{"id":26928,"date":"2022-12-18T05:20:11","date_gmt":"2023-11-27T21:19:35","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/"},"modified":"2025-08-11T23:49:56","modified_gmt":"2025-08-11T15:49:56","slug":"%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/","title":{"rendered":"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883"},"content":{"rendered":"

\u9996\u5148\u672c\u6b21\u6211\u4eec\u5c06\u5728\u865a\u62df\u73af\u5883\u4e2d\u6784\u5efa\u7528\u4e8ePython\u6570\u636e\u5206\u6790\u7684\u73af\u5883\u3002
\n\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u5de5\u5177\u3002<\/p>\n
\n
\u540d\u79f0\u8aac\u660eVirtualBox\u4eee\u60f3\u30de\u30b7\u30f3\u5b9f\u884c\u74b0\u5883Vagrant\u30b3\u30f3\u30bd\u30fc\u30eb\u304b\u3089\u4eee\u60f3\u30de\u30b7\u30f3\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30ebIPython (+notebook)Python \u958b\u767a & \u5b9f\u884c\u74b0\u5883Pandas\u5206\u6790\u7528\u30e9\u30a4\u30d6\u30e9\u30ea<\/p>\n

VirtualBox \u662f\u4ec0\u4e48\uff1fVirtualBox\u662f\u4e00\u79cd\u7528\u4e8e\u865a\u62df\u5316x86\u865a\u62df\u5316\uff08\u666e\u901a\u7535\u8111\u6216\u670d\u52a1\u5668\u4e0a\u5b58\u5728\u7684\u865a\u62df\u5316\u6280\u672f\uff09\u7684\u8f6f\u4ef6\u3002\u5b83\u7684\u6b63\u5f0f\u540d\u79f0\u662fOracle VM VirtualBox\uff0c\u76ee\u524d\u7531Oracle\u8fdb\u884c\u5f00\u53d1\u3002<\/p>\n

\u8fd9\u4e2a\u5de5\u5177\u975e\u5e38\u65b9\u4fbf\uff0c\u53ef\u4ee5\u5728\u4e0d\u5f71\u54cd\u73b0\u6709\u73af\u5883\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u5404\u79cd\u5b9e\u9a8c\u3002<\/p>\n

Vagrant\u6307\u7684\u662f\u4ec0\u4e48?Vagrant\u662f\u4e00\u4e2a\u7528\u4e8e\u901a\u8fc7\u63a7\u5236\u53f0\u8f7b\u677e\u7ba1\u7406\u865a\u62df\u73af\u5883\u7684\u5de5\u5177\u3002
\n\u6b64\u5916\uff0c\u901a\u8fc7\u4f7f\u7528\u793e\u533a\u63d0\u4f9b\u7684\u865a\u62df\u673a\u955c\u50cf\uff0c\u4e5f\u80fd\u65b9\u4fbf\u5730\u6784\u5efa\u6d4b\u8bd5\u73af\u5883\u3002<\/p>\n

\u5982\u679c\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\uff0c\u5f88\u591a\u65f6\u5019\u5728\u6784\u5efa\u5404\u79cd\u73af\u5883\u65f6\u53ef\u4ee5\u8282\u7701\u5f88\u591a\u9ebb\u70e6\u3002<\/p>\n

IPython \u662f\u4ec0\u4e48IPython\u662f\u5bf9\u73b0\u6709Python\u4ea4\u4e92\u5f0f\u89e3\u91ca\u5668\u8fdb\u884c\u4e86\u5927\u5e45\u6269\u5c55\u7684\u5de5\u5177\u3002
\n\u5b83\u589e\u5f3a\u4e86\u8f93\u5165\u65f6\u7684\u8865\u5168\u529f\u80fd\u3001\u5728\u96c6\u7fa4\u73af\u5883\u4e2d\u7684\u5e76\u884c\u5904\u7406\u3001\u547d\u4ee4\u884c\u58f3\u529f\u80fd\u4ee5\u53caGUI\u5de5\u5177\u5305\u7b49\u65b9\u9762\u7684\u529f\u80fd\u3002<\/p>\n

