{"id":4079,"date":"2023-07-13T17:46:21","date_gmt":"2023-07-13T17:46:21","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%bf%d0%b0%d0%bd%d0%b4%d1%8b-%d1%87%d0%b8%d1%82%d0%b0%d1%8e%d1%82-%d1%81%d1%82%d0%be%d0%bb%d0%b1%d0%b5%d1%86-%d0%b8%d0%bc%d0%b5%d0%bd%d0%b8-csv\/"},"modified":"2023-07-13T17:46:21","modified_gmt":"2023-07-13T17:46:21","slug":"%d0%bf%d0%b0%d0%bd%d0%b4%d1%8b-%d1%87%d0%b8%d1%82%d0%b0%d1%8e%d1%82-%d1%81%d1%82%d0%be%d0%bb%d0%b1%d0%b5%d1%86-%d0%b8%d0%bc%d0%b5%d0%bd%d0%b8-csv","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%bf%d0%b0%d0%bd%d0%b4%d1%8b-%d1%87%d0%b8%d1%82%d0%b0%d1%8e%d1%82-%d1%81%d1%82%d0%be%d0%bb%d0%b1%d0%b5%d1%86-%d0%b8%d0%bc%d0%b5%d0%bd%d0%b8-csv\/","title":{"rendered":"Pandas: \u0437\u0430\u0434\u0430\u0439\u0442\u0435 \u0438\u043c\u0435\u043d\u0430 \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u043f\u0440\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u0435 \u0444\u0430\u0439\u043b\u0430 csv"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0434\u043b\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438\u043c\u0435\u043d \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 DataFrame \u043f\u0440\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u0435 \u0444\u0430\u0439\u043b\u0430 CSV \u0432 pandas:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>colnames = [' <span style=\"color: #ff0000;\">col1<\/span> ', ' <span style=\"color: #ff0000;\">col2<\/span> ', ' <span style=\"color: #ff0000;\">col3<\/span> ']\n\ndf = pd. <span style=\"color: #3366ff;\">read_csv<\/span> (' <span style=\"color: #ff0000;\">my_data.csv<\/span> ', names=colnames)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0410\u0440\u0433\u0443\u043c\u0435\u043d\u0442 <strong>\u0438\u043c\u0435\u043d<\/strong> \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043f\u0438\u0441\u043e\u043a \u0438\u043c\u0435\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u0432 DataFrame.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u044d\u0442\u043e\u0442 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442, \u0432\u044b \u0442\u0430\u043a\u0436\u0435 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0435 pandas \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0435\u0440\u0432\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u0444\u0430\u0439\u043b\u0430 CSV \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 DataFrame \u0432\u043c\u0435\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0435 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0441\u0442\u0440\u043e\u043a\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440: \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438\u043c\u0435\u043d \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u043f\u0440\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u0435 \u0444\u0430\u0439\u043b\u0430 CSV \u0432 Pandas<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 CSV-\u0444\u0430\u0439\u043b \u0441 \u0438\u043c\u0435\u043d\u0435\u043c <strong>Players_data.csv<\/strong> :<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-32479\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/headernone1.png\" alt=\"\" width=\"433\" height=\"385\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0418\u0437 \u0444\u0430\u0439\u043b\u0430 \u043c\u044b \u0432\u0438\u0434\u0438\u043c, \u0447\u0442\u043e \u043f\u0435\u0440\u0432\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u043c\u0435\u043d \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0415\u0441\u043b\u0438 \u043c\u044b \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u0443\u0435\u043c CSV-\u0444\u0430\u0439\u043b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u0438 <strong>read_csv()<\/strong> , pandas \u043f\u043e\u043f\u044b\u0442\u0430\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0435 \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0438\u043c\u0435\u043d \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u0434\u043b\u044f DataFrame:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#import CSV file\n<\/span>df = pd. <span style=\"color: #3366ff;\">read_csv<\/span> (' <span style=\"color: #ff0000;\">players_data.csv<\/span> ')\n\n<span style=\"color: #008080;\">#view resulting DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n   At 22 10\n0 B 14 9\n1 C 29 6\n2 D 30 2\n3 E 22 9\n4 F 31 10\n<\/strong><\/span><\/b><\/pre>\n<p> <span style=\"color: #000000;\">\u041e\u0434\u043d\u0430\u043a\u043e \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 <strong>\u0438\u043c\u0435\u043d<\/strong> , \u0447\u0442\u043e\u0431\u044b \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u043f\u0440\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u0435 \u0444\u0430\u0439\u043b\u0430 CSV:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <b><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#specify column names<\/span>\ncolnames = [' <span style=\"color: #ff0000;\">team<\/span> ', ' <span style=\"color: #ff0000;\">points<\/span> ', ' <span style=\"color: #ff0000;\">rebounds<\/span> ']\n\n<span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#import CSV file and use specified column names\n<\/span>df = pd. <span style=\"color: #3366ff;\">read_csv<\/span> (' <span style=\"color: #ff0000;\">players_data.csv<\/span> ', names <span style=\"color: #ff0000;\">=<\/span> colnames)\n\n<span style=\"color: #008080;\">#view resulting DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n  team points rebounds\n0 to 22 10\n1 B 14 9\n2 C 29 6\n3 D 30 2\n4 E 22 9\n5 F 31 10\n<\/strong><\/span><\/b><\/pre>\n<p> <span style=\"color: #000000;\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u043f\u0435\u0440\u0432\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0444\u0430\u0439\u043b\u0430 CSV \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0441\u0442\u0440\u043e\u043a\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412\u043c\u0435\u0441\u0442\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u0430 \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u044b \u0443\u043a\u0430\u0437\u0430\u043b\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430 <strong>\u0438\u043c\u0435\u043d<\/strong> , \u0442\u0435\u043f\u0435\u0440\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0438\u043c\u0435\u043d \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435<\/strong> . \u041f\u043e\u043b\u043d\u0443\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043f\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u0438 pandas <strong>read_csv()<\/strong> \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 <a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.read_csv.html\" target=\"_blank\" rel=\"noopener\">\u0437\u0434\u0435\u0441\u044c<\/a> .<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u0445 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0434\u0440\u0443\u0433\u0438\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 Python:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ru\/\u043f\u0430\u043d\u0434\u044b-\u043f\u0440\u044b\u0433\u0430\u044e\u0442-\u0432-\u0440\u044f\u0434\u044b\/\" target=\"_blank\" rel=\"noopener\">Pandas: \u043a\u0430\u043a \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u043f\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 CSV<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/pandas-\u0438\u043c\u0435\u0435\u0442-\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435-csv\/\" target=\"_blank\" rel=\"noopener\">Pandas: \u043a\u0430\u043a \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0444\u0430\u0439\u043b CSV<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/pandas-read_csv-usecols\/\" target=\"_blank\" rel=\"noopener\">Pandas: \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c read_csv \u0441 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u043e\u043c usecols<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0434\u043b\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438\u043c\u0435\u043d \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 DataFrame \u043f\u0440\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u0435 \u0444\u0430\u0439\u043b\u0430 CSV \u0432 pandas: colnames = [&#8216; col1 &#8216;, &#8216; col2 &#8216;, &#8216; col3 &#8216;] df = pd. read_csv (&#8216; my_data.csv &#8216;, names=colnames) \u0410\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u0438\u043c\u0435\u043d \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043f\u0438\u0441\u043e\u043a \u0438\u043c\u0435\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u0432 DataFrame. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u044d\u0442\u043e\u0442 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442, \u0432\u044b \u0442\u0430\u043a\u0436\u0435 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0435 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-4079","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandas: \u0437\u0430\u0434\u0430\u0439\u0442\u0435 \u0438\u043c\u0435\u043d\u0430 \u0441\u0442\u043e\u043b\u0431\u0446\u043e\u0432 \u043f\u0440\u0438 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