{"id":232,"date":"2020-11-25T22:35:32","date_gmt":"2020-11-25T13:35:32","guid":{"rendered":"https:\/\/www.ritzcolor.net\/?p=232"},"modified":"2020-12-09T05:50:01","modified_gmt":"2020-12-08T20:50:01","slug":"kaggle%e3%83%88%e3%83%a9%e3%82%a4-home-credit-1","status":"publish","type":"post","link":"https:\/\/www.ritzcolor.net\/?p=232","title":{"rendered":"Kaggle\u30c8\u30e9\u30a4 -Home Credit 1-"},"content":{"rendered":"\n<p>\u307e\u3060predict\u304c\u7740\u5730\u3057\u3066\u3044\u306a\u3044\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u65b0\u3057\u3044\u30b3\u30f3\u30da\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u65c5\u884c\u8a18\u3082\u535a\u591a\u304c\u9014\u4e2d\u3060\u3057\u3001\u91d1\u6ca2\u884c\u3063\u305f\u306e\u3067\u305d\u306e\u65c5\u884c\u8a18\u3082\u66f8\u304d\u305f\u3044\u306a\u3068\u601d\u3063\u305f\u308a\u3057\u3066\u3044\u308b\u306b\u3082\u95a2\u308f\u3089\u305a\u307e\u305f\u65b0\u3057\u3044\u30b7\u30ea\u30fc\u30ba\u3092\u66f8\u304d\u51fa\u3057\u3066\u3057\u307e\u3046\u98fd\u304d\u6027\u306e\u81ea\u5206\u306b\u5446\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e0a\u8a18\u3092\u5168\u90e8\u3061\u3083\u3093\u3068\u30d6\u30ed\u30b0\u306b\u3057\u3066\u3044\u3064\u304b\u7b11\u3044\u8a71\u306b\u306a\u308b\u3053\u3068\u3092\u4fe1\u3058\u3066\u672c\u984c\u306b\u5165\u3063\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u4eca\u56de\u30c8\u30e9\u30a4\u3059\u308b\u306e\u306fHome Credit Default Risk\u3068\u3044\u30462\u5e74\u524d\u306b\u7d42\u308f\u3063\u3066\u3044\u308b\u30b3\u30f3\u30da\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.kaggle.com\/c\/home-credit-default-risk\/overview\">https:\/\/www.kaggle.com\/c\/home-credit-default-risk\/overview<\/a><\/p>\n\n\n\n<p>\u4eca\u56de\u3082Predict\u306e\u6642\u3068\u540c\u69d8\u306b\u6b21\u306e\u6d41\u308c\u306b\u5f93\u3044\u306a\u304c\u3089\u3001\u9032\u3081\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol><li>\u660e\u3089\u304b\u306b\u3057\u305f\u3044\u554f\u3044\u3084\u3001\u554f\u984c\u306e\u5b9a\u7fa9<\/li><li>\u8a13\u7df4\u304a\u3088\u3073\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/li><li>\u30c7\u30fc\u30bf\u306e\u6574\u5f62\u3001\u4f5c\u6210\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/li><li>\u30d1\u30bf\u30fc\u30f3\u306e\u5206\u6790\u3001\u7279\u5b9a\u3001\u307e\u305f\u63a2\u7d22\u7684\u306b\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b<\/li><li>\u554f\u984c\u306e\u30e2\u30c7\u30eb\u5316\u3001\u4e88\u6e2c\u3001\u89e3\u6c7a<\/li><li>\u554f\u984c\u89e3\u6c7a\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u6700\u7d42\u7684\u306a\u89e3\u6c7a\u65b9\u6cd5\u3092\u8996\u899a\u5316\u3001\u5831\u544a<\/li><li>\u7d50\u679c\u306e\u63d0\u51fa<\/li><\/ol>\n\n\n\n<p>\u307e\u305a\u306f\u554f\u984c\u306e\u5b9a\u7fa9\u304b\u3089\u3002Kaggle\u306f\u82f1\u8a9e\u306a\u306e\u3067\u3084\u3084\u3053\u3057\u3044\u3067\u3059\u304c2013\u5e74\u304b\u30892017\u5e74\u306e\u9593\u30a2\u30b8\u30a2\u3092\u99c6\u3051\u56de\u3063\u3066\u3044\u305f\u9803\u306e\u7d4c\u9a13\u3092\u751f\u304b\u3057\u3066\u3001Passion