\u4f5c\u4e3a\u4e00\u79cd\u7528\u4e8e\u4e34\u65f6\u5206\u6790\u7684\u5bf9\u8bdd\u5f0f\u89e3\u91ca\u5668\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n

IPython\u7b14\u8bb0\u672c\u662f\u4ec0\u4e48IPython\u7b14\u8bb0\u672c\u662f\u4e3a\u4e86\u80fd\u591f\u901a\u8fc7Web\u6d4f\u89c8\u5668\u4f7f\u7528IPython\u6240\u521b\u5efa\u7684\u5de5\u5177\u3002\u7279\u522b\u662f\u5728\u6d89\u53caGUI\u548c\u56fe\u5f62\u7ed8\u5236\u7b49\u65b9\u9762\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n

\u53ef\u4ee5\u5c06\u673a\u5668\u72ec\u7acb\u5b8c\u6210\uff0c\u4f46\u4e5f\u53ef\u4ee5\u5b89\u88c5\u5728\u914d\u7f6e\u826f\u597d\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u4ece\u5f31\u52bf\u5ba2\u6237\u7aef\u8fdb\u884c\u5206\u6790\uff0c\u5e76\u8f7b\u677e\u5b9e\u73b0\u7ed3\u679c\u5206\u4eab\u7b49\u3002<\/p>\n

Pandas \u662f\u4ec0\u4e48Pandas\u662fPython\u7684\u6570\u636e\u5206\u6790\u5e93\uff0c\u63d0\u4f9b\u4e86\u65b9\u4fbf\u64cd\u4f5c\u6570\u5b57\u548c\u77e9\u9635\u7684\u6570\u636e\u7ed3\u6784\uff0c\u4ee5\u53ca\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u64cd\u4f5c\u7684\u51fd\u6570\u3002<\/p>\n

\u901a\u8fc7\u4f7f\u7528Python\u7684\u6570\u503c\u8ba1\u7b97\u5e93\uff0c\u5982numpy\u548cscipy\uff0c\u5728\u5185\u90e8\u8fdb\u884c\u6570\u503c\u8ba1\u7b97\u3002
\n\u7531\u4e8e\u8fd9\u4e2a\u539f\u56e0\uff0c\u6570\u503c\u8ba1\u7b97\u7684\u901f\u5ea6\u975e\u5e38\u5feb\u3002<\/p>\n

\u5f15\u8fdb\u5404\u79cd\u73af\u5883\u548c\u5de5\u5177<\/p>\n

\u5de5\u4f5c\u73af\u5883\u672c\u6b21\u5b9e\u9a8c\u5728\u4ee5\u4e0b\u73af\u5883\u4e2d\u8fdb\u884c\u3002<\/p>\n
    \n
  • \n
      MacBookPro Retina 13 (Late 2013)<\/ul>\n<\/li>\n<\/ul>\n

       <\/p>\n

        \n
      • \n
          OSX Yosemite<\/ul>\n<\/li>\n<\/ul>\n

           <\/p>\n

            \n
          • \n
              CPU: Core i5 2.6GHz<\/ul>\n<\/li>\n<\/ul>\n

               <\/p>\n

                \u30e1\u30e2\u30ea: 16GB<\/ul>\n

                \u9009\u62e9Debian 7.6.0\uff0864\u4f4d\uff09\u4f5c\u4e3a\u865a\u62df\u73af\u5883\u7684\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n

                \u5b89\u88c5VirtualBox\u4ece\u8fd9\u4e2a\u9875\u9762\u4e0a\u4e0b\u8f7d\u5e76\u5b89\u88c5\u9002\u5408\u81ea\u5df1\u73af\u5883\u7684\u6587\u4ef6\u3002
                \nWindows\u3001Mac\u3001Linux\u7b49\u4e3b\u8981\u64cd\u4f5c\u7cfb\u7edf\u90fd\u80fd\u591f\u517c\u5bb9\u3002
                \n\u53ea\u8981\u6309\u7167\u5b89\u88c5\u7a0b\u5e8f\u7684\u6307\u793a\u8fdb\u884c\uff0c\u5e94\u8be5\u6ca1\u6709\u95ee\u9898\u3002<\/p>\n

