This section is on data handling and data manipulation in R. The range of areas covered includes the following.
Data Types: These include introduction to R data types such as numeric (or double), integer, character, logical, complex and raw.
Data Structures: These include introduction to the main data structures, which are vectors, matrices, arrays, dataframes, and lists.
Read or Write Files: These include discussions on how to read or import files from, or write and export data to CSV, TXT, Excel files, and file formats from common statistical packages such as R, SPSS, SAS, and STATA.
Aggregate
Data: These include discussions on how to aggregate data
using the colSums()
, rowSums()
,
colMeans()
, rowMeans()
, sapply()
,
apply()
, and aggregate()
functions.
Basic Data
Operations: These include discussions on basic data
operations using functions such as sort()
,
rev()
, unique()
, duplicated()
,
rank()
, head()
and
tail()
.
Contingency Tables
(Two-way Frequency Table): These include discussions on how
to create contingency tables using the table()
and
xtabs()
functions.
Deleting
or Naming Columns and Rows: These include discussions on
how to delete, name or rename columns and rows of data objects using the
subset()
, colnames()
and
rownames()
functions.
Frequency
Tables: These include discussions on how to create
frequency tables using the table()
, xtabs()
and cut()
functions.
Merge or Combine
Data: These include discussions on how to merge or combine
dataframes, columns or vectors, matrices and lists using the
merge()
, rbind()
, and cbind()
functions.
Reshape and
Splitting: These include discussions on how to reshape,
split and unsplit data objects using the reshape()
,
split()
and unsplit()
functions.
Subsetting
and Filtering Data: These include discussions on how to
subset or filter a column or vector, dataframe, and matrix using the
subset()
and which()
functions.
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