{"id":339349,"date":"2023-03-31T10:05:22","date_gmt":"2023-03-31T09:05:22","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=dataspell&#038;p=339349"},"modified":"2023-03-31T10:06:23","modified_gmt":"2023-03-31T09:06:23","slug":"2023-1","status":"publish","type":"dataspell","link":"https:\/\/blog.jetbrains.com\/zh-hans\/dataspell\/2023\/03\/2023-1\/","title":{"rendered":"DataSpell 2023.1\uff1a\u652f\u6301\u591a\u4e2a\u9879\u76ee\u3001Notebook \u6548\u7387\u589e\u5f3a\u529f\u80fd\u548c DataFrame \u589e\u5f3a"},"content":{"rendered":"\n<p class=\"has-text-align-left\">DataSpell 2023.1 \u5e26\u6765\u4e86\u63d0\u9ad8 Jupyter Notebook \u548c pandas DataFrames \u751f\u4ea7\u529b\u7684\u529f\u80fd\uff0c\u4ee5\u53ca\u4e00\u6279\u7528\u6237\u4f53\u9a8c\u6539\u8fdb\u3002 <\/p>\n\n\n\n<p class=\"has-text-align-left\">\u8bb8\u591a DataSpell \u7528\u6237<a href=\"https:\/\/youtrack.jetbrains.com\/issue\/DS-2106\/Support-multiple-projects-workspaces?_ga=2.245591876.150534237.1678032906-1639521372.1669027059&amp;_gac=1.188758361.1674634663.Cj0KCQiAw8OeBhCeARIsAGxWtUy_tIOcNXVPCKi7EjIDbzcVl5TA43sfVrOiCvOMP2YdeZr6xAzg2tEaAii_EALw_wcB&amp;_gl=1*1g17e0o*_ga*MTYzOTUyMTM3Mi4xNjY5MDI3MDU5*_ga_9J976DJZ68*MTY3ODM1OTcxNi4yOTEuMS4xNjc4MzYxNjIwLjMwLjAuMA..\" target=\"_blank\" rel=\"noopener\">\u8981\u6c42<\/a>\u80fd\u591f\u50cf\u5176\u4ed6 JetBrains IDE \u4e00\u6837\u5c06\u4ed6\u4eec\u7684\u5de5\u4f5c\u7ec4\u7ec7\u6210\u591a\u4e2a\u72ec\u7acb\u7684\u9879\u76ee\uff0c\u800c\u5728\u8fd9\u4e2a\u7248\u672c\u4e2d\u6211\u4eec\u5df2\u7ecf\u5b9e\u73b0\u4e86\u8fd9\u4e00\u70b9\uff01 \u901a\u8fc7\u81ea\u52a8\u5728 Jupyter Notebook \u4e0e Python \u811a\u672c\u4e4b\u95f4\u8fdb\u884c\u8f6c\u6362\u3001\u62d6\u653e CSV \u6587\u4ef6\u4ee5\u521b\u5efa pandas DataFrame\u3001\u67e5\u770b\u5355\u5143\u6267\u884c\u7684\u5f00\u59cb\u65f6\u95f4\u548c\u6301\u7eed\u65f6\u95f4\u7b49\u529f\u80fd\u6765\u52a0\u5feb\u7e41\u7410\u4efb\u52a1\u7684\u5904\u7406\u3002 \u901a\u8fc7 Jupyter Notebook \u8c03\u8bd5\u5668\u4e2d\u7684\u4ea4\u4e92\u5f0f\u8c03\u8bd5\u63a7\u5236\u53f0\u548c\u529f\u80fd\u9f50\u5168\u7684 Python Packages\uff08Python \u8f6f\u4ef6\u5305\uff09\u5de5\u5177\u7a97\u53e3\uff0c\u8c03\u8bd5\u548c\u8f6f\u4ef6\u5305\u7ba1\u7406\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u4e86\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"2560\" height=\"1200\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Release_Preview_image_1280x600_DataSpell-2x.png\" alt=\"\" class=\"wp-image-336930\"\/><\/figure>\n\n\n\n<p>\u4ece\u6211\u4eec\u7684<a href=\"https:\/\/www.jetbrains.com\/dataspell\/whatsnew\/\" target=\"_blank\" rel=\"noopener\">\u7f51\u7ad9<\/a>\u4e0b\u8f7d\u65b0\u7248\u672c\uff0c\u76f4\u63a5\u4ece IDE \u6216\u901a\u8fc7\u514d\u8d39\u7684<a href=\"https:\/\/www.jetbrains.com\/toolbox-app\/\" target=\"_blank\" rel=\"noopener\">Toolbox App<\/a>\u66f4\u65b0\uff0c\u6216\u4f7f\u7528 snap (Ubuntu) \u8fdb\u884c\u66f4\u65b0\u3002<\/p>\n\n\n\n<p><p align=\"center\"><a class=\"jb-download-button\" href=\"https:\/\/www.jetbrains.com\/dataspell\/download\" target=\"_blank\" rel=\"noopener\">\u4e0b\u8f7d