Other packages > Find by keyword >

udpipe  

Tokenization, Parts of Speech Tagging, Lemmatization and Dependency Parsing with the 'UDPipe' 'NLP' Toolkit
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("udpipe", "0.8.11")



Attach the package and use:
library("udpipe")
Maintained by
Jan Wijffels
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-09-01
Latest Update: 2023-01-06
Description:
This natural language processing toolkit provides language-agnostic 'tokenization', 'parts of speech tagging', 'lemmatization' and 'dependency parsing' of raw text. Next to text parsing, the package also allows you to train annotation models based on data of 'treebanks' in 'CoNLL-U' format as provided at <https://universaldependencies.org/format.html>. The techniques are explained in detail in the paper: 'Tokenizing, POS Tagging, Lemmatizing and Parsing UD 2.0 with UDPipe', available at <doi:10.18653/v1/K17-3009>. The toolkit also contains functionalities for commonly used data manipulations on texts which are enriched with the output of the parser. Namely functionalities and algorithms for collocations, token co-occurrence, document term matrix handling, term frequency inverse document frequency calculations, information retrieval metrics (Okapi BM25), handling of multi-word expressions, keyword detection (Rapid Automatic Keyword Extraction, noun phrase extraction, syntactical patterns) sentiment scoring and semantic similarity analysis.
How to cite:
Jan Wijffels (2017). udpipe: Tokenization, Parts of Speech Tagging, Lemmatization and Dependency Parsing with the 'UDPipe' 'NLP' Toolkit. R package version 0.8.11, https://cran.r-project.org/web/packages/udpipe. Accessed 31 Jan. 2025.
Previous versions and publish date:
0.1.0 (2017-09-01 19:06), 0.1.1 (2017-09-13 19:25), 0.2.1 (2017-12-06 19:15), 0.2.2 (2017-12-07 14:08), 0.2 (2017-11-13 11:29), 0.3 (2018-01-15 15:45), 0.4 (2018-02-07 14:28), 0.5 (2018-03-12 15:48), 0.6.1 (2018-07-30 15:40), 0.6 (2018-05-14 11:25), 0.7 (2018-09-10 11:50), 0.8.1 (2019-02-15 15:00), 0.8.2 (2019-05-29 10:00), 0.8.3 (2019-07-06 00:00), 0.8.4-1 (2020-10-12 06:40), 0.8.4 (2020-10-10 08:30), 0.8.5 (2020-12-10 17:40), 0.8.6 (2021-06-01 15:20), 0.8.8 (2021-12-02 20:30), 0.8.9 (2022-03-24 10:30), 0.8.10 (2022-11-10 16:50), 0.8 (2018-12-09 16:10)
Other packages that cited udpipe R package
View udpipe citation profile
Other R packages that udpipe depends, imports, suggests or enhances
Complete documentation for udpipe
Functions, R codes and Examples using the udpipe R package
Some associated functions: as.data.frame.udpipe_connlu . as.matrix.cooccurrence . as_conllu . as_cooccurrence . as_fasttext . as_phrasemachine . as_word2vec . brussels_listings . brussels_reviews . brussels_reviews_anno . brussels_reviews_w2v_embeddings_lemma_nl . cbind_dependencies . cbind_morphological . cooccurrence . document_term_frequencies . document_term_frequencies_statistics . document_term_matrix . dtm_align . dtm_bind . dtm_chisq . dtm_colsums . dtm_conform . dtm_cor . dtm_remove_lowfreq . dtm_remove_sparseterms . dtm_remove_terms . dtm_remove_tfidf . dtm_reverse . dtm_sample . dtm_svd_similarity . dtm_tfidf . keywords_collocation . keywords_phrases . keywords_rake . paste.data.frame . predict.LDA . strsplit.data.frame . syntaxpatterns . syntaxrelation . txt_collapse . txt_contains . txt_context . txt_count . txt_freq . txt_grepl . txt_highlight . txt_next . txt_nextgram . txt_overlap . txt_paste . txt_previous . txt_previousgram . txt_recode . txt_recode_ngram . txt_sample . txt_sentiment . txt_show . txt_tagsequence . udpipe . udpipe_accuracy . udpipe_annotate . udpipe_annotation_params . udpipe_download_model . udpipe_load_model . udpipe_read_conllu . udpipe_train . unique_identifier . unlist_tokens . 
Some associated R codes: RcppExports.R . datasets.R . nlp_collocation.R . nlp_cooccurrence.R . nlp_dependency_parsing.R . nlp_dependency_utlities.R . nlp_flow.R . nlp_morphological.R . nlp_phrase_sequences.R . nlp_rake.R . pkg.R . sentiment.R . topicmodels.R . udpipe_models.R . udpipe_parse.R . udpipe_reconstruct.R . udpipe_train.R . utils.R .  Full udpipe package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

GEEmediate  
Mediation Analysis for Generalized Linear Models Using the Difference Method
Causal mediation analysis for a single exposure/treatment and a single mediator, both allowed to be ...
Download / Learn more Package Citations See dependency  
pim  
Fit Probabilistic Index Models
Fit a probabilistic index model as described in Thas et al, 2012: ...
Download / Learn more Package Citations See dependency  
nlpred  
Estimators of Non-Linear Cross-Validated Risks Optimized for Small Samples
Methods for obtaining improved estimates of non-linear cross-validated risks are obtained using targ ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  

23,580

R Packages

204,057

Dependencies

63,980

Author Associations

23,581

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA