{"id":4074,"date":"2023-11-01T12:24:54","date_gmt":"2023-11-01T03:24:54","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=4074"},"modified":"2025-06-07T12:14:27","modified_gmt":"2025-06-07T03:14:27","slug":"%e3%80%90python%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b5%e3%82%a4%e3%82%a8%e3%83%b3%e3%82%b9%e8%b6%85%e5%85%a5%e9%96%801-2%e3%80%91pandas%e3%81%ab%e3%82%88%e3%82%8b%e3%83%87%e3%83%bc%e3%82%bf%e6%93%8d","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=4074","title":{"rendered":"\u3010Python\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8d85\u5165\u95801-2\u3011Pandas\u306b\u3088\u308b\u30c7\u30fc\u30bf\u64cd\u4f5c\u306e\u57fa\u672c\u3010YouTube\u3011"},"content":{"rendered":"\n<p>\u52d5\u753b\u3067\u5b66\u3079\u308bPython\u306b\u3088\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u57fa\u790e\u30b7\u30ea\u30fc\u30ba\u30012\u672c\u76ee\u3067\u3059\u3002<strong><span style=\"background-color: 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text-align: center;<br \/>\n}<br \/>\n.yt-agenda td:last-child {<br \/>\n    width: 80%;<br \/>\n    text-align: left;<br \/>\n}<br \/>\n@media (max-width: 1199px) {<br \/>\n    .yt-container {<br \/>\n        padding: 10px;<br \/>\n    }<br \/>\n    .yt-content {<br \/>\n        flex-direction: column;<br \/>\n    }<br \/>\n    .yt-video, .yt-text {<br \/>\n        margin-right: 0;<br \/>\n        margin-bottom: 20px;<br \/>\n        width: 100%;<br \/>\n    }<br \/>\n    .yt-video {<br \/>\n        flex: none;<br \/>\n    }<br \/>\n}<br \/>\n<\/style><\/p>\n\n\n\n<div class=\"yt-container\">\n<div class=\"yt-header\"><\/div>\n<div class=\"yt-content\">\n<div class=\"yt-video\">\n<h4>\u52d5\u753b<\/h4>\n<div class=\"yt-video-wrapper\"><iframe src=\"https:\/\/www.youtube.com\/embed\/m6KjM1clGpA\" frameborder=\"0\" allow=\"autoplay; encrypted-media\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/div>\n<p><script src=\"https:\/\/apis.google.com\/js\/platform.js\"><\/script><\/p>\n<div class=\"g-ytsubscribe\" data-channelid=\"UCPe1g8YvrjAbGty-5zPWU8g\" data-layout=\"full\" data-count=\"default\"><\/div>\n<\/div>\n<div class=\"yt-text\">\n<h4>\u30a2\u30b8\u30a7\u30f3\u30c0<\/h4>\n<table class=\"yt-agenda\">\n<tbody>\n<tr>\n<th>\u6642\u9593<\/th>\n<th>\u5185\u5bb9<\/th>\n<\/tr>\n<tr>\n<td>0:00<\/td>\n<td>\u30aa\u30fc\u30d7\u30cb\u30f3\u30b0<\/td>\n<\/tr>\n<tr>\n<td>3:47<\/td>\n<td>pandas\u3068\u306f<\/td>\n<\/tr>\n<tr>\n<td>6:03<\/td>\n<td>\u7b2c\u4e00\u7ae0\uff1a\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d<\/td>\n<\/tr>\n<tr>\n<td>6:03<\/td>\n<td>\u251c CSV\u306e\u8aad\u307f\u8fbc\u307f<\/td>\n<\/tr>\n<tr>\n<td>11:08<\/td>\n<td>\u251c \u4e00\u90e8\u306e\u884c\/\u5217\u306e\u62bd\u51fa<\/td>\n<\/tr>\n<tr>\n<td>17:08<\/td>\n<td>\u251c \u6761\u4ef6\u306b\u3088\u308b\u884c\u306e\u62bd\u51fa\uff08\u30d5\u30a3\u30eb\u30bf\u30fc\uff09<\/td>\n<\/tr>\n<tr>\n<td>20:58<\/td>\n<td>\u251c 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media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4086\">\u3010Python\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8d85\u5165\u95801-3\u3011Seaborn\u306b\u3088\u308b\u30b0\u30e9\u30d5\u4f5c\u6210\u306e\u57fa\u672c\u3010YouTube\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2023\u5e7410\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4101\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4101 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-200 tag-stats tag-python\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4101\"><img decoding=\"async\" width=\"300\" height=\"169\" 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media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4101\">\u3010Python\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8d85\u5165\u95802-1\u3011\u56de\u5e30\u5206\u6790\u306e\u57fa\u672c\u3010YouTube\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2023\u5e749\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4118\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4118 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-python tag-ml\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4118\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/a74babb2c8587d7ca495f2ed06ab0ff0.jpg 1440w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4118\">\u3010Python\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8d85\u5165\u95802-2\u3011\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u672c\u301c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u7de8\u301c\u3010YouTube\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2023\u5e748\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4172\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4172 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-python tag-135 tag-ml\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4172\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/e954dfe6921bf8168d8621f384c3bcbb.jpg 1440w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4172\">\u3010Python\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8d85\u5165\u95802-3\u3011\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u672c\u301c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u7de8\u301c\u3010YouTube\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2023\u5e747\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4032\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4032 