DataGrip 2023.1<\/a><\/p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4f7f\u7528\u591a\u4e2a\u9879\u76ee\u6216\u72ec\u7acb\u5de5\u4f5c\u533a<\/strong><\/h2>\n\n\n\n<p>DataSpell 2022.3 \u6709\u4e00\u4e2a<a href=\"https:\/\/www.jetbrains.com.cn\/help\/dataspell\/creating-and-managing-projects.html\" target=\"_blank\" rel=\"noopener\">\u5355\u4e2a\u5de5\u4f5c\u533a<\/a>\uff0c\u60a8\u53ef\u4ee5\u5c06 Notebook \u548c\u5176\u4ed6\u6587\u4ef6\u3001\u76ee\u5f55\u548c\u9879\u76ee\u9644\u52a0\u5230\u5176\u4e2d\u3002 \u73b0\u6709\u9879\u76ee\u88ab\u9644\u52a0\u5230\u5de5\u4f5c\u533a\u4f5c\u4e3a\u76ee\u5f55\u3002 \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5de5\u4f5c\u533a\u4e2d\u7684\u6240\u6709\u76ee\u5f55\u548c\u9879\u76ee\u90fd\u5171\u4eab\u5176\u73af\u5883\u6216 Python \u89e3\u91ca\u5668\u3002 \u5728 2022.3 \u7248\u672c\u4e2d\uff0cDataSpell \u5de5\u4f5c\u533a\u672c\u8d28\u4e0a\u662f\u9ed8\u8ba4\u9879\u76ee\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Multiple-projects.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5c06 Jupyter Notebook \u8f6c\u6362\u4e3a Python \u811a\u672c<\/strong><\/h2>\n\n\n\n<p>\u5728 Jupyter Notebook \u4e0e Python \u811a\u672c\u4e4b\u95f4\u6765\u56de\u5207\u6362\u662f\u6570\u636e\u79d1\u5b66\u4e2d\u4e00\u4e2a\u5e38\u89c1\u7684\u5de5\u4f5c\u6d41\u3002 \u60a8\u53ef\u4ee5\u4f7f\u7528\u5728 Jupyter Notebook\uff08.ipynb \u6587\u4ef6\uff09\u548c Python \u811a\u672c\uff08.py \u6587\u4ef6\uff09\u4e4b\u95f4\u8fdb\u884c\u8f6c\u6362\u7684\u65b0\u529f\u80fd\uff0c\u53ea\u9700\u70b9\u51fb\u51e0\u4e0b\u5373\u53ef\u52a0\u5feb\u8fd9\u4e2a\u91cd\u590d\u6027\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1020\" height=\"544\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Notebook_to_script_twitter.gif\" alt=\"\" class=\"wp-image-338013\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>CSV \u5230 pandas DataFrame<\/strong><\/h2>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u5e38\u89c1\u7684\u6570\u636e\u79d1\u5b66\u4efb\u52a1\u662f\u4f7f\u7528 CSV \u6587\u4ef6\u4e2d\u7684\u6570\u636e\u521b\u5efa\u548c\u586b\u5145 pandas DataFrame\u3002 \u5728 DataSpell 2023.1 \u4e2d\uff0c\u5f53\u4f60\u5c06 CSV\uff08.csv \u6587\u4ef6\uff09\u62d6\u653e\u5230 Jupyter Notebook \u4e2d\uff0c\u4f1a\u6839\u636e\u6587\u4ef6\u7684\u5185\u5bb9\u81ea\u52a8\u521b\u5efa pandas DataFrame\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1620\" height=\"845\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/CVS-to-DataFrame.gif\" alt=\"\" class=\"wp-image-336983\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8bbe\u7f6e DataFrame \u9ed8\u8ba4\u663e\u793a\u7684\u884c\u6570<\/strong><\/h2>\n\n\n\n<p>DataSpell \u4ee5\u8868\u683c\u5f62\u5f0f\u663e\u793a pandas DataFrame \u7684\u5185\u5bb9\u3002 \u4e3a\u4e86\u66f4\u8212\u9002\u5730\u6d4f\u89c8\u5927\u578b DataFrame \u8868\uff0c\u8bf7\u4f7f\u7528 <em>Change Default<\/em>\uff08\u66f4\u6539\u9ed8\u8ba4\u503c\uff09\u5bf9\u8bdd\u6846\u5c06\u9ed8\u8ba4\u6bcf\u9875\u663e\u793a\u7684\u884c\u6570\u8bbe\u4e3a\u60a8\u559c\u6b22\u7684\u9875\u9762\u5927\u5c0f\u3002 \u8fd9\u4e2a\u9ed8\u8ba4\u503c\u4f1a\u88ab\u7528\u4e8e\u6240\u6709\u65b0\u7684 DataFrames\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1020\" height=\"546\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Change_default_rows_twitter.gif\" alt=\"\" class=\"wp-image-338024\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5355\u5143\u6267\u884c\u7684\u5f00\u59cb\u65f6\u95f4\u548c\u6301\u7eed\u65f6\u95f4<\/strong><\/h2>\n\n\n\n<p>\u7531\u4e8e Jupyter Notebook \u7684\u5355\u5143\u683c\u7ecf\u5e38\u4ee5\u65e0\u5e8f\u65b9\u5f0f\u6267\u884c\uff0c\u5e76\u4e14\u67d0\u4e9b\u5355\u5143\u683c\u8fd0\u884c\u65f6\u95f4\u5f88\u957f\uff0c\u56e0\u6b64\u4e86\u89e3\u5355\u5143\u683c\u4e0a\u6b21\u8fd0\u884c\u7684\u65f6\u95f4\u548c\u5176\u6267\u884c\u65f6\u95f4\u4f1a\u5f88\u6709\u5e2e\u52a9\u3002 \u5728 DataSpell 2023.1 \u4e2d\uff0c\u6bcf\u4e2a\u4ee3\u7801\u5355\u5143\u683c\u4e0b\u65b9\u4f1a\u76f4\u63a5\u663e\u793a\u4e0a\u6b21\u6267\u884c\u8be5\u5355\u5143\u683c\u7684\u65f6\u95f4\u548c\u6267\u884c\u6301\u7eed\u65f6\u95f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1020\" height=\"460\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Cell_execution_time_twitter.gif\" alt=\"\" class=\"wp-image-338035\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6539\u5584 Jupyter Notebook \u4ee3\u7801\u8865\u5168<\/h2>\n\n\n\n<p>Jupyter Notebook \u63d0\u4f9b\u7684\u4ee3\u7801\u81ea\u52a8\u8865\u5168\u529f\u80fd\u901a\u5e38\u6548\u679c\u4e0d\u4f73\uff0c\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\u65e0\u6cd5\u5b8c\u6210 pandas DataFrame \u7684\u5217\u540d\u3002 \u4e3a\u4e86\u6539\u5584 DataSpell \u7528\u6237\u4f53\u9a8c\uff0c\u6211\u4eec\u5df2\u7981\u7528 Jupyter Notebook \u4ee3\u7801\u81ea\u52a8\u8865\u5168\u529f\u80fd\uff0c\u5e76\u5c06\u9010\u6b65\u5b9e\u73b0\u65b0\u7684\u548c\u6539\u8fdb\u7684\u81ea\u52a8\u8865\u5168\u529f\u80fd\u4ee5\u6ee1\u8db3\u6700\u5e38\u89c1\u60c5\u51b5\u3002 DataSpell 2023.1 \u901a\u8fc7 DataFrame \u5217\u540d\u8865\u5168\u3001\u52a8\u6001\u7c7b\u7684\u81ea\u52a8\u8865\u5168\u3001\u8fdc\u7a0b Jupyter \u670d\u52a1\u5668\u7684\u8def\u5f84\u8865\u5168\u7b49\u529f\u80fd\uff0c\u4e3a\u8fd9\u4e00\u52aa\u529b\u5f00\u4e86\u4e2a\u597d\u5934\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1020\" height=\"546\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Notebook_code_completion_twitter.gif\" alt=\"\" class=\"wp-image-338047\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ea4\u4e92\u5f0f\u8c03\u8bd5\u63a7\u5236\u53f0<\/strong><\/h2>\n\n\n\n<p>\u5728 DataSpell \u7684\u65e9\u671f\u7248\u672c\u4e2d\uff0c\u5728<a href=\"https:\/\/www.jetbrains.com.cn\/help\/dataspell\/running-jupyter-notebook-cells.html\" target=\"_blank\" rel=\"noopener\">\u8c03\u8bd5 Jupyter Notebook <\/a>\u65f6\uff0c\u8c03\u8bd5\u63a7\u5236\u53f0\u662f\u88ab\u7981\u7528\u7684\u3002 \u5728 DataSpell 2023.1 \u4e2d\uff0c\u8c03\u8bd5\u63a7\u5236\u53f0\u662f\u4ea4\u4e92\u5f0f\u7684\uff0c\u5e76\u4e14\u53ef\u4ee5\u7528\u4e8e\u5411 Jupyter \u8c03\u8bd5\u5668\u53d1\u9001\u547d\u4ee4\uff0c\u5728\u8c03\u8bd5 Jupyter Notebook \u5355\u5143\u65f6\u67e5\u770b\u8f93\u51fa\u548c\u9519\u8bef\u6d88\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Debug_Console_twitter.