{"id":308,"date":"2021-01-08T19:08:27","date_gmt":"2021-01-08T10:08:27","guid":{"rendered":"https:\/\/www.ritzcolor.net\/?p=308"},"modified":"2021-02-02T19:13:51","modified_gmt":"2021-02-02T10:13:51","slug":"kaggle%e3%83%88%e3%83%a9%e3%82%a4-home-credit-5","status":"publish","type":"post","link":"https:\/\/www.ritzcolor.net\/?p=308","title":{"rendered":"kaggle\u30c8\u30e9\u30a4 -Home credit 5-"},"content":{"rendered":"\n<p>\u304b\u306a\u308a\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u304c\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u52a0\u3048\u6d41\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\u3002\u30c0\u30df\u30fc\u5316\u3068\u3044\u3046\u3053\u3068\u3067\u30ab\u30e9\u30e0\u304c\u304b\u306a\u308a\u5897\u3048\u3066\u3057\u307e\u3063\u3066\u30e1\u30e2\u30ea\u4e0d\u8db3\u306b\u60a9\u307e\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u30c6\u30fc\u30d6\u30eb\u3092\u4e00\u3064\u305a\u3064\u51e6\u7406\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u57fa\u672c\u7684\u306a\u5bfe\u5fdc\u3092\u3059\u308b\u3053\u3068\u3067\u4f55\u3068\u304b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u5bfe\u8c61\u3068\u306a\u308b\u30b3\u30fc\u30c9\u306f\u4e0b\u8a18\u3068\u306a\u308a\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30c6\u30fc\u30d6\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u306a\u3069\u306f\u904e\u53bb\u306eHome Credit\u30c8\u30e9\u30a4\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>#\u304a\u3055\u3089\u3044\u3002\u5bfe\u8c61\u3068\u306a\u308b\u30c6\u30fc\u30d6\u30eb\u3092\u8aad\u307f\u8fbc\u307f\nbur = pd.read_csv(&quot;bureau.csv&quot;)\nbur_b = pd.read_csv(&quot;bureau_balance.csv&quot;)\n\n#\u4e8c\u3064\u3067\u5171\u901a\u3059\u308b\u30ab\u30e9\u30e0\u3067\u7d50\u5408\nbur_com = pd.merge(bur, bur_b, on=&quot;SK_ID_BUREAU&quot;, how=&quot;left&quot;)\n\n#\u3053\u3053\u304b\u3089\u30c0\u30df\u30fc\u5909\u63db\n#\u7d9a\u3044\u3066\u30ab\u30c6\u30b4\u30ea\u5909\u63db\u3092for\u6587\u7ae0\u3067\u56de\u3059\n#\u4e8b\u524d\u306bbur_com.info\u3067object\u30ab\u30e9\u30e0\u3092\u78ba\u8a8d\u3057\u3066\u3001cols\u306b\u53ce\u7d0d\ncols = [&quot;CREDIT_ACTIVE&quot;, &quot;CREDIT_CURRENCY&quot;, &quot;CREDIT_TYPE&quot;, &quot;STATUS&quot;]\n\nfor c in cols:\n    #\u30ab\u30c6\u30b4\u30ea\u5316\n    bur_com[c] = pd.Categorical(bur_com[c])\n    #\u30c0\u30df\u30fc\u306e\u4f5c\u6210\n    dummy = pd.get_dummies(bur_com[c], drop_first =False)\n    #\u30c0\u30df\u30fc\u306e\u7d50\u5408\n    bur_com2 = pd.concat([bur_com, dummy], axis=1)\n    \n#\u5143\u306e\u30ab\u30e9\u30e0\u306e\u524a\u9664\nbur_com3 = bur_com2.drop(cols, axis=1<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u306e\u51e6\u7406\u3092\u884c\u3046\u3068\u3001CREDIT_ACTIVE\u30ab\u30e9\u30e0\u306e\u30b1\u30fc\u30b9\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e2d\u8eab\u3067\u3042\u308bClosed\u3068Active\u306e2\u7a2e\u306e\u30ab\u30e9\u30e0\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3001binary\u30670, 