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src=\"./doc/static/images/brand_dark.jpg\"\u003e\n\n[![DOI](https://zenodo.org/badge/392558472.svg)](https://zenodo.org/badge/latestdoi/392558472)\n![Release](https://img.shields.io/github/v/release/r05323028/eyes?include_prereleases)\n![License](https://img.shields.io/github/license/r05323028/eyes)\n![Testing](https://img.shields.io/github/workflow/status/r05323028/eyes/testing?label=testing)\n![Coverage](https://img.shields.io/codecov/c/github/r05323028/eyes)\n\neyes is a **Public Opinion Mining System** focusing on taiwanese forums such as [PTT](https://www.ptt.cc/bbs/hotboards.html), [Dcard](https://www.dcard.tw/f).\n\n## Features\n\n- :fire: **Article monitor**: helps you capture the trend at a glance.\n- :fire: **Entity monitor**: helps you spy on a specific entity.\n- :fire: **Weak supervision**: let you generate \u0026 update model without human effort.\n- :fire: **Well-integrated with spaCy**: let you train models by yourself or use trained models in [model hub](https://spacy.io/models) simply.\n\n## Screenshots\n\n![Articles Dashboard](./doc/static/images/articles_dashboard.png)\n![Post Modal](./doc/static/images/post_modal.png)\n![Entities Dashboard](./doc/static/images/entities_dashboard.png)\n![Entity Dashboard](./doc/static/images/entity_dashboard.png)\n![Entity Timeline](./doc/static/images/entity_timeline.png)\n\n## Architecture\n\neyes system architecture\n\n![Architecture](./doc/static/images/architecture.png)\n\n## Tech Stack\n\n### Infrastructure\n\n- Argo Workflows\n- Celery, Flower\n- Kubernetes, Helm Charts\n- MySQL\n- Redis\n\n### API\n\n- FastAPI\n- SQLAlchemy ORM\n- GraphQL\n\n### Web\n\n- React + Redux-Saga\n- Tailwindcss\n\n### ML\n\n- spaCy\n- skweak\n\n## 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