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')