{"id":757,"date":"2023-03-10T23:22:20","date_gmt":"2023-03-10T15:22:20","guid":{"rendered":"https:\/\/kuo.us.to\/wordpress\/?p=757"},"modified":"2023-03-10T23:22:23","modified_gmt":"2023-03-10T15:22:23","slug":"python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98-pandas-%e4%be%9d%e7%a8%8b%e5%bc%8f%e5%9f%b7%e8%a1%8c%e7%95%b6%e4%b8%8b%e6%97%a5%e6%9c%9f%e7%af%a9%e9%81%b8%e8%b3%87%e6%96%99","status":"publish","type":"post","link":"https:\/\/kuo.us.to\/wordpress\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/757\/","title":{"rendered":"Python\u5b78\u7fd2\u7b46\u8a18: Pandas \u4f9d\u7a0b\u5f0f\u57f7\u884c\u7576\u4e0b\u65e5\u671f\u7be9\u9078\u8cc7\u6599"},"content":{"rendered":"\n<h3>\u4f86\u6e90\uff1a\u8b80\u53d6covid-19\u78ba\u8a3a\u540d\u55ae\uff08\u59d3\u540d\u6e90\u81ea\u65bc<a rel=\"noreferrer noopener\" href=\"http:\/\/www.richyli.com\/name\/index.asp\" target=\"_blank\">\u4e2d\u6587\u59d3\u540d\u7522\u751f\u5668<\/a>\uff09\uff0c\u5c45\u9694\u65e5\u671f\u5747\u70ba\u675c\u64b0\u3002<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nfrom io import StringIO\nimport pandas as pd\nimport datetime\n\ndata = &quot;&quot;&quot;\n\u59d3\u540d\t\u5c45\u9694\u958b\u59cb\u65e5\t\u5c45\u9694\u7d50\u675f\u65e5\n\u674e\u52f3\u706b\t2023\/3\/5\t2023\/3\/10\n\u5f35\u535a\u65ed\t2023\/2\/28\t2023\/3\/5\n\u6797\u7f8e\u5b8f\t2023\/3\/3\t2023\/3\/8\n\u80e1\u7d00\u5e78\t2023\/3\/4\t2023\/3\/9\n\u8d99\u767e\u6046\t2023\/3\/5\t2023\/3\/10\n\u5f35\u66f8\u5176\t2023\/3\/5\t2023\/3\/10\n\u6797\u51f1\u7fd4\t2023\/3\/2\t2023\/3\/7\n\u5f35\u6587\u598f\t2023\/3\/2\t2023\/3\/7\n\u9673\u4fca\u5f65\t2023\/3\/6\t2023\/3\/11\n\u9ec3\u5f65\u83c1\t2023\/3\/4\t2023\/3\/9\n\u96f7\u80b2\u8431\t2023\/3\/7\t2023\/3\/12\n\u6797\u4fca\u5408\t2023\/3\/8\t2023\/3\/13\n&quot;&quot;&quot;\n\ndf = pd.read_csv(StringIO(data), delim_whitespace=True)\ndf\n<\/pre><\/div>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"394\" height=\"610\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-222732.jpg\" alt=\"\" class=\"wp-image-758\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-222732.jpg 394w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-222732-194x300.jpg 194w\" sizes=\"(max-width: 394px) 100vw, 394px\" \/><\/figure>\n\n\n\n<h3>\u76ee\u6a19\uff1a\u7be9\u9078\u51fa\u300c\u5c45\u9694\u7d50\u675f\u65e5\u300d\u5927\u65bc\u7b49\u65bc\u7a0b\u5f0f\u57f7\u884c\u7576\u5929\uff082023-03-10\uff09\u7684\u4eba\u3002<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\n# \u9996\u5148\u78ba\u8a8d\u4e00\u4e0bdf&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5']\u7684\u8cc7\u6599\u578b\u614b\ndf&#x5B;'\u5c45\u9694\u958b\u59cb\u65e5'].head(3)\n<\/pre><\/div>\n\n\n<p>\u57f7\u884c\u7d50\u679c\u5982\u4e0b\uff0c\u5c45\u9694\u7d50\u675f\u65e5\u7684\u8cc7\u6599\u578b\u614b\u70baobject\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"351\" height=\"112\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-230650.jpg\" alt=\"\" class=\"wp-image-759\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-230650.jpg 351w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-230650-300x96.jpg 300w\" sizes=\"(max-width: 351px) 100vw, 351px\" \/><\/figure>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\n# \u5148\u8907\u88fd\u4e00\u500bdf_1\u4f86\u64cd\u4f5c\ndf_1 = df.copy()\n\n# \u5c07\u5c45\u9694\u958b\u59cb\u65e5\u548c\u7d50\u675f\u65e5\u8f49\u6210datetime\u7684\u8cc7\u6599\u578b\u614b\ndf_1&#x5B;'\u5c45\u9694\u958b\u59cb\u65e5'] = pd.to_datetime(df_1&#x5B;'\u5c45\u9694\u958b\u59cb\u65e5'])\ndf_1&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'] = pd.to_datetime(df_1&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'])\n\n# \u78ba\u8a8d\u4e00\u4e0bdf_1&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5']\u7684\u8cc7\u6599\u578b\u614b\ndf_1&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'].head(3)\n<\/pre><\/div>\n\n\n<p>\u57f7\u884c\u5f8c\uff0c\u78ba\u8a8d\u300c\u5c45\u9694\u7d50\u675f\u65e5\u300d\u8cc7\u6599\u578b\u614b\u78ba\u8a8d\u5df2\u7d93\u662fdatetime64\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"427\" height=\"120\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-230915.jpg\" alt=\"\" class=\"wp-image-760\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-230915.jpg 427w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-230915-300x84.jpg 300w\" sizes=\"(max-width: 427px) 100vw, 427px\" \/><\/figure>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\n# \u53d6\u5f97\u57f7\u884c\u7a0b\u5f0f\u7576\u5929\u65e5\u671f\u542b\u6642\u9593\ntoday_time = datetime.datetime.today()\nyesterday_time = today_time - datetime.timedelta(days=1)\ntomorrow_time = today_time + datetime.timedelta(days=1)\n\nprint(f'\u4eca\u5929\u662f{today_time}')\nprint(f'\u6628\u5929\u662f{yesterday_time}')\nprint(f'\u660e\u5929\u662f{tomorrow_time}')\n<\/pre><\/div>\n\n\n<p>\u672c\u7bc4\u4f8b\u57f7\u884c\u7576\u4e0b\u6240\u53d6\u5f97\u300c\u4eca\u5929\u300d\u300d\u3001\u300c\u6628\u5929\u300d\u3001\u300c\u660e\u5929\u300d\u7684\u65e5\u671f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"378\" height=\"91\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231108.jpg\" alt=\"\" class=\"wp-image-761\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231108.jpg 378w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231108-300x72.jpg 300w\" sizes=\"(max-width: 378px) 100vw, 378px\" \/><\/figure>\n\n\n\n<h3>\u5982\u679c\u76f4\u63a5\u57f7\u884c\u4ee5\u4e0b\u7684\u7a0b\u5f0f\uff0c\u4e26\u4e0d\u80fd\u7b26\u5408\u76ee\u6a19\u9700\u6c42\uff08\u5c45\u9694\u7d50\u675f\u65e5\u671f>=2023-03-10\uff09<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\n# ge\u70bagreater than or equal to\uff0c\u4e5f\u5c31\u662f\u5927\u65bc\u7b49\u65bc\ndf_1&#x5B;df_1&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'].ge(today_time)]\n<\/pre><\/div>\n\n\n<h2>\u7d50\u679c\u4e0d\u7b26\u9700\u6c42\uff0c\u56e0\u70ba\u4e0d\u542b\u5c45\u9694\u7d50\u675f\u65e5\u70ba2023-03-10\u7684\u4eba\uff1a<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"369\" height=\"184\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231238.jpg\" alt=\"\" class=\"wp-image-762\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231238.jpg 369w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231238-300x150.jpg 300w\" sizes=\"(max-width: 369px) 100vw, 369px\" \/><\/figure>\n\n\n\n<h2>\u539f\u56e0\u5728\u65bc\u6240\u6709\u8b80\u9032\u4f86\u7684\u8cc7\u6599\u6642\u9593\u90fd\u662f00:00:00\uff0c<\/h2>\n\n\n\n<h2>\u6240\u4ee5\u548ctoday_time\uff08\u6642\u9593\u70ba22:23:09.904050\uff09\u6bd4\u8f03\u4e4b\u5f8c\uff0c<\/h2>\n\n\n\n<h2>\u4e0d\u5728\u5927\u65bc\u7b49\u65bc\u7684\u5340\u9593\u3002<\/h2>\n\n\n\n<h3>\u8981\u6b63\u78ba\u53ea\u6bd4\u8f03\u65e5\u671f\uff0c\u505a\u6cd5\u5982\u4e0b\uff1a<\/h3>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\n# \u5148\u8907\u88fd\u4e00\u500bdf_2\u4f86\u64cd\u4f5c\ndf_2 = df.copy()\n\n# \u5c07\u5c45\u9694\u958b\u59cb\u65e5\u548c\u7d50\u675f\u65e5\u8f49\u6210datetime\u7684\u8cc7\u6599\u578b\u614b\u5f8c\uff0c\u518d\u4ee5dt.date\u53ea\u53d6\u65e5\u671f\ndf_2&#x5B;'\u5c45\u9694\u958b\u59cb\u65e5'] = pd.to_datetime(df_2&#x5B;'\u5c45\u9694\u958b\u59cb\u65e5']).dt.date\ndf_2&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'] = pd.to_datetime(df_2&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5']).dt.date\n\n# \u53d6\u5f97\u57f7\u884c\u7a0b\u5f0f\u7576\u5929\u65e5\u671f\u4e0d\u542b\u6642\u9593\ntoday = datetime.date.today()\nyesterday = today - datetime.timedelta(days=1)\ntomorrow = today + datetime.timedelta(days=1)\n\nprint(f'\u4eca\u5929\u662f{today}')\nprint(f'\u6628\u5929\u662f{yesterday}')\nprint(f'\u660e\u5929\u662f{tomorrow}')\ndf_2&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'].head(3)\n<\/pre><\/div>\n\n\n<p>\u57f7\u884c\u7d50\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"360\" height=\"199\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231754.jpg\" alt=\"\" class=\"wp-image-763\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231754.jpg 360w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-231754-300x166.jpg 300w\" sizes=\"(max-width: 360px) 100vw, 360px\" \/><\/figure>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\ndf_2&#x5B;df_2&#x5B;'\u5c45\u9694\u7d50\u675f\u65e5'].ge(today)]\n<\/pre><\/div>\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"387\" height=\"331\" src=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-225543.jpg\" alt=\"\" class=\"wp-image-764\" srcset=\"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-225543.jpg 387w, https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2023-03-10-225543-300x257.jpg 300w\" sizes=\"(max-width: 387px) 100vw, 387px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4f86\u6e90\uff1a\u8b80\u53d6covid-19\u78ba\u8a3a\u540d\u55ae\uff08\u59d3\u540d\u6e90\u81ea\u65bc\u4e2d\u6587\u59d3\u540d\u7522\u751f\u5668\uff09\uff0c\u5c45\u9694\u65e5\u671f\u5747\u70ba\u675c\u64b0\u3002 \u76ee\u6a19\uff1a\u7be9\u9078\u51fa\u300c\u5c45\u9694\u7d50\u675f\u65e5\u300d [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":765,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","site-sidebar-layout":"default","site-content-layout":"default","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"categories":[4],"tags":[12,388,8,9,387,389],"author_meta":{"display_name":"mackuo","author_link":"https:\/\/kuo.us.to\/wordpress\/author\/mackuo\/"},"featured_img":"https:\/\/kuo.us.to\/wordpress\/wp-content\/uploads\/2023\/03\/vjsthrqmm94-300x200.jpg","coauthors":[],"tax_additional":{"categories":{"linked":["<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">Python\u5b78\u7fd2\u7b46\u8a18<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">Python\u5b78\u7fd2\u7b46\u8a18<\/span>"]},"tags":{"linked":["<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">datetime<\/a>","<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">df.date<\/a>","<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">Pandas<\/a>","<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">Python<\/a>","<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">today<\/a>","<a href=\"https:\/\/kuo.us.to\/wordpress\/category\/python%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98\/\" class=\"advgb-post-tax-term\">\u8207\u4eca\u65e5\u6bd4\u8f03\u7be9\u9078<\/a>"],"unlinked":["<span class=\"advgb-post-tax-term\">datetime<\/span>","<span class=\"advgb-post-tax-term\">df.date<\/span>","<span class=\"advgb-post-tax-term\">Pandas<\/span>","<span class=\"advgb-post-tax-term\">Python<\/span>","<span class=\"advgb-post-tax-term\">today<\/span>","<span class=\"advgb-post-tax-term\">\u8207\u4eca\u65e5\u6bd4\u8f03\u7be9\u9078<\/span>"]}},"comment_count":"0","relative_dates":{"created":"Posted 3 \u5e74 ago","modified":"Updated 3 \u5e74 ago"},"absolute_dates":{"created":"Posted on 2023 \u5e74 3 \u6708 10 \u65e5","modified":"Updated on 2023 \u5e74 3 \u6708 10 \u65e5"},"absolute_dates_time":{"created":"Posted on 2023 \u5e74 3 \u6708 10 \u65e5 \u4e0b\u5348 11:22","modified":"Updated on 2023 \u5e74 3 \u6708 10 \u65e5 \u4e0b\u5348 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