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text  

Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning
View on CRAN: Click here


Download and install text package within the R console
Install from CRAN:
install.packages("text")

Install from Github:
library("remotes")
install_github("cran/text")

Install by package version:
library("remotes")
install_version("text", "1.3.0")



Attach the package and use:
library("text")
Maintained by
Oscar Kjell
[Scholar Profile | Author Map]
First Published: 2020-11-23
Latest Update: 2023-08-09
Description:
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>.
How to cite:
Oscar Kjell (2020). text: Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning. R package version 1.3.0, https://cran.r-project.org/web/packages/text. Accessed 02 Apr. 2025.
Previous versions and publish date:
0.9.0 (2020-11-23 10:30), 0.9.10 (2020-12-14 10:50), 0.9.50 (2022-02-13 00:10), 0.9.90 (2022-05-30 13:20), 0.9.99.2 (2022-09-21 00:00), 1.0 (2023-08-09 18:40), 1.2.0 (2024-02-13 21:51), 1.2.1 (2024-04-23 02:00), 1.2.3 (2024-07-29 11:20), 1.3.0 (2024-12-05 10:10)
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Functions, R codes and Examples using the text R package
Some associated functions: DP_projections_HILS_SWLS_100 . Language_based_assessment_data_3_100 . Language_based_assessment_data_8 . PC_projections_satisfactionwords_40 . centrality_data_harmony . find_textrpp . find_textrpp_env . raw_embeddings_1 . textCentrality . textCentralityPlot . textClassify . textDescriptives . textDimName . textDistance . textDistanceMatrix . textDistanceNorm . textEmbed . textEmbedLayerAggregation . textEmbedRawLayers . textEmbedReduce . textEmbedStatic . textFineTuneTask . textGeneration . textModelLayers . textModels . textModelsRemove . textNER . textPCA . textPCAPlot . textPlot . textPredict . textPredictAll . textPredictTest . textProjection . textProjectionPlot . textQA . textSimilarity . textSimilarityMatrix . textSimilarityNorm . textSum . textTokenize . textTrain . textTrainLists . textTrainRandomForest . textTrainRegression . textTranslate . textWordPrediction . textZeroShot . textrpp_initialize . textrpp_install . textrpp_uninstall . word_embeddings_4 . 
Some associated R codes: 0_0_1_text_initialize.R . 0_0_text_install.R . 0_1_globals.R . 0_2_privateFunctions.R . 0_3_textModels.R . 1_0_textDescriptives.R . 1_1_textEmbed.R . 1_2_textEmbedStatic.R . 1_3_textEmbedReduce.R . 2_1_textTrain.R . 2_2_textTrainRegression.R . 2_3_textTrainRandomForest.R . 2_4_textPredict.R . 3_1_textSimilarity.R . 4_0_textPlot.R . 4_1_textPlotCentrality.R . 4_2_textPlotPCA.R . 4_3_textPlotProjection.R . 4_4_textPlotWordPrediction.R . 5_1_textClassify.R . 5_2_textGeneration.R . 5_3_textNER.R . 5_4_textSum.R . 5_5_textQA.R . 5_6_textTranslate.R . 5_7_textZeroShot.R . 6_1_textFineTune.R . ExampleDataDescription.R . zzz.R .  Full text package functions and examples
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