1\u306e\u30c7\u30fc\u30bf\u304c\u5165\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3082\u30578\u7a2e\u985e\u3042\u3063\u305f\u30898\u500b\u30ab\u30e9\u30e0\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u306e\u3067\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u304b\u306a\u308a\u5897\u3048\u3066\u3057\u307e\u3046\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u30c6\u30fc\u30d6\u30eb\u306b\u3042\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u62bd\u51fa\u3059\u308b\u30b3\u30fc\u30c9\u306f\u3053\u3061\u3089\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>#\u30c6\u30fc\u30d6\u30eb\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30ab\u30e9\u30e0\u3092\u78ba\u8a8d\u3059\u308b\u30b3\u30fc\u30c9\ntables = [cd_b, ins_p, pos_c, prv_a]\n\n#object\u306e\u30ab\u30e9\u30e0\u540d\u3092\u62bd\u51fa\n\nfor t in tables:\n    print(&quot;----start------&quot;)\n    print(t.select_dtypes(&#39;object&#39;).columns)\n    print(&quot;------end----&quot;)<\/code><\/pre><\/div>\n\n\n\n<p>\u4ed6\u306e\u30c6\u30fc\u30d6\u30eb\u3082\u540c\u69d8\u306b\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u552f\u4e00previous_application.csv\u3068\u3044\u3046\u30c6\u30fc\u30d6\u30eb\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30ab\u30e9\u30e0\u304c16\u500b\u3068\u3048\u3089\u3044\u591a\u304b\u3063\u305f\u306e\u3067\u3001\u3053\u3061\u3089\u306f\u4eca\u56de\u30c0\u30df\u30fc\u5316\u3092\u3057\u306a\u3044\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u7a2e\u985e\u6570\u3082\u78ba\u8a8d\u3057\u306a\u3044\u3068\u30ab\u30e9\u30e0\u304c\u7269\u51c4\u3044\u6570\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u306e\u304c\u30c0\u30df\u30fc\u5316\u306e\u96e3\u70b9\u306a\u6c17\u304c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>cd_b[&quot;NAME_CONTRACT_STATUS&quot;].value_counts()\n\n#\u30ab\u30c6\u30b4\u30ea\u5316\ncd_b[&quot;NAME_CONTRACT_STATUS&quot;] = pd.Categorical(cd_b[&quot;NAME_CONTRACT_STATUS&quot;])\n#\u30c0\u30df\u30fc\u306e\u4f5c\u6210\ndummy = pd.get_dummies(cd_b[&quot;NAME_CONTRACT_STATUS&quot;], drop_first =False)\n#\u30c0\u30df\u30fc\u306e\u7d50\u5408\ncd_b2 = pd.concat([cd_b, dummy], axis=1)\n    \n#\u5143\u306e\u30ab\u30e9\u30e0\u306e\u524a\u9664\ncd_b3= cd_b2.drop(&quot;NAME_CONTRACT_STATUS&quot;, axis=1)    \n\n#\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u6d88\u3048\u3066\u3001\u30c0\u30df\u30fc\u5316\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d\ncd_b3.info()\n\n#\u540c\u69d8\u306bpos_c\u3092\u51e6\u7406\u3002\u4e00\u3064\u304f\u3089\u3044\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306a\u3089\u30c0\u30df\u30fc\u5316\u3067\u554f\u984c\u306a\u3044\u6c17\u304c\u3059\u308b\n#\u30ab\u30c6\u30b4\u30ea\u5316\npos_c[&quot;NAME_CONTRACT_STATUS&quot;] = pd.Categorical(pos_c[&quot;NAME_CONTRACT_STATUS&quot;])\n#\u30c0\u30df\u30fc\u306e\u4f5c\u6210\ndummy = pd.get_dummies(pos_c[&quot;NAME_CONTRACT_STATUS&quot;], drop_first =False)\n#\u30c0\u30df\u30fc\u306e\u7d50\u5408\npos_c2 = pd.concat([pos_c, dummy], axis=1)\n    \n#\u5143\u306e\u30ab\u30e9\u30e0\u306e\u524a\u9664\npos_c3= pos_c2.drop(&quot;NAME_CONTRACT_STATUS&quot;, axis=1)    \n\n#\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u6d88\u3048\u3066\u3001\u30c0\u30df\u30fc\u5316\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d\npos_c3.info()\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u5b9f\u884c\u3057\u305f\u3089\u3001\u524d\u56de\u3068\u540c\u69d8\u306a\u51e6\u7406\u3067\u3059\u3002train\u3068test\u3067\u306fCURR_ID\u304c\u30e6\u30cb\u30fc\u30af\u3067\u3059\u306e\u3067\u3001\u540c\u3058\u5f62\u306b\u306a\u308b\u3088\u3046\u306b\u305d\u308c\u305e\u308c\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u96d1\u306b\u5e73\u5747\u5316\u3057\u307e\u3057\u305f\u3002\u3082\u3046\u5c11\u3057\u8a73\u7d30\u304c\u6c17\u306b\u306a\u308b\u65b9\u306f\u3001\u304a\u624b\u6570\u3067\u3059\u304c\u4e0b\u8a18\u524d\u56de\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-\u308f\u3044\u3059\u5de5\u5834 wp-block-embed-\u308f\u3044\u3059\u5de5\u5834\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"t6Tly5Amk6\"><a href=\"https:\/\/www.ritzcolor.net\/?p=264\">kaggle\u30c8\u30e9\u30a4 -Home credit 4-<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;kaggle\u30c8\u30e9\u30a4 -Home credit 4-&#8221; &#8212; \u308f\u3044\u3059\u5de5\u5834\" src=\"https:\/\/www.ritzcolor.net\/?p=264&#038;embed=true#?secret=t6Tly5Amk6\" data-secret=\"t6Tly5Amk6\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>#cd_b, ins_p, pos_c, prv_a:::SK_ID_PREV\u3068SK_ID_CURR\u304b\u3089\u6210\u308a\u7acb\u3064\u2192\u6570\u5024\u306e\u5e73\u5747\u3092\u3068\u308b(SK_ID_CURR\u30d9\u30fc\u30b9)\n\ncd_b4 = cd_b3.groupby([&quot;SK_ID_CURR&quot;], as_index=False).mean()\nins_p4 = ins_p.groupby([&quot;SK_ID_CURR&quot;], as_index=False).mean()\npos_c4 = pos_c3.groupby([&quot;SK_ID_CURR&quot;], as_index=False).mean()\nprv_a4 = prv_a.groupby([&quot;SK_ID_CURR&quot;], as_index=False).mean()\nbur_com4 = bur_com3.groupby([&quot;SK_ID_CURR&quot;], as_index=False).mean()\n\n#tables = [cd_b3, ins_p, pos_c3, prv_a, bur_com3]\n#PREV, BUREAU\u306eID\u306f\u610f\u5473\u306a\u3044\u30c7\u30fc\u30bf\u306a\u306e\u3067\u524a\u9664\n\ncd_b5 = cd_b4.drop(&quot;SK_ID_PREV&quot;, axis=1)\nins_p5 = ins_p4.drop(&quot;SK_ID_PREV&quot;, axis=1)\npos_c5 = pos_c4.drop(&quot;SK_ID_PREV&quot;, axis=1)\nprv_a5 = prv_a4.drop(&quot;SK_ID_PREV&quot;, axis=1)\nbur_com5 = bur_com4.drop(&quot;SK_ID_BUREAU&quot;, axis=1)<\/code><\/pre><\/div>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u4f5c\u6210\u3057\u305f\u3068\u3053\u308d\u3067\u3001\u524d\u56de\u540c\u69d8\u306b\u7d50\u5408\uff0b\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u3053\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001csv\u51fa\u529b\u3092\u884c\u3044\u3001\u63d0\u51fa\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30b9\u30b3\u30a2\u306f0.53670.