{"data":{"slug":"jasonwei20-eda-nlp","name":"eda_nlp","tagline":"Data augmentation for NLP","github_url":"https://github.com/jasonwei20/eda_nlp","owner":"jasonwei20","repo":"eda_nlp","owner_avatar_url":"https://avatars.githubusercontent.com/u/26695953?v=4","primary_language":"Python","stars":1653,"forks":310,"topics":["classification","cnn","data-augmentation","embeddings","nlp","position","rnn","sentence","swap","synonyms","text-classification"],"archived":false,"github_pushed_at":"2023-03-19T21:39:48+00:00","maintenance_label":"Dormant","stars_delta_30d":2,"url":"https://www.graphcanon.com/tools/jasonwei20-eda-nlp","markdown_url":"https://www.graphcanon.com/tools/jasonwei20-eda-nlp.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/jasonwei20-eda-nlp","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=jasonwei20-eda-nlp","description":"Data augmentation for NLP, presented at EMNLP 2019","homepage_url":"https://arxiv.org/abs/1901.11196","license":null,"open_issues":11,"watchers":34,"ai_summary":"A repository that provides methods for performing data augmentation on natural language processing tasks such as text classification. Includes techniques like synonym replacement and position swap.","readme_excerpt":"### Install NLTK (if you don't have it already):\n\nPip install it.\n\n```bash\npip install -U nltk\n```\n\nDownload WordNet.\n```bash\npython\n>>> import nltk; nltk.download('wordnet')\n```","github_created_at":"2018-12-27T02:02:36+00:00","created_at":"2026-07-11T11:30:28.492224+00:00","updated_at":"2026-09-20T06:14:05.789467+00:00","categories":[{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"classification","name":"classification"},{"slug":"cnn","name":"cnn"},{"slug":"data-augmentation","name":"data-augmentation"},{"slug":"embeddings","name":"embeddings"},{"slug":"nlp","name":"nlp"},{"slug":"position","name":"position"},{"slug":"rnn","name":"rnn"},{"slug":"sentence","name":"sentence"}],"trust":{"provenance":{"is_fork":false,"github_id":163235189,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T06:14:03.013Z","maintenance":{"label":"Dormant","score":18,"methodology":"github_public_v1","releases_90d":0,"days_since_push":1280,"last_release_at":null,"stars_delta_30d":2,"open_issues_delta_30d":0},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:30:29.926Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T06:14:04.086Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-09-20T06:14:04.086Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["- When you are focusing on improving text classification models with limited training data.","- If your project involves enhancing CNN or RNN performance through diverse synthetic data generation."],"when_not_to_use":["- Avoid using it if the domain-specific nuances will be lost due to generic synonym replacement, which might not fit specialized vocabularies.","- Not recommended for scenarios where preserving specific text structures (e.g., poetry) is crucial, as position swap and other augmentations could alter the required style or intent."],"source":"enrich:decision_facts","observed_at":"2026-07-12T01:36:14.133Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Adopt for","value":"EDA_NLP is a Python tool tailored for data augmentation in NLP tasks by applying various techniques such as synonym replacement and word swapping."},{"label":"License detail","value":"The license information is unknown. Please verify license compatibility before incorporating EDA_NLP into your projects."}]}}