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OpenRefine (formerly Google Refine) is a popular, open source data cleaning software. rrefine enables users to programmatically trigger data transfer between R and OpenRefine. Using the functions available in this package, you can import, export, apply data cleaning operations, or delete a project in OpenRefine directly from R. There are several client libraries for automating OpenRefine tasks via Python, nodeJS and Ruby. rrefine extends this functionality to R users.
The development version of rrefine is available on GitHub and can be installed via devtools:
# install.packages("devtools")
devtools::install_github("vpnagraj/rrefine")
library(rrefine)
rrefine is also available on CRAN:
install.packages("rrefine")
library(rrefine)
The package includes the following functionality to interface with OpenRefine projects:
refine_upload()
: Upload data to a projectrefine_export()
: Export data from a projectrefine_delete()
: Delete a projectrefine_metadata()
: Retrieve metadata from all
projectsrefine_project_summary()
: Get project summary datarefine_operations()
: Apply arbitrary operations to a
projectrefine_remove_column()
: Remove a column from a
projectrefine_add_column()
: Add a column to a projectrefine_rename_column()
: Rename an existing column in a
projectrefine_move_column()
: Move a column to a new indexrefine_transform()
: Apply arbitrary text
transformationsrefine_to_lower()
: Coerce text to lowercaserefine_to_upper()
: Coerce text to uppercaserefine_to_title()
: Coerce text to title caserefine_to_null()
: Set values to NULL
refine_to_empty()
: Set text values to empty string
(""
)refine_to_text()
: Coerce value to stringrefine_to_number()
: Coerce value to numericrefine_to_date()
: Coerce value to daterefine_trim_whitespace()
: Remove leading and trailing
whitespacesrefine_collapse_whitespace()
: Collapse consecutive
whitespaces to single whitespacerefine_unescape_html()
: Unescape HTML in stringDescriptions and examples of usage are available in the package manual and vignette.
Feature requests, bug reports or other questions should be directed to the issue queue.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.