No Yes    Smoker
## 20  36.52301     Yes 201.0  122   42  77  No  No Ex-smoker
## 21  22.72044      No 125.0   53   55  30 Yes Yes    Smoker
## 22  19.43301      No 108.0   57   41  30  No Yes    Smoker
## 23  24.60973      No 151.0   87   40 117  No  No Ex-smoker
## 24  23.78121      No 233.0  139   44  95  No Yes     Never
## 25  24.22145      No 164.0  114   35  66  No  No    Smoker
## 26  18.73049      No 174.0   86   37 183 Yes Yes     Never
## 27  23.14050      No 225.0  151   32 148  No  No    Smoker
## 28  23.30668      No 148.0   94   37  56 Yes Yes    Smoker
## 29  23.43750      No    NA   NA   NA  NA Yes Yes     Never
## 30  21.22281      No 208.0  152   36  47 Yes  No    Smoker
## 31  19.97919      No 188.0  118   53  52  No  No    Smoker
## 32  23.14050      No 185.0   92   66  71 Yes Yes     Never
## 33  27.34375     Yes 214.0  145   45  99  No Yes Ex-smoker
## 34  20.24490      No 181.0  120   41  76 Yes Yes    Smoker
## 35  25.51020     Yes 159.0   89   31 115  No Yes    Smoker
## 36  20.57613      No 127.0   61   33  76  No  No Ex-smoker
## 37  21.35931      No 212.0  147   48  83  No  No     Never
## 38  20.19509      No 250.0  162   68  95  No  No Ex-smoker
## 39  18.08021      No 132.0   74   29 156  No  No     Never
## 40  26.21882     Yes 195.0  125   48  89 Yes Yes     Never
## 41  31.22130     Yes 272.0  196   56  58  No Yes    Smoker
## 42  31.11111     Yes 131.0   86   21 102 Yes Yes     Never
## 43  24.80159      No 105.0  265   35 126 Yes  No    Smoker
## 44  25.34435     Yes 140.0   77   45 122 Yes Yes     Never
## 45  23.87543      No 133.0   82   21  92  No Yes Ex-smoker
## 46  25.52964     Yes 198.0  133   42  54  No Yes     Never
## 47  25.59374     Yes 276.0  169   33 233 Yes Yes    Smoker
## 48  29.21841     Yes 117.0   60   24 160 Yes Yes     Never
## 49  21.09375      No  86.0   42   19  78  No Yes Ex-smoker
## 50  18.59012      No 159.0   64   62  29  No Yes     Never
## 51  21.82995      No 223.0   89   31 416 Yes Yes    Smoker
## 52  19.84127      No 165.0  112   42 107  No Yes     Never
## 53  32.56189     Yes 208.0  140   25 243  No  No    Smoker
## 54  25.24934     Yes 195.0  147   37  88  No  No    Smoker
## 55  22.77319      No 134.0   82   40  67 Yes Yes     Never
## 56  27.54821     Yes 194.0  147   30  60  No Yes     Never
## 57  24.97399      No 187.0  108   35 209 Yes Yes     Never
## 58  21.96712      No 164.0  103   34 101  No  No    Smoker
## 59  24.44444      No 176.0   79   54 134 Yes Yes     Never
## 60  27.54821     Yes 186.0  133   47  67  No Yes    Smoker
## 61  20.79673      No 125.0   27   75  37  No  No     Never
## 62  21.97134      No 165.0  110   45  29  No  No    Smoker
## 63  26.83865     Yes 223.0  143   48 115 Yes  No    Smoker
## 64  25.95156     Yes 140.0   89   28  85 Yes Yes    Smoker
## 65  19.47341      No 212.0  125   48  88  No  No     Never
## 66  22.06035      No 189.0  107   49  89  No  No     Never
## 67  27.34375     Yes 174.0  127   21 177 Yes Yes     Never
## 68  22.67574      No 154.0   81   31  36 Yes Yes    Smoker
## 69  26.98962     Yes 231.0  167   41  90  No  No Ex-smoker
## 70  24.74094      No 309.0  222   48 182  No  No     Never
## 71  20.02884      No 175.0   95   46  37  No Yes Ex-smoker
## 72  28.30533     Yes 231.0   NA   27 389  No Yes Ex-smoker
## 73  18.36900      No 208.0  154   37 112 Yes  No     Never
## 74  22.32143      No 221.0  155   56  58  No  No    Smoker
## 75  20.70082      No 154.0   87   48  67  No Yes     Never
## 76  21.48438      No 221.0  166   51  71  No  No    Smoker
## 77  20.90420      No 221.0  147   47 127  No Yes    Smoker
## 78  24.16716      No 152.0  114   16  16  No  No Ex-smoker
## 79  22.03857      No 127.0   70   42  61  No Yes Ex-smoker
## 80  18.90204      No 126.0   71   27  84 Yes Yes     Never
## 81  22.83288      No 166.0  112   38  76  No Yes     Never
## 82  21.41094      No 126.0   72   24  94  No Yes     Never
## 83  22.66667      No 195.0  131   36 140 Yes Yes     Never
## 84  25.24934     Yes 174.0  115   19 151 Yes  No    Smoker
## 85  18.01721      No  99.0   68   24  82  No  No     Never
## 86  24.21875      No 178.0   92   68  42  No Yes     Never
## 87  22.58271      No    NA   NA   NA  50 Yes  No Ex-smoker
## 88  23.03005      No 185.0  141   26  96  No  No    Smoker
## 90  26.57313     Yes 248.0  155   40 138  No  No    Smoker
## 91  24.44444      No 246.0  141    7  70 Yes Yes Ex-smoker
## 92  25.18079     Yes 231.0   95   58  93  No Yes Ex-smoker
## 93  25.39062     Yes 160.0  100   31 119 Yes Yes     Never
## 94  22.85714      No 202.0   34   14 106  No  No    Smoker
## 95  21.25850      No 140.0   85   25 142  No Yes    Smoker
## 96  22.98190      No 196.0   96   28 446  No  No    Smoker
## 97  21.07720      No 225.0   64   77  91  No Yes    Smoker
## 98  22.10029      No 258.0  195   41  97 Yes  No    Smoker
## 99  20.28123      No 173.0  123   28  76  No Yes Ex-smoker
## 100 22.03857      No 227.0  154   35 108 Yes Yes     Never
## 101 16.65249      No 154.0  102   37  44  No  No    Smoker
## 103 24.44444      No 141.0   65   38  44  No Yes Ex-smoker
## 104 24.69136      No 103.0   52   31  68 Yes Yes    Smoker
## 105 22.10029      No 251.0  161   55 109 Yes Yes     Never
## 106 28.88889     Yes  88.0   29   38  80  No Yes     Never
## 107 23.43750      No  89.0   36   34 120  No Yes     Never
## 109 22.23099      No 178.0  131   45  27  No Yes Ex-smoker
## 110 25.21625     Yes 139.0   90   38  74  No Yes Ex-smoker
## 111 21.92886      No 164.0  102   35  92  No  No    Smoker
## 112 24.76757      No 209.0  140   36 212 Yes Yes Ex-smoker
## 113 21.67126      No 234.0  153   56 109  No  No    Smoker
## 114 20.54989      No 126.0   63   48  62 Yes Yes Ex-smoker
## 115 24.91349      No    NA   NA   NA  NA Yes Yes Ex-smoker
## 116 26.53376     Yes 164.0  111   38  91 Yes Yes    Smoker
## 118 24.34176      No 174.0  103   10 129  No Yes Ex-smoker
## 119 25.14861     Yes 179.0  119   31 120  No Yes     Never
## 120 23.43750      No  25.0   96   10  26  No  No    Smoker
## 121 23.87511      No 164.0  109   33  40  No Yes    Smoker
## 122 26.07897     Yes 184.0  124   29 414 Yes  No    Smoker
## 123 24.97399      No 180.0  132   40  60 Yes Yes Ex-smoker
## 124 24.67702      No 278.0  188   37 146 Yes Yes Ex-smoker
## 125 19.59184      No 143.0   91   33  50  No  No    Smoker
## 126 23.43750      No 222.0  161   40 118  No  No     Never
## 127 23.33547      No 160.0   81   41 166  No  No Ex-smoker
## 128 25.25952     Yes 258.0  189   36  66 Yes  No    Smoker
## 129 20.76125      No 221.0  108   44 178 Yes Yes     Never
## 130 21.07720      No 277.0  194   40 154  No Yes    Smoker
## 131 27.43725     Yes 212.0  128   50  45  No Yes     Never
## 132 22.22222      No 151.0   96   43  39  No  No    Smoker
## 133 27.61341     Yes 165.0  105   39  85  No Yes     Never
## 134 23.71961      No 172.0  116   35  58 Yes  No Ex-smoker
## 135 20.02884      No 166.0   98   39 113 Yes  No    Smoker
## 137 23.12062      No 210.0  153   44  54  No  No     Never
## 138 30.47797     Yes 197.0  131   42 143  No Yes    Smoker
## 139 20.70082      No 148.0   84   37 103  No Yes     Never
## 140 22.65625      No 159.0   91   45  67  No Yes     Never
## 141 23.30905      No 315.0  205   75  80 Yes Yes     Never
## 142 24.60938      No 210.0  167   27 130  No  No    Smoker
## 143 22.09317      No 160.0  112   32 142  No  No     Never
## 144 26.12245     Yes 208.0  151   41 224  No Yes    Smoker
## 145 22.89282      No 165.0   83   50  63 Yes  No     Never
## 146 23.52941      No 181.0  113   38  33  No  No    Smoker
## 147 26.92744     Yes 199.0  132   38 211  No  No Ex-smoker
## 148 25.20920     Yes 207.0  146   30 101 Yes  No Ex-smoker
## 149 22.65625      No 143.0   94   24  92  No Yes Ex-smoker
## 150 21.25850      No 195.0  144   30  66  No Yes    Smoker
## 151 27.43484     Yes 185.0   91   68  78  No Yes Ex-smoker
## 152 24.85795      No 145.0   98   36  38  No  No     Never
## 153 26.91273     Yes 205.0  112   44  75 Yes  No    Smoker
## 154 21.51386      No 201.0   76   31  55 Yes  No     Never
## 155 34.47525     Yes 116.0   47   50 129 Yes Yes    Smoker
## 156 29.02531     Yes 134.0   71   39  96 Yes  No Ex-smoker
## 157 23.71184      No 205.0  136   48 117  No  No     Never
## 158 23.52941      No 239.0   15   41  78 Yes Yes    Smoker
## 159 21.45329      No 169.0  108   44  55  No Yes Ex-smoker
## 160 22.97194      No 139.0   76   33  76  No Yes     Never
## 161 24.14152      No 242.0  172   32 302 Yes Yes     Never
## 162 24.80159      No    NA   NA   NA  61 Yes Yes    Smoker
## 163 22.06035      No 278.0  185   45 210  No Yes     Never
## 164 17.00680      No 113.0   79   14  47  No  No    Smoker
## 165 17.00680      No 113.0   79   14  47  No  No    Smoker
## 166 26.98962     Yes 216.0  143   41 138  No  No Ex-smoker
## 167 18.66667      No 184.0  125   42  25 Yes Yes     Never
## 168 18.66667      No 123.0   71   27  73  No  No    Smoker
## 169 20.67901      No 141.0   98   32  54 Yes Yes Ex-smoker
## 170 27.47138     Yes 202.0  130   37 134  No Yes Ex-smoker
## 171 23.38869      No 202.0  157   45  40  No  No Ex-smoker
## 172 27.42857     Yes 180.0  107   42 130  No Yes    Smoker
## 173 22.40588      No 182.0  125   36  74 Yes Yes Ex-smoker
## 174 21.87500      No 228.0  181   29  66  No