Library for corpus analysis using the Corpus Workbench as an efficient back end for indexing and querying large corpora. The package offers functionality to flexibly create partitions and to carry out basic statistical operations (count, co-occurrences etc.). The original full text of documents can be reconstructed and inspected at any time. Beyond that, the package is intended to serve as an interface to packages implementing advanced statistical procedures. Respective data structures (document term matrices, term co-occurrence matrices etc.) can be created based on the indexed corpora.
The purpose of the package 'polmineR' is to facilitate the interactive analysis of corpora using R. Core objectives for the development of the package are performance, usability, and a modular design.
There are many tools already for text mining. Why yet another one? Important incentives for developing the package were:
The polmineR relies on the Open Corpus Workbench (CWB) as a backend and uses the rcqp package as an interface. The CWB is particularly efficient for storing large corpora and offers a powerful language for querying corpora, the Corpus Query Processor (CQP). The architecture may be overengineered if you work with smaller corpora. It is meant to make working with larger corpora efficient, both locally, or on a server.
The polmineR-package was specifically developed to make full use of the XML annotation structure of the corpora created in the PolMine project (see polmine.sowi.uni-due.de). The core PolMine corpora are corpora of plenary protocols. In these corpora, speakers, parties etc. are structurally annotated. The polmineR-package is meant to help making full use of the rich annotation structure.
There are quite a few further functions, some of which are experimental. The publication of the polmineR-package on CRAN is planned as soon as the portability of the package is ensured. Most recent developments will be available here on GitHub.
Theoretically, it sould be easy to install the package with the devtools mechanism. It has been checked on a preliminary basis that the package is portable, but feedback is most welcome. The tricky part of the installation will usually be the rcqp package. See the package vignette for some advice.
Getting feedback is most welcome! I want this to be a useful package not just for me. Please do get in touch: Andreas Blaette, University of Duisburg-Essen (email@example.com).