                \u5f15\u5165\u6d41\u6d6a\u8005\u64cd\u4f5c\u7cfb\u7edf\u4ece\u8fd9\u4e2a\u9875\u9762\u4e0a\u4e0b\u8f7d\u9002\u5408\u60a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u7684\u6587\u4ef6\uff0c\u5e76\u8fdb\u884c\u5b89\u88c5\u3002
                \n\u9002\u7528\u4e8eWindows\u3001Mac\u548cLinux\uff08RedHat\u3001Debian\u7cfb\u5217\uff09\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n

                \u865a\u62df\u73af\u5883\u7684\u5efa\u7acb\u4ece\u8be5\u9875\u9762\u9009\u62e9Box\u6587\u4ef6\u3002
                \n\u8fd9\u6b21\u9009\u62e9\u4e86Debian 7.6.0\uff0864\u4f4d\uff09\u3002<\/p>\n

                \u8bf7\u63d0\u4f9b\u4ec5\u4e00\u4e2a\u4e2d\u6587\u7248\u672c\u7684\u91ca\u4e49\uff1a
                \nhttps:\/\/github.com\/jose-lpa\/packer-debian_7.6.0\/releases\/download\/1.0\/packer_virtualbox-iso_virtualbox.box<\/p>\n

                \u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u3002<\/p>\n

                $ vagrant box add debian-7.6 https:\/\/github.com\/jose-lpa\/packer-debian_7.6.0\/releases\/download\/1.0\/packer_virtualbox-iso_virtualbox.box\r\n$ vagrant list\r\n...\r\ndebian-7.6       (virtualbox, 0)\r\n...\r\n$ mkdir -p ~\/vagrant\/debian7.6 # \u4eee\u60f3\u74b0\u5883\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u3044\u5834\u6240\u3092\u4f5c\u308b\r\n$ cd ~\/vagrant\/debian7.6\r\n$ vagrant init debian-7.6\r\n$ ls\r\nVagrantfile\r\n<\/code><\/pre>\n
                \u4fee\u6539\u5df2\u521b\u5efa\u7684 Vagrantfile \u5982\u4e0b\u3002<\/p>\n
                # -*- mode: ruby -*-<\/span>\r\n# vi: set ft=ruby :<\/span>\r\n\r\nVAGRANTFILE_API_VERSION<\/span> =<\/span> \"2\"<\/span>\r\n\r\nVagrant<\/span>.<\/span>configure<\/span>(<\/span>VAGRANTFILE_API_VERSION<\/span>)<\/span> do<\/span> |<\/span>config<\/span>|<\/span>\r\n  config<\/span>.<\/span>vm<\/span>.<\/span>box<\/span> =<\/span> \"debian-7.6\"<\/span>\r\n  config<\/span>.<\/span>vm<\/span>.<\/span>network<\/span> \"private_network\"<\/span>,<\/span> ip: <\/span>\"192.168.20.10\"<\/span>\r\n  config<\/span>.<\/span>vm<\/span>.<\/span>provider<\/span> \"virtualbox\"<\/span> do<\/span> |<\/span>vb<\/span>|<\/span>\r\n    vb<\/span>.<\/span>customize<\/span> [<\/span>\"modifyvm\"<\/span>,<\/span> :id<\/span>,<\/span> \"--memory\"<\/span>,<\/span> \"2048\"<\/span>]<\/span>\r\n  end<\/span>\r\nend<\/span>\r\n<\/code><\/pre>\n
                \u7528\u8fd9\u4e2a\u8bbe\u7f6e\uff0c\u53ef\u4ee5\u5c06\u865a\u62df\u673a\u7684\u79c1\u6709IP\u5730\u5740\u8bbe\u4e3a192.168.20.10\uff0c\u5e76\u5206\u914d2GB\u7684\u5185\u5b58\u3002<\/p>\n
                \u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u865a\u62df\u673a\u5e76\u901a\u8fc7SSH\u8fde\u63a5\u3002<\/p>\n
                $ vagrant up\r\nBringing machine 'default' up with 'virtualbox' provider...\r\n==> default: Importing base box 'debian-7.6'...\r\n...\r\n\r\n$ vagrant ssh\r\nLinux packer-virtualbox-iso-1411922062 3.2.0-4-amd64 #1 SMP Debian 3.2.57-3 x86_64\r\n\r\nThe programs included with the Debian GNU\/Linux system are free software;\r\nthe exact distribution terms for each program are described in the\r\nindividual files in \/usr\/share\/doc\/*\/copyright.\r\n\r\nDebian GNU\/Linux comes with ABSOLUTELY NO WARRANTY, to the extent\r\npermitted by applicable law.\r\nLast login: Sun Sep 28 16:43:22 2014 from 10.0.2.2\r\nvagrant@packer-virtualbox-iso-1411922062:~$\r\n<\/code><\/pre>\n
                \u53ef\u4ee5\u4f7f\u7528\u6b64\u767b\u5f55\u5230\u865a\u62df\u73af\u5883\u3002