Yes    Smoker
## 175 24.16716      No 155.0   82   59  77 Yes  No Ex-smoker
## 176 20.44444      No 153.0  101   32 113 Yes Yes Ex-smoker
## 177 24.97704      No 236.0  173   10  77 Yes  No    Smoker
## 178 22.12974      No 181.0  110   51  49  No  No Ex-smoker
## 179 18.59012      No 168.0  107   41  69  No  No     Never
## 180 23.88946      No 245.0  166   50 128  No  No     Never
## 181 24.72518      No 218.0  147   47 120  No Yes Ex-smoker
## 182 20.76125      No 169.0   92   10 142  No  No Ex-smoker
## 183 32.45568     Yes 199.0  129   32 257 Yes Yes    Smoker
## 184 22.80602      No 222.0  161   42 120  No Yes Ex-smoker
## 185 22.52151      No 203.0  141   38  57 Yes  No Ex-smoker
## 186 27.09925     Yes 187.0  123   47 192  No Yes    Smoker
## 187 20.00000      No 209.0  156   42  84  No Yes     Never
## 188 25.06575     Yes 190.0  128   43 126  No Yes Ex-smoker
## 189 21.40309      No 256.0  166    8  64  No Yes     Never
## 190 23.83673      No    NA   NA   NA  NA Yes Yes    Smoker
## 191 22.03173      No 152.0   79   51 108  No  No    Smoker
## 192 20.76125      No 212.0  149   33 120  No Yes    Smoker
## 193 20.00000      No 323.0  220   50 184 Yes Yes     Never
## 194 27.04164     Yes 192.0  136   32 106 Yes Yes     Never
## 195 22.03857      No 146.0   99   33  78  No Yes Ex-smoker
## 196 27.82931     Yes 227.0  132   47 111 Yes Yes     Never
## 197 22.03857      No 189.0  127   41  68  No  No    Smoker
## 198 22.30815      No 169.0  118   28 156  No  No    Smoker
## 199 27.54821     Yes 200.0  134   34 217 Yes  No    Smoker
## 200 21.45329      No 235.0  180   40  90  No  No Ex-smoker
## 201 25.39062     Yes 168.0  118   40  24 Yes Yes    Smoker
## 202 17.91509      No 168.0  111   36  76  No Yes Ex-smoker
## 203 26.12245     Yes 230.0  151   40 201  No  No    Smoker
## 204 29.72652     Yes 188.0  142   29 110  No  No    Smoker
## 205 31.68855     Yes 152.0   93   29 135  No Yes     Never
## 206 27.45060     Yes 193.0  141   30 203  No  No    Smoker
## 207 24.97399      No 153.0   92   35  84  No  No     Never
## 208 19.53125      No 144.0   75   50  44  No  No    Smoker
## 209 22.44802      No 215.0  159   30 164  No  No    Smoker
## 210 22.03857      No 143.0   91   39  44 Yes Yes Ex-smoker
## 211 22.37568      No 189.0  128   40 115  No  No    Smoker
## 212 26.81359     Yes 157.0   99   41 105 Yes  No     Never
## 213 23.24380      No 183.0  120   11  71  No  No    Smoker
## 214 24.14152      No 251.0  141   50 136  No Yes Ex-smoker
## 215 19.03114      No 184.0  129   32 101  No Yes Ex-smoker
## 216 29.41076     Yes  33.0  103   10 110  No  No    Smoker
## 217 25.71166     Yes 208.0  148   28  38  No  No    Smoker
## 218 27.34375     Yes 246.0  163   53  80  No Yes     Never
## 219 24.60938      No 184.0  130   39  65  No Yes     Never
## 221 20.07733      No  96.0   60   24  80 Yes Yes     Never
## 222 23.04688      No 226.0  162   45  55  No Yes     Never
## 223 26.03749     Yes 151.0   79   52  60  No Yes Ex-smoker
## 224 24.97704      No 155.0   74   43 109 Yes  No Ex-smoker
## 225 22.89282      No 231.0  130   43 178 Yes Yes     Never
## 226 18.90204      No 159.0   71   47 172 Yes Yes     Never
## 227 19.25703      No 227.0  170   34 108  No Yes    Smoker
## 228 25.71166     Yes 262.0  205   26 154  No  No    Smoker
## 229 22.65625      No 148.0   87   39  78  No Yes Ex-smoker
## 230 24.50895      No 166.0  119   33  83  No Yes     Never
## 231 22.83288      No 289.0  224   44  81 Yes  No    Smoker
## 232 23.97959      No 203.0  157   39  79 Yes Yes     Never
## 233 25.46198     Yes 128.0   74   35  75  No  No     Never
## 234 22.72440      No 147.0   77   42  71  No  No    Smoker
## 235 18.73049      No    NA   NA   NA  NA Yes  No     Never
## 236 24.56747      No 200.0  166   38 176  No Yes    Smoker
## 237 24.97399      No 229.0  154   51 121 Yes Yes     Never
## 238 27.47138     Yes 175.0  104   59  24  No Yes Ex-smoker
## 239 21.40309      No 199.0  107   60 119  No Yes     Never
## 240 24.16327      No 164.0   87   36  54 Yes Yes Ex-smoker
## 241 22.77319      No 137.0   81   39  46 Yes Yes Ex-smoker
## 242 22.65625      No 166.0  104   46  48  No  No Ex-smoker
## 244 26.29758     Yes 222.0  149   36 135  No  No    Smoker
## 245 26.31464     Yes 163.0   90   41 177  No  No Ex-smoker
## 246 21.46194      No 190.0  129   29 118  No  No    Smoker
## 247 24.78426      No 150.0   79   47 174 Yes  No    Smoker
## 248 32.34682     Yes 144.0   98   37  62 Yes Yes Ex-smoker
## 249 25.39062     Yes 217.0  170   33  49  No  No    Smoker
## 250 27.13141     Yes 214.0  132   43 194 Yes  No Ex-smoker
## 251 25.60554     Yes 143.0   83   20 163  No  No    Smoker
## 252 21.61281      No 170.0  116   50  48  No  No    Smoker
## 253 31.64062     Yes 213.0   76   36 489  No Yes    Smoker
## 254 24.44180      No 178.0  104   39 263 Yes Yes    Smoker
## 255 30.10381     Yes 210.0  145   38 169  No  No    Smoker
## 256 21.77384      No 178.0  121   29 115  No  No    Smoker
## 257 23.14050      No 195.0  128   36 136  No  No    Smoker
## 258 26.12245     Yes 248.0  158   37 240  No  No    Smoker
## 259 27.34375     Yes 199.0  118   38 212  No Yes    Smoker
## 260 27.30997     Yes 151.0   77   43 130  No Yes     Never
## 261 18.36547      No  98.0   48   37  27 Yes  No     Never
## 262 20.00000      No 231.0  141   50  98 Yes Yes     Never
## 263 24.07407      No 223.0  159   25 184 Yes Yes    Smoker
## 264 23.87543      No 148.0  103   33 133 Yes Yes    Smoker
## 265 22.64086      No 271.0  179   40 179 Yes Yes     Never
## 266 24.97704      No 166.0  129   28 125  No Yes    Smoker
## 267 28.73175     Yes 184.0  133   36 112  No Yes    Smoker
## 268 23.80869      No 187.0  146   34  65  No  No    Smoker
## 269 26.82742     Yes 240.0  196   36 194  No  No    Smoker
## 270 24.77210      No 179.0  121   37  76  No  No    Smoker
## 271 26.15563     Yes 230.0  154   45 169  No  No Ex-smoker
## 272 27.71769     Yes 164.0  119   23 151  No  No Ex-smoker
## 273 22.86237      No 199.0  129   39  75  No Yes     Never
## 274 28.88889     Yes 207.0  134   42 135  No Yes     Never
## 275 22.65625      No 156.0  111   35  62 Yes  No     Never
## 276 24.91349      No 225.0  108   48 257  No  No Ex-smoker
## 277 25.86451     Yes 170.0  114   37  70  No Yes Ex-smoker
## 278 27.42857     Yes 180.0  122   34  70  No Yes Ex-smoker
## 280 19.53125      No 105.0   51   29 123  No Yes    Smoker
## 281 22.38631      No 181.0  112   51  32  No  No    Smoker
## 282 23.19109      No 181.0  123   44  43  No  No     Never
## 284 22.09317      No 137.0   73   47  31  No Yes    Smoker
## 285 27.18090     Yes 140.0   88   34 181  No Yes Ex-smoker
## 286 26.17383     Yes 234.0  156   35 164 Yes  No Ex-smoker
## 287 24.31412      No 227.0  144   47  75  No Yes    Smoker
## 288 26.17383     Yes 234.0  156   35 164 Yes  No Ex-smoker
## 289 22.12974      No 168.0  112   44  61  No Yes    Smoker
## 290 25.33333     Yes 102.0   72   25  65 Yes Yes     Never
## 291 25.01352     Yes 168.0  107   28 188 Yes  No    Smoker
## 292 24.18705      No 176.0   87   46 218  No  No    Smoker
## 293 31.07354     Yes  97.0   53   26  93 Yes  No    Smoker
## 294 20.18462      No 189.0   91   45 141  No  No    Smoker
## 295 20.18462      No 207.0  137   43 136  No  No    Smoker
## 296 27.34375     Yes 154.0   86   42 148 Yes Yes Ex-smoker
## 297 23.93899      No 163.0  102   28 220  No  No    Smoker
## 298 21.45329      No 208.0  113   41 259  No  No    Smoker
## 299 28.65014     Yes 116.0   48   38 164 Yes Yes    Smoker
## 300 21.45329      No 131.0   67   30 156  No Yes    Smoker
## 301 23.47303      No 211.0  145   39  75  No Yes     Never
## 302 23.33547      No 162.0  103   26 184  No  No Ex-smoker
## 303 25.56495     Yes 161.0  108   34  59  No  No    Smoker
## 304 23.50781      No 218.0  171   35 120  No Yes Ex-smoker
## 305 19.25703      No 182.0  123   33 120 Yes Yes Ex-smoker
## 306 22.52151      No 244.0  161   48  97  No Yes     Never
## 307 26.17188     Yes 239.0  169   43 112  No  No    Smoker
## 308 23.12062      No 230.0  143   58 109  No  No     Never
## 309 23.43750      No 118.0   70   35  95  No Yes    Smoker
## 310 25.39062     Yes 170.0  128   35  58  No Yes Ex-smoker
## 311 27.54821     Yes 228.0  175   46  98 Yes Yes    Smoker
## 312 23.63403      No 168.0  104   45 646  No Yes     Never
## 313 25.76298     Yes 182.0  111   43 134  No Yes    Smoker
## 314 41.42012     Yes 229.0  148   47 151 Yes Yes Ex-smoker
## 315 24.14152      No 223.0  147   33 147 Yes Yes     Never
## 316 27.99036     Yes 198.0  131   38 101  No  No    Smoker
## 317 22.05805      No 154.0   98   29  91  No Yes    Smoker
## 318 23.42356      No 192.0  110   39  81  No Yes    Smoker
## 319 26.07897     Yes 158.0   89   30 157  No Yes    Smoker
## 320 20.02884      No 160.0   83   49  58  No  No    Smoker
## 321 30.79585     Yes 172.0  104   36 189 Yes Yes    Smoker
## 322 25.39343     Yes 155.0   70   45 217  No Yes    Smoker
## 323 32.04615     Yes 330.0  263   49  84 Yes  No Ex-smoker
## 324 21.70139      No 202.0  128   31 149  No  No     Never
## 325 26.44898     Yes 149.0   93   24 154 Yes Yes Ex-smoker
## 326 27.10204     Yes 120.0   63   38 112  No  No    Smoker
## 327 27.45865     Yes 173.0  113   33 138 Yes  No     Never
## 328 22.20408      No 188.0  132   28 131 Yes Yes    