{"id":235,"date":"2020-11-29T13:08:31","date_gmt":"2020-11-29T04:08:31","guid":{"rendered":"https:\/\/www.ritzcolor.net\/?p=235"},"modified":"2020-12-09T05:49:36","modified_gmt":"2020-12-08T20:49:36","slug":"kaggle%e3%83%88%e3%83%a9%e3%82%a4-home-credit-2","status":"publish","type":"post","link":"https:\/\/www.ritzcolor.net\/?p=235","title":{"rendered":"kaggle\u30c8\u30e9\u30a4 -Home credit 2-"},"content":{"rendered":"\n

\u5f15\u304d\u7d9a\u304dHome Credit\u30b3\u30f3\u30da\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002Kaggle\u89e3\u6790\u306e\u57fa\u672c\u30d5\u30ed\u30fc\u306b\u306e\u3063\u3068\u308a\u9032\u3081\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u672c\u65e5\u306f2\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

  1. \u660e\u3089\u304b\u306b\u3057\u305f\u3044\u554f\u3044\u3084\u3001\u554f\u984c\u306e\u5b9a\u7fa9<\/li>
  2. \u8a13\u7df4\u304a\u3088\u3073\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/li>
  3. \u30c7\u30fc\u30bf\u306e\u6574\u5f62\u3001\u4f5c\u6210\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/li>
  4. \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>
  5. \u554f\u984c\u306e\u30e2\u30c7\u30eb\u5316\u3001\u4e88\u6e2c\u3001\u89e3\u6c7a<\/li>
  6. \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>
  7. \u7d50\u679c\u306e\u63d0\u51fa<\/li><\/ol>\n\n\n\n

    \u30c7\u30fc\u30bf\u81ea\u4f53\u306f\u901a\u5e38\u901a\u308a\u4e0b\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u305d\u308c\u305e\u308c\u683c\u7d0d\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u304c\u91cd\u305f\u3044\u306e\u3067\u3001\u5168\u3066\u540c\u4e00\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u3066\u3044\u308b\u306e\u3067\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u306b\u306a\u308a\u307e\u3059\u3002\u4e00\u65e6\u5168\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002submission sample, data description\u306f\u89e3\u6790\u81ea\u4f53\u306b\u306f\u4f7f\u7528\u3057\u306a\u3044\u306e\u3067\u5272\u611b\u3002<\/p>\n\n\n\n

    import pandas as pd\nimport numpy as np\nimport matplotlib as plt\nimport sklearn\n\ntrain_df = pd.read_csv("application_train.csv")\ntest_df = pd.read_csv("application_test.csv")\nbur = pd.read_csv("bureau.csv")\nbur_b = pd.read_csv("bureau_balance.csv")\ncd_b = pd.read_csv("credit_card_balance.csv")\nins_p = pd.read_csv("installments_payments.csv")\npos_c = pd.read_csv("POS_CASH_balance.csv")\nprv_a = pd.read_csv("previous_application.csv")<\/code><\/pre><\/div>\n\n\n\n
    pd.shape\u3067\u30c7\u30fc\u30bf\u69cb\u6210\u3092\u307f\u308b\u306e\u3082\u826f\u3044\u306e\u3067\u3059\u304c\u3001HomeCredit_columns_description.csv\u306e\u4e2d\u306b\u5404\u30ab\u30e9\u30e0\u306e\u8aac\u660e\u304c\u3042\u308a\u307e\u3057\u305f\u306e\u3067\u305d\u3061\u3089\u3092\u307e\u305a\u306f\u898b\u3066\u307f\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u4e2d\u8eab\u306f\u3053\u3093\u306a\u611f\u3058\u3067\u3001\u4f7f\u7528\u3055\u308c\u3066\u3044\u308bTable\u3068\u30ab\u30e9\u30e0\u540d\u3001\u8aac\u660e\u304c\u66f8\u3044\u3066\u3042\u308a\u307e\u3059\u3002\u306a\u3093\u3068\u5168\u90e8\u3067221\u30ab\u30e9\u30e0\u3082\u3042\u308a\u307e\u3059\u304c\u91cd\u8981\u306a\u3068\u3053\u308d\u306a\u306e\u3067\u3001\u8a33\u3057\u306a\u304c\u3089\u898b\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    No<\/td>Table<\/td>Row<\/td>Description<\/td><\/tr>
    1<\/td>application_{train|test}.csv<\/td>SK_ID_CURR<\/td>ID of loan in our sample<\/td><\/tr>
    2<\/td>application_{train|test}.csv<\/td>TARGET<\/td>Target variable (1 – client with payment difficulties: he\/she had late payment more than X days on at least one of the first Y installments of the loan in our sample, 0 – all other cases)<\/td><\/tr>
    5<\/td>application_{train|test}.csv<\/td>NAME_CONTRACT_TYPE<\/td>Identification if loan is c