                \n\u60a8\u53ef\u4ee5\u4f7f\u7528\u201clogout\u201d\u6216\u201cCtrl+D\u201d\u8fd4\u56de\u672c\u5730\u73af\u5883\u3002
                \n\u8981\u5173\u95ed\u865a\u62df\u673a\uff0c<\/p>\n
                $ vagrant halt\r\n<\/code><\/pre>\n
                \u53ef\u4ee5\u4ee5\u6b64\u65b9\u5f0f\u7ed3\u675f\u3002<\/p>\n
                \u5f15\u5165pandas
                \n\u8fd9\u6b21\u4f7f\u7528\u7684\u662f\u7cfb\u7edf\u7684 Python2.7 \u7248\u672c\u3002<\/p>\n
                \u56e0\u4e3a\u662f\u865a\u62df\u673a\uff0c\u6240\u4ee5\u53ea\u4f7f\u7528 pip \u8fdb\u884c\u8f6f\u4ef6\u5305\u7ba1\u7406\uff0c
                \n\u800c\u4e0d\u4f7f\u7528 virtualenv \u7b49\u8fdb\u884c\u7279\u522b\u7684\u8f6f\u4ef6\u5305\u7ba1\u7406\uff0c
                \n\u800c\u662f\u76f4\u63a5\u5b89\u88c5\u5728\u7cfb\u7edf\u7684 Python \u4e2d\u3002<\/p>\n
                \u8bf7\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5e76\u5b89\u88c5\u5fc5\u8981\u7684\u6a21\u5757\u4ee5\u8fdb\u884c\u5206\u6790\u3002<\/p>\n
                $ sudo apt-get update\r\n$ sudo apt-get upgrade\r\n...\r\nDo you want to continue [Y\/n]? Y\r\n...\r\n\r\n$ sudo apt-get install -y gcc g++ libpyside-dev python2.7-dev libevent-dev python-all-dev build-essential python-numpy python-scipy python-matplotlib libatlas-dev libatlas3gf-base python-pandas emacs\r\n$ pip install --user --install-option=\"--prefix=\" -U scikit-learn\r\n<\/code><\/pre>\n
                \u5bfc\u5165IPython\u548cIPython Notebook\u3002\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5 IPython\u3002<\/p>\n
                $ sudo pip install \"ipython[all]\"\r\n<\/code><\/pre>\n
                \u521b\u5efa\u914d\u7f6e\u6587\u4ef6\uff0c\u5e76\u5728\u914d\u7f6e\u6587\u4ef6\u7684\u5f00\u5934\u90e8\u5206\u5199\u5165\u4ee5\u4e0b\u5185\u5bb9\u3002<\/p>\n
                $ ipython profile create nbserver\r\n$ emacs \/home\/vagrant\/.ipython\/profile_nbserver\/ipython_notebook_config.py\r\n<\/code><\/pre>\n
                # Configuration file for ipython-notebook.                                                                                                                       \r\n<\/span>\r\nc<\/span> =<\/span> get_config<\/span>()<\/span>\r\n\r\nc<\/span>.<\/span>IPKernelApp<\/span>.<\/span>pylab<\/span> =<\/span> 'inline'<\/span>\r\nc<\/span>.<\/span>NotebookApp<\/span>.<\/span>ip<\/span> =<\/span> '*'<\/span>\r\nc<\/span>.<\/span>NotebookApp<\/span>.<\/span>open_browser<\/span> =<\/span> False<\/span>\r\nc<\/span>.<\/span>NotebookApp<\/span>.<\/span>port<\/span> =<\/span> 9999<\/span>\r\n\r\n...<\/span>\r\n<\/code><\/pre>\n
                \u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u670d\u52a1\u5668\u3002<\/p>\n
                $ ipython notebook --profile=nbserver &\r\n<\/code><\/pre>\n
                \u8bbf\u95ee http:\/\/192.168.20.10:9999\/\uff0c\u53ef\u4ee5\u770b\u5230\u4ee5\u4e0b\u7684\u5c4f\u5e55\u3002<\/p>\n
                \"Kobito.vdvZ5F.png\"\u5728\u8fd9\u91cc\uff0c\u9009\u62e9\u53f3\u4e0a\u65b9\u7684New -> Python2\uff0c\u5373\u53ef\u51fa\u73b0\u4ea4\u4e92\u5f0f\u89e3\u91ca\u5668\u3002<\/p>\n
                \"Kobito.KlbmW9.png\"\u7531\u4e8e\u8fd9\u6b21\u662f\u5728\u865a\u62df\u73af\u5883\u4e2d\uff0c\u6240\u4ee5\u6ca1\u6709\u95ee\u9898\uff0c\u4f46\u5728\u5b9e\u9645\u73af\u5883\u4e2d\u4f7f\u7528\u65f6\uff0c\u5efa\u8bae\u53c2\u8003\u4ee5\u4e0b\u9875\u9762\uff0c\u7ed9\u5bc6\u7801\u52a0\u4e0a\u4fdd\u62a4\u4f1a\u66f4\u597d\u3002<\/p>\n
                \u542f\u52a8IPython\u7b14\u8bb0\u672c\u670d\u52a1\u5668 – \u8bbe\u7f6e\u5bc6\u7801\u5e76\u8fdb\u884c\u8bbf\u95ee\u9650\u5236<\/p>\n
                \u8fd0\u884c\u6837\u4f8b<\/p>\n
