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text: Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning

Link R with Transformers from Hugging Face to transform text variables to word embeddings; where the word embeddings are used to statistically test the mean difference between set of texts, compute semantic similarity scores between texts, predict numerical variables, and visual statistically significant words according to various dimensions etc. For more information see <https://www.r-text.org>.

Version: 1.3.0
Depends: R (≥ 4.00)
Imports: topics, dplyr, tibble, stringi, tidyr, ggplot2, ggrepel, cowplot, rlang, purrr, magrittr, parsnip, recipes (≥ 0.1.16), rsample, reticulate, tune, workflows, yardstick, future, furrr
Suggests: knitr, rmarkdown, testthat, rio, glmnet, randomForest, overlapping, covr, xml2, ranger, utils, ggwordcloud, reactable, osfr
Published: 2024-12-05
DOI: 10.32614/CRAN.package.text
Author: Oscar Kjell ORCID iD [aut, cre], Salvatore Giorgi ORCID iD [aut], Andrew Schwartz ORCID iD [aut]
Maintainer: Oscar Kjell <oscar.kjell at psy.lu.se>
BugReports: https://github.com/OscarKjell/text/issues/
License: GPL-3
URL: https://r-text.org/, https://github.com/OscarKjell/text/
NeedsCompilation: no
SystemRequirements: Python (>= 3.6.0)
Citation: text citation info
Materials: README NEWS
CRAN checks: text results

Documentation:

Reference manual: text.pdf
Vignettes: LBAM (source, R code)
Word_Embeddings (source, R code)
Computer_Capacity (source, R code)
Extended Installation Guide (source, R code)
implicitmotives_tutorial (source, R code)
lbam_tutorial (source, R code)
Pre-registration (source, R code)
psychological_methods (source, R code)
Removing_Cache_Files (source, R code)
Singularity_Container (source, R code)
text (source, R code)

Downloads:

Package source: text_1.3.0.tar.gz
Windows binaries: r-devel: text_1.3.0.zip, r-release: text_1.3.0.zip, r-oldrel: text_1.3.0.zip
macOS binaries: r-release (arm64): text_1.3.0.tgz, r-oldrel (arm64): text_1.3.0.tgz, r-release (x86_64): text_1.3.0.tgz, r-oldrel (x86_64): text_1.3.0.tgz
Old sources: text archive

Reverse dependencies:

Reverse imports: PsychWordVec
Reverse suggests: FMAT, topics

Linking:

Please use the canonical form https://CRAN.R-project.org/package=text to link to this page.

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.
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