DataFrame-utils: Common operations on DataFrame objects

In Bioconductor/S4Vectors: Foundation of vector-like and list-like containers in Bioconductor

Common operations on DataFrame objects

Description

Common operations on DataFrame objects.

Splitting

In the code snippet below, x is a DataFrame object.

split(x, f, drop = FALSE):

Splits x into a SplitDataFrameList object, according to f, dropping elements corresponding to unrepresented levels if drop is TRUE.

Looping

In the code snippet below, x is a DataFrame object.

by(data, INDICES, FUN, ..., simplify = TRUE):

Apply FUN to each group of data, a DataFrame, formed by the factor (or list of factors) INDICES. Exactly the same contract as as.data.frame.

Subsetting based on NA content

In the code snippets below, x is a DataFrame object.

na.omit(object):

Returns a subset with incomplete cases removed.

na.exclude(object):

Returns a subset with incomplete cases removed (but to be included with NAs in statistical results).

is.na(x):

Returns a logical matrix indicating which cells are missing.

complete.cases(x):

Returns a logical vector identifying which cases have no missing values.

Transforming

In the code snippet below, x is a DataFrame object.

transform(`_data`, ...):

adds or replaces columns based on expressions in .... See transform.

Statistical modeling with DataFrame

A number of wrappers are implemented for performing statistical procedures, such as model fitting, with DataFrame objects.

Tabulation

xtabs(formula = ~., data, subset, na.action, exclude = c(NA, NaN), drop.unused.levels = FALSE):

Like the original xtabs, except data is a DataFrame.

Author(s)

Michael Lawrence

See Also

• by in the base package.

• na.omit in the stats package.

• transform in the base package.

• xtabs in the stats package.

• splitAsList in this package (S4Vectors).

• SplitDataFrameList objects in the IRanges package.

• DataFrame objects.

Examples

## split
sw <- DataFrame(swiss)
swsplit <- split(sw, sw[["Education"]])

## rbind & cbind
do.call(rbind, as.list(swsplit))
cbind(DataFrame(score), DataFrame(counts))

df <- DataFrame(as.data.frame(UCBAdmissions))
xtabs(Freq ~ Gender + Admit, df)

Bioconductor/S4Vectors documentation built on Nov. 17, 2024, 6:55 p.m.