                %<\/span>matplotlib<\/span> inline<\/span>\r\nimport<\/span> matplotlib.pyplot<\/span> as<\/span> plt<\/span>\r\n\r\nplt<\/span>.<\/span>plot<\/span>(<\/span>range<\/span>(<\/span>100<\/span>))<\/span>\r\n<\/code><\/pre>\n
                \u8f93\u5165\u4e0a\u8ff0\u4ee3\u7801\uff0c\u70b9\u51fb\u25b6\ufe0f\u5373\u53ef\u6267\u884c\u3002<\/p>\n
                \"Kobito.JNPLyq.png\"<\/p>\n
                \u6700\u540e\u73b0\u5728\uff0c\u53ef\u4ee5\u901a\u8fc7Python\u8fdb\u884c\u6570\u636e\u5206\u6790\u4e86\u3002<\/p>\n
                \u5728\u4e2d\u6587\u4e2d\uff0c\u8fd9\u53e5\u8bdd\u53ef\u4ee5\u88ab\u6539\u5199\u6210: “\u6587\u732e\u5f15\u7528”<\/p>\n
                  \n
                • \n
                    VirtualBox \u516c\u5f0f\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/ul>\n<\/li>\n<\/ul>\n
                     <\/p>\n
                      \n
                    • \n
                        Vagrant \u516c\u5f0f\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/ul>\n<\/li>\n<\/ul>\n
                         <\/p>\n
                          \n
                        • \n
                            Vagrant Box \u30d5\u30a1\u30a4\u30eb\u4e00\u89a7<\/ul>\n<\/li>\n<\/ul>\n
                             <\/p>\n
                              \n
                            • \n
                                IPython \u516c\u5f0f\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/ul>\n<\/li>\n<\/ul>\n
                                 <\/p>\n
                                  \n
                                • \n
                                    Pandas \u516c\u5f0f\u30db\u30fc\u30e0\u30da\u30fc\u30b8<\/ul>\n<\/li>\n<\/ul>\n
                                     <\/p>\n
                                      IPython notebook \u30b5\u30fc\u30d0\u30fc\u3092\u7acb\u3061\u4e0a\u3052\u308b<\/ul>\n","protected":false},"excerpt":{"rendered":"
                                      \u9996\u5148\u672c\u6b21\u6211\u4eec\u5c06\u5728\u865a\u62df\u73af\u5883\u4e2d\u6784\u5efa\u7528\u4e8ePython\u6570\u636e\u5206\u6790\u7684\u73af\u5883\u3002 \u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4ee5\u4e0b\u5de5\u5177\u3002 \u540d\u79f0\u8aac\u660eVir […]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[227],"class_list":["post-26928","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-227"],"yoast_head":"\n\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"\u5173\u4e8e\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u7684\u6280\u672f\u6587\u7ae0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528python\uff08ipython-notebook-pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u3002-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\" \/>\n<meta property=\"og:description\" content=\"\u5173\u4e8e\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u7684\u6280\u672f\u6587\u7ae0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528python\uff08ipython-notebook-pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u3002-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-27T21:19:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-11T15:49:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c1f3dd0c9c81e0f5ba344\/54-0.png\" \/>\n<meta name=\"author\" content=\"\u6e05, \u5b87\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u6e05, \u5b87\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/\",\"name\":\"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883 - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-11-27T21:19:35+00:00\",\"dateModified\":\"2025-08-11T15:49:56+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/1a6ecd3d914d22a5ac32791ffc1fbd8e\"},\"description\":\"\u5173\u4e8e\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u7684\u6280\u672f\u6587\u7ae0\",\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/1a6ecd3d914d22a5ac32791ffc1fbd8e\",\"name\":\"\u6e05, \u5b87\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/4b2016c18459a605fc469c7566608f5686491baa112d0871ee613f61b7210565?