{"id":28976950,"url":"https://github.com/baisongt/plot","last_synced_at":"2025-06-24T14:41:40.824Z","repository":{"id":300041158,"uuid":"998157395","full_name":"BaiSongt/plot","owner":"BaiSongt","description":"AI 写的代码， 科学计算和可视化工具","archived":false,"fork":false,"pushed_at":"2025-06-19T14:50:36.000Z","size":282,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-06-19T15:41:10.039Z","etag":null,"topics":["sci","scitools"],"latest_commit_sha":null,"homepage":"","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/BaiSongt.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,"zenodo":null}},"created_at":"2025-06-08T01:40:48.000Z","updated_at":"2025-06-19T14:50:40.000Z","dependencies_parsed_at":"2025-06-19T15:51:19.147Z","dependency_job_id":null,"html_url":"https://github.com/BaiSongt/plot","commit_stats":null,"previous_names":["baisongt/plot"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/BaiSongt/plot","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BaiSongt%2Fplot","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BaiSongt%2Fplot/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BaiSongt%2Fplot/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BaiSongt%2Fplot/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/BaiSongt","download_url":"https://codeload.github.com/BaiSongt/plot/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/BaiSongt%2Fplot/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261695720,"owners_count":23195803,"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":["sci","scitools"],"created_at":"2025-06-24T14:41:38.292Z","updated_at":"2025-06-24T14:41:40.799Z","avatar_url":"https://github.com/BaiSongt.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Scientific Analysis and Visualization Tool\n\n一个基于 PySide6 的科学计算与可视化工具，提供数据导入/导出、科学计算、数据可视化、SCI 风格绘图、AI 报告生成和数据分析功能。新增了描述性统计、相关性分析、回归分析和聚类分析等高级分析功能，以及丰富的可视化图表支持。\n\n## 功能特点\n\n- 📊 数据导入/导出（CSV, Excel, JSON, HDF5, Parquet, Feather）\n- 🔢 科学计算（线性代数、统计计算等）\n- 📈 数据可视化（2D/3D 图表、交互式图表）\n- 🎨 SCI 风格绘图\n- 🤖 AI 报告生成\n- 📊 高级数据分析\n- 📋 描述性统计（基本统计量、分布统计、频率表、异常值检测）\n- 🔄 相关性分析（相关系数计算、相关性矩阵、热图）\n- 📉 回归分析（线性回归、多项式回归、多元线性回归）\n- 🧩 聚类分析（K-means、层次聚类、DBSCAN、高斯混合模型）\n\n## 安装\n\n1. 克隆仓库：\n   ```bash\n   git clone https://github.com/BaiSongt/scientific-analysis-tool.git\n   cd scientific-analysis-tool\n   ```\n\n2. 创建并激活虚拟环境（推荐）：\n   ```bash\n   python -m venv venv\n   .\\venv\\Scripts\\activate  # Windows\n   source venv/bin/activate  # Linux/Mac\n   ```\n\n3. 安装依赖：\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n## 使用\n\n```bash\npython -m scientific_analysis\n```\n\n## 项目结构\n\n```\nsrc/\n  scientific_analysis/\n    __init__.py\n    main.py          # 主程序入口\n    core/           # 核心功能\n    ui/             # 用户界面\n      main_window.py      # 主窗口\n      visualization_panel.py  # 可视化面板\n      analysis_panel.py   # 分析面板\n    utils/          # 工具函数\n    data/           # 数据处理\n      manager.py         # 数据管理器\n      preprocessing.py   # 数据预处理\n      io.py             # 数据导入导出\n    models/         # 数据模型\n      dataset.py        # 数据集模型\n    analysis/       # 分析模块\n      descriptive.py    # 描述性统计\n      correlation.py    # 相关性分析\n      regression.py     # 回归分析\n      clustering.py     # 聚类分析\n    visualization/  # 可视化模块\n    models/         # 数据模型\n```\n\n## 开发\n\n1. 安装开发依赖：\n   ```bash\n   pip install -e \".[dev]\"\n   ```\n\n2. 运行测试：\n   ```bash\n   pytest\n   ```\n\n## 贡献\n\n欢迎提交 Issue 和 Pull Request。\n\n## 许可证\n\n[MIT](LICENSE)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbaisongt%2Fplot","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbaisongt%2Fplot","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbaisongt%2Fplot/lists"}