Smoker
## 330 22.32143      No 108.0   60   21 123 Yes Yes    Smoker
## 331 18.42404      No 199.0  125   38 141 Yes Yes     Never
## 332 24.60938      No 141.0   79   28 152  No  No     Never
## 333 23.04688      No 178.0  100   33 176  No Yes     Never
## 334 24.30462      No 132.8   77   32 119 Yes Yes    Smoker
## 335 21.35780      No 105.0   45   38  28  No Yes    Smoker
## 336 21.40309      No 191.0  106   52  64 Yes Yes     Never
## 337 22.54658      No 161.0  107   25 164 Yes Yes     Never
## 338 27.34375     Yes 178.0  101   35 123 Yes Yes     Never
## 339 24.22145      No 159.0   93   47  88  No  No     Never
## 340 20.19558      No 223.0  126   66  83  No Yes    Smoker
## 341 29.93827     Yes 194.0  143   41 108  No  No    Smoker
## 342 25.43748     Yes 255.0  136   51 176  No Yes     Never
## 343 26.10656     Yes 154.0   71   55  68  No  No Ex-smoker
## 344 27.81588     Yes 184.0   90   63 135 Yes Yes     Never
## 345 27.18090     Yes 182.0  113   24  64  No  No    Smoker
## 346 24.03461      No 146.0   88   45  65  No  No     Never
## 347 26.33289     Yes 199.0  149   21 114  No Yes Ex-smoker
## 348 25.86451     Yes 226.0  146   53  31  No  No    Smoker
## 349 26.77551     Yes 164.0   93   47  60 Yes Yes     Never
## 351 24.46460      No 144.0   94   30  75  No Yes     Never
## 352 23.14050      No 127.0   81   28  80  No Yes    Smoker
## 353 24.50895      No 286.0  198   48 166  No  No Ex-smoker
## 354 21.22789      No 177.0  113   34 151  No  No Ex-smoker
## 355 23.30109      No 117.0   69   34  19 Yes Yes    Smoker
## 356 22.03857      No 169.0  109   41 106  No Yes Ex-smoker
## 357 23.03005      No 166.0  102   10  87 Yes Yes    Smoker
## 358 26.29758     Yes 118.0   74   25  61  No Yes     Never
## 359 25.59374     Yes 193.0  102   42 200 Yes  No    Smoker
## 360 26.21882     Yes 178.0  111   39  20  No  No     Never
## 361 24.03461      No 179.0  117   44  93 Yes Yes     Never
## 362 24.22145      No 173.0  112   23  90 Yes Yes    Smoker
## 363 25.28257     Yes 125.0   55   39 109 Yes Yes     Never
## 364 28.65014     Yes 210.0  152   38  63  No Yes     Never
## 365 24.72518      No 178.0  117   42  79  No Yes     Never
## 366 29.38776     Yes 267.0  202   38 215 Yes Yes    Smoker
## 367 31.74179     Yes 206.0  123   26 276  No  No    Smoker
## 368 24.60973      No 231.0  125   76  79 Yes  No    Smoker
## 369 24.80159      No 211.0  157   37 154  No Yes    Smoker
## 370 26.63496     Yes 213.0  141   34  62  No Yes     Never
## 371 27.54821     Yes 239.0   83   37 319  No  No Ex-smoker
## 372 24.84098      No 162.0  108   39 136  No Yes    Smoker
## 373 22.43230      No 221.0  136   70 118  No Yes Ex-smoker
## 374 25.95156     Yes 202.0  140   34  37 Yes Yes     Never
## 375 23.80869      No 246.0  185   41 154  No  No    Smoker
## 376 25.96454     Yes 205.0  112   65  82  No Yes Ex-smoker
## 377 21.96712      No 248.0  182   37 122  No  No    Smoker
## 378 23.04688      No 168.0   98   36  32  No Yes    Smoker
## 379 22.89282      No 220.0  151   34 162  No Yes     Never
## 380 26.17188     Yes 165.0  104   34 137  No Yes     Never
## 381 26.17188     Yes 165.0  104   34 137  No Yes     Never
## 382 22.22222      No  95.0   41    8 105 Yes Yes     Never
## 384 22.22222      No 128.0   65   38  83  No  No     Never
## 385 36.67820     Yes 210.0  150   33 181 Yes  No    Smoker
## 386 17.57812      No 163.0   99   55  44  No  No Ex-smoker
## 387 22.53061      No 134.0   95   15 109  No  No Ex-smoker
## 388 29.00059     Yes 216.0  163   34 181  No Yes     Never
## 389 24.80159      No 188.0  114   33 201  No Yes    Smoker
## 390 20.54419      No 206.0  123   49  99  No Yes Ex-smoker
## 391 22.49135      No 213.0  139   42  57  No  No     Never
## 392 27.04164     Yes 154.0   71   50 115 Yes Yes     Never
## 394 26.07897     Yes 195.0  133   33  45  No Yes     Never
## 395 24.03461      No 103.0   36   38 132 Yes Yes     Never
## 396 20.76125      No 171.0  100   49 127  No Yes    Smoker
## 397 20.20202      No 199.0  133   37  30  No Yes     Never
## 398 23.33547      No 232.0  108   24 375 Yes Yes     Never
## 399 28.94610     Yes 215.0  147   30 118  No Yes     Never
## 400 21.92613      No 126.0   76   27  83  No  No     Never
## 401 24.21875      No 190.0  118   23 152 Yes Yes     Never
## 402 24.67550      No 188.0  104   59 113  No Yes    Smoker
## 403 24.89706      No 155.8   97   22 184  No  No Ex-smoker
## 404 26.66667     Yes 183.0  134   36  79 Yes  No     Never
## 406 19.37716      No 198.0  136   46 139 Yes  No Ex-smoker
## 407 22.49135      No 164.0  109   34  61  No  No Ex-smoker
## 408 17.92822      No  78.0   49   26  34  No Yes    Smoker
## 409 33.62209     Yes 183.0  112   30  64 Yes Yes     Never
## 410 26.34649     Yes 246.0  178   48  82  No  No    Smoker
## 411 22.89282      No 314.0  208   63 176 Yes Yes     Never
## 412 21.23057      No 134.0   72   51  76  No  No     Never
## 413 26.47211     Yes    NA   NA   NA 171  No Yes    Smoker
## 414 23.72529      No 167.0  115   37  51  No Yes     Never
## 415 21.25850      No 129.0   74   25  88  No Yes     Never
## 416 26.95312     Yes 114.0   62   37 150  No Yes Ex-smoker
## 417 26.42357     Yes 203.0  128   48  60  No Yes Ex-smoker
## 418 22.23099      No 197.0  138   27 110  No  No Ex-smoker
## 419 25.86451     Yes 235.0  190   34  87 Yes Yes Ex-smoker
## 420 23.66524      No 189.0  120   38 110  No Yes Ex-smoker
## 421 28.65014     Yes 197.0  121   41 124  No Yes    Smoker
## 422 26.25958     Yes 155.0   87   39  61 Yes Yes    Smoker
## 423 24.44444      No 139.0  175    5  66  No Yes     Never
## 424 25.76298     Yes 203.0  128   35 258 Yes Yes    Smoker
## 425 26.53376     Yes 179.0   74   29 377 Yes Yes     Never
## 426 24.38237      No 184.0  117   34  99  No Yes    Smoker
## 427 26.40235     Yes 155.0  105   41 108 Yes Yes     Never
## 428 19.10009      No 227.0  140   35 192  No  No    Smoker
## 429 26.17188     Yes 185.0  113   41  92 Yes Yes     Never
## 430 24.05693      No    NA   NA   NA  60 Yes Yes     Never
## 431 21.77778      No 258.0  161   31 185 Yes Yes     Never
## 432 24.46460      No 224.0  149   26 217 Yes  No Ex-smoker
## 433 23.58833      No 234.0  153   35 129  No  No    Smoker
## 434 26.23356     Yes 100.0   38   42  65 Yes Yes Ex-smoker
## 435 27.40766     Yes 118.0   50   33  97 Yes Yes Ex-smoker
## 436 24.38653      No 191.0  148   27  92  No  No     Never
## 437 27.68166     Yes 164.0  113   43  30 Yes Yes Ex-smoker
## 438 21.40309      No 176.0  118   34 142 Yes  No     Never
## 440 29.93827     Yes 204.0  107   43 180  No  No     Never
## 441 23.66144      No 265.0  177   45 288 Yes  No    Smoker
## 442 22.38631      No 162.0   94   39  92  No  No    Smoker
## 443 25.71101     Yes 193.0  119   28 107  No Yes     Never
## 444 23.03005      No 145.0   52   24 680 Yes  No    Smoker
## 445 24.48980      No 206.0  128   40  66  No Yes    Smoker
## 446 19.55556      No 177.0   44   55  77 Yes  No     Never
## 447 30.44384     Yes 167.0  117   35 117  No Yes     Never
## 448 23.14050      No 225.0  151   32 148  No  No    Smoker
## 449 23.78121      No 201.0  154   34 144  No Yes Ex-smoker
## 450 23.72281      No 141.0   72   41 239  No  No Ex-smoker
## 451 22.95918      No 480.0  314   44 243 Yes Yes     Never
## 452 25.95156     Yes 145.0   83   35  66  No Yes     Never
## 453 22.23099      No 150.0   82   26 153 Yes  No    Smoker
## 455 26.76978     Yes 134.0   98   24  60  No  No    Smoker
## 456 18.81892      No 130.0   43   61  72  No Yes    Smoker
## 457 18.42404      No 493.0  366   59 163  No  No Ex-smoker
## 458 24.97399      No 131.0   57   44 124  No  No Ex-smoker
## 459 19.53125      No 190.0  115   51  38  No  No Ex-smoker
## 460 24.97399      No 153.0   87   34  22 Yes  No     Never
## 461 25.91068     Yes 203.0  120   36 297  No Yes    Smoker
## 462 22.58271      No 163.0  106   30 155  No Yes     Never
## 463 25.05931     Yes 217.0  152   24 150  No Yes Ex-smoker
## 464 24.23823      No 181.0  122   34  68  No Yes     Never
## 465 25.52964     Yes 139.0   77   57  67  No Yes    Smoker
## 466 22.89282      No 202.0  121   31 207 Yes  No     Never
## 467 24.81633      No 205.0  106   34 246  No  No    Smoker
## 468 20.61925      No 186.0  144   34  53  No  No    Smoker
## 469 23.03005      No 182.0  119   49  48  No Yes     Never
## 470 27.88519     Yes 232.0  132   60 132 Yes Yes     Never
## 471 18.26150      No 170.0   85   20 311 Yes Yes     Never
## 472 26.98962     Yes 188.0  126   39 173  No  No    Smoker
## 473 16.41531      No 143.0   99   27  75 Yes  No    Smoker
## 474 22.05805      No 261.0  189   43 104  No  No Ex-smoker
## 475 21.20311      No 183.0   86   65 115  No  No    Smoker
## 476 24.22145      No 185.0  103   34 155 Yes Yes Ex-smoker
## 477 26.64360     Yes  91.0   50   26  70  No Yes Ex-smoker
## 478 23.66524      No 122.0   65   47  11  No Yes Ex-smoker
## 479 23.43750      No 161.0  114   32  61  No Yes     Never
## 480 22.31328      No 182.0  109   52  30  No Yes     Never
## 481 25.95156     Yes 147.0   93   38  74  No  No Ex-smoker
## 482 21.46194      No 157.0  122   22  70  No  No    Smoker
## 483 23.05175      No 184.0  136   32 135  No Yes Ex-smoker
## 484 26.44628     Yes  98.0   52   29  60 Yes Yes Ex-smoker
## 485 20.76125      No 163.0   96   38 170 Yes Yes    