{"id":4172,"date":"2023-07-01T13:00:03","date_gmt":"2023-07-01T04:00:03","guid":{"rendered":"https:\/\/analysis-navi.com\/?p=4172"},"modified":"2025-06-07T14:30:08","modified_gmt":"2025-06-07T05:30:08","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%802-3%e3%80%91%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%81%ae%e5%9f%ba%e6%9c%ac%e3%80%9c","status":"publish","type":"post","link":"https:\/\/analysis-navi.com\/?p=4172","title":{"rendered":"\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"},"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\u30016\u672c\u76ee\u3067\u3059\u3002\u3064\u3044\u306b<strong><span style=\"background-color: 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{<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\/hMtwaIeVTGs\" 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>\u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3<\/td>\n<\/tr>\n<tr>\n<td>2:39<\/td>\n<td>\u6a5f\u68b0\u5b66\u7fd2\uff0f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306f\uff1f<\/td>\n<\/tr>\n<tr>\n<td>6:43<\/td>\n<td>\u56de\u5e30\u554f\u984c\u3068\u5206\u985e\u554f\u984c<\/td>\n<\/tr>\n<tr>\n<td>13:54<\/td>\n<td>\u6271\u3046\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u7d39\u4ecb<\/td>\n<\/tr>\n<tr>\n<td>14:48<\/td>\n<td>\u251c \u6c7a\u5b9a\u6728\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>18:08<\/td>\n<td>\u251c SVM<\/td>\n<\/tr>\n<tr>\n<td>21:18<\/td>\n<td>\u251c \u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8<\/td>\n<\/tr>\n<tr>\n<td>24:01<\/td>\n<td>\u2514 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\u5206\u985e\u554f\u984c\uff0b\u6c7a\u5b9a\u6728\u5206\u6790\uff1a\u7cbe\u5ea6\u691c\u8a3c&amp;\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574<\/td>\n<\/tr>\n<tr>\n<td>1:23:00<\/td>\n<td>\u251c \u5206\u985e\u554f\u984c\uff0b\u6c7a\u5b9a\u6728\u5206\u6790\uff1a\u6c7a\u5b9a\u6728\u306e\u53ef\u8996\u5316<\/td>\n<\/tr>\n<tr>\n<td>1:29:56<\/td>\n<td>\u251c \u5206\u985e\u554f\u984c\uff0b\u6c7a\u5b9a\u6728\u5206\u6790\uff1a\u672a\u6765\u4e88\u6e2c<\/td>\n<\/tr>\n<tr>\n<td>1:36:35<\/td>\n<td>\u251c \u5206\u985e\u554f\u984c\uff0bSVM<\/td>\n<\/tr>\n<tr>\n<td>1:38:56<\/td>\n<td>\u251c \u5206\u985e\u554f\u984c\uff0b\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8<\/td>\n<\/tr>\n<tr>\n<td>1:43:01<\/td>\n<td>\u251c \u5206\u985e\u554f\u984c\uff0b\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0<\/td>\n<\/tr>\n<tr>\n<td>1:47:59<\/td>\n<td>\u2514 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media-title\"><a href=\"https:\/\/analysis-navi.com\/?p=4054\">\u3010Python\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u8d85\u5165\u95801-1\u3011Python\u306e\u57fa\u672c\u3010YouTube\u3011<\/a><\/h5><div class=\"vk_post_date media-date published\">2023\u5e7412\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4074\" 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-4074 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-200 tag-python\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4074\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/ebd69505f9e9b7b28ff492f1e8927b0d.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=4074\">\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<\/a><\/h5><div class=\"vk_post_date media-date published\">2023\u5e7411\u67081\u65e5<\/div><\/div><!-- [ \/.media-body ] --><\/div><!-- [ \/.media ] --><div id=\"post-4086\" 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-4086 post type-post status-publish format-standard has-post-thumbnail hentry category-youtube tag-python\"><div class=\"vk_post_imgOuter media-img\" style=\"background-image:url(https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-1024x576.jpg)\"><a href=\"https:\/\/analysis-navi.com\/?p=4086\"><img decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/6f9d02d5bcb4032fd388584d62673f68.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=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\" src=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-300x169.jpg\" class=\"vk_post_imgOuter_img wp-post-image\" alt=\"\" srcset=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-300x169.jpg 300w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-658x370.jpg 658w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-768x432.jpg 768w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-1024x576.jpg 1024w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3-320x180.jpg 320w, https:\/\/analysis-navi.com\/wp-content\/uploads\/2022\/05\/e2013b1f56405b501fdea6ace91e4ab3.