\u7d42\u308f\u3063\u305f\u30b3\u30f3\u30da\u306a\u306e\u3067\u9806\u4f4d\u306f\u51fa\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u304a\u304a\u3088\u305d\u672c\u65e5\u6642\u70b9\u30676813\u4f4d\u3002\u524d\u56de0.5000\u3060\u3063\u305f\u6642\u306e\u60f3\u5b9a\u9806\u4f4d\u306f6987\u4f4d\u3002\u6975\u5c11\u3057\u3060\u3051\u30a2\u30c3\u30d7\u3057\u3066\u307e\u3057\u305f\u3002\u3061\u306a\u307f\u306b0.5000\u306fsample\u3068\u4e00\u7dd2\u3068\u3044\u3046\u30ec\u30d9\u30eb\u3002\u3068\u308a\u3042\u3048\u305a\u70b9\u6570\u304c\u4e0a\u304c\u3063\u305f\u306e\u306f\u826f\u3044\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u306e\u4fee\u6b63\u30dd\u30a4\u30f3\u30c8\u5019\u88dc\u306f<br>\u30fb\u4eca\u56deNull\u306b\u306f0\u3067\u7f6e\u63db\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u3067\u826f\u3044\u306e\u304b\uff1f<br>\u30fb\u52b9\u679c\u3092\u8003\u3048\u305a\u306b\u5168\u3066\u306e\u30ab\u30e9\u30e0\u3092\u4f7f\u7528\u3002\u62bd\u51fa\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u304b\uff1f<br>\u30fb\u4ed6\u306e\u5b66\u7fd2\u3082\u8a66\u3057\u305f\u3044\u3002\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u4ee5\u5916\u3092\u4f7f\u3063\u3066\u307f\u308b<br>\u30fb\u5b66\u7fd2\u3092\u4eee\u6c7a\u3081\u3057\u305f\u3089\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306a\u3069\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u8a66\u3059<\/p>\n\n\n\n<p>Null\u306e\u51e6\u7406\u3068\u3001\u4f7f\u7528\u3059\u308b\u30ab\u30e9\u30e0\u306e\u62bd\u51fa\u306b\u6b21\u56de\u30c8\u30e9\u30a4\u3057\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u4eca\u5f8c\u306e\u30b3\u30f3\u30da\u3067\u3082\u5fc5\u8981\u306a\u51e6\u7406\u3068\u601d\u3046\u306e\u3067\u3002<\/p>\n\n\n\n<p>\u3061\u306a\u307f\u306b\u30c0\u30df\u30fc\u5316\u51e6\u7406\u306f\u4e0b\u8a18\u306e\u524d\u51e6\u7406\u5927\u5168\u3068\u3044\u3046\u672c\u3092\u53c2\u7167\u3057\u307e\u3057\u305f\u3002\u4ed6\u306b\u3082\u53c2\u8003\u306b\u306a\u308a\u305d\u3046\u306a\u30b3\u30fc\u30c9\u304c\u3042\u3063\u305f\u306e\u3067\u7d39\u4ecb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<iframe style=\"width:120px;height:240px;\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" frameborder=\"0\" src=\"https:\/\/rcm-fe.amazon-adsystem.com\/e\/cm?ref=qf_sp_asin_til&amp;t=hanrector-22&amp;m=amazon&amp;o=9&amp;p=8&amp;l=as1&amp;IS1=1&amp;detail=1&amp;asins=B07C3JFK3V&amp;linkId=337589a3429eb9aa28bb6e899a15fecd&amp;bc1=ffffff&amp;lt1=_top&amp;fc1=333333&amp;lc1=0066c0&amp;bg1=ffffff&amp;f=ifr\">\n    <\/iframe>\n\n\n\n<p><\/p>\n\n\n\n<p>\u3055\u3089\u306blightGBM\u306e\u30c8\u30e9\u30a4\u306a\u3069\u3053\u306e\u5f8c\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\u304c\u3001\u7d50\u5c40\u30b9\u30b3\u30a2\u306f\u4f38\u3073\u60a9\u3093\u3060\u306e\u3067\u4e00\u65e6\u3053\u306e\u30b3\u30f3\u30da\u306f\u7d42\u4e86\u3002\u3084\u306f\u308a\u57fa\u672c\u7684\u306a\u3068\u3053\u308d\u306e\u7406\u89e3\u304c\u5c11\u306a\u3044\u306e\u3067\u3001\u3057\u3070\u3089\u304f\u4e0b\u8a18\u306e\u672c\u3067\u52c9\u5f37\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<iframe style=\"width:120px;height:240px;\" 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