    ash or revolving<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u3068\u3044\u3046\u3053\u3068\u3067\u30ab\u30e9\u30e0\u3092\u3044\u3044\u52a0\u6e1b\u306b\u82f1\u8a33\u3057\u305f\u306e\u304c\u4e0b\u8a18\u3068\u306a\u308a\u307e\u3059\u3002\u76f8\u5f53\u3044\u3044\u52a0\u6e1b\u3067\u3059\u306e\u3067\u8ee2\u7528\u3059\u308b\u969b\u306f\u518d\u5ea6\u306e\u78ba\u8a8d\u3092\u3057\u305f\u65b9\u304c\u826f\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
    Row<\/td>\u5185\u5bb9<\/td><\/tr>
    SK_ID_CURR<\/td>Loan\u306eID<\/td><\/tr>
    TARGET<\/td>1: \u6700\u521d\u306eY\u56de\u306e\u652f\u6255\u3044\u306b\u304a\u3044\u3066\u3001X \u65e5\u4ee5\u4e0a\u306e\u9045\u5ef6\u304c\u767a\u751f\u3057\u305f<\/td><\/tr>
    NAME_CONTRACT_TYPE<\/td>\u30ed\u30fc\u30f3\u306e\u7a2e\u985e\u3002\u73fe\u91d1\u304b\u30ea\u30dc\u30eb\u30d3\u30f3\u30b0\u304b<\/td><\/tr>
    CODE_GENDER<\/td>\u9867\u5ba2\u306e\u6027\u5225<\/td><\/tr>
    FLAG_OWN_CAR<\/td>\u9867\u5ba2\u304c\u8eca\u3092\u6301\u3063\u3066\u3044\u308b\u304b\uff1f<\/td><\/tr>
    FLAG_OWN_REALTY<\/td>\u9867\u5ba2\u306e\u4f4f\u5c45\u3002\u5bb6\u304b\u30a2\u30d1\u30fc\u30c8\u304b<\/td><\/tr>
    CNT_CHILDREN<\/td>\u9867\u5ba2\u306e\u5b50\u4f9b\u306e\u6570<\/td><\/tr>
    AMT_INCOME_TOTAL<\/td>\u9867\u5ba2\u306e\u53ce\u5165<\/td><\/tr>
    AMT_CREDIT<\/td>\u9867\u5ba2\u306e\u30ed\u30fc\u30f3\u91d1\u984d<\/td><\/tr>
    AMT_ANNUITY<\/td>\u30ed\u30fc\u30f3\u5e74\u91d1<\/td><\/tr>
    AMT_GOODS_PRICE<\/td>\u30ed\u30fc\u30f3\u5546\u54c1\u306e\u4fa1\u683c(?)<\/td><\/tr>
    NAME_TYPE_SUITE<\/td>\u30ed\u30fc\u30f3\u7533\u3057\u8fbc\u307f\u6642\u306e\u540c\u884c\u8005<\/td><\/tr>
    NAME_INCOME_TYPE<\/td>\u9867\u5ba2\u306e\u53ce\u5165\u306e\u7a2e\u985e<\/td><\/tr>
    NAME_EDUCATION_TYPE<\/td>\u9867\u5ba2\u306e\u6700\u7d42\u5b66\u6b74<\/td><\/tr>
    NAME_FAMILY_STATUS<\/td>\u9867\u5ba2\u306e\u5bb6\u65cf\u306e\u30b9\u30c6\u30fc\u30bf\u30b9<\/td><\/tr>
    NAME_HOUSING_TYPE<\/td>\u5c45\u4f4f\u72b6\u6cc1(\u501f\u5bb6\u3001\u4e21\u89aa\u3068\u540c\u5c45)<\/td><\/tr>
    REGION_POPULATION_RELATIVE<\/td>\u9867\u5ba2\u4f4f\u5c45\u30a8\u30ea\u30a2\u306e\u4eba\u53e3\u30ec\u30d9\u30eb<\/td><\/tr>
    DAYS_BIRTH<\/td>\u7533\u8acb\u6642\u306e\u9867\u5ba2\u306e\u5e74\u9f62<\/td><\/tr>
    DAYS_EMPLOYED<\/td>\u9867\u5ba2\u306e\u76f4\u8fd1\u306e\u52e4\u52d9\u65e5\u6570<\/td><\/tr>
    DAYS_REGISTRATION<\/td>\u9867\u5ba2\u304c\u5909\u66f4\u3059\u308b\u307e\u3067\u306e\u65e5\u6570(?)<\/td><\/tr>
    DAYS_ID_PUBLISH<\/td>\u30ed\u30fc\u30f3\u7533\u8acb\u6642\u304b\u3089\u306e\u8eab\u5206\u8a3c\u660e\u66f8\u5909\u66f4\u65e5\u6570(?)<\/td><\/tr>
    OWN_CAR_AGE<\/td>\u9867\u5ba2\u306e\u8eca\u306e\u5e74\u4ee3<\/td><\/tr>
    FLAG_MOBIL<\/td>\u643a\u5e2f\u304c\u3042\u308b\u304b\uff1f(1 = yes)<\/td><\/tr>
    FLAG_EMP_PHONE<\/td>\u4ed5\u4e8b\u7528\u306e\u96fb\u8a71\u304c\u3042\u308b\u304b(1 =yes)<\/td><\/tr>
    FLAG_WORK_PHONE<\/td>\u5bb6\u5ead\u7528\u306e\u96fb\u8a71\u304c\u3042\u308b\u304b(1 =yes)<\/td><\/tr>
    FLAG_CONT_MOBILE<\/td>\u643a\u5e2f\u96fb\u8a71\u3092\u5c4a\u3051\u305f\u304b??<\/td><\/tr>
    FLAG_PHONE<\/td>\u5bb6\u5ead\u7528\u306e\u96fb\u8a71\u304c\u3042\u308b\u304b(1 =yes)<\/td><\/tr>
    FLAG_EMAIL<\/td>Email\u3092\u6301\u3063\u3066\u3044\u308b\u304b(1=yes)<\/td><\/tr>
    OCCUPATION_TYPE<\/td>\u9867\u5ba2\u306e\u8077\u696d\u306e\u7a2e\u985e<\/td><\/tr>
    CNT_FAM_MEMBERS<\/td>\u9867\u5ba2\u306e\u5bb6\u65cf\u304c\u4f55\u4eba\u3044\u308b\u304b?<\/td><\/tr>
    REGION_RATING_CLIENT<\/td>\u9867\u5ba2\u5c45\u4f4f\u5730\u57df\u306e\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0(\u4f1a\u793e\u72ec\u81ea)<\/td><\/tr>
    REGION_RATING_CLIENT_W_CITY<\/td>\u90fd\u5e02\u3092\u8003\u616e\u3057\u305f\u9867\u5ba2\u5c45\u4f4f\u5730\u57df\u306e\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0(\u4f1a\u793e\u72ec\u81ea)<\/td><\/tr>
