{"id":13490729,"url":"https://github.com/apachecn/pyda-2e-zh","last_synced_at":"2026-10-19T17:09:29.742Z","repository":{"id":41390246,"uuid":"154550127","full_name":"apachecn/pyda-2e-zh","owner":"apachecn","description":":book:  [译] 利用 Python 进行数据分析 · 第 2 版","archived":false,"fork":false,"pushed_at":"2021-01-02T16:11:20.000Z","size":23120,"stargazers_count":1079,"open_issues_count":4,"forks_count":333,"subscribers_count":79,"default_branch":"master","last_synced_at":"2026-10-18T18:26:09.218Z","etag":null,"topics":["book","data-analysis","numpy","pandas","pyda","python"],"latest_commit_sha":null,"homepage":"https://pyda.apachecn.org/","language":"CSS","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/apachecn.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}},"created_at":"2018-10-24T18:36:50.000Z","updated_at":"2026-10-14T09:41:04.000Z","dependencies_parsed_at":"2022-08-10T02:07:11.820Z","dependency_job_id":null,"html_url":"https://github.com/apachecn/pyda-2e-zh","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/apachecn/pyda-2e-zh","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apachecn%2Fpyda-2e-zh","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apachecn%2Fpyda-2e-zh/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apachecn%2Fpyda-2e-zh/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apachecn%2Fpyda-2e-zh/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/apachecn","download_url":"https://codeload.github.com/apachecn/pyda-2e-zh/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/apachecn%2Fpyda-2e-zh/sbom","scorecard":{"id":201887,"data":{"date":"2025-08-11","repo":{"name":"github.com/apachecn/pyda-2e-zh","commit":"04d3a4dff963b65bfec1a5245cff7d96bfc353b8"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.1,"checks":[{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"Code-Review","score":0,"reason":"Found 0/30 approved changesets -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"SAST","score":0,"reason":"no SAST tool detected","details":["Warn: no pull requests merged into dev branch"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Vulnerabilities","score":10,"reason":"0 existing vulnerabilities detected","details":null,"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"License","score":9,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Warn: project license file does not contain an FSF or OSI license."],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: containerImage not pinned by hash: Dockerfile:1: pin your Docker image by updating httpd:2.4 to httpd:2.4@sha256:948fabdc8328e32ce4e6c92718dcdf87fde9c711b575af3a39c923d7ac2f618c","Info:   0 out of   1 containerImage dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}}]},"last_synced_at":"2025-08-16T22:57:51.246Z","repository_id":41390246,"created_at":"2025-08-16T22:57:51.246Z","updated_at":"2025-08-16T22:57:51.246Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":344872684,"owners_count":38343413,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-10-03T21:59:58.778Z","status":"online","status_checked_at":"2026-10-18T02:00:06.448Z","response_time":63,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":["book","data-analysis","numpy","pandas","pyda","python"],"created_at":"2024-07-31T19:00:50.425Z","updated_at":"2026-10-19T17:09:28.134Z","avatar_url":"https://github.com/apachecn.png","language":"CSS","funding_links":[],"categories":["CSS"],"sub_categories":[],"readme":"# 利用 Python 进行数据分析 · 第 2 版\n\n![](cover.jpg)\n\n\u003e 译者：[SeanCheney](https://github.com/iamseancheney)\n\u003e \n\u003e 卑鄙是卑鄙者的通行证，高尚是高尚者的墓志铭。——北岛\n\n+   [在线阅读](https://pyda.apachecn.org)\n+   [在线阅读（Gitee）](https://apachecn.gitee.io/pyda-2e-zh/)\n+   [ApacheCN 机器学习交流群 629470233](http://shang.qq.com/wpa/qunwpa?idkey=30e5f1123a79867570f665aa3a483ca404b1c3f77737bc01ec520ed5f078ddef)\n+   [ApacheCN 学习资源](http://www.apachecn.org/)\n+   [Sklearn 与 TensorFlow 机器学习实用指南](https://github.com/it-ebooks/hands-on-ml-2e-zh)\n\n[下载本书代码（本书 GitHub 地址）](https://github.com/wesm/pydata-book)（建议把代码下载下来之后，安装好 Anaconda 3.6，在目录文件夹中用 Jupyter 笔记本打开）\n\n本书是 2017 年 10 月 20 号正式出版的，和第 1 版的不同之处有：\n\n* 包括 Python 教程内的所有代码升级为 Python 3.6（第 1 版使用的是 Python 2.7）\n* 更新了 Anaconda 和其它包的 Python 安装方法\n* 更新了 Pandas 为 2017 最新版\n* 新增了一章，关于更高级的 Pandas 工具，外加一些 tips\n* 简要介绍了使用 StatsModels 和 scikit-learn\n\n对有些内容进行了重新排版。（译者注 1：最大的改变是把第 1 版附录中的 Python 教程，单列成了现在的第 2 章和第 3 章，并且进行了扩充。可以说，本书第 2 版对新手更为友好了！）\n\n（译者注 2：毫无疑问，本书是学习 Python 数据分析最好的参考书。本来想把书名直接译为《Python 数据分析》，这样更简短。但是为了尊重第 1 版的翻译，考虑到继承性，还是用老书名。这样读过第一版的老读者可以方便的用之前的书名检索到第二版。作者在写第二版的时候，有些文字是照搬第一版的。所以第二版的翻译也借鉴 copy 了第一版翻译：即，如果第二版中有和第一版相同的文字，则 copy 第一版的中文译本，觉得不妥的地方会稍加修改，剩下的不同的内容就自己翻译。这样做也是为读过第一版的老读者考虑——相同的内容可以直接跳过。）\n\n\n## 下载\n\n### Docker\n\n```\ndocker pull apachecn0/pyda-2e-zh\ndocker run -tid -p \u003cport\u003e:80 apachecn0/pyda-2e-zh\n# 访问 http://localhost:{port} 查看文档\n```\n\n### PYPI\n\n```\npip install pyda-2e-zh\npyda-2e-zh \u003cport\u003e\n# 访问 http://localhost:{port} 查看文档\n```\n\n### NPM\n\n```\nnpm install -g pyda-2e-zh\npyda-2e-zh \u003cport\u003e\n# 访问 http://localhost:{port} 查看文档\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fapachecn%2Fpyda-2e-zh","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fapachecn%2Fpyda-2e-zh","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fapachecn%2Fpyda-2e-zh/lists"}