Smoker
## 486 26.44628     Yes 173.0  117   36  44 Yes Yes     Never
## 487 24.67105      No 190.0  100   38 125  No Yes Ex-smoker
## 488 27.76710     Yes    NA   NA   NA  NA  No  No     Never
## 490 20.82094      No 214.0  120   46  53  No  No     Never
## 491 25.51020     Yes 195.0  128   42  64  No Yes     Never
## 492 29.05329     Yes 188.0   75   35 619 Yes Yes    Smoker
## 493 26.64360     Yes 116.0   83   23  41  No Yes Ex-smoker
## 494 29.05475     Yes 261.0  208   28  98  No  No    Smoker
## 495 25.46939     Yes 177.0  131   32 104  No Yes     Never
## 496 22.95918      No 149.0  104   26  54  No Yes    Smoker
## 497 22.86253      No 186.0   92   44  93  No  No     Never
## 498 38.44675     Yes 181.0  116   51  72 Yes  No     Never
## 499 25.46198     Yes 131.0   76   39  58 Yes Yes    Smoker
## 500 24.91990      No 140.0   53   10  31  No  No     Never
## 501 24.08822      No 200.0  143   40  65 Yes Yes Ex-smoker
## 502 19.14672      No 197.0  112   51  81  No Yes    Smoker
## 503 26.44628     Yes 122.0   73   26  80 Yes Yes     Never
## 504 24.84098      No 162.0  102   44  81  No  No Ex-smoker
## 505 22.38631      No 151.0   90   45  49  No  No     Never
## 506 26.39580     Yes 163.0   91   25 219  No  No    Smoker
## 507 21.30395      No 154.0   60   60 139  No  No    Smoker
## 508 28.51562     Yes    NA   NA   NA  NA  No  No     Never
## 510 23.04002      No 153.0   92   46  62 Yes Yes    Smoker
## 511 17.14678      No 128.0   65   44  45  No  No    Smoker
## 512 31.21748     Yes 245.0  184   52  41 Yes  No     Never
## 513 25.40282     Yes 255.0  152   46 312 Yes Yes    Smoker
## 514 26.48554     Yes 126.0   66   30 123 Yes Yes    Smoker
## 515 26.72287     Yes 183.0  125   35 129  No  No    Smoker
## 516 22.22222      No 163.0  103   47  29  No Yes     Never
## 517 26.02617     Yes 203.0   94   19 458  No Yes    Smoker
## 518 25.52964     Yes 233.0  163   41 138 Yes Yes     Never
## 519 24.74745      No 165.0  100   32 129 Yes Yes     Never
## 520 33.67347     Yes 236.0  144   60 189 Yes Yes    Smoker
## 521 29.90303     Yes 194.0  133   43 257  No Yes Ex-smoker
## 522 22.07108      No 207.0  158   25 106  No Yes     Never
## 523 25.71166     Yes 141.0   69   54 153 Yes Yes     Never
## 524 26.03749     Yes  32.0  100    4  66 Yes Yes     Never
## 525 23.42209      No 226.0  150   40 128  No Yes    Smoker
## 526 23.42209      No 188.0  117   49 128  No Yes    Smoker
## 527 25.21625     Yes 196.0  136   21 180  No Yes    Smoker
## 528 25.63692     Yes 225.0  164   39 127 Yes Yes     Never
## 529 20.56933      No 189.0  105   58  66  No Yes    Smoker
## 530 32.87197     Yes 182.0  142   40  99 Yes Yes    Smoker
## 531 27.68166     Yes 217.0  159   34 143  No Yes    Smoker
## 533 26.57313     Yes 185.0   80   33 318  No Yes     Never
## 534 22.66667      No 296.0   93   26 393 Yes Yes Ex-smoker
## 535 25.95156     Yes 198.0  123   40 165 Yes  No    Smoker
## 536 22.98540      No 191.0  122   46  53  No  No    Smoker
## 537 29.06977     Yes 351.0  270   35 194  No  No    Smoker
## 538 21.78649      No 151.0   81   55  45  No  No     Never
## 539 22.65625      No 178.0  109   48  36  No Yes Ex-smoker
## 540 27.41445     Yes 181.0  124   30  92  No Yes     Never
## 541 18.59113      No 207.0  141   48  69  No  No Ex-smoker
## 542 24.30462      No 223.0  136   46 247 Yes Yes     Never
## 543 17.75148      No 177.0  105   35  56  No  No    Smoker
## 544 26.72287     Yes 191.0  116   41 112  No Yes Ex-smoker
## 545 25.96953     Yes 162.0   99   39 115  No Yes    Smoker
## 546 23.53037      No 178.0  121   25 165  No Yes Ex-smoker
## 547 30.48316     Yes 183.0  110   46 143 Yes Yes    Smoker
## 548 30.35925     Yes 161.0   75   33 187  No Yes     Never
## 549 22.32143      No 204.0  136   46 115  No Yes     Never
## 550 27.99036     Yes 159.0  102   30  80  No Yes Ex-smoker
## 551 23.33547      No 344.0   71   30 217  No Yes Ex-smoker
## 552 23.87511      No 184.0  126   39 101 Yes  No    Smoker
## 553 23.73996      No 207.0  101   48 168 Yes  No     Never
## 554 22.30815      No 152.0   64   58 151  No  No    Smoker
## 555 24.60973      No 177.0  123   41  66  No Yes     Never
## 556 21.33333      No 195.0  121   40 145  No Yes     Never
## 557 27.14158     Yes 315.0  235   55 100  No  No    Smoker
## 559 22.65625      No 198.0  138   35 110  No  No    Smoker
## 560 21.42857      No 200.0  135   44 103  No  No     Never
## 561 26.91273     Yes 151.0   82   31 143 Yes  No Ex-smoker
## 562 21.35931      No 275.0  178   45  87  No Yes     Never
## 563 21.61281      No 246.0   64   29 801 Yes  No Ex-smoker
## 564 26.98962     Yes 197.0  144   26 166 Yes Yes     Never
## 565 24.03461      No 238.0  152   44 192 Yes Yes     Never
## 566 18.36900      No 170.0  105   44  57  No Yes     Never
## 567 25.68956     Yes 123.0   70   35 109  No Yes    Smoker
## 568 18.80787      No 293.0  151   42 454  No Yes     Never
## 569 21.96712      No 246.0  178   44 146 Yes  No    Smoker
## 570 24.08822      No 196.0  126   33 182  No  No    Smoker
## 571 25.80645     Yes 216.0  143   16 168 Yes Yes     Never
## 572 21.36752      No 248.0  174   46 200 Yes Yes    Smoker
## 573 24.21875      No 192.0   68   23 459  No  No    Smoker
## 574 29.33333     Yes 230.0  155   49  91  No  No    Smoker
## 575 23.60128      No 198.0  108   38 268 Yes Yes     Never
## 576 20.42942      No 204.0  124   47 110  No Yes     Never
## 577 26.02264     Yes 214.0  140   43  76 Yes Yes     Never
## 578 24.91990      No 204.0  108   53 170 Yes Yes Ex-smoker
## 580 23.52941      No 158.0  104   31  64  No Yes    Smoker
## 581 22.65625      No 102.0   55   34  89  No  No    Smoker
## 582 25.72103     Yes 205.0  143   33 117  No  No     Never
## 583 27.58621     Yes 246.0  175   39 110 Yes Yes     Never
## 584 24.16327      No 246.0  174   45 165  No Yes Ex-smoker
## 585 26.64360     Yes 104.0   27   84  81  No  No Ex-smoker
## 586 19.92513      No 136.0   63   42  78  No Yes     Never
## 587 22.67574      No 230.0  173   32  86  No  No    Smoker
## 588 24.33748      No 186.0  148   36  67  No Yes    Smoker
## 589 16.33038      No 199.0  113   58  58 Yes  No    Smoker
## 590 23.49524      No 228.0  116   67  68 Yes Yes Ex-smoker
## 591 16.33038      No 164.0   99   40  91 Yes  No Ex-smoker
## 592 26.03749     Yes 190.0  118   29 153  No Yes Ex-smoker
## 594 29.82325     Yes 161.0   83   50 108 Yes  No     Never
## 595 25.68956     Yes 198.0  104   57 106  No Yes     Never
## 596 19.11111      No 137.0   95   20 104  No Yes     Never
## 597 17.77778      No 196.0  194   44 171  No Yes     Never
## 598 20.70082      No 141.0   74   50  52  No Yes    Smoker
## 599 25.82645     Yes 293.0  200   34 137 Yes Yes    Smoker
## 600 24.80159      No 192.0  140   36  99  No  No Ex-smoker
## 601 24.97399      No 183.0  124   43 154  No Yes     Never
## 602 21.33333      No 149.0   83   44  51  No Yes     Never
## 603 19.67517      No 286.0  188   62 104 Yes  No     Never
## 604 20.51913      No 182.0  107   37  78  No Yes     Never
## 605 23.56663      No 231.0  192   29 144  No  No    Smoker
## 606 22.83737      No 154.0   76   38 177 Yes Yes Ex-smoker
## 607 22.77319      No 190.0  125   24  91 Yes  No     Never
## 608 24.60938      No 177.0  104   45  78  No  No    Smoker
## 609 29.41176     Yes 134.0   81   31 102 Yes  No Ex-smoker
## 610 32.04588     Yes 195.0  132   47  65 Yes  No Ex-smoker
## 611 29.21841     Yes 173.0  103   40 182  No Yes Ex-smoker
## 612 22.12974      No 206.0   98   72 231  No Yes     Never
## 613 27.65625     Yes 190.0  137   28 110  No Yes Ex-smoker
## 614 26.83865     Yes 165.0   93   30 194  No Yes     Never
## 615 26.22222     Yes 154.0   97   35 109 Yes Yes     Never
## 616 24.24242      No 221.0  137   52  95 Yes Yes Ex-smoker
## 617 28.88889     Yes 261.0  194   51  99 Yes Yes     Never
## 618 15.61570      No 240.0  109   49  54  No Yes    Smoker
## 619 15.61570      No 197.0  122   49  54  No Yes    Smoker
## 620 24.44180      No 144.0   88   37 129  No  No     Never
## 621 24.91349      No 194.0  144   32  55  No Yes    Smoker
## 622 25.45807     Yes 221.0  145   37  92  No  No    Smoker
## 623 23.55556      No 244.0  170   34  51  No Yes Ex-smoker
## 624 24.44728      No 150.0   85   38 148  No Yes    Smoker
## 625 23.80869      No 147.0   78   32 173 Yes  No    Smoker
## 626 26.83865     Yes 271.0  189   53  94  No Yes     Never
## 627 23.33768      No 222.0  158   51  98  No Yes    Smoker
## 629 24.80159      No 273.0  216   29 152  No  No    Smoker
## 630 19.72104      No 184.0  115   45  44  No  No Ex-smoker
## 631 20.40816      No 200.0  137   34 101 Yes  No     Never
## 632 26.31464     Yes 170.0   96   51  91 Yes Yes     Never
## 633 24.44728      No 234.0  156   43 119  No  No     Never
## 634 28.57143     Yes 116.0   50   35 219  No Yes     Never
## 635 21.64127      No 208.0  201   40 406  No  No    Smoker
## 636 24.12175      No 224.0  156   40 141 Yes Yes     Never
## 637 41.22626     Yes 292.0  210   36 332 Yes  No    Smoker
## 638 25.10957     Yes 189.0  118   39 124  No Yes     Never
## 639 19.72104      No 178.0  100   51  73  No  No Ex-smoker
## 640 29.38468     Yes 241.0  157   57  68  No Yes Ex-smoker
## 641 25.78125     Yes 120.0   67   39  72  No  No    Smoker
## 642 28.01022     Yes 119.0   66   34  39  No Yes     Never