    WEEKDAY_APPR_PROCESS_START<\/td>\u9867\u5ba2\u304c\u30ed\u30fc\u30f3\u3092\u7533\u8acb\u3057\u305f\u66dc\u65e5<\/td><\/tr>
    HOUR_APPR_PROCESS_START<\/td>\u9867\u5ba2\u304c\u30ed\u30fc\u30f3\u3092\u7533\u8acb\u3057\u305f\u304a\u304a\u3088\u305d\u306e\u6642\u9593<\/td><\/tr>
    REG_REGION_NOT_LIVE_REGION<\/td>\u9867\u5ba2\u306e\u672c\u7c4d\u5730\u3068\u7533\u8acb\u4f4f\u6240\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b?(1 = \u7570\u306a\u308b) 0: \u5730\u57df\u30ec\u30d9\u30eb\u3067\u4e00\u81f4<\/td><\/tr>
    REG_REGION_NOT_WORK_REGION<\/td>\u9867\u5ba2\u306e\u672c\u7c4d\u5730\u3068\u8077\u5834\u4f4f\u6240\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b?(1 = \u7570\u306a\u308b) 0: \u5730\u57df\u30ec\u30d9\u30eb\u3067\u4e00\u81f4<\/td><\/tr>
    LIVE_REGION_NOT_WORK_REGION<\/td>\u9867\u5ba2\u306e\u7533\u8acb\u4f4f\u6240\u3068\u8077\u5834\u4f4f\u5c45\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b? (1 = \u7570\u306a\u308b) 0: \u5730\u57df\u30ec\u30d9\u30eb\u3067\u4e00\u81f4<\/td><\/tr>
    REG_CITY_NOT_LIVE_CITY<\/td>\u9867\u5ba2\u306e\u672c\u7c4d\u5730\u3068\u7533\u8acb\u4f4f\u6240\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b?(1 = \u7570\u306a\u308b) 0: \u90fd\u5e02\u30ec\u30d9\u30eb\u3067\u4e00\u81f4<\/td><\/tr>
    REG_CITY_NOT_WORK_CITY<\/td>\u9867\u5ba2\u306e\u7533\u8acb\u4f4f\u6240\u3068\u8077\u5834\u4f4f\u5c45\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b? (1 = \u7570\u306a\u308b) 0: \u90fd\u5e02\u30ec\u30d9\u30eb\u3067\u4e00\u81f4<\/td><\/tr>
    LIVE_CITY_NOT_WORK_CITY<\/td>\u9867\u5ba2\u306e\u7533\u8acb\u4f4f\u6240\u3068\u8077\u5834\u4f4f\u5c45\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b? (1 = \u7570\u306a\u308b) 0: \u90fd\u5e02\u30ec\u30d9\u30eb\u3067\u4e00\u81f4<\/td><\/tr>
    ORGANIZATION_TYPE<\/td>\u9867\u5ba2\u52e4\u52d9\u5148\u306e\u7d44\u7e54\u306e\u30bf\u30a4\u30d7<\/td><\/tr>
    EXT_SOURCE_1<\/td>\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u6b63\u898f\u5316\u30b9\u30b3\u30a2 1<\/td><\/tr>
    EXT_SOURCE_2<\/td>\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u6b63\u898f\u5316\u30b9\u30b3\u30a2 2<\/td><\/tr>
    EXT_SOURCE_3<\/td>\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u6b63\u898f\u5316\u30b9\u30b3\u30a2 3<\/td><\/tr>
    APARTMENTS_AVG<\/td>\u9867\u5ba2\u304c\u4f4f\u3093\u3067\u3044\u308b\u30a2\u30d1\u30fc\u30c8\u968e\u306e\u5e73\u5747<\/td><\/tr>
    BASEMENTAREA_AVG<\/td>\u9867\u5ba2\u304c\u4f4f\u3093\u3067\u3044\u308b\u30a2\u30d1\u30fc\u30c8\u306e\u5730\u4e0b\u30d5\u30ed\u30a2\u5e73\u5747<\/td><\/tr>
    YEARS_BEGINEXPLUATATION_AVG<\/td>\u958b\u767a\u5e73\u5747\u6642\u671f(?)<\/td><\/tr>
    YEARS_BUILD_AVG<\/td>\u5e73\u5747\u7bc9\u5e74\u6570<\/td><\/tr>
    COMMONAREA_AVG<\/td>\u5171\u6709\u30a8\u30ea\u30a2\u306e\u5e73\u5747<\/td><\/tr>
    ELEVATORS_AVG<\/td>\u30a8\u30ec\u30d9\u30fc\u30bf\u5e73\u5747<\/td><\/tr>
    ENTRANCES_AVG<\/td>\u30a8\u30f3\u30c8\u30e9\u30f3\u30b9\u5e73\u5747<\/td><\/tr>
    FLOORSMAX_AVG<\/td>\u6700\u5927\u968e\u6570\u5e73\u5747<\/td><\/tr>
    FLOORSMIN_AVG<\/td>\u6700\u4f4e\u968e\u6570\u5e73\u5747<\/td><\/tr>
    LANDAREA_AVG<\/td>\u571f\u5730\u9762\u7a4d\u5e73\u5747<\/td><\/tr>
    LIVINGAPARTMENTS_AVG<\/td>\u30a2\u30d1\u30fc\u30c8\u306e\u30ea\u30d3\u30f3\u30b0\u306e\u5e73\u5747<\/td><\/tr>
    LIVINGAREA_AVG<\/td>\u30ea\u30d3\u30f3\u30b0\u9818\u57df\u306e\u5e73\u5747<\/td><\/tr>
    NONLIVINGAPARTMENTS_AVG<\/td>\u5c45\u4f4f\u3057\u3066\u3044\u306a\u3044\u30a2\u30d1\u30fc\u30c8\u5e73\u5747<\/td><\/tr>
    NONLIVINGAREA_AVG<\/td>\u4eba\u306e\u3044\u306a\u3044\u30a8\u30ea\u30a2\u306e\u5e73\u5747<\/td><\/tr>
    APARTMENTS_MODE<\/td>\u9867\u5ba2\u304c\u4f4f\u3093\u3067\u3044\u308b\u30a2\u30d1\u30fc\u30c8\u968e\u306e\u6700\u983b\u5024<\/td><\/tr>