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7ba1\u7406 Python \u8f6f\u4ef6\u5305\u548c\u89e3\u91ca\u5668<\/strong><\/h2>\n\n\n\n<p><em>Python Packages<\/em>\uff08Python \u8f6f\u4ef6\u5305\uff09\u5de5\u5177\u7a97\u53e3\u662f\u7ba1\u7406\u8f6f\u4ef6\u5305\u548c\u9884\u89c8\u7279\u5b9a\u73af\u5883\u6216 Python \u89e3\u91ca\u5668\u7684\u8f6f\u4ef6\u5305\u6587\u6863\u7684\u6700\u5feb\u6377\u65b9\u5f0f\u3002 \u5728 DataSpell 2023.1\u4e2d\uff0c\u5b83\u5df2\u529f\u80fd\u9f50\u5168\u3002 \u60a8\u73b0\u5728\u8fd8\u53ef\u4ee5\u76f4\u63a5\u4ece DataSpell \u72b6\u6001\u680f\u7684\u89e3\u91ca\u5668\u5fae\u4ef6\u4e2d\u6dfb\u52a0\u4e00\u4e2a\u65b0\u7684 Python \u89e3\u91ca\u5668\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1020\" height=\"536\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/Python_Packages_Window_twitter.gif\" alt=\"\" class=\"wp-image-337990\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b0 <strong>UI<\/strong><\/h2>\n\n\n\n<p>2022 \u5e74\uff0cJetBrains \u4e3a\u5176 IDE \u5f15\u5165\u4e86\u65b0 UI\uff0c\u65e8\u5728\u51cf\u5c11\u89c6\u89c9\u590d\u6742\u6027\uff0c\u63d0\u4f9b\u5bf9\u57fa\u672c\u529f\u80fd\u7684\u7b80\u5355\u8bbf\u95ee\uff0c\u5e76\u9010\u7ea7\u5448\u73b0\u590d\u6742\u529f\u80fd\u3002 <a href=\"https:\/\/www.jetbrains.com.cn\/help\/dataspell\/2023.1\/new-ui.html#aaa2229\" target=\"_blank\" rel=\"noopener\">\u65b0 UI<\/a> \u62e5\u6709\u7b80\u5316\u7684\u4e3b\u5de5\u5177\u680f\u3001\u65b0\u5de5\u5177\u7a97\u53e3\u5e03\u5c40\u3001\u66f4\u65b0\u7684\u56fe\u6807\u96c6\u3001\u65b0\u7684\u6d45\u8272\u548c\u6df1\u8272\u4e3b\u9898\uff0c\u7b49\u7b49\u3002 \u901a\u8fc7 <em>Settings\/Preferences | Appearance &amp; Behavior | New UI Preview<\/em>\uff08\u8bbe\u7f6e\/\u504f\u597d\u8bbe\u7f6e | \u5916\u89c2\u4e0e\u884c\u4e3a | \u65b0 UI \u9884\u89c8\uff09\u542f\u7528\u65b0 UI\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1620\" height=\"840\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2023\/03\/NewUI.gif\" alt=\"\" class=\"wp-image-337205\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u5e0c\u671b\u60a8\u559c\u6b22\u8fd9\u4e9b\u65b0\u529f\u80fd\u3002 \u60f3\u7b2c\u4e00\u65f6\u95f4\u4e86\u89e3\u65b0\u529f\u80fd\u5e76\u83b7\u53d6 DataSpell \u548c\u6570\u636e\u79d1\u5b66\u65b9\u9762\u7684\u6280\u5de7\u63d0\u793a\u5417\uff1f \u8ba2\u9605\u6211\u4eec\u7684\u535a\u5ba2\u5e76\u5173\u6ce8\u6211\u4eec\u7684<a href=\"https:\/\/twitter.com\/dataspell_jb\" target=\"_blank\" rel=\"noopener\">Twitter<\/a>\u8d26\u53f7\uff01 \u5982\u679c\u60a8\u9047\u5230\u4e86 bug \u6216\u6709\u529f\u80fd\u5efa\u8bae\uff0c\u8bf7\u5728\u6211\u4eec\u7684<a href=\"https:\/\/youtrack.jetbrains.com\/issues\/DS\" target=\"_blank\" rel=\"noopener\">\u95ee\u9898\u8ddf\u8e2a\u5668<\/a>\u4e2d\u5206\u4eab\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/?s=200&#038;r=g\" width=\"200\" height=\"200\" alt=\"\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    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