data <- read.csv("https://archive.ics.uci.edu/ml/machine-learning-databases/heart-disease/processed.cleveland.data",header=FALSE,sep=",",na.strings = '?')
names(data) <- c( "edad", "sex", "cp", "trestbps", "chol","fbs", "restecg","thalach","exang", "oldpeak","slope", "ca", "thal", "num")
##Bloque 1
table(data$fbs)
##
## 0 1
## 258 45
##Histograma de trestbps
hist(data$trestbps,col = "light blue")
##Diagrama de Caja de trestbps
boxplot(data$trestbps,col = "light blue")
##Medidas estadisticas de trestbps
mean(data$trestbps)
## [1] 131.6898
median(data$trestbps)
## [1] 130
sd(data$trestbps)
## [1] 17.59975
quantile(data$trestbps)
## 0% 25% 50% 75% 100%
## 94 120 130 140 200
##Histogrma de chol
hist(data$chol,col = "red")
##Diagrama de caja de chol
boxplot(data$chol,col = "red")
##Medidas estadisticas de chol
mean(data$chol)
## [1] 246.6931
median(data$chol)
## [1] 241
sd(data$chol)
## [1] 51.77692
quantile(data$chol)
## 0% 25% 50% 75% 100%
## 126 211 241 275 564
##Histograma de thalach
hist(data$thalach,col = "blue")
##Diagrama de caja de thalach
boxplot(data$thalach,col = "yellow")
##Medidas estadisticas de thalach
mean(data$thalach)
## [1] 149.6073
median(data$thalach)
## [1] 153
sd(data$thalach)
## [1] 22.875
quantile(data$thalach)
## 0% 25% 50% 75% 100%
## 71.0 133.5 153.0 166.0 202.0
##Histograma de oldpeak
hist(data$oldpeak,col = "purple")
##Diagrama de caja de oldpeak
boxplot(data$oldpeak,col = "orange")
##Medidas estadisticas de oldpeak
mean(data$oldpeak)
## [1] 1.039604
median(data$oldpeak)
## [1] 0.8
sd(data$oldpeak)
## [1] 1.161075
quantile(data$oldpeak)
## 0% 25% 50% 75% 100%
## 0.0 0.0 0.8 1.6 6.2
##Tabla de frecuencias de exang
table(data$exang)
##
## 0 1
## 204 99
##Diagrana de barras de exang
x<- data$exang
y<- 1:303
plot(x,y)
##Matriz de correlacion de trestbps
z<- data$trestbps
y<- 1:303
cor(z,y)
## [1] -0.02202834
##Matriz de varianzas y covarianzas de trestbps
z<- data$trestbps
y<- 1:303
cov(z,y)
## [1] -33.96689
##Matriz de diagramas de dispersion de trestbps
z<- data$trestbps
y<- 1:303
plot(z,y)
##Matriz de correlacion de chol
f<- data$chol
y<- 1:303
cor(f,y)
## [1] -0.09551825
##Matriz de varianzas y covarianzas de chol
f<- data$chol
y<- 1:303
cov(f,y)
## [1] -433.3013
##Matriz de diagramas de dispersion de chol
f<- data$chol
y<- 1:303
plot(f,y)
##Matriz de correlacion de thalach
s<- data$thalach
y<- 1:303
cor(s,y)
## [1] -0.1054884
##Matriz de varianzas y covarianzas de thalach
s<- data$thalach
y<- 1:303
cov(s,y)
## [1] -211.4139
##Matriz de diagramas de dispersion de thalach
s<- data$thalach
y<- 1:303
plot(s,y)