{"categories":[{"label":"Linguistic","url":"https://skillfed.io/packages/category/text-processing-linguistic/2"}],"enrichment":{"capability":"Provides Vietnamese language processing tools including tokenization, part-of-speech tagging, and accent manipulation using conditional random fields.","skillfed_tags":["vietnamese-nlp","conditional-random-fields"],"use_cases":["Tokenize Vietnamese sentences into words for downstream NLP pipelines or text analysis.","Tag Vietnamese words with their grammatical roles (noun, verb, adjective, etc.) for linguistic analysis.","Remove or add diacritical marks to Vietnamese text for normalization or text processing workflows.","Prepare Vietnamese text for machine learning models that require tokenized and tagged input.","Integrate Vietnamese language support into spacy.io-based NLP applications."],"what_it_does":"Pyvi is a Vietnamese natural language processing toolkit that handles tokenization, part-of-speech tagging, and accent manipulation. It uses conditional random fields as its underlying algorithm and reports an F1 score of 0.985 for tokenization and 0.925 for POS tagging. The package depends on scikit-learn and sklearn-crfsuite for its machine learning operations.\n\nThe toolkit is designed for developers working with Vietnamese text who need to split sentences into tokens, identify grammatical roles (adjectives, nouns, verbs, etc.), or normalize accents. It integrates with spacy.io and handles common Vietnamese text issues like redundant spacing. However, the package has been dormant since mid-2021, with no recent updates or active maintenance.","worth_installing":"Yes, if you need Vietnamese NLP and can tolerate dormant maintenance. The package has no known vulnerabilities, low install friction, and a permissive MIT license. However, verify that scikit-learn and sklearn-crfsuite versions remain compatible with your Python environment, and be aware that no updates have been released since 2021."},"id":"pyvi","links":{"html":"https://skillfed.io/packages/pyvi","md":"https://skillfed.io/packages/pyvi.md","pypi":"https://pypi.org/project/pyvi/"},"maintenance":{"status":"dormant"},"meta":{"latest_release":"2021-06-30","license_spdx":null,"license_treatment":"permissive","name":"pyvi","python_support":"unspecified","summary":"Python Vietnamese Toolkit"},"popularity":{"monthly_downloads":165976,"position":10512,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.1.1"}