    BASEMENTAREA_MODE<\/td>\u9867\u5ba2\u304c\u4f4f\u3093\u3067\u3044\u308b\u30a2\u30d1\u30fc\u30c8\u306e\u5730\u4e0b\u30d5\u30ed\u30a2\u6700\u983b\u5024<\/td><\/tr>
    YEARS_BEGINEXPLUATATION_MODE<\/td>\u958b\u767a\u6700\u983b\u5024\u6642\u671f(?)<\/td><\/tr>
    YEARS_BUILD_MODE<\/td>\u6700\u983b\u5024\u7bc9\u5e74\u6570<\/td><\/tr>
    COMMONAREA_MODE<\/td>\u5171\u6709\u30a8\u30ea\u30a2\u306e\u6700\u983b\u5024<\/td><\/tr>
    ELEVATORS_MODE<\/td>\u30a8\u30ec\u30d9\u30fc\u30bf\u6700\u983b\u5024<\/td><\/tr>
    ENTRANCES_MODE<\/td>\u30a8\u30f3\u30c8\u30e9\u30f3\u30b9\u6700\u983b\u5024<\/td><\/tr>
    FLOORSMAX_MODE<\/td>\u6700\u5927\u968e\u6570\u6700\u983b\u5024<\/td><\/tr>
    FLOORSMIN_MODE<\/td>\u6700\u4f4e\u968e\u6570\u6700\u983b\u5024<\/td><\/tr>
    LANDAREA_MODE<\/td>\u571f\u5730\u9762\u7a4d\u6700\u983b\u5024<\/td><\/tr>
    LIVINGAPARTMENTS_MODE<\/td>\u30a2\u30d1\u30fc\u30c8\u306e\u30ea\u30d3\u30f3\u30b0\u306e\u6700\u983b\u5024<\/td><\/tr>
    LIVINGAREA_MODE<\/td>\u30ea\u30d3\u30f3\u30b0\u9818\u57df\u306e\u6700\u983b\u5024<\/td><\/tr>
    NONLIVINGAPARTMENTS_MODE<\/td>\u5c45\u4f4f\u3057\u3066\u3044\u306a\u3044\u30a2\u30d1\u30fc\u30c8\u6700\u983b\u5024<\/td><\/tr>
    NONLIVINGAREA_MODE<\/td>\u4eba\u306e\u3044\u306a\u3044\u30a8\u30ea\u30a2\u306e\u6700\u983b\u5024<\/td><\/tr>
    APARTMENTS_MEDI<\/td>\u9867\u5ba2\u304c\u4f4f\u3093\u3067\u3044\u308b\u30a2\u30d1\u30fc\u30c8\u968e\u306e\u4e2d\u592e\u5024<\/td><\/tr>
    BASEMENTAREA_MEDI<\/td>\u9867\u5ba2\u304c\u4f4f\u3093\u3067\u3044\u308b\u30a2\u30d1\u30fc\u30c8\u306e\u5730\u4e0b\u30d5\u30ed\u30a2\u4e2d\u592e\u5024<\/td><\/tr>
    YEARS_BEGINEXPLUATATION_MEDI<\/td>\u958b\u767a\u4e2d\u592e\u5024\u6642\u671f(?)<\/td><\/tr>
    YEARS_BUILD_MEDI<\/td>\u4e2d\u592e\u5024\u7bc9\u5e74\u6570<\/td><\/tr>
    COMMONAREA_MEDI<\/td>\u5171\u6709\u30a8\u30ea\u30a2\u306e\u4e2d\u592e\u5024<\/td><\/tr>
    ELEVATORS_MEDI<\/td>\u30a8\u30ec\u30d9\u30fc\u30bf\u4e2d\u592e\u5024<\/td><\/tr>
    ENTRANCES_MEDI<\/td>\u30a8\u30f3\u30c8\u30e9\u30f3\u30b9\u4e2d\u592e\u5024<\/td><\/tr>
    FLOORSMAX_MEDI<\/td>\u6700\u5927\u968e\u6570\u4e2d\u592e\u5024<\/td><\/tr>
    FLOORSMIN_MEDI<\/td>\u6700\u4f4e\u968e\u6570\u4e2d\u592e\u5024<\/td><\/tr>
    LANDAREA_MEDI<\/td>\u571f\u5730\u9762\u7a4d\u4e2d\u592e\u5024<\/td><\/tr>
    LIVINGAPARTMENTS_MEDI<\/td>\u30a2\u30d1\u30fc\u30c8\u306e\u30ea\u30d3\u30f3\u30b0\u306e\u4e2d\u592e\u5024<\/td><\/tr>
    LIVINGAREA_MEDI<\/td>\u30ea\u30d3\u30f3\u30b0\u9818\u57df\u306e\u4e2d\u592e\u5024<\/td><\/tr>
    NONLIVINGAPARTMENTS_MEDI<\/td>\u5c45\u4f4f\u3057\u3066\u3044\u306a\u3044\u30a2\u30d1\u30fc\u30c8\u4e2d\u592e\u5024<\/td><\/tr>
    NONLIVINGAREA_MEDI<\/td>\u4eba\u306e\u3044\u306a\u3044\u30a8\u30ea\u30a2\u306e\u4e2d\u592e\u5024<\/td><\/tr>
    FONDKAPREMONT_MODE<\/td>\u308f\u304b\u3093\u306a\u3044\u304b\u3089\u5225\u3067\u8abf\u3079\u308b<\/td><\/tr>
    HOUSETYPE_MODE<\/td>\u5efa\u7269\u30bf\u30a4\u30d7\u306e\u6700\u983b\u5024<\/td><\/tr>
    TOTALAREA_MODE<\/td>\u30c8\u30fc\u30bf\u30eb\u30a8\u30ea\u30a2\u306e\u6700\u983b\u5024<\/td><\/tr>
    WALLSMATERIAL_MODE<\/td>\u58c1\u306e\u7d20\u6750\u6700\u983b\u5024<\/td><\/tr>
    EMERGENCYSTATE_MODE<\/td>\u7dca\u6025\u4e8b\u614b\u6700\u983b\u5024<\/td><\/tr>
    OBS_30_CNT_SOCIAL_CIRCLE<\/td>\u904e\u53bb30\u65e5\u9593\u306e\u9867\u5ba2\u793e\u4f1a\u74b0\u5883\u306e\u89b3\u5bdf\u5185\u5bb9<\/td><\/tr>
    DEF_30_CNT_SOCIAL_CIRCLE<\/td>\u904e\u53bb30\u65e5\u9593\u306e\u9867\u5ba2\u793e\u4f1a\u74b0\u5883\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u89b3\u5bdf\u5185\u5bb9<\/td><\/tr>
    OBS_60_CNT_SOCIAL_CIRCLE<\/td>\u904e\u53bb60\u65e5\u9593\u306e\u9867\u5ba2\u793e\u4f1a\u74b0\u5883\u306e\u89b3\u5bdf\u5185\u5bb9<\/td><\/tr>
    DEF_60_CNT_SOCIAL_CIRCLE<\/td>\u904e\u53bb60\u65e5\u9593\u306e\u9867\u5ba2\u793e\u4f1a\u74b0\u5883\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u89b3\u5bdf\u5185\u5bb9<\/td><\/tr>
