{"id":13692057,"url":"https://github.com/nl4dv/nl4dv","last_synced_at":"2025-04-12T16:38:01.803Z","repository":{"id":43353732,"uuid":"260325657","full_name":"nl4dv/nl4dv","owner":"nl4dv","description":"A python toolkit to create Visualizations (Vis) using natural language (NL) or add an NL interface to existing Vis.","archived":false,"fork":false,"pushed_at":"2025-01-05T03:13:22.000Z","size":26603,"stargazers_count":147,"open_issues_count":3,"forks_count":24,"subscribers_count":4,"default_branch":"master","last_synced_at":"2025-04-03T19:12:35.756Z","etag":null,"topics":["conversational","conversational-interaction","conversational-interactions","data-visualization","datascience","jupyter-notebook","natural-language","natural-language-interface","natural-language-processing","nl-interface","opensource","python","toolkit","vega-lite","visualization"],"latest_commit_sha":null,"homepage":"https://nl4dv.github.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/nl4dv.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-04-30T21:50:18.000Z","updated_at":"2025-03-25T15:04:00.000Z","dependencies_parsed_at":"2023-02-18T13:30:25.065Z","dependency_job_id":"6d9cb634-9633-45ab-87b1-8420015f9264","html_url":"https://github.com/nl4dv/nl4dv","commit_stats":{"total_commits":193,"total_committers":6,"mean_commits":"32.166666666666664","dds":"0.14507772020725385","last_synced_commit":"1d4e65d550f447da40b52877e943480765807b07"},"previous_names":[],"tags_count":8,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nl4dv%2Fnl4dv","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nl4dv%2Fnl4dv/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nl4dv%2Fnl4dv/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/nl4dv%2Fnl4dv/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/nl4dv","download_url":"https://codeload.github.com/nl4dv/nl4dv/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248504220,"owners_count":21115135,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["conversational","conversational-interaction","conversational-interactions","data-visualization","datascience","jupyter-notebook","natural-language","natural-language-interface","natural-language-processing","nl-interface","opensource","python","toolkit","vega-lite","visualization"],"created_at":"2024-08-02T17:00:53.132Z","updated_at":"2025-04-12T16:38:01.784Z","avatar_url":"https://github.com/nl4dv.png","language":"Python","readme":"# NL4DV: **N**atural **L**anguage toolkit **for** **D**ata **V**isualization\n[![DOI:10.1109/TVCG.2020.3030418](https://zenodo.org/badge/DOI/10.1109/TVCG.2020.3030378.svg)](https://doi.org/10.1109/TVCG.2020.3030378)\n[![arxiv badge](https://img.shields.io/badge/arXiv-2008.10723-red)](https://arxiv.org/abs/2008.10723)\n[![arxiv badge](https://img.shields.io/badge/arXiv-2207.00189-%23B31B1B)](https://arxiv.org/abs/2207.00189)\n[![PyPI license](https://img.shields.io/pypi/l/ansicolortags.svg)](https://pypi.python.org/pypi/nl4dv/)\n![PyPI - Downloads](https://img.shields.io/pypi/dm/nl4dv)\n\n\n**NL4DV** takes a **natural language query** about a given **dataset** as input and outputs a **structured JSON object** containing:\n* Data attributes,\n* Analytic tasks, and\n* Visualizations (Vega-Lite specifications)\n\nWith this output, developers can\n  - Create visualizations in Python using natural language, and/or\n  - Add a natural language interface to their existing visualization systems.