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-stats tag-excel tag-200\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4032\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/efc741144a2635b41ce639cdc8c11656.jpg 1440w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4032\">\u3010YouTube\u3011Excel\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u5b8c\u5168\u8b1b\u7fa9<\/a><\/h5><div class=\"vk_post_date media-date published\">2022\u5e7412\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4365\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4365 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-stats tag-excel\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4365\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/11\/cdcb29bf8974f39944e4d806250343cd.jpg 1440w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4365\">\u3010YouTube\u3011Excel\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u5b8c\u5168\u8b1b\u7fa9\u3010\u5fdc\u7528\u7de8\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2022\u5e7411\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4135\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4135 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-200 tag-stats tag-excel\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4135\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2023\/09\/500698f97550556240b008004fc5ae17.jpg 1440w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4135\">\u3010YouTube\u3011Excel\u3067\u59cb\u3081\u308b\u7d71\u8a08\u7684\u56e0\u679c\u63a8\u8ad6\u30fb\u8d85\u5165\u9580<\/a><\/h5><div class=\"vk_post_date media-date published\">2022\u5e7410\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4372\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4372 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-200 tag-excel\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4372\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/09\/7729997f920e4f6f478fee7306cf8b30.jpg 1440w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4372\">\u3010YouTube\u3011Excel\u3067\u3067\u304d\u308b\u8ad6\u7406\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u301cWSM\u3068AHP\u301c<\/a><\/h5><div class=\"vk_post_date media-date published\">2022\u5e749\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4790\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-4790 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-ml tag-excel\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4790\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-1536x864.jpg 1536w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-2048x1152.jpg 2048w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/01\/6537f9fb74db49b2d61921f9fa69bd51-320x180.jpg 320w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4790\">\u3010YouTube\u3011Excel\u3067\u899a\u3048\u308bK-means\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/h5><div class=\"vk_post_date media-date published\">2022\u5e748\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-3868\" class=\"vk_post vk_post-postType-post media vk_post-col-xs-12 vk_post-col-sm-6 vk_post-col-md-4 vk_post-col-lg-4 vk_post-col-xl-4 vk_post-col-xxl-4 post-3868 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-python tag-stats tag-nlp tag-ml\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6-1024x538.jpeg)\"><a href=\"https:\/\/analysis-navi.com\/?p=3868\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6-300x158.jpeg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6-300x158.jpeg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6-1024x538.jpeg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6-658x345.jpeg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6-768x403.jpeg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2025\/06\/a402c696bf493a873c765923653c07e6.jpeg 1200w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/div><!-- [ \/.vk_post_imgOuter ] --><div class=\"vk_post_body media-body\"><h5 class=\"vk_post_title media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=3868\">YouTube\u3067\u5b66\u3076Python\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u8b1b\u5ea7\u4e00\u89a7\u3010\u30d5\u30a1\u30a4\u30eb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3042\u308a\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2021\u5e742\u670820\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><\/div>\n\n\n<h2 class=\"wp-block-heading\">CSV\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/h2>\n\n\n\n<p><a href=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/06\/enquete_sample.csv\">enquete_sample.csv<\/a><br><a href=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/06\/personNo_1.csv\">personNo_1.csv<\/a><br><a href=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/06\/personNo_1B.csv\">personNo_1B.csv<\/a><br><a href=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/06\/personNo_2.csv\">personNo_2.csv<\/a><br><a href=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/06\/sectionNo.csv\">sectionNo.csv<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7ae0\uff1a\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">CSV\u306e\u8aad\u307f\u8fbc\u307f<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq = pd.read_csv(\"enquete_sample.csv\",index_col=\"\u56de\u7b54\u8005No.