    DAYS_LAST_PHONE_CHANGE<\/td>\u7533\u3057\u8fbc\u307f\u524d\u4f55\u65e5\u524d\u306b\u96fb\u8a71\u3092\u5909\u66f4\u3057\u305f\u304b\uff1f<\/td><\/tr>
    FLAG_DOCUMENT_2<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65992<\/td><\/tr>
    FLAG_DOCUMENT_3<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65993<\/td><\/tr>
    FLAG_DOCUMENT_4<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65994<\/td><\/tr>
    FLAG_DOCUMENT_5<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65995<\/td><\/tr>
    FLAG_DOCUMENT_6<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65996<\/td><\/tr>
    FLAG_DOCUMENT_7<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65997<\/td><\/tr>
    FLAG_DOCUMENT_8<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65998<\/td><\/tr>
    FLAG_DOCUMENT_9<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u65999<\/td><\/tr>
    FLAG_DOCUMENT_10<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659910<\/td><\/tr>
    FLAG_DOCUMENT_11<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659911<\/td><\/tr>
    FLAG_DOCUMENT_12<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659912<\/td><\/tr>
    FLAG_DOCUMENT_13<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659913<\/td><\/tr>
    FLAG_DOCUMENT_14<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659914<\/td><\/tr>
    FLAG_DOCUMENT_15<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659915<\/td><\/tr>
    FLAG_DOCUMENT_16<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659916<\/td><\/tr>
    FLAG_DOCUMENT_17<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659917<\/td><\/tr>
    FLAG_DOCUMENT_18<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659918<\/td><\/tr>
    FLAG_DOCUMENT_19<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659919<\/td><\/tr>
    FLAG_DOCUMENT_20<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659920<\/td><\/tr>
    FLAG_DOCUMENT_21<\/td>\u9867\u5ba2\u304b\u3089\u63d0\u4f9b\u306e\u3042\u3063\u305f\u8cc7\u659921<\/td><\/tr>
    AMT_REQ_CREDIT_BUREAU_HOUR<\/td>\u7533\u8acb1\u6642\u9593\u524d\u306e\u9867\u5ba2\u306b\u95a2\u3059\u308b\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570<\/td><\/tr>
    AMT_REQ_CREDIT_BUREAU_DAY<\/td>\u7533\u8acb1\u65e5\u524d\u306e\u9867\u5ba2\u306b\u95a2\u3059\u308b\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570<\/td><\/tr>
    AMT_REQ_CREDIT_BUREAU_WEEK<\/td>\u7533\u8acb1\u9031\u9593\u524d\u306e\u9867\u5ba2\u306b\u95a2\u3059\u308b\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570<\/td><\/tr>
    AMT_REQ_CREDIT_BUREAU_MON<\/td>\u7533\u8acb1\u30f6\u6708\u524d\u306e\u9867\u5ba2\u306b\u95a2\u3059\u308b\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570<\/td><\/tr>
    AMT_REQ_CREDIT_BUREAU_QRT<\/td>\u7533\u8acb3\u30f6\u6708\u524d\u306e\u9867\u5ba2\u306b\u95a2\u3059\u308b\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570<\/td><\/tr>
    AMT_REQ_CREDIT_BUREAU_YEAR<\/td>\u7533\u8acb6\u30f6\u6708\u524d\u306e\u9867\u5ba2\u306b\u95a2\u3059\u308b\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u4ef6\u6570<\/td><\/tr>
    SK_ID_CURR<\/td>\u30ed\u30fc\u30f3\u30b5\u30f3\u30d7\u30ebID. <\/td><\/tr>
    SK_BUREAU_ID<\/td>\u30ed\u30fc\u30f3\u306b\u95a2\u9023\u3059\u308b\u904e\u53bb\u306e\u4fe1\u7528\u4f1a\u793e\u306e\u8a18\u9332ID<\/td><\/tr>
    CREDIT_ACTIVE<\/td>\u30ec\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u30b9\u30c6\u30fc\u30bf\u30b9<\/td><\/tr>
    CREDIT_CURRENCY<\/td>\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u901a\u8ca8<\/td><\/tr>
    DAYS_CREDIT<\/td>\u4fe1\u7528\u8abf\u67fb\u3092\u7533\u8acb\u306e\u4f55\u65e5\u524d\u306b\u884c\u3063\u305f\u304b<\/td><\/tr>
    CREDIT_DAY_OVERDUE<\/td>\u95a2\u9023\u30ed\u30fc\u30f3\u306e\u9045\u5ef6\u65e5\u6570<\/td><\/tr>
