Description

R Tools for Text Matrices, Embeddings, and Networks.

Description

This is a collection of functions optimized for working with with various kinds of text matrices. Focusing on the text matrix as the primary object - represented either as a base R dense matrix or a 'Matrix' package sparse matrix - allows for a consistent and intuitive interface that stays close to the underlying mathematical foundation of computational text analysis. In particular, the package includes functions for working with word embeddings, text networks, and document-term matrices. Methods developed in Stoltz and Taylor (2019) <doi:10.1007/s42001-019-00048-6>, Taylor and Stoltz (2020) <doi:10.1007/s42001-020-00075-8>, Taylor and Stoltz (2020) <doi:10.15195/v7.a23>, and Stoltz and Taylor (2021) <doi:10.1016/j.poetic.2021.101567>.

README.md

cran.r-project.org

`text2map`: R Tools for Text Matrices

This is an R Package with libraries and utility functions for computational text analysis.

The functions are optimized for working with various kinds of text matrices. Focusing on the text matrix as the primary object -- which is represented either as a base R dense matrix or a Matrix package sparse matrix -- allows for a consistent and intuitive interface that stays close to the underlying mathematical foundation of computational text analysis. In particular, the package includes functions for working with word embeddings, text networks, and document-term matrices.

Please check out our book Mapping Texts: Computational Text Analysis for the Social Sciences

Installation

Install the CRAN version:

install.packages("text2map")

Or install the latest development version from GitLab:

library(remotes)
install_gitlab("culturalcartography/text2map")

Related Packages

There are four related packages hosted on GitLab:

text2map.corpora: 13+ text datasets
text2map.dictionaries: norm dictionaries and word frequency lists
text2map.pretrained: pretrained embeddings and topic models
text2map.theme: changes ggplot2 aesthetics and loads viridis color scheme as default

The above packages can be installed using the following:

library(remotes)
install_gitlab("culturalcartography/text2map.theme")
install_gitlab("culturalcartography/text2map.corpora")
install_gitlab("culturalcartography/text2map.pretrained")
install_gitlab("culturalcartography/text2map.dictionaries")

Contributions and Support

We welcome contributions!

For any contributions, feel free to fork the package repository on GitLab or submit pull requests. We follow the Tidyverse and rOpensci style guides (see also Advanced R). In terms of adding functions, we encourage any method that works with base R matrices or the Matrix package's dgCMatrix class.

Please report any issues or bugs here: https://gitlab.com/culturalcartography/text2map/-/issues

Any questions and requests for support can also be directed to the package maintainers (maintainers [at] textmapping [dot] com).