text2map

text2map: R Tools for Text Matrices - Published in JOSS (2022)

https://gitlab.com/culturalcartography/text2map

Keywords

Scientific Fields

Repository

R Tools for Text Matrices

https://gitlab.com/culturalcartography/text2map/blob/master/

# [`text2map`](https://culturalcartography.gitlab.io/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_](https://www.textmapping.com)


### Installation

Install the CRAN version:

```r
install.packages("text2map")
```

Or install the latest development version from GitLab:

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


### Related Packages

There are four related packages hosted on GitLab: 

- [`text2map.corpora`](https://culturalcartography.gitlab.io/text2map.corpora/): 13+ text datasets
- [`text2map.dictionaries`](https://culturalcartography.gitlab.io/text2map.dictionaries/): norm dictionaries and word frequency lists
- [`text2map.pretrained`](https://culturalcartography.gitlab.io/text2map.pretrained/): pretrained embeddings and topic models
- [`text2map.theme`](https://culturalcartography.gitlab.io/text2map.theme): changes `ggplot2` aesthetics and loads viridis color scheme as default

The above packages can be installed using the following:

```r
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](https://style.tidyverse.org/) and [rOpensci](https://devguide.ropensci.org/building.html) style guides (see also [Advanced R](http://adv-r.had.co.nz/Style.html)). 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).



[![CRAN](https://user-content.gitlab-static.net/2c1d3fa0363b0d2990145498a602380b6f39c810/68747470733a2f2f7777772e722d706b672e6f72672f6261646765732f76657273696f6e2f74657874326d6170)](https://cran.r-project.org/package=text2map)

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[![license](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/license/mit) 

[![](https://cranlogs.r-pkg.org/badges/text2map)](https://cran.r-project.org/package=text2map)

JOSS Publication

text2map: R Tools for Text Matrices

Published

April 20, 2022

DOI

10.21105/joss.03741

Volume 7, Issue 72, Page 3741

Authors

Dustin S. Stoltz
Lehigh University

Marshall A. Taylor
New Mexico State University

Editor

Chris Hartgerink

Tags

text analysis word embeddings document-term matrices

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