{"library":"nlpaug","type":"library","category":null,"description":"NLPAug is a Python library designed for natural language processing data augmentation. It helps improve deep learning model performance by generating synthetic textual data, making models more robust and less prone to overfitting on small datasets. The library supports various augmentation techniques across character, word, and sentence levels. Currently at version 1.1.11, it maintains an active release cadence with several minor updates throughout the year.","language":"python","status":"active","version":"1.1.11","tags":["NLP","data augmentation","text processing","deep learning","machine learning","text generation"],"install":[{"cmd":"pip install nlpaug","imports":["from nlpaug.augmenter.char import KeyboardAug","from nlpaug.augmenter.word import SynonymAug","from nlpaug.augmenter.word import ContextualWordEmbsAug","from nlpaug.augmenter.sentence import RandomSentAug","from nlpaug.flow import Sequential","from nlpaug.util.file.download import DownloadUtil"]},{"cmd":"pip install nlpaug[transformers] nlpaug[nltk] nlpaug[gensim] nlpaug[audio]","imports":[]}],"homepage":null,"github":"https://github.com/makcedward/nlpaug","docs":null,"changelog":null,"pypi":"https://pypi.org/project/nlpaug/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":8.9,"avg_import_s":2.36,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/nlpaug/compatibility"},"provenance":{"verified_status":"passing","verified_at":"Sun Jun 28","last_verified":"Sun Jun 28","next_check":"Tue Jul 28","install_tag":null}}