## 643 21.48438      No 166.0   82   53  64 Yes Yes     Never
## 644 27.06405     Yes 224.0  189   35  56  No Yes    Smoker
## 645 24.80159      No 174.0  118   37 112  No Yes    Smoker
## 646 27.96802     Yes 239.0  131   50 219  No  No Ex-smoker
## 647 27.96802     Yes 239.0  131   50 219  No  No Ex-smoker
## 648 25.23634     Yes 166.0  111   34  62  No  No     Never
## 649 22.22222      No 164.0  115   38  86  No  No Ex-smoker
## 650 27.34375     Yes 227.0  140   35 221 Yes Yes    Smoker
## 651 19.48696      No 166.0   93   34  34  No  No Ex-smoker
## 652 21.96712      No 215.0  134   32 241  No  No    Smoker
## 653 31.24605     Yes 120.0   55   19 225  No  No     Never
## 654 24.99890      No 263.0  183   42  80  No Yes     Never
## 655 26.56434     Yes 181.0  111   36 179  No  No     Never
## 656 23.43750      No 145.0  115   34  54  No  No    Smoker
## 657 27.11111     Yes 203.0  126   42  50 Yes Yes     Never
## 658 23.49524      No 234.0  198   54  77 Yes Yes     Never
## 659 33.44382     Yes 186.0  114   39  96  No  No    Smoker
## 660 22.59814      No 235.0  183   33  93  No  No     Never
## 661 24.03461      No 124.0   70   30 131 Yes Yes     Never
## 662 19.22338      No 189.0  125   47  40  No Yes     Never
## 663 19.95936      No 136.0   85   38  57  No Yes    Smoker
## 664 22.20633      No 207.0  140   26 105 Yes Yes    Smoker
## 665 21.98989      No 300.0  227   38 136  No  No    Smoker
## 666 21.45357      No 194.0  110   60  48  No  No Ex-smoker
## 667 19.48696      No 128.0   71   31  87  No  No     Never
## 669 24.21875      No 157.0   72   46 247 Yes Yes     Never
## 670 21.84701      No 251.0  122   44 450 Yes Yes    Smoker
## 671 26.29758     Yes 225.0  140   24 283  No  No Ex-smoker
## 672 20.51509      No 212.0  159   40  45  No  No    Smoker
## 673 26.95984     Yes 131.0   81   23 150  No Yes    Smoker
## 674 24.60973      No 158.0  107   33 165  No Yes    Smoker
## 675 23.87511      No 199.0  147   43  41  No  No     Never
## 676 25.63692     Yes 279.0  168   38 283 Yes  No     Never
## 677 24.02381      No 143.0   86   19 232 Yes  No     Never
## 678 18.59012      No 131.0   67   49  67  No  No Ex-smoker
## 679 25.30864     Yes 138.0   46   47  34  No  No Ex-smoker
## 680 19.55556      No 171.0   98   44  82 Yes Yes     Never
## 681 30.04082     Yes 297.0  125   33 584 Yes Yes Ex-smoker
## 682 23.05456      No 229.0  159   51 105 Yes  No    Smoker
## 683 24.15882      No 130.0  150   29 193 Yes Yes Ex-smoker
## 684 26.17188     Yes 170.0  115   40  39  No  No Ex-smoker
## 685 26.17519     Yes 169.0   77   28 377  No  No    Smoker
## 686 22.06035      No 262.0  162   41 261  No Yes    Smoker
## 688 27.58020     Yes 248.0  168   38 310  No Yes    Smoker
## 689 25.39022     Yes 240.0  161   58  74  No  No Ex-smoker
## 690 25.51020     Yes 175.0   96   34 219 Yes  No    Smoker
## 692 23.43750      No 199.0  141   29 161  No Yes     Never
## 693 23.12467      No 231.0   97   29  84  No Yes     Never
## 694 24.15882      No 136.0   78   27 164 Yes  No    Smoker
## 695 21.35991      No 157.0   85   46  75  No  No     Never
## 697 27.39226     Yes 186.0  134   33  96  No Yes Ex-smoker
## 698 25.92593     Yes 267.0  164   31 365 Yes  No    Smoker
## 699 23.18339      No 195.0  118   25 235 Yes  No    Smoker
## 700 17.64706      No 181.0  129   38  33  No Yes    Smoker
## 701 26.07897     Yes 251.0  166   36 246  No Yes Ex-smoker
## 702 18.68512      No 158.0  115   33  59  No  No    Smoker
## 703 27.58621     Yes 231.0  118   42 279  No Yes     Never
## 705 23.28342      No 157.0   90   32 161  No Yes     Never
## 706 28.53746     Yes 167.0   84   34  84  No Yes Ex-smoker
## 707 31.11111     Yes 204.0  139   27 139 Yes Yes     Never
## 708 22.43230      No 222.0  171   36  50  No Yes     Never
## 709 22.85714      No 171.0   94   46 124  No  No     Never
## 710 27.18090     Yes 221.0  157   36 183 Yes  No    Smoker
## 711 20.20202      No 181.0  124   45 143 Yes Yes    Smoker
## 712 23.43750      No 126.0   52   41 156 Yes  No     Never
## 713 23.18339      No 179.0  108   31 237 Yes Yes Ex-smoker
## 715 22.14533      No 204.0  105   28 304  No  No     Never
## 717 25.68956     Yes 108.0   63   31  53 Yes Yes Ex-smoker
## 718 27.85201     Yes 138.0   80   30 141  No  No    Smoker
## 719 26.56250     Yes 220.0  149   45 119 Yes  No     Never
## 720 25.90946     Yes 200.0  134   56 177 Yes Yes     Never
## 721 25.90946     Yes 197.0  130   36 177 Yes  No     Never
## 722 20.76125      No 132.0   75   37  63  No Yes    Smoker
## 724 25.18079     Yes 160.0   97   31 101  No  No     Never
## 734 23.45679      No 263.0  191   35 133  No  No    Smoker
## 740 22.37568      No 203.0  134   42 125  No Yes    Smoker
## 741 26.67276     Yes 267.0  170   55  89  No Yes     Never
## 743 31.74179     Yes 254.0  185   31 191 Yes  No    Smoker
## 744 26.42357     Yes 166.0   88   43 134  No Yes    Smoker
## 745 21.45329      No 253.0  162   44 149  No  No    Smoker
## 746 27.53123     Yes 194.0  113   55  80  No Yes     Never
## 747 26.83865     Yes 145.0   98   26  82 Yes Yes Ex-smoker
## 748 22.79033      No 246.0  193   33 100  No  No    Smoker
## 749 21.51386      No 177.0  117   46  64 Yes Yes    Smoker
## 754 23.58833      No 173.0  101   36  91 Yes Yes     Never
## 763 24.80159      No  61.0   32   22  32  No  No    Smoker
## 764 19.90997      No 139.0   68   42  89  No  No    Smoker
## 765 23.87511      No 209.0  137   40 110  No  No     Never
## 766 25.76298     Yes 213.0   78   23 877 Yes  No    Smoker
## 767 27.85201     Yes 210.0   64   25 549 Yes Yes     Never
## 768 22.98540      No 104.0   64   27  37  No  No Ex-smoker
## 769 21.45329      No 225.0  155   26 208  No Yes    Smoker
## 772 26.44628     Yes 191.0  142   24 180  No  No Ex-smoker
## 775 24.88281      No 238.0  163   43 123 Yes Yes Ex-smoker
## 784 26.83865     Yes 191.0   84   27 429  No Yes     Never
## 785 23.80869      No 118.0   61   40 122  No  No    Smoker
## 787 21.35780      No 215.0  147   50  74  No Yes     Never
## 789 22.94812      No 222.0  277   47  49  No  No     Never
## 790 30.91558     Yes 123.0   60   34  89 Yes Yes Ex-smoker
## 792 23.30668      No  98.0   47   27 101  No  No    Smoker
## 794 22.58955      No 175.0   95   37 353  No Yes    Smoker
## 796 28.18760     Yes 208.0  128   36 199 Yes Yes     Never
## 797 26.53376     Yes    NA   NA   NA 269 Yes Yes     Never
## 798 24.48980      No 181.0   98   48 156  No Yes     Never
## 806 22.80602      No 174.0   93   29 163  No  No     Never
## 808 26.72154     Yes 169.0  124   33 145  No  No     Never
## 809 25.54491     Yes 261.0  165   40  65  No Yes     Never
## 810 26.14269     Yes 150.0   78   44 129 Yes  No     Never
## 811 23.87543      No 204.0  142   27 108  No Yes    Smoker
## 812 20.63883      No 177.4   81   38  92  No  No     Never
## 813 22.03857      No 245.0  119   89  25  No  No    Smoker
## 814 24.97399      No 119.0   43   46  76  No Yes     Never
## 815 24.24392      No 234.0  160   50 244  No Yes     Never
## 816 20.04745      No 214.0  132   41  80 Yes  No     Never
## 817 18.93700      No 178.0  114   33 103 Yes  No    Smoker
## 818 21.64127      No 227.0  150   42 175  No Yes     Never
## 819 21.25850      No 206.0  154   28 172 Yes Yes Ex-smoker
## 820 27.63605     Yes 155.0   95   29 120 Yes  No    Smoker
## 821 28.04282     Yes 243.0  140   36 275 Yes Yes    Smoker
## 822 20.50493      No 186.0  102   49 138  No Yes     Never
## 823 23.14050      No 143.0   82   29 119 Yes Yes     Never
## 824 27.35885     Yes 141.0   65   41 123  No  No     Never
## 825 21.10727      No 225.0  155   26 208  No Yes    Smoker
## 826 28.72679     Yes 244.0  160   33 266  No  No    Smoker
## 827       NA      No 123.0   70   28 158  No  No Ex-smoker
## 828 32.87197     Yes 197.0  113   41 166  No Yes Ex-smoker
## 829 24.14152      No 159.0   83   13  58  No Yes     Never
## 830 22.22222      No 181.0  139   30  70  No Yes     Never
## 831 31.60321     Yes 166.0   62   47 235 Yes Yes Ex-smoker
## 832       NA      No 152.0   83   45 138 Yes Yes     Never
## 833 29.40227     Yes 169.0  114   28 103  No Yes     Never
## 835 25.71166     Yes 186.0  119   47  93  No Yes Ex-smoker
## 836 25.33284     Yes 130.0   73   45  88 Yes Yes     Never
## 837 23.06667      No 186.0  117   46  63 Yes Yes     Never
## 838 28.32031     Yes 157.0  100   28 134  No Yes     Never
## 839 22.53401      No 182.0  110   33 195  No  No     Never
## 840 24.72946      No 247.0  170   41 124  No  No    Smoker
## 841 23.99946      No 129.0   63   45  47  No  No     Never
## 843 24.56747      No 181.0  121   29 102  No Yes     Never
## 844 28.47989     Yes 174.0   91   42 151  No Yes     Never
## 845 23.66144      No 115.0   65   38  79 Yes  No     Never
## 846 25.81663     Yes 172.0   92   47 158  No Yes     Never
## 848 30.81125     Yes 150.0  111   23 108  No Yes     Never
## 849 22.10029      No 182.0  102   61  91  No Yes     Never
## 850 29.21011     Yes 169.0  116   27 135  No Yes     Never
## 851 21.35780      No 215.0  147   50  74  No Yes     Never
## 853 28.38652     Yes 336.0  224   61 137  No Yes     Never
## 854 24.81994      No 232.0  153   41 182  No Yes     Never
## 855 24.03461      No 178.4  130   29  97 Yes Yes     Never
## 856 26.29849     Yes 177.2  107   36 286 Yes Yes     Never