    DAYS_CREDIT_ENDDATE<\/td>\u7533\u8acb\u6642\u306eCB\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u6b8b\u308a\u671f\u9593\u65e5\u6570<\/td><\/tr>
    DAYS_ENDDATE_FACT<\/td>\u7533\u8acb\u6642\u306eCB\u30af\u30ec\u30b8\u30c3\u30c8\u7d42\u4e86\u304b\u3089\u306e\u65e5\u6570<\/td><\/tr>
    AMT_CREDIT_MAX_OVERDUE<\/td>\u4fe1\u7528\u671f\u9593\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u3067\u5ef6\u6ede\u3057\u3066\u3044\u308b\u6700\u5927\u91d1\u984d<\/td><\/tr>
    CNT_CREDIT_PROLONG<\/td>\u4fe1\u7528\u8abf\u67fb\u671f\u9593\u306e\u4fe1\u7528\u5ef6\u9577\u56de\u6570<\/td><\/tr>
    AMT_CREDIT_SUM<\/td>\u4fe1\u7528\u8abf\u67fb\u671f\u9593\u306e\u73fe\u5728\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u91d1\u984d<\/td><\/tr>
    AMT_CREDIT_SUM_DEBT<\/td>\u4fe1\u7528\u8abf\u67fb\u671f\u9593\u306e\u73fe\u5728\u306e\u50b5\u52d9\u91d1\u984d<\/td><\/tr>
    AMT_CREDIT_SUM_LIMIT<\/td>\u5831\u544a\u3055\u308c\u3066\u3044\u308b\u4e0e\u4fe1\u9650\u5ea6\u984d<\/td><\/tr>
    AMT_CREDIT_SUM_OVERDUE<\/td>\u73fe\u5728\u306e\u5ef6\u6ede\u91d1\u984d<\/td><\/tr>
    CREDIT_TYPE<\/td>\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u30bf\u30a4\u30d7<\/td><\/tr>
    DAYS_CREDIT_UPDATE<\/td>\u6700\u7d42\u60c5\u5831\u53d7\u9818\u65e5(\u30ed\u30fc\u30f3\u7533\u8acb\u3088\u308a\u4f55\u65e5\u307e\u3048\u304b\uff1f)<\/td><\/tr>
    AMT_ANNUITY<\/td>\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5e74\u91d1<\/td><\/tr>
    SK_BUREAU_ID<\/td>\u4fe1\u7528\u6a5f\u95a2ID<\/td><\/tr>
    MONTHS_BALANCE<\/td>\u7533\u8acb\u65e5\u306b\u5bfe\u3059\u308b\u6b8b\u9ad8<\/td><\/tr>
    STATUS<\/td>\u305d\u306e\u6708\u306e\u4fe1\u7528\u8abf\u67fb\u6a5f\u95a2\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u72b6\u614b
    C: closed, X: unknown, 0: DPD\u306a\u3057, 1:DPD 1-30, 2:DPD 31-60, 5:DPD +120\u4ee5\u4e0aor\u58f2\u5374\u30fb\u511f\u5374
    DPD:\u671f\u9650\u304c\u3059\u304e\u305f\u65e5\u6570<\/td><\/tr>
    SK_ID_PREV <\/td>\u904e\u53bb\u306e\u30b5\u30f3\u30d7\u30eb\u30ed\u30fc\u30f3ID<\/td><\/tr>
    SK_ID_CURR<\/td>\u73fe\u5728\u306e\u30b5\u30f3\u30d7\u30eb\u30ed\u30fc\u30f3ID<\/td><\/tr>
    MONTHS_BALANCE<\/td>\u7533\u8acb\u65e5\u306b\u5bfe\u3059\u308b\u6b8b\u9ad8
    -1:\u6700\u65b0\u6708\u6b21\u30c7\u30fc\u30bf 0:\u7533\u8acb\u6642\u306e\u60c5\u5831<\/td><\/tr>
    CNT_INSTALMENT<\/td>\u4ee5\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u671f\u9593<\/td><\/tr>
    CNT_INSTALMENT_FUTURE<\/td>\u4ee5\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306b\u304a\u3051\u308b\u6b8b\u308a\u5206\u5272\u56de\u6570<\/td><\/tr>
    NAME_CONTRACT_STATUS<\/td>\u305d\u306e\u6708\u306e\u5951\u7d04\u72b6\u6cc1<\/td><\/tr>
    SK_DPD<\/td>\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5ef6\u6ede\u65e5\u6570<\/td><\/tr>
    SK_DPD_DEF<\/td>\u8a31\u5bb9\u7bc4\u56f2\u306e\u5ef6\u6ede\u65e5\u6570(DPD)<\/td><\/tr>
    SK_ID_PREV <\/td>\u4ee5\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8ID (Home credit\u793e)<\/td><\/tr>
    SK_ID_CURR<\/td>\u73fe\u5728\u306e\u30b5\u30f3\u30d7\u30eb\u30ed\u30fc\u30f3ID<\/td><\/tr>
    MONTHS_BALANCE<\/td>\u7533\u8acb\u65e5\u306b\u5bfe\u3059\u308b\u6708\u672b\u6b8b\u9ad8<\/td><\/tr>
    AMT_BALANCE<\/td>\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u6708\u672b\u6b8b\u9ad8<\/td><\/tr>
    AMT_CREDIT_LIMIT_ACTUAL<\/td>\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u6708\u6b21\u9650\u5ea6\u984d<\/td><\/tr>
    AMT_DRAWINGS_ATM_CURRENT<\/td>\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u3067ATM\u304b\u3089\u5f15\u304d\u51fa\u3055\u308c\u305f\u984d(\u6708\u9593)<\/td><\/tr>
    AMT_DRAWINGS_CURRENT<\/td>\u524d\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u304b\u3089\u5f15\u304d\u51fa\u3055\u308c\u305f\u984d(\u6708\u9593)<\/td><\/tr>
