Exploring with Data
str
- The structure of the data frame
head
- The first six rows of the data frame
tail
- The last six rows of the data frame
View
- View the data frame in a spreasheet view
dim
- Dimensions of the data frame
nrow
- Number of rows in the data frame
ncol
- Number of columns in the data frame
subset
- Subset a data frame or vector
Descriptive Statistics
mean
- Mean (or average)
sd
- Standard deviation
median
- Median
IQR
- Inter-quartile range
table
- Contingency table
prop.table
- Proportional table (note takes the results of table
as a parameter)
psych::describe
- Common descriptive statistics
psych::describeBy
- Common descriptive statistics by a grouping (qualitative) variable
cor
- Correlation
Plots
- Data
ggplot(myDataFrame, aes(x=x, y=y)
- Layers
geom_point()
, geom_histogram()
, geom_bar()
, geom_boxplot()
, geom_text()
- Facets
facet_wrap(~ cut)
, facet_grid(~ cut)
- Scales
scale_y_log10()
- Other options
ggtitle('my title')
, ylim(c(0, 10000))
, xlab('x-axis label')