# 3. 대치 : 
# 3_1. 해당칼럼인덱싱 + na 아닌것들만 ! is.na()로 행인덱싱한  + 칼럼인덱싱 한 뒤,  평균값을 구하기
mean(   acs[ !is.na(acs$weight), "weight" ]   )

## [1] 64.84373

# 3-2. na.rm=T옵션을 이용해서 na제외 해당칼럼의 평균 빠르게 구하기 ***
mean( acs$weight, na.rm=T )

## [1] 64.84373

# 3_2. 조건부 대치 -> 행인덱싱자리에 !is.na(칼럼인덱싱)+ 특정범주 조건을 추가한다.
mean(   acs[ !is.na(acs$weight) & acs$sex =="Female" , "weight" ]    )

## [1] 57.2293

# 4. 결측치 Multiple Imputation (다중대체) : 결측값에 대한 반복 시뮬레이션
# 4_1. 시드고정
set.seed(42)
# 4_2. m = 5 ~ 10, 5~10개의 결측치를 채운 데이터셋을 만든다.
#     이때, 범주형 변수 2개 -> 로지스틱regression,  
#           범주형 변수 3개이상 -> polyregression
#           연속형 변수 ->  리니어regression
#           by 몬테카를로 방법으로 결측데이터를 채운다.
# mice()는 m개의 imputed data를 만들고
# with()는 결과를 분석하고
# pool()은 마지막으로 m개의 데이터셋을 하나의 dataset으로 결합한다. 
# 마지막 dataset의 표준오차와 p값은 결측값-다중대체에 의해 생긴 불확실성을 반영한다.
imputed = mice(acs, m=5) # 5개의 다중대체된 데이터셋 생성

## 
##  iter imp variable
##   1   1  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   1   2  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   1   3  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   1   4  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   1   5  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   2   1  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   2   2  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   2   3  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   2   4  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   2   5  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   3   1  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   3   2  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   3   3  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   3   4  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   3   5  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   4   1  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   4   2  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   4   3  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   4   4  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   4   5  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   5   1  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   5   2  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   5   3  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   5   4  EF  height  weight  BMI  TC  LDLC  HDLC  TG
##   5   5  EF  height  weight  BMI  TC  LDLC  HDLC  TG