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=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-ml tag-python\"><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-135 tag-ml tag-python\"><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-200 tag-stats tag-excel\"><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-excel tag-stats\"><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-excel tag-200 tag-stats\"><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-excel tag-200\"><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\">\u30ed\u30fc\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/h2>\n\n\n\n<p><a href=\"https:\/\/analysis-navi.com\/wp-content\/uploads\/2024\/06\/rawdata.zip\">rawdata.zip<\/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\">\u30e9\u30a4\u30d6\u30e9\u30ea\u30fb\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\">import numpy as np\nimport pandas as pd\nimport scipy\n\nfrom sklearn.model_selection import train_test_split <\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u5206\u985e\u554f\u984c\u7528\u30c7\u30fc\u30bf<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">#\u5206\u985e\u30bf\u30b9\u30af\u7528\u30c7\u30fc\u30bf\ndf_class = pd.read_excel(\"\u5f93\u696d\u54e1\u30c7\u30fc\u30bf.xlsx\")\n\n#\u8aac\u660e\u5909\u6570\u3068\u76ee\u7684\u5909\u6570\u306b\u5206\u96e2\ny = df_class[\"Result\"]\nX = df_class[[\"\u5e74\u6b21\", \"\u6708\u7d66(\u4e07\u5186)\", \"\u7ba1\u7406\u8077\", \"\u793e\u54e1\u6e80\u8db3\u5ea6\"]]\n\n#\u5b66\u7fd2\u7528\u3068\u30c6\u30b9\u30c8\u7528\u306b\u5206\u96e2\nX_train, X_test, y_train, y_test = train_test_split(\n    X,y,test_size=0.3,stratify=y\n)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u56de\u5e30\u554f\u984c\u7528\u30c7\u30fc\u30bf<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">#\u56de\u5e30\u30bf\u30b9\u30af\u7528\u30c7\u30fc\u30bf\ndf_reg = pd.read_excel(\"\u5bb6\u8cc3\u30c7\u30fc\u30bf.xlsx\")\n\n#\u8aac\u660e\u5909\u6570\u3068\u76ee\u7684\u5909\u6570\u306b\u5206\u96e2\ny = df_reg[\"Result\"]\nX = df_reg[[\"\u5e73\u7c73\", \"\u7bc9\u5e74\u6570\", \"\u9996\u90fd\u570f\", \"\u6700\u5bc4\u99c5\u304b\u3089\u306e\u8ddd\u96e2\"]]\n\n#\u5b66\u7fd2\u7528\u3068\u30c6\u30b9\u30c8\u7528\u306b\u5206\u96e2\nX_train, X_test, y_train, y_test = train_test_split(\n    X,y,test_size=0.2\n)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u6c7a\u5b9a\u6728\u5206\u6790(\u5206\u985e)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.tree import DecisionTreeClassifier\nmodel = DecisionTreeClassifier()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6c7a\u5b9a\u6728\u5206\u6790(\u56de\u5e30)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.tree import DecisionTreeRegressor\nmodel = DecisionTreeRegressor()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">SVM(\u5206\u985e)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.svm import SVC\nmodel = SVC()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">SVM(\u56de\u5e30)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.svm import SVR\nmodel = SVR()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8(\u5206\u985e)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.ensemble import RandomForestClassifier\nmodel = RandomForestClassifier()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8(\u56de\u5e30)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.ensemble import RandomForestRegressor\nmodel = RandomForestRegressor()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0(\u5206\u985e)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.ensemble import GradientBoostingClassifier\nmodel = GradientBoostingClassifier()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0(\u56de\u5e30)<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.ensemble import GradientBoostingRegressor\nmodel = GradientBoostingRegressor()\n\nmodel.fit(X_train,y_train)<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5206\u985e\u554f\u984c<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.metrics import confusion_matrix\nfrom sklearn.metrics import