\")<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u90e8\u306e\u884c\/\u5217\u306e\u62bd\u51fa<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq[5:10][[\"\u6027\u5225\",\"\u5e74\u4ee3\",\"\u6e80\u8db3\u5ea6\",\"\u4e16\u5e2f\u4eba\u6570\"]]<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6761\u4ef6\u306b\u3088\u308b\u884c\u306e\u62bd\u51fa\uff08\u30d5\u30a3\u30eb\u30bf\u30fc\uff09<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq[(df_enq[\"\u5e74\u53ce\"] &gt;= 500) &amp; (df_enq[\"\u5e74\u4ee3\"] == \"50\u4ee3\")]<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u4e26\u3073\u66ff\u3048\uff08\u30bd\u30fc\u30c8\uff09<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq.sort_values([\"\u5e74\u4ee3\",\"\u5e74\u53ce\"],ascending=False)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">CSV\u3078\u306e\u66f8\u304d\u51fa\u3057<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq_tmp = df_enq[df_enq[\"\u5e74\u4ee3\"] == \"40\u4ee3\"].sort_values(\"\u5e74\u53ce\")\ndf_enq_tmp.to_csv(\"\u7d50\u679c.csv\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7ae0\uff1a\u30c7\u30fc\u30bf\u306e\u96c6\u8a08<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u96c6\u8a08<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq.median(numeric_only=True)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6761\u4ef6\u3054\u3068\u306e\u30c7\u30fc\u30bf\u306e\u96c6\u8a08<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq.groupby([\"\u6027\u5225\",\"\u5e74\u4ee3\"]).sum()<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7ae0\uff1a\u30c7\u30fc\u30bf\u306e\u6574\u5f62<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u91cd\u8907\u884c\u51e6\u7406<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq[df_enq.duplicated(keep=False)]<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6b20\u640d\u5024\u51e6\u7406<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq.drop_duplicates(subset=[\"\u6027\u5225\",\"\u5e74\u4ee3\"])\ndf_enq.fillna({\"\u5e74\u4ee3\":\"\u4e0d\u660e\",\"\u5e74\u53ce\":df_enq.median()[\"\u5e74\u53ce\"]})<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u5f62\u72b6\u5909\u63db<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_enq.melt()\ndf_enq.T<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u56db\u7ae0\uff1a\u30c7\u30fc\u30bf\u306e\u7d50\u5408<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">join\u306b\u3088\u308b\u7d50\u5408<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_person1 = pd.read_csv(\"personNo_1.csv\",index_col=\"\u793e\u54e1\u756a\u53f7\")\ndf_person2 = pd.read_csv(\"personNo_2.csv\",index_col=\"\u793e\u54e1\u756a\u53f7\")\n\ndf_person = df_person1.join(df_person2)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">merge\u306b\u3088\u308b\u7d50\u5408<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_section = pd.read_csv(\"sectionNo.csv\",index_col=\"\u7d44\u7e54\u756a\u53f7\")\npd.merge(df_person,df_section,on=[\"\u7d44\u7e54\u756a\u53f7\",\"\u7d44\u7e54\u540d\"])<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">concat\u306b\u3088\u308b\u7d50\u5408<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_person1B = pd.read_csv(\"personNo_1B.csv\",index_col=\"\u793e\u54e1\u756a\u53f7\")\npd.concat([df_person1,df_person1B])<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u52d5\u753b\u3067\u5b66\u3079\u308bPython\u306b\u3088\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u57fa\u790e\u30b7\u30ea\u30fc\u30ba\u30012\u672c\u76ee\u3067\u3059\u3002Python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3059\u308b\u306b\u3042\u305f\u308a\u907f\u3051\u3066\u306f\u901a\u308c\u306a\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3001Pandas\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u306e\u6559\u6750\u3068\u306a\u308a\u307e\u3059\u3002 \u52d5\u753b \u30a2\u30b8\u30a7\u30f3\u30c0 \u6642\u9593  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4067,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"swell_btn_cv_data":"","vkexunit_cta_each_option":"","footnotes":""},"categories":[128],"tags":[200,134],"class_list":["post-4074","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-youtube","tag-200","tag-python"],"_links":{"self":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/4074","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4074"}],"version-history":[{"count":10,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/4074\/revisions"}],"predecessor-version":[{"id":4947,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/4074\/revisions\/4947"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/media\/4067"}],"wp:attachment":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4074"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4074"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4074"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}