English\u3067\u9069\u5f53\u306b\u5f79\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u3059\u308b\u306e\u306f\u4e0a\u8a18\u306e\u30a2\u30c9\u30ec\u30b9\u5148\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u3061\u3089OverView\u306a\u306e\u3067\u307e\u305a\u306f\u3053\u3053\u304b\u3089\u898b\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>Description\u306e\u6700\u5f8c\u306e\u6587\u7ae0\u3092\u8aad\u3080\u3068\u3001Home Credit\u3068\u3044\u3046\u30ed\u30fc\u30f3\u4f1a\u793e\u304c\u3001\u69d8\u3005\u306a\u7d71\u8a08\u3068\u6a5f\u68b0\u5b66\u7fd2\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8fd4\u6e08\u53ef\u80fd\u306a\u5ba2\u3068\u8fd4\u6e08\u4e0d\u53ef\u80fd(\u30c7\u30d5\u30a9\u30eb\u30c8)\u306a\u5ba2\u3092\u5224\u5225\u3059\u308b\u3053\u3068\u304c\u76ee\u7684\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u7d9a\u3044\u3066\u3069\u3093\u306a\u30c7\u30fc\u30bf\u304c\u3042\u308b\u304b\u898b\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b3\u30f3\u30da\u306b\u53c2\u52a0\u3059\u308b\u3053\u3068\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u30d5\u30a1\u30a4\u30eb\u306f\u6b21\u306e9\u3064\u3067\u3059\u3002<br>\u307e\u305a\u306f\u3069\u3093\u306a\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3001\u4e2d\u8eab\u306f\u307e\u305f\u5225\u9014\u898b\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u4e0b\u8a18\u306e\u30a2\u30c9\u30ec\u30b9\u306b\u82f1\u8a9e\u3067\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.kaggle.com\/c\/home-credit-default-risk\/data\">https:\/\/www.kaggle.com\/c\/home-credit-default-risk\/data<\/a><\/p>\n\n\n\n<ul><li><strong>application_{train|test}.csv<\/strong>(2\u500b)<br>\u3053\u3061\u3089\u30e1\u30a4\u30f3\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u3059\u3002\u305d\u308c\u305e\u308c1\u3064\u305a\u3064\u30ed\u30fc\u30f3\u306e\u60c5\u5831\u3068train\u306b\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3057\u305f\u304b\u3068\u3044\u3046\u60c5\u5831(Target)\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002test\u306f\u305d\u308c\u306f\u306a\u3044\u306e\u3067\u3053\u306e\u4e8c\u3064\u306e\u30c6\u30fc\u30d6\u30eb\u304ctrain_df\u3068test_df\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/li><li><strong>bureau.csv<\/strong><br>\u8abf\u67fb\u6240\u306e\u30c7\u30fc\u30bf\u3002\u5168\u9867\u5ba2\u304c\u904e\u53bb\u306b\u501f\u308a\u305f\u4ed6\u306e\u91d1\u878d\u6a5f\u95a2\u304b\u3089\u306e\u30ed\u30fc\u30f3\u60c5\u5831\u3068\u306a\u308a\u307e\u3059\u3002<\/li><li><strong>bureau_balance.cs<\/strong>v<br>bureau.csv\u306e\u6bce\u6708\u306e\u6b8b\u9ad8\u30c7\u30fc\u30bf\u3067\u3059\u3002bureau\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3044\u305d\u3046\u3067\u3059\u3002<\/li><li><strong>POS_CASH_balance.csv<\/strong><br>Home Credit\u793e\u306e\u3082\u3064\u7533\u8acb\u8005\u306e\u6708\u6b21\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u6b8b\u9ad8\u3092\u8ca9\u58f2\u62e0\u70b9\u3054\u3068\u306b\u307e\u3068\u3081\u305f\u3082\u306e\u306e\u3088\u3046\u3067\u3059\u3002<\/li><li><strong>credit_card_balance.csv<\/strong><br>Home Credit\u793e\u306e\u3082\u3064\u7533\u8acb\u8005\u306e\u6708\u6b21\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u6b8b\u9ad8\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3068\u306a\u308a\u307e\u3059\u3002\u7533\u8acb\u8005\u306e\u5b9f\u7e3e\u306a\u306e\u3067\u3053\u308c\u3082\u91cd\u8981\u60c5\u5831\u306b\u306a\u308a\u305d\u3046\u3067\u3059\u3002<\/li><li><strong>previous_application.csv<\/strong><br>\u7533\u8acb\u8005\u306eHome