## Warning: Number of logged events: 8

imputed$imp # 결측되었던 row index + 1번~5번까지 dataset에서 대체한 값을 나열

## $age
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $sex
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $cardiogenicShock
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $entry
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $Dx
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $EF
##        1    2    3    4    5
## 724 64.9 60.5 47.6 66.2 60.1
## 725 34.4 59.9 69.1 35.5 57.3
## 726 49.5 58.0 61.0 67.7 42.5
## 727 53.0 65.0 48.0 43.2 59.0
## 728 48.8 44.9 38.5 65.4 56.7
## 729 59.5 42.5 58.6 54.6 64.0
## 730 31.1 61.8 65.0 58.2 31.5
## 731 38.4 55.1 66.0 66.5 56.5
## 732 66.0 69.1 45.0 41.7 45.6
## 733 66.7 48.7 61.6 56.3 59.8
## 734 61.8 38.8 45.3 35.4 44.0
## 735 58.1 54.9 58.4 71.9 62.9
## 736 56.8 41.8 42.1 61.6 56.2
## 737 55.4 60.2 55.8 48.6 58.7
## 738 47.4 70.2 59.0 64.5 61.0
## 739 66.7 53.0 66.5 58.0 67.6
## 740 63.1 63.8 58.1 47.3 61.5
## 741 57.2 63.3 48.3 54.0 70.0
## 742 59.3 60.4 28.5 48.2 54.8
## 743 61.0 59.0 58.8 48.9 46.9
## 744 59.2 47.8 71.6 56.8 62.7
## 745 50.1 52.6 47.0 34.6 46.5
## 746 58.0 56.2 45.8 61.0 62.2
## 747 56.9 62.8 66.3 61.0 42.5
## 748 61.6 60.1 42.5 44.8 62.8
## 749 45.0 40.9 60.7 61.0 49.1
## 750 62.2 45.0 53.6 50.3 61.4
## 751 61.7 58.8 56.0 48.9 59.9
## 752 52.0 67.0 60.1 54.8 58.4
## 753 56.0 45.4 39.0 59.1 49.5
## 754 63.7 55.7 64.8 62.2 58.1
## 755 60.0 65.7 65.0 44.6 69.0
## 756 52.0 57.6 59.6 61.0 58.9
## 757 62.7 42.0 48.0 47.4 61.5
## 758 66.4 48.6 55.8 58.3 63.8
## 759 61.5 60.0 49.0 60.0 58.3
## 760 56.6 46.8 49.9 43.2 46.6
## 761 50.4 49.3 69.9 54.8 66.4
## 762 52.0 34.5 69.1 42.8 66.4
## 763 71.9 55.2 79.0 51.9 34.4
## 764 36.8 42.7 65.0 45.7 49.7
## 765 55.6 36.8 63.4 61.3 33.1
## 766 55.0 58.5 63.0 61.7 67.1
## 767 67.2 58.8 63.0 52.0 59.9
## 768 47.3 69.1 69.1 39.4 26.6
## 769 56.9 46.8 42.5 61.4 60.6
## 770 61.0 52.9 66.0 47.4 52.4
## 771 32.0 44.0 49.3 53.5 56.2
## 772 65.7 55.7 56.8 68.0 67.4
## 773 74.0 60.7 56.0 56.5 70.0
## 774 31.1 62.7 59.5 49.3 65.0
## 775 60.0 62.4 68.4 64.5 54.8
## 776 42.5 45.9 60.2 34.6 62.8
## 777 21.8 46.8 45.0 63.5 66.9
## 778 47.2 34.5 65.7 61.5 56.2
## 779 53.2 61.0 40.4 58.1 68.4
## 780 63.3 73.0 61.0 64.8 56.0
## 781 50.0 79.0 49.5 57.3 35.7
## 782 69.0 61.5 47.8 68.2 45.6
## 783 60.7 46.6 45.5 34.6 26.6
## 784 59.0 55.7 56.5 66.5 46.9
## 785 61.0 54.8 63.7 55.0 58.1
## 786 62.8 49.3 59.4 37.9 45.4
## 787 54.8 61.0 49.0 48.2 54.2
## 788 48.8 49.0 40.0 35.6 45.6
## 789 59.5 66.4 45.0 58.1 52.2
## 790 42.5 48.2 62.7 60.2 58.0
## 791 65.0 35.6 56.2 56.3 59.3
## 792 58.0 58.0 20.0 66.1 55.9
## 793 65.0 59.2 65.0 63.4 65.3
## 794 59.3 60.0 59.8 63.8 67.5
## 795 67.2 59.4 51.9 58.0 60.0
## 796 54.8 52.4 61.8 57.7 56.7
## 797 65.7 56.3 67.7 60.6 68.6
## 798 61.9 59.5 62.4 66.0 49.0
## 799 63.0 35.5 59.2 55.0 64.6
## 800 63.7 58.0 63.3 56.1 57.2
## 801 66.1 73.0 60.8 44.0 61.8
## 802 56.2 60.0 61.6 54.0 45.8
## 803 40.9 62.0 58.7 68.0 62.8
## 804 40.2 50.3 61.8 55.9 79.0
## 805 52.0 54.5 56.1 47.3 56.7
## 806 69.0 65.5 53.8 61.0 64.5
## 807 48.3 61.0 48.1 21.8 67.6
## 808 24.7 62.6 56.2 64.9 63.3
## 809 54.3 61.4 55.3 35.7 48.6
## 810 61.2 43.2 45.8 56.3 70.0
## 811 55.0 55.9 61.8 60.7 57.9
## 812 56.0 53.0 58.1 41.3 51.3
## 813 45.0 66.3 52.2 62.4 50.4
## 814 42.7 65.5 40.4 59.5 61.2
## 815 34.0 64.9 55.1 70.2 61.8
## 816 53.2 61.6 49.5 61.7 51.5
## 817 46.6 49.3 45.0 54.7 56.0
## 818 32.0 56.4 58.7 55.1 70.0
## 819 60.2 38.8 20.0 58.1 41.8
## 820 56.0 55.5 62.0 64.7 52.9
## 821 65.0 58.7 68.6 52.0 66.7
## 822 71.9 54.9 61.5 59.7 50.3
## 823 40.2 61.0 58.2 62.2 68.2
## 824 22.0 62.7 49.0 58.6 54.8
## 825 58.4 42.5 58.0 61.3 78.1
## 826 68.6 62.8 68.6 65.9 68.6
## 827 56.0 47.0 64.3 47.3 62.2
## 828 60.0 55.0 46.9 59.5 40.0
## 829 57.7 55.8 55.7 66.9 45.0
## 830 60.0 62.7 61.0 49.0 32.0
## 831 58.0 61.4 65.3 63.5 61.6
## 832 64.6 39.0 54.2 44.1 66.4
## 833 59.5 55.6 62.0 63.6 56.2
## 834 60.0 47.0 59.1 63.4 58.7
## 835 58.9 40.2 59.7 44.0 55.4
## 836 56.3 58.9 51.6 53.6 56.0
## 837 66.1 46.4 61.6 47.3 43.3
## 838 69.0 36.5 61.9 61.0 56.2
## 839 49.0 51.5 60.1 58.9 63.3
## 840 66.0 66.9 58.7 49.0 55.6
## 841 56.0 45.5 34.6 63.9 61.8
## 842 31.1 49.3 56.5 45.6 43.3
## 843 54.9 50.5 65.6 58.1 65.0
## 844 41.0 18.0 56.0 64.2 47.6
## 845 57.8 39.0 51.5 64.8 61.0
## 846 57.2 59.0 24.7 62.4 61.7
## 847 63.4 42.1 65.0 45.6 59.6
## 848 61.6 55.8 58.6 58.5 62.6
## 849 45.0 51.6 52.4 55.8 47.4
## 850 40.2 63.4 56.0 57.3 59.3
## 851 55.0 48.7 66.4 56.1 36.8
## 852 58.9 34.4 39.0 43.0 42.1
## 853 59.4 65.0 61.6 53.7 60.2
## 854 61.8 62.6 55.5 40.4 55.1
## 855 64.3 32.0 60.2 63.7 55.8
## 856 24.7 56.8 56.0 60.4 59.0
## 857 44.3 43.0 66.0 52.8 58.0
## 
## $height
##       1     2   3   4     5
## 3   168 160.0 170 167 155.0
## 16  130 170.0 174 176 168.0
## 18  168 175.0 167 169 154.0
## 89  153 158.0 155 178 157.0
## 102 174 148.0 171 170 172.0
## 108 175 170.0 173 174 177.0
## 117 153 150.0 170 170 168.0
## 136 175 178.0 170 177 140.0
## 220 157 154.0 172 151 155.0
## 243 172 178.0 174 170 141.0
## 279 170 170.0 167 179 153.0
## 283 141 173.0 130 172 168.0
## 329 130 178.0 150 151 150.0
## 350 150 140.0 153 175 179.0
## 383 148 168.0 162 169 148.0
## 393 130 184.0 152 178 168.0
## 405 135 155.0 170 159 156.0
## 439 160 155.0 168 178 145.0
## 454 140 175.0 149 178 164.0
## 489 140 130.0 174 173 172.0
## 509 173 140.0 160 167 155.0
## 532 158 161.0 167 150 156.0
## 558 176 171.0 145 175 172.0
## 579 155 160.0 153 164 174.0
## 593 173 176.0 160 170 167.0
## 628 174 151.0 180 169 167.0
## 668 164 150.0 141 150 178.0
## 687 141 170.0 178 180 171.0
## 691 178 155.0 169 155 160.0
## 696 141 140.0 175 174 165.0
## 704 172 157.0 180 148 160.0
## 714 149 150.0 177 175 144.0
## 716 169 171.0 162 153 162.5
## 723 165 152.0 173 174 179.0
## 725 177 130.0 165 165 150.0
## 726 162 153.0 176 172 141.0
## 727 166 153.0 140 169 158.0
## 728 172 175.0 157 177 173.0
## 729 168 184.0 145 168 150.0
## 730 164 140.0 165 161 140.0
## 731 151 148.0 164 160 148.0
## 732 178 171.0 170 157 170.0
## 733 140 168.0 158 162 169.0
## 735 172 165.0 143 170 159.0
## 736 170 171.0 150 141 169.0
## 737 168 157.0 156 175 165.0
## 738 167 140.0 165 174 170.0
## 739 148 148.0 145 156 165.0
## 742 149 150.0 170 150 173.0
## 750 170 145.0 140 160 176.0
## 751 170 170.0 161 180 150.0
## 752 172 175.0 170 170 140.0
## 753 150 149.0 168 155 174.0
## 755 151 142.5 170 154 140.0
## 756 150 140.0 150 170 174.0
## 757 165 175.0 140 161 166.0
## 758 169 140.0 167 140 169.0
## 759 143 153.0 170 175 162.0
## 760 130 152.0 141 180 148.0
## 761 174 174.0 173 140 176.0
## 762 178 140.0 173 158 140.0
## 770 159 162.5 170 168 170.0
## 771 159 165.0 177 172 140.0
## 773 161 173.0 158 176 156.0
## 774 172 145.0 179 164 158.0
## 776 151 175.0 151 160 159.0
## 777 176 170.0 173 168 177.0
## 778 177 155.0 155 180 168.0
## 779 172 178.0 173 140 154.0
## 780 150 144.0 158 183 180.0
## 781 130 169.0 150 155 175.0
## 782 145 170.0 164 157 168.0
## 783 174 170.0 168 165 174.0
## 786 170 178.0 167 167 173.0
## 788 145 167.0 145 154 140.0
## 791 154 168.0 175 150 170.0
## 793 158 140.0 179 152 140.0
## 795 170 173.0 161 178 172.0
## 799 163 162.0 175 174 164.0
## 800 180 170.0 150 150 130.0
## 801 175 147.0 150 151 178.0
## 802 174 148.0 162 160 172.0
## 803 173 170.0 171 162 154.0
## 804 172 168.0 175 141 158.0
## 805 150 161.0 162 171 150.0
## 807 158 155.0 148 174 140.0
## 827 163 176.0 163 172 172.0
## 832 165 140.0 150 140 149.0
## 834 171 175.0 176 165 178.0
## 842 178 168.0 155 151 145.0
## 847 182 168.0 145 178 162.0
## 852 170 170.0 173 170 175.0
## 857 150 163.0 171 165 150.0
## 
## $weight
##        1     2      3    4      5
## 3   70.0  59.0  70.00 60.0  58.00
## 16  43.0  66.0  74.00 76.0  73.00
## 18  61.0  77.0  58.00 55.0  53.00
## 89  59.0  58.0  62.00 76.0  64.00
## 102 71.0  55.0  67.00 55.2  65.00
## 108 59.0  63.7  69.00 60.0  60.00
## 117 58.0  54.0  75.00 55.0  65.00
## 136 66.0  75.0  85.00 65.0  58.00
## 220 59.0  51.0  65.00 64.0  53.00
## 243 67.0  69.0  90.00 61.0  61.65
## 279 60.0  78.0  66.00 80.0  50.00
## 283 48.0  59.0  45.00 63.0  63.70
## 329 49.0  62.0  54.00 61.0  59.00
## 350 56.0  55.0  68.00 76.0  70.00
## 383 53.3  65.0  67.00 84.0  65.00
## 393 48.0 112.0  47.00 70.0  56.00
## 405 48.0  62.0  65.00 64.0  58.00
## 439 58.0  60.0  55.00 69.0  75.00
## 454 55.2  67.0  50.00 64.0  65.00
## 489 54.0  46.0  69.00 71.0  62.00
## 509 65.0  53.0  65.00 65.0  60.00
## 532 56.0  55.2  61.00 56.0  60.00
## 558 68.0  72.0  55.00 95.0  64.00
## 579 58.0  60.0  75.00 65.0  60.00
## 593 59.0  60.0  55.00 58.0  95.00
## 628 79.0  56.0  65.00 55.0  57.00
## 668 60.0  53.3  53.00 51.0  61.00
## 687 56.0  50.0  63.00 77.0  59.00
## 691 70.0  99.0  74.00 58.0  74.00
## 696 54.0  53.3  59.00 76.0  64.00
## 704 59.0  60.0  81.00 52.0  66.00
## 714 52.0  51.0  57.00 72.0  62.00
## 716 73.0  60.0  62.00 53.0  62.00
## 723 55.0  63.7  64.00 72.0  93.00
## 725 60.0  45.0  60.00 67.0  56.00
## 726 55.0  59.0  77.00 63.0  66.45
## 727 60.0  62.0  51.00 65.0  60.00
## 728 92.0  62.0  60.00 68.0  76.00
## 729 70.0  85.0  51.00 61.0  64.00
## 730 60.0  53.0  58.00 59.0  52.00
## 731 66.0  68.0  59.00 65.0  57.00
## 732 65.0  58.0  61.00 56.0  56.00
## 733 52.0  65.0  52.00 66.0  61.00
## 735 58.0  68.0  52.00 70.0  55.00
## 736 52.0  84.0  55.00 51.0  62.00
## 737 59.0  56.0  63.00 70.0  69.00
## 738 60.0  48.0  67.00 66.0  60.00
## 739 62.0  54.0  62.00 60.0  68.00