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/4b2016c18459a605fc469c7566608f5686491baa112d0871ee613f61b7210565?s=96&d=mm&r=g\",\"caption\":\"\u6e05, \u5b87\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/qingyu\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883 - Blog - Silicon Cloud","description":"\u5173\u4e8e\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u7684\u6280\u672f\u6587\u7ae0","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528python\uff08ipython-notebook-pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u3002-2\/","og_locale":"zh_CN","og_type":"article","og_title":"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883","og_description":"\u5173\u4e8e\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u7684\u6280\u672f\u6587\u7ae0","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528python\uff08ipython-notebook-pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u3002-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-11-27T21:19:35+00:00","article_modified_time":"2025-08-11T15:49:56+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657c1f3dd0c9c81e0f5ba344\/54-0.png"}],"author":"\u6e05, \u5b87","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u6e05, \u5b87","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/","name":"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883 - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-11-27T21:19:35+00:00","dateModified":"2025-08-11T15:49:56+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/1a6ecd3d914d22a5ac32791ffc1fbd8e"},"description":"\u5173\u4e8e\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883\u7684\u6280\u672f\u6587\u7ae0","breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"\u4f7f\u7528Python\uff08IPython notebook + Pandas\uff09\u6784\u5efa\u6570\u636e\u5206\u6790\u73af\u5883"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/1a6ecd3d914d22a5ac32791ffc1fbd8e","name":"\u6e05, \u5b87","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/4b2016c18459a605fc469c7566608f5686491baa112d0871ee613f61b7210565?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4b2016c18459a605fc469c7566608f5686491baa112d0871ee613f61b7210565?s=96&d=mm&r=g","caption":"\u6e05, \u5b87"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/qingyu\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8python%ef%bc%88ipython-notebook-pandas%ef%bc%89%e6%9e%84%e5%bb%ba%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e7%8e%af%e5%a2%83%e3%80%82-2\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/26928","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=26928"}],"version-history":[{"count":3,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/26928\/revisions"}],"predecessor-version":[{"id":111043,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/26928\/revisions\/111043"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=26928"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=26928"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=26928"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}