\n\n![NL4DV Overview](https://raw.githubusercontent.com/nl4dv/nl4dv/master/overview.gif)\n\n### Setup Instructions, API Documentation, and Examples\nThese can all be found on [NL4DV's project website](https://nl4dv.github.io/nl4dv/documentation.html).\n\n### Credits\nNL4DV was created by\n\u003ca target=\"_blank\" href=\"https://www.cc.gatech.edu/~anarechania3\"\u003eArpit Narechania\u003c/a\u003e, \u003ca target=\"_blank\" href=\"https://arjun010.github.io/\"\u003eArjun Srinivasan\u003c/a\u003e, \u003ca target=\"_blank\"  href=\"https://www.linkedin.com/in/rmitra34/\"\u003eRishab Mitra\u003c/a\u003e, \u003ca href=\"https://va.gatech.edu/endert/\"\u003eAlex Endert\u003c/a\u003e, and \u003ca href=\"https://www.cc.gatech.edu/~john.stasko/\"\u003eJohn Stasko\u003c/a\u003e of the \u003ca target=\"_blank\" href=\"http://vis.gatech.edu/\"\u003eGeorgia Tech Visualization Lab.\u003c/a\u003e Along with \u003ca target=\"_blank\"  href=\"https://www.linkedin.com/in/subhamsah17/\"\u003eSubham Sah\u003c/a\u003e, and \u003ca href=\"https://webpages.charlotte.edu/~wdou1/\"\u003eWenwen Dou\u003c/a\u003e of the \u003ca target=\"_blank\" href=\"https://viscenter.charlotte.edu/\"\u003eRibarsky Center for Visual Analytics at UNC Charlotte.\u003c/a\u003e\n\nWe thank the members of the \u003ca target=\"_blank\" href=\"http://vis.gatech.edu/\"\u003eGeorgia Tech Visualization Lab\u003c/a\u003e for their support and constructive feedback.\u003c/p\u003e\n\n### Citations\n\n#### 2021 IEEE TVCG Journal Full Paper (Proceedings of the 2020 IEEE VIS Conference)\n```bibTeX\n@article{narechania2021nl4dv,\n  title = {{NL4DV}: A {Toolkit} for Generating {Analytic Specifications} for {Data Visualization} from {Natural Language} Queries},\n  shorttitle = {{NL4DV}},\n  author = {{Narechania}, Arpit and {Srinivasan}, Arjun and {Stasko}, John},\n  journal = {IEEE Transactions on Visualization and Computer Graphics (TVCG)},\n  doi = {10.1109/TVCG.2020.3030378},\n  year = {2021},\n  publisher = {IEEE}\n}\n```\n\n#### 2022 IEEE VIS Conference Short Paper Track\n```bibTeX\n@inproceedings{mitra2022conversationalinteraction,\n  title = {{Facilitating Conversational Interaction in Natural Language Interfaces for Visualization}},\n  author = {{Mitra}, Rishab and {Narechania}, Arpit and {Endert}, Alex and {Stasko}, John},\n  booktitle={2022 IEEE Visualization Conference (VIS)},\n  url = {https://doi.org/10.48550/arXiv.2207.00189},\n  doi = {10.48550/arXiv.2207.00189},\n  year = {2022},\n  publisher = {IEEE}\n}\n```\n\n#### 2024 IEEE VIS NLVIZ workshop Paper\n```bibTeX\n@misc{sah2024nl4dvllm,\n    title={Generating Analytic Specifications for Data Visualization from Natural Language Queries using Large Language Models}, \n    author={{Sah}, Subham and {Mitra}, Rishab and {Narechania}, Arpit and {Endert}, Alex and {Stasko}, John and {Dou}, Wenwen},\n    year={2024},\n    eprint={2408.13391},\n    archivePrefix={arXiv},\n    primaryClass={cs.HC},\n    url={https://arxiv.org/abs/2408.13391}, \n    howpublished={Presented at the NLVIZ Workshop, IEEE VIS 2024}\n}\n```\n\n### License\nThe software is available under the [MIT License](https://github.com/nl4dv/nl4dv/blob/master/LICENSE).\n\n### Contact\nIf you have any questions, feel free to [open an issue](https://github.com/nl4dv/nl4dv/issues/new/choose) or contact [Arpit Narechania](https://narechania.com).\n","funding_links":[],"categories":["[↑](#contents) Declarative"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnl4dv%2Fnl4dv","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fnl4dv%2Fnl4dv","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fnl4dv%2Fnl4dv/lists"}