{"id":3557,"date":"2023-07-16T20:14:19","date_gmt":"2023-07-16T20:14:19","guid":{"rendered":"https:\/\/statorials.org\/ja\/1%e6%99%82%e9%96%93%e3%81%82%e3%81%9f%e3%82%8a%e3%81%ae%e3%83%8f%e3%82%9a%e3%83%b3%e3%82%bf%e3%82%99%e3%81%ae%e3%82%af%e3%82%99%e3%83%ab%e3%83%bc%e3%83%95%e3%82%9a\/"},"modified":"2023-07-16T20:14:19","modified_gmt":"2023-07-16T20:14:19","slug":"1%e6%99%82%e9%96%93%e3%81%82%e3%81%9f%e3%82%8a%e3%81%ae%e3%83%8f%e3%82%9a%e3%83%b3%e3%82%bf%e3%82%99%e3%81%ae%e3%82%af%e3%82%99%e3%83%ab%e3%83%bc%e3%83%95%e3%82%9a","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/1%e6%99%82%e9%96%93%e3%81%82%e3%81%9f%e3%82%8a%e3%81%ae%e3%83%8f%e3%82%9a%e3%83%b3%e3%82%bf%e3%82%99%e3%81%ae%e3%82%af%e3%82%99%e3%83%ab%e3%83%bc%e3%83%95%e3%82%9a\/","title":{"rendered":"Pandas \u3067\u30c7\u30fc\u30bf\u3092\u6642\u9593\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u65b9\u6cd5 (\u4f8b\u3042\u308a)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u6642\u9593\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30d1\u30f3\u30c0\u3067\u96c6\u8a08\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df. <span style=\"color: #3366ff;\">groupby<\/span> ([df[' <span style=\"color: #ff0000;\">time<\/span> ']. <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">hour<\/span> ]). <span style=\"color: #3366ff;\">dirty<\/span> . <span style=\"color: #3366ff;\">sum<\/span> ()\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u3053\u306e\u7279\u5b9a\u306e\u4f8b\u3067\u306f\u3001\u5024\u3092\u6642\u9593\u3054\u3068\u306b<strong>Hour<\/strong>\u3068\u3044\u3046\u5217\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u5404\u6642\u9593\u306e<strong>Sales<\/strong>\u5217\u306e\u5024\u306e\u5408\u8a08\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u69cb\u6587\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u4f8b: Pandas \u3067\u6642\u9593\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u5e97\u8217\u306e 1 \u65e5\u306e\u3055\u307e\u3056\u307e\u306a\u6642\u9593\u5e2f\u306e\u8ca9\u58f2\u6570\u3092\u793a\u3059\u6b21\u306e\u30d1\u30f3\u30c0 \u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u304c\u3042\u308b\u3068\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n<span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">\n#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">time<\/span> ': ['2022-01-01 01:14:00', '2022-01-01 01:24:15',\n                            '2022-01-01 02:52:19', '2022-01-01 02:54:00',\n                            '2022-01-01 04:05:10', '2022-01-01 05:35:09'],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [18, 20, 15, 14, 10, 9]})\n\n<span style=\"color: #008080;\">#convert date column to datetime\n<\/span>df[' <span style=\"color: #ff0000;\">time<\/span> '] = pd. <span style=\"color: #3366ff;\">to_datetime<\/span> (df[' <span style=\"color: #ff0000;\">time<\/span> '])\n\n<span style=\"color: #008080;\">#view DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df)\n\n                 time sales\n0 2022-01-01 01:14:00 18\n1 2022-01-01 01:24:15 20\n2 2022-01-01 02:52:19 15\n3 2022-01-01 02:54:00 14\n4 2022-01-01 04:05:10 10\n5 2022-01-01 05:35:09 9\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3057\u3066\u3001<strong>\u6642\u523b<\/strong>\u5217\u3092\u6642\u9593\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u6642\u9593\u3054\u3068\u306e<strong>\u58f2\u4e0a<\/strong>\u306e\u5408\u8a08\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#group by hours in time column and calculate sum of sales<\/span>\ndf. <span style=\"color: #3366ff;\">groupby<\/span> ([df[' <span style=\"color: #ff0000;\">time<\/span> ']. <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">hour<\/span> ]). <span style=\"color: #3366ff;\">dirty<\/span> . <span style=\"color: #3366ff;\">sum<\/span> ()\n\ntime\n1 38\n2 29\n4 10\n5 9\nName: sales, dtype: int64<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u6b21\u306e\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u6700\u521d\u306e1\u6642\u9593\u3067\u5408\u8a08<strong>38\u500b<\/strong>\u306e\u8ca9\u58f2\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">2 \u6642\u9593\u4ee5\u5185\u306b\u5408\u8a08<strong>29 \u500b<\/strong>\u306e\u8ca9\u58f2\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">4 \u6642\u9593\u4ee5\u5185\u306b\u5408\u8a08<b>10 \u4ef6<\/b>\u306e\u8ca9\u58f2\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">5\u6642\u9593\u306e\u9593\u306b\u5408\u8a08<strong>9\u4ef6<\/strong>\u306e\u8ca9\u58f2\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5225\u306e\u96c6\u8a08\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u30011 \u6642\u9593\u3042\u305f\u308a\u306e<strong>\u5e73\u5747<\/strong>\u8ca9\u58f2\u6570\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#group