    AMT_DRAWINGS_OTHER_CURRENT<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u304b\u3089\u305d\u306e\u4ed6\u3067\u5f15\u304d\u51fa\u3055\u308c\u305f\u91d1\u984d<\/td><\/tr>
    AMT_DRAWINGS_POS_CURRENT<\/td>\u52a0\u5de5\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u6708\u3067\u5546\u54c1\u3092\u5f15\u304d\u51fa\u3057\u305f\u308a\u8cfc\u5165\u3057\u305f\u308a\u3059\u308b\u91d1\u984d<\/td><\/tr>
    AMT_INST_MIN_REGULARITY<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u6700\u5c0f\u5206\u5272\u6255\u3044<\/td><\/tr>
    AMT_PAYMENT_CURRENT<\/td>\u6708\u3005\u306e\u652f\u6255\u3044\u91d1\u984d<\/td><\/tr>
    AMT_PAYMENT_TOTAL_CURRENT<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u3067\u306e\u652f\u6255\u3044\u7dcf\u984d<\/td><\/tr>
    AMT_RECEIVABLE_PRINCIPAL<\/td>\u524d\u56de\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5143\u672c<\/td><\/tr>
    AMT_RECIVABLE<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u58f2\u639b\u91d1<\/td><\/tr>
    AMT_TOTAL_RECEIVABLE<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u58f2\u639b\u5408\u8a08\u91d1\u984d<\/td><\/tr>
    CNT_DRAWINGS_ATM_CURRENT<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5f53\u6708\u306eATM\u5f15\u51fa\u3057\u6570<\/td><\/tr>
    CNT_DRAWINGS_CURRENT<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5f15\u51fa\u3057\u6570<\/td><\/tr>
    CNT_DRAWINGS_OTHER_CURRENT<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u305d\u306e\u4ed6\u306e\u5f15\u51fa\u3057\u6570<\/td><\/tr>
    CNT_DRAWINGS_POS_CURRENT<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5546\u54c1\u306e\u5f15\u304d\u51fa\u3057\u56de\u6570<\/td><\/tr>
    CNT_INSTALMENT_MATURE_CUM<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u652f\u6255\u3044\u56de\u6570\u5b9f\u7e3e<\/td><\/tr>
    NAME_CONTRACT_STATUS<\/td>\u5951\u7d04\u540d\u79f0<\/td><\/tr>
    SK_DPD<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306b\u304a\u3051\u308b\u652f\u6255\u3044\u9045\u5ef6\u65e5\u6570<\/td><\/tr>
    SK_DPD_DEF<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u8a31\u5bb9\u7bc4\u56f2\u306e\u652f\u6255\u3044\u9045\u5ef6\u65e5\u6570<\/td><\/tr>
    SK_ID_PREV <\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306eID<\/td><\/tr>
    SK_ID_CURR<\/td>\u30ed\u30fc\u30f3\u30b5\u30f3\u30d7\u30ebID.<\/td><\/tr>
    NAME_CONTRACT_TYPE<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u5951\u7d04\u540d\u79f0<\/td><\/tr>
    AMT_ANNUITY<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u5e74\u91d1<\/td><\/tr>
    AMT_APPLICATION<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u91d1\u984d<\/td><\/tr>
    AMT_CREDIT<\/td>\u6700\u7d42\u7684\u306a\u627f\u8a8d\u91d1\u984d<\/td><\/tr>
    AMT_DOWN_PAYMENT<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u982d\u91d1<\/td><\/tr>
    AMT_GOODS_PRICE<\/td>\u8981\u6c42\u3057\u305f\u91d1\u984d<\/td><\/tr>
    WEEKDAY_APPR_PROCESS_START<\/td>\u904e\u53bb\u306e\u7533\u8acb\u3092\u884c\u3063\u305f\u66dc\u65e5<\/td><\/tr>
    HOUR_APPR_PROCESS_START<\/td>\u904e\u53bb\u306e\u7533\u8acb\u3092\u884c\u3063\u305f\u304a\u304a\u3088\u305d\u306e\u6642\u9593<\/td><\/tr>
    FLAG_LAST_APPL_PER_CONTRACT<\/td>\u305d\u306e\u5951\u7d04\u306b\u304a\u3051\u308b\u6700\u5f8c\u306e\u65b0\u661f\u304b\u3069\u3046\u304b\uff1f<\/td><\/tr>
    NFLAG_LAST_APPL_IN_DAY<\/td>1\u65e5\u3042\u305f\u308a\u306e\u6700\u5f8c\u306e\u7533\u8acb\u3060\u3063\u305f\u304b\u3069\u3046\u304b\uff1f<\/td><\/tr>
    NFLAG_MICRO_CASH<\/td>\u30de\u30a4\u30af\u30ed\u30d5\u30a1\u30a4\u30ca\u30f3\u30b9\u30ed\u30fc\u30f3\u3060\u3063\u305f\u304b\u3069\u3046\u304b\uff1f<\/td><\/tr>
    RATE_DOWN_PAYMENT<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u982d\u91d1\u7387<\/td><\/tr>
    RATE_INTEREST_PRIMARY<\/td>\u904e\u53bb\u306e\u7533\u8acb\u30ed\u30fc\u30f3\u306e1\u6b21\u91d1\u5229<\/td><\/tr>