classification_report\n\n#\u4e88\u6e2c\u306e\u5b9f\u884c\ny_pred = model.predict(X_test)\n\n#\u6df7\u540c\u884c\u5217\ncm = confusion_matrix(y_test, y_pred)\n\n#\u5404\u7a2e\u8a55\u4fa1\u5024\ncr = classification_report(y_test, y_pred, output_dict=True)\n\npd.DataFrame(cr)<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u56de\u5e30\u554f\u984c<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">from sklearn.metrics import mean_squared_error\n\n#\u4e88\u6e2c\u306e\u5b9f\u884c\ny_pred = model.predict(X_test)\n\n#2\u4e57\u8aa4\u5dee\nMSE = mean_squared_error(y_test,y_pred)\n\nMSE<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u6c7a\u5b9a\u6728<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">import cython\nfrom dtreeviz.trees import dtreeviz\nimport graphviz\n\n#\u7d50\u679c\u306e\u53ef\u8996\u5316\nviz = dtreeviz(model,X_train,y_train,\n               target_name = \"Result\",\n               feature_names = [\"\u5e74\u6b21\", \"\u6708\u7d66(\u4e07\u5186)\", \"\u7ba1\u7406\u8077\", \"\u793e\u54e1\u6e80\u8db3\u5ea6\"],\n               class_names = [\"\u5728\u7c4d\",\"\u9000\u8077\"],\n               fontname = \"Hiragino Maru Gothic Pro\",\n               fancy = False\n              )\nviz<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">Feature Importance<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">import seaborn as sns\n\n# \u30e2\u30c7\u30eb\u306e\u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u3092\u53d6\u5f97\nfi = model.feature_importances_\n\n# \u7279\u5fb4\u91cf\u306e\u91cd\u8981\u5ea6\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u683c\u7d0d\u3057\u3001\u964d\u9806\u306b\u30bd\u30fc\u30c8\ndf = pd.DataFrame({\n    'Feature': X.columns,\n    'Importance': fi\n}).sort_values(by='Importance', ascending=False)\n\n# \u68d2\u30b0\u30e9\u30d5\u306e\u63cf\u753b\nsns.set(font=\"Hiragino Maru Gothic Pro\")\nsns.barplot(data=df,x=\"Importance\",y=\"Feature\")<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e88\u6e2c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5206\u985e\u554f\u984c<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_class_p = pd.read_excel(\"\u5f93\u696d\u54e1\u30c7\u30fc\u30bf_\u4e88\u6e2c\u7528.xlsx\")\n\ndf_class_p_X = df_class_p[[\"\u5e74\u6b21\", \"\u6708\u7d66(\u4e07\u5186)\", \"\u7ba1\u7406\u8077\", \"\u793e\u54e1\u6e80\u8db3\u5ea6\"]]\n\npred = model.predict(df_class_p_X)\npred_proba = model.predict_proba(df_class_p_X)\n\ndf_class_p[\"\u4e88\u6e2c\u7d50\u679c\"] = pred\ndf_class_p[\"\u9000\u8077\u78ba\u7387\"] = pred_proba[:,1]<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u56de\u5e30\u554f\u984c<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\">df_reg_p = pd.read_excel(\"\u5bb6\u8cc3\u30c7\u30fc\u30bf_\u4e88\u6e2c\u7528.xlsx\")\n\ndf_reg_p_X = df_reg_p[[\"\u5e73\u7c73\", \"\u7bc9\u5e74\u6570\", \"\u9996\u90fd\u570f\", \"\u6700\u5bc4\u99c5\u304b\u3089\u306e\u8ddd\u96e2\"]]\n\npred = model.predict(df_reg_p_X)\n\ndf_reg_p[\"\u4e88\u6e2c\u7d50\u679c\"] = pred<\/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\u30016\u672c\u76ee\u3067\u3059\u3002\u3064\u3044\u306bAI\u958b\u767a\u306b\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u3001\u6a5f\u68b0\u3042\u308a\u5b66\u7fd2\u3092\u6271\u3044\u307e\u3059\u3002 \u52d5\u753b \u30a2\u30b8\u30a7\u30f3\u30c0 \u6642\u9593 \u5185\u5bb9 0:00 \u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3 2:39 \u6a5f\u68b0\u5b66\u7fd2\uff0f\u6559\u5e2b\u3042\u308a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4176,"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":[135,101,134],"class_list":["post-4172","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-youtube","tag-135","tag-ml","tag-python"],"_links":{"self":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/4172","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=4172"}],"version-history":[{"count":13,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/4172\/revisions"}],"predecessor-version":[{"id":4952,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/posts\/4172\/revisions\/4952"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=\/wp\/v2\/media\/4176"}],"wp:attachment":[{"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4172"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/analysis-navi.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}