summary()
is a generic function that gives summary values of an object. When working with a vector or a data frame the summary values are Min
, 1st Qu.
, Median
, Mean
, 3rd Qu.
and Max
:summary(1:100)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.00 25.75 50.50 50.50 75.25 100.00
summary(iris)
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100
## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300
## Median :5.800 Median :3.000 Median :4.350 Median :1.300
## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199
## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800
## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500
## Species
## setosa :50
## versicolor:50
## virginica :50
##
##
The function has the following parameters:
x
: object to display the values frommaxsum
: levels to be shown for factorsdigits
: digits to be shownsummary(1:100)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.00 25.75 50.50 50.50 75.25 100.00
summary(1:100, digits = 1)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1 30 50 50 80 100
summary(iris, digits = 1)
## Sepal.Length Sepal.Width Petal.Length Petal.Width Species
## Min. :4 Min. :2 Min. :1 Min. :0.1 setosa :50
## 1st Qu.:5 1st Qu.:3 1st Qu.:2 1st Qu.:0.3 versicolor:50
## Median :6 Median :3 Median :4 Median :1.3 virginica :50
## Mean :6 Mean :3 Mean :4 Mean :1.2
## 3rd Qu.:6 3rd Qu.:3 3rd Qu.:5 3rd Qu.:1.8
## Max. :8 Max. :4 Max. :7 Max. :2.5
summary(iris$Sepal.Width, digits = 2) #digits = 2
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.0 2.8 3.0 3.1 3.3 4.4
summary(iris$Sepal.Width, digits = 4) #digits = 4
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.000 2.800 3.000 3.057 3.300 4.400
summary(iris, maxsum = 2, digits = 4) #maxsum = 2
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100
## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300
## Median :5.800 Median :3.000 Median :4.350 Median :1.300
## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199
## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800
## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500
## Species
## setosa : 50
## (Other):100
##
##
##
##
summary(iris, maxsum = 1, digits = 4) #maxsum = 1
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100
## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300
## Median :5.800 Median :3.000 Median :4.350 Median :1.300
## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199
## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800
## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500
## Species
## (Other):150
##
##
##
##
##
summary()
function can also be used when working with other functions as lm()
(lineal model), where gives other summary values as Residuals
, Coefficients
, Residual standard error
, Multiple R-squared
, Adjusted R-squared
, F-statistic
and p-value
:lmod <- lm(Temp~Ozone+Solar.R+Wind, data = airquality)
lmod
##
## Call:
## lm(formula = Temp ~ Ozone + Solar.R + Wind, data = airquality)
##
## Coefficients:
## (Intercept) Ozone Solar.R Wind
## 72.418579 0.171966 0.007276 -0.322945
summary(lmod)
##
## Call:
## lm(formula = Temp ~ Ozone + Solar.R + Wind, data = airquality)
##
## Residuals:
## Min 1Q Median 3Q Max
## -20.942 -4.996 1.283 4.434 13.168
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 72.418579 3.215525 22.522 < 2e-16 ***
## Ozone 0.171966 0.026390 6.516 2.42e-09 ***
## Solar.R 0.007276 0.007678 0.948 0.345
## Wind -0.322945 0.233264 -1.384 0.169
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 6.834 on 107 degrees of freedom
## (42 observations deleted due to missingness)
## Multiple R-squared: 0.4999, Adjusted R-squared: 0.4858
## F-statistic: 35.65 on 3 and 107 DF, p-value: 4.729e-16
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