by hours in time column and calculate mean of sales\n<\/span>df. <span style=\"color: #3366ff;\">groupby<\/span> ([df[' <span style=\"color: #ff0000;\">time<\/span> ']. <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">hour<\/span> ]). <span style=\"color: #3366ff;\">dirty<\/span> . <span style=\"color: #3366ff;\">mean<\/span> ()\n\ntime\n1 19.0\n2 14.5\n4 10.0\n5 9.0\nName: sales, dtype: float64\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u6642\u9593\u3068\u5206\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u6642\u9593\u3068\u5206\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3055\u308c\u305f\u58f2\u4e0a\u306e\u5408\u8a08\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#group by hours and minutes in time column and calculate mean of sales\n<\/span>df. <span style=\"color: #3366ff;\">groupby<\/span> ([df[' <span style=\"color: #ff0000;\">time<\/span> ']. <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">hour<\/span> , df[' <span style=\"color: #ff0000;\">time<\/span> ']. <span style=\"color: #3366ff;\">dt<\/span> . <span style=\"color: #3366ff;\">minute<\/span> ]). <span style=\"color: #3366ff;\">dirty<\/span> . <span style=\"color: #3366ff;\">mean<\/span> ()\n\ntime time\n1 14 18\n      24 20\n2 52 15\n      54 14\n4 5 10\n5 35 9\nName: sales, dtype: int64\n<\/span><\/span><\/strong><\/pre>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u7d50\u679c\u304b\u3089\u6b21\u306e\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/span><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">1 \u6642\u9593 14 \u5206\u9593\u306e\u5e73\u5747\u8ca9\u58f2\u6570\u306f<strong>18<\/strong>\u3067\u3057\u305f\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">1 \u6642\u9593 23 \u5206\u9593\u306e\u5e73\u5747\u8ca9\u58f2\u6570\u306f<strong>20<\/strong>\u3067\u3057\u305f\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">2 \u6642\u9593 52 \u5206\u9593\u306e\u5e73\u5747\u8ca9\u58f2\u6570\u306f<strong>15<\/strong>\u3067\u3057\u305f\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7b49\u3005\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30d1\u30f3\u30c0\u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30f3\u30bf\u3099\u306e\u65e5\u4ed8\u7bc4\u56f2\/\" target=\"_blank\" rel=\"noopener\">Pandas \u3067\u65e5\u4ed8\u7bc4\u56f2\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30f3\u30bf\u3099\u306f\u65e5\u4ed8\u304b\u3089\u6708\u3092\u62bd\u51fa\u3057\u307e\u3059\/\" target=\"_blank\" rel=\"noopener\">Pandas\u3067\u65e5\u4ed8\u304b\u3089\u6708\u3092\u62bd\u51fa\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/\u30cf\u309a\u30f3\u30bf\u3099\u306e\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d5\u309a\u306e\u65e5\u4ed8\u6642\u523b\/\" target=\"_blank\" rel=\"noopener\">Pandas\u3067\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u65e5\u4ed8\/\u6642\u523b\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b21\u306e\u69cb\u6587\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u6642\u9593\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u30d1\u30f3\u30c0\u3067\u96c6\u8a08\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 df. groupby ([df[&#8216; time &#8216;]. dt . hour ]). dirty . sum () \u3053\u306e\u7279\u5b9a\u306e\u4f8b\u3067\u306f\u3001\u5024\u3092\u6642 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-3557","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandas \u3067\u30c7\u30fc\u30bf\u3092\u6642\u9593\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d) - \u7d71\u8a08<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001pandas DataFrame \u3067\u884c\u3092\u6642\u9593\u5225\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u793a\u3057\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ja\/1\u6642\u9593\u3042\u305f\u308a\u306e\u30cf\u309a\u30f3\u30bf\u3099\u306e\u30af\u3099\u30eb\u30fc\u30d5\u309a\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas \u3067\u30c7\u30fc\u30bf\u3092\u6642\u9593\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d) - \u7d71\u8a08\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001pandas DataFrame \u3067\u884c\u3092\u6642\u9593\u5225\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u65b9\u6cd5\u3092\u4f8b\u3092\u793a\u3057\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ja\/1\u6642\u9593\u3042\u305f\u308a\u306e\u30cf\u309a\u30f3\u30bf\u3099\u306e\u30af\u3099\u30eb\u30fc\u30d5\u309a\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T20:14:19+00:00\" \/>\n<meta name=\"author\" content=\"\u30d9\u30f3\u30b8\u30e3\u30df\u30f3\u30fb\u30a2\u30f3\u30c0\u30fc\u30bd\u30f3\u535a\u58eb\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta 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