## 742 55.0  60.0  79.00 53.0  74.00
## 750 60.0  50.0  53.00 65.0  68.00
## 751 72.0  74.0  66.45 86.0  53.00
## 752 58.0  65.0  67.00 60.0  60.00
## 753 68.0  52.0  64.00 71.0  63.00
## 755 53.0  62.0  76.00 54.0  46.00
## 756 60.0  49.0  66.00 90.0  63.00
## 757 69.0  82.0  55.00 61.0  74.00
## 758 59.0  45.0  72.00 58.0  66.00
## 759 48.0  52.0  70.00 59.0  62.00
## 760 48.0  48.0  52.00 95.0  46.00
## 761 65.0  58.0  82.00 53.0  75.00
## 762 80.0  51.0  70.00 55.0  50.00
## 770 62.0  65.0  64.00 61.0  85.00
## 771 55.0  69.0  61.65 60.0  58.00
## 773 67.0  78.0  60.00 60.0  67.00
## 774 62.0  51.0 100.00 93.0  62.00
## 776 49.0  78.0  60.00 60.0  58.00
## 777 58.0  73.0  58.00 64.0  65.00
## 778 73.0  55.0  70.00 68.0  66.00
## 779 68.0  75.0  79.00 58.0  61.00
## 780 65.0  54.0  66.00 86.0  59.00
## 781 43.0  61.0  55.00 59.0  70.00
## 782 51.0  89.0  64.00 63.7  63.00
## 783 58.0  59.0  55.00 66.0  58.00
## 786 75.0  62.0  60.00 70.0  57.00
## 788 54.0  64.0  72.00 58.0  52.00
## 791 53.0  68.0  67.00 55.0  62.00
## 793 62.0  51.0  75.00 53.0  47.00
## 795 62.0  67.0  59.00 62.0  64.00
## 799 90.0  60.0  65.00 57.0  60.00
## 800 74.0  62.0  63.00 72.0  48.00
## 801 70.0  60.0  50.00 60.0  99.00
## 802 71.0  50.0  78.00 67.0  59.00
## 803 64.0  69.0  73.00 68.0  60.00
## 804 68.0  65.0  75.00 60.0  50.00
## 805 51.0  60.0  69.00 59.0  63.00
## 807 60.0  53.0  50.00 57.0  55.00
## 834 70.0  59.0  73.00 59.0  78.00
## 842 74.0  52.0  58.00 55.0  58.00
## 847 90.0  65.0  62.00 74.0  60.00
## 852 65.0  67.0  61.00 52.0 100.00
## 857 55.0  59.0  56.00 59.0  60.00
## 
## $BMI
##            1        2        3        4        5
## 3   24.72518 22.89282 24.31412 21.61281 24.22145
## 16  26.07897 22.86253 24.44444 24.67105 25.95156
## 18  21.51386 25.20398 20.90420 17.77778 22.67574
## 89  25.14861 23.38869 25.51020 24.16716 25.76298
## 102 23.43750 25.33333 23.03005 18.81892 22.05805
## 108 18.81892 21.35931 22.52151 18.73049 18.59012
## 117 24.80159 24.12175 26.15563 19.03114 23.05175
## 136 21.30395 23.71184 29.05475 20.02884 29.38468
## 220 23.93899 21.96712 21.35931 27.54821 21.92613
## 243 22.43230 21.41094 29.72652 21.25850 29.40227
## 279 20.56933 27.18090 23.37258 25.39062 21.96712
## 283 24.60973 19.92513 26.72287 21.25850 22.37568
## 329 27.96802 18.59012 24.21875 26.29758 26.07897
## 350 24.97399 28.30533 28.88889 24.97399 21.48438
## 383 24.38653 22.98540 25.21625 29.05475 29.21011
## 393 27.85201 33.44382 21.20311 22.12974 19.84127
## 405 26.34649 25.71166 22.49135 25.33333 23.83673
## 439 22.65625 24.85795 19.48696 21.61281 33.62209
## 454 27.54821 21.22789 22.83288 19.14672 24.21875
## 489 26.95984 27.47138 22.77319 23.49524 20.90420
## 509 20.54419 26.81359 24.78426 23.30109 24.81633
## 532 22.31328 21.51386 21.82995 24.77210 24.60938
## 558 21.97134 24.67105 26.07897 32.45568 21.61281
## 579 24.16716 23.58833 31.64062 24.21875 18.90204
## 593 18.90204 18.59012 21.48438 19.67517 32.87197
## 628 26.44628 24.74094 18.26150 19.37716 20.02884
## 668 21.40309 23.73996 26.12245 23.14050 19.03114
## 687 27.58020 17.91509 18.36900 23.60128 19.95936
## 691 20.40816 36.67820 26.14269 24.16327 28.65014
## 696 26.95312 26.95984 18.59012 25.33284 23.43750
## 704 19.72104 24.46460 25.39062 24.03461 25.51020
## 714 23.66524 23.24380 17.57812 23.52941 28.65014
## 716 25.72103 20.20202 23.42209 22.98540 23.19109
## 723 20.51913 26.82742 21.35780 23.87543 31.11111
## 725 18.59012 26.47211 22.12974 24.60938 24.97399
## 726 21.25850 25.39062 24.81994 21.46194 33.67347
## 727 21.35931 26.25958 25.76298 22.22222 24.15882
## 728 32.04615 19.53125 24.46460 21.23057 25.63692
## 729 24.84098 25.51020 24.38653 20.54419 28.57143
## 730 22.38631 26.95312 21.35780 22.86253 26.25958
## 731 28.04282 30.48316 20.40816 25.39062 25.86451
## 732 20.20202 18.90204 21.22281 23.03005 17.77778
## 733 26.21882 23.04002 21.46194 25.14861 21.07720
## 735 19.48696 24.97399 25.46198 23.78121 20.63883
## 736 17.92822 29.82325 24.44180 25.71166 21.61281
## 737 20.70082 22.98540 25.30864 22.65625 25.39062
## 738 21.51386 24.85795 24.56747 21.48438 19.55556
## 739 28.30533 24.80159 28.99931 24.60973 24.97399
## 742 24.80159 26.12245 27.58020 23.87511 24.80159
## 750 19.55556 24.16327 26.83865 25.28257 21.36752
## 751 24.97399 25.30864 25.51020 26.77551 23.87511
## 752 19.48696 20.70082 23.12062 19.55556 29.82325
## 753 28.73175 23.80869 22.72440 29.05329 20.76125
## 755 23.43750 29.06977 26.44628 23.12062 24.08822
## 756 26.44628 25.18079 28.65014 32.04615 20.54989
## 757 25.39062 26.98962 27.65625 23.42209 27.11111
## 758 20.76125 23.60128 25.68956 28.65014 22.89282
## 759 23.60128 22.43230 24.21875 18.59012 23.56663
## 760 27.41445 20.54419 25.95156 31.21748 21.96712
## 761 21.45329 18.36547 28.30533 26.83865 24.38653
## 762 25.24934 26.31464 23.30668 22.38631 25.60554
## 770 24.50895 24.56747 22.12974 21.45357 29.41176
## 771 21.35931 25.39062 17.77778 20.19558 29.38468
## 773 25.30864 26.34649 23.73996 18.08021 27.43725
## 774 20.70082 24.76757 32.56189 34.47525 24.80159
## 776 22.03857 25.71166 26.17519 23.63403 22.89282
## 777 18.42404 25.28257 19.25703 22.67574 18.80787
## 778 23.30668 23.04688 28.65014 20.70082 23.33547
## 779 22.83288 23.49524 26.83865 28.65014 25.51020
## 780 28.88889 26.17188 26.34649 26.56434 17.14678
## 781 25.76298 21.35780 24.44180 24.56747 22.65625
## 782 24.50895 29.93827 23.80869 25.71166 22.32143
## 783 18.59012 20.67901 18.73049 24.22145 18.59012
## 786 25.95156 19.10009 20.54419 25.01352 18.59012
## 788 25.60554 22.98540 31.74179 24.44180 26.66667
## 791 22.07108 23.99946 21.36752 24.60973 21.07720
## 793 23.97959 25.95156 23.30668 23.30109 24.38653
## 795 21.61281 21.64127 22.65625 17.77778 20.54419
## 799 33.62209 23.03005 21.22281 18.36547 22.06035
## 800 22.77319 21.45329 27.82931 30.47797 27.42857
## 801 22.22222 26.82742 21.91381 25.95156 32.34682
## 802 23.33768 23.30109 28.73175 26.07897 18.90204
## 803 21.45329 23.55556 24.81994 25.68956 25.33284
## 804 22.98540 22.64086 24.48980 28.72679 20.02884
## 805 23.18339 23.18367 26.17519 19.62826 27.06405
## 807 24.08822 22.06035 23.30668 18.42404 27.54821
## 827 28.65014 24.72946 28.99931 25.96953 25.96454
## 832 18.36547 25.76298 22.77319 25.51020 23.05175
## 834 23.88946 18.59012 23.53037 21.36752 24.80159
## 842 23.33768 18.42404 24.21875 24.16327 27.34375
## 847 27.99036 23.03005 28.65014 23.38869 22.86253
## 852 22.40588 22.52151 20.19558 18.59113 32.87197
## 857 24.60938 22.38631 19.25703 21.36752 26.44628
## 
## $obesity
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $TC
##         1   2     3   4     5
## 2   171.0 243 289.0 228 169.0
## 3   150.0 150 199.0 140 231.0
## 29  168.0 191 169.0 205 136.0
## 87  115.0 193 164.0 151 173.0
## 115 126.0 161 199.0 146 146.0
## 162 166.0 165 163.0 239 103.0
## 190 208.0 171 217.0 148 177.0
## 235 177.2 233 160.0 160 168.0
## 413 209.0 193 160.0 131 272.0
## 430 183.0 205 255.0 200 143.0
## 488 154.0 103 111.8 185 144.0
## 508 217.0 255 222.0 184 255.0
## 579 170.0 160 159.0 207 103.0
## 729 116.0 197 198.0 144 211.0
## 732 141.0 197 195.0 131 206.0
## 751 172.0 194 275.0 234 191.0
## 752 201.0 246 175.0 160 238.0
## 755 154.0 169 120.0 113 200.0
## 758 182.0 152  96.0 217 134.0
## 770 117.6 209 123.0 181 141.0
## 771 244.0 166 196.0 118 167.0
## 778 103.0 246 123.0 204 132.8
## 797 212.0 231 222.0 258 293.0
## 
## $LDLC
##       1   2   3   4   5
## 2    85 161 161 146 117
## 3    71  72 133  86 156
## 29   90 111  84 100  82
## 72  136 123 108 118 133
## 87   75 110 108 124 123
## 115  67  53 134  86  87
## 162 116 108 100 181  60
## 190 152 121 149  93 137
## 235 115 145  91 102 103
## 413 102 129  87  66 202
## 430  93 140 182 123 124
## 488  97  57  78  94  92
## 508 141 156 107 125 109
## 579  74  91 119 140  50
## 729 150 128 132  98 123
## 732  78 145 149  78 144
## 751  84 113 212 139 114
## 752 102 141 115  87 174
## 755  82 115  58  62 119
## 758 122  84  48 131  79
## 770  64 141  74 114  85
## 771 173 103 103 150 104
## 778  50 174  60 108  79
## 797 141 147 156 164 214
## 
## $HDLC
##      1  2  3  4  5
## 2   42 33 89 37 23
## 3   41 10 10 29 35
## 29  42 25 60 52 32
## 87  28 48 33 27 46
## 115 38 26 34 31 29
## 162 35 43 44 43 23
## 190 38 36 33 38 34
## 235 39 48 42 36 34
## 413 46 37 28 25 41
## 430 43 35 38 68 15
## 488 38 40 27 42 28
## 508 46 65 37 42 61
## 579 60 39 21 46  8
## 729 23 34 40 25 49
## 732 37 40 38 29 26
## 751 38 46 36 26 49
## 752 54 60 43 10 33
## 755 33 47 28 41 41
## 758 44 34 26 38 27
## 770 21 47 20 45 28
## 771 46 27 36 35 30
## 778 41 51 38 44 20
## 797 27 36  8 47 24
## 
## $TG
##       1   2   3   4   5
## 3    76 184 241 153 194
## 29  126 164  55  64  57
## 115 166 194 155 161  65
## 190 127  78 414 106  40
## 235  74 117  52 109 108
## 488  49  61  45 128 151
## 508 247 137 459 129  55
## 579 174 124 154 192 184
## 751 142 170 182 276 147
## 752  38 151  58 261 164
## 755 182  49  20  30 175
## 758 151  99  87  71 114
## 770  39  89  92 156  75
## 771  51  52 184  66 139
## 857 406  37 156  62  59
## 
## $DM
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $HBP
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)
## 
## $smoking
## [1] 1 2 3 4 5
## <0 rows> (or 0-length row.names)

# 4_3. 5개의 데이터셋 중 1번 데이터셋으로 대치하는 방법
completedData1 <- complete(imputed, 1)
sum(is.na(completedData1))

## [1] 0

# 4_4. 5개 통합분석된 데이터로 대치하는 방법
completedData <- complete(imputed)

# 4_5. 밀도plot에서 빨간색들이 5개의 만들어낸 분포, 파란색-> 마지막 가장 좋은 na 대치한 것의 분포
densityplot(imputed) #