Credit\u793e\u3067\u306e\u30ed\u30fc\u30f3\u5c65\u6b74\u3068\u306a\u308a\u307e\u3059\u3002<\/li><li><strong>installments_payments.csv<\/strong><br>\u30b5\u30f3\u30d7\u30eb\u30ed\u30fc\u30f3\u306b\u95a2\u9023\u3059\u308bHome Credit\u793e\u306b\u3042\u308b\u904e\u53bb\u5b9f\u7e3e\u3068\u306e\u3053\u3068\u3002\u4e2d\u8eab\u898b\u306a\u3044\u3068\u4ed6\u306e\u30c7\u30fc\u30bf\u3068\u306e\u95a2\u9023\u304c\u3042\u307e\u308a\u898b\u3048\u3066\u304d\u307e\u305b\u3093\u3002\u3002\u3002<\/li><li><strong>HomeCredit_columns_description.csv<\/strong><br>\u5404\u7a2e\u30ab\u30e9\u30e0\u306e\u8aac\u660e\u3002<\/li><\/ul>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u5168\u90e8+sample submission\u3067\u5408\u8a082.5GB\u306e\u5927\u5bb9\u91cf\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u3001application\u30c6\u30fc\u30d6\u30eb\u306etest\u306e\u9867\u5ba2\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u30920 or 1\u3067\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u672c\u30b3\u30f3\u30da\u306e\u76ee\u7684\u3068\u306a\u308a\u307e\u3059\u3002output\u3068\u3057\u3066\u306ftitanic\u3068\u540c\u3058\u3088\u3046\u3067\u3059\u304c\u8907\u6570\u30d5\u30a1\u30a4\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3042\u305f\u308a\u3067\u306a\u304b\u306a\u304b\u82e6\u52b4\u3057\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u56de\u306f\u305d\u308c\u305e\u308c\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u30ab\u30e9\u30e0\u8a73\u7d30\u3092\u898b\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u307e\u3060predict\u304c\u7740\u5730\u3057\u3066\u3044\u306a\u3044\u306b\u3082\u95a2\u308f\u3089\u305a\u3001\u65b0\u3057\u3044\u30b3\u30f3\u30da\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002 \u65c5\u884c\u8a18\u3082\u535a\u591a\u304c\u9014\u4e2d\u3060\u3057\u3001\u91d1\u6ca2\u884c\u3063\u305f\u306e\u3067\u305d\u306e\u65c5\u884c\u8a18\u3082\u66f8\u304d\u305f\u3044\u306a\u3068\u601d\u3063\u305f\u308a\u3057\u3066\u3044\u308b\u306b\u3082\u95a2\u308f\u3089\u305a\u307e\u305f\u65b0\u3057\u3044\u30b7\u30ea\u30fc\u30ba\u3092\u66f8\u304d\u51fa\u3057\u3066\u3057\u307e\u3046\u98fd\u304d\u6027\u306e\u81ea\u5206\u306b\u5446 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":175,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"spay_email":""},"categories":[3],"tags":[5,6,7],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.ritzcolor.net\/wp-content\/uploads\/2020\/10\/character_program_smart.png?fit=400%2C400&ssl=1","_links":{"self":[{"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/posts\/232"}],"collection":[{"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=232"}],"version-history":[{"count":2,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/posts\/232\/revisions"}],"predecessor-version":[{"id":234,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/posts\/232\/revisions\/234"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/media\/175"}],"wp:attachment":[{"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}