    RATE_INTEREST_PRIVILEGED<\/td>\u904e\u53bb\u306e\u7533\u8acb\u30ed\u30fc\u30f3\u306e\u7279\u7d04\u91d1\u5229<\/td><\/tr>
    NAME_CASH_LOAN_PURPOSE<\/td>\u30ad\u30e3\u30c3\u30b7\u30e5\u30ed\u30fc\u30f3\u306e\u76ee\u7684<\/td><\/tr>
    NAME_CONTRACT_STATUS<\/td>\u5951\u7d04\u30b9\u30c6\u30fc\u30bf\u30b9\u540d\u79f0<\/td><\/tr>
    DAYS_DECISION<\/td>\u7533\u8acb\u306e\u6bd4\u8f03<\/td><\/tr>
    NAME_PAYMENT_TYPE<\/td>\u524d\u56de\u306e\u7533\u8acb\u306e\u652f\u6255\u3044\u65b9\u6cd5<\/td><\/tr>
    CODE_REJECT_REASON<\/td>\u7533\u8acb\u5374\u4e0b\u7406\u7531<\/td><\/tr>
    NAME_TYPE_SUITE<\/td>\u7533\u8acb\u6642\u306e\u540c\u884c\u8005\u540d<\/td><\/tr>
    NAME_CLIENT_TYPE<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u65b0\u65e7\u9867\u5ba2(?)<\/td><\/tr>
    NAME_GOODS_CATEGORY<\/td>\u904e\u53bb\u7533\u8acb\u6642\u306e\u5546\u54c1\u7a2e\u985e<\/td><\/tr>
    NAME_PORTFOLIO<\/td>\u904e\u53bb\u306e\u7533\u8acb\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa<\/td><\/tr>
    NAME_PRODUCT_TYPE<\/td>\u904e\u53bb\u306e\u7533\u8acb\u304cx-sell\u304bwalk-in\u304b<\/td><\/tr>
    CHANNEL_TYPE<\/td>\u904e\u53bb\u306e\u7533\u8acb\u3067\u9867\u5ba2\u3092\u7533\u8acb\u3057\u305f\u30c1\u30e3\u30f3\u30cd\u30eb<\/td><\/tr>
    SELLERPLACE_AREA<\/td>\u904e\u53bb\u7533\u8acb\u306e\u8ca9\u58f2\u3055\u308c\u305f\u30a8\u30ea\u30a2\u307e\u305f\u306f\u5730\u70b9<\/td><\/tr>
    NAME_SELLER_INDUSTRY<\/td>\u58f2\u308a\u624b\u306e\u7523\u696d\u7a2e\u985e<\/td><\/tr>
    CNT_PAYMENT<\/td>\u904e\u53bb\u7533\u8acb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u671f\u9593<\/td><\/tr>
    NAME_YIELD_GROUP<\/td>\u904e\u53bb\u7533\u8acb\u306e\u91d1\u5229\u30b0\u30eb\u30fc\u30d7<\/td><\/tr>
    PRODUCT_COMBINATION<\/td>\u904e\u53bb\u7533\u8acb\u306e\u8a73\u7d30\u7d44\u307f\u5408\u308f\u305b<\/td><\/tr>
    DAYS_FIRST_DRAWING<\/td>\u7533\u8acb\u65e5\u57fa\u6e96\u3067\u4f55\u65e5\u5f8c\u306b\u521d\u56de\u306e\u5f15\u304d\u51fa\u3057\u3092\u3057\u305f\u304b<\/td><\/tr>
    DAYS_FIRST_DUE<\/td>\u7533\u8acb\u65e5\u57fa\u6e96\u3067\u4f55\u65e5\u5f8c\u306b\u521d\u56de\u306e\u7533\u8acb\u3092\u3057\u305f\u304b<\/td><\/tr>
    DAYS_LAST_DUE_1ST_VERSION<\/td>\u7533\u8acb\u65e5\u57fa\u6e96\u3067\u4f55\u65e5\u524d\u306b1st\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u6700\u7d42\u7248\u3092\u63d0\u51fa\u3057\u305f\u304b<\/td><\/tr>
    DAYS_LAST_DUE<\/td>\u6700\u7d42\u63d0\u51fa\u65e5<\/td><\/tr>
    DAYS_TERMINATION<\/td>\u7533\u8acb\u306e\u4e88\u60f3\u7d42\u4e86\u671f\u9593<\/td><\/tr>
    NFLAG_INSURED_ON_APPROVAL<\/td>\u524d\u56de\u306e\u7533\u8acb\u6642\u306b\u4fdd\u967a\u3092\u8981\u6c42\u3055\u308c\u305f\u304b\uff1f<\/td><\/tr>
    SK_ID_PREV <\/td>\u904e\u53bb\u306e\u30ed\u30fc\u30f3\u30b5\u30f3\u30d7\u30ebID<\/td><\/tr>
    SK_ID_CURR<\/td>\u30ed\u30fc\u30f3\u30b5\u30f3\u30d7\u30ebID.<\/td><\/tr>
    NUM_INSTALMENT_VERSION<\/td>\u904e\u53bb\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u306e\u5206\u5272\u6255\u3044\u30d1\u30bf\u30fc\u30f3<\/td><\/tr>
    NUM_INSTALMENT_NUMBER<\/td>\u5206\u5272\u6255\u3044\u56de\u6570<\/td><\/tr>
    DAYS_INSTALMENT<\/td>\u5206\u5272\u652f\u6255\u3044\u4e88\u5b9a\u65e5<\/td><\/tr>
    DAYS_ENTRY_PAYMENT<\/td>\u5206\u5272\u652f\u6255\u3044\u5b9f\u7e3e\u65e5<\/td><\/tr>
    AMT_INSTALMENT<\/td>\u5206\u5272\u652f\u6255\u3044\u4e88\u5b9a\u91d1\u984d<\/td><\/tr>
    AMT_PAYMENT<\/td>\u5206\u5272\u652f\u6255\u3044\u5b9f\u7e3e\u91d1\u984d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u3081\u3061\u3083\u304f\u3061\u3083\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u306d\u3002\u5168\u3066\u3092\u4f7f\u7528\u3059\u308b\u3068\u8a33\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u305d\u3046\u306a\u306e\u3067\u3001\u6b21\u56de\u306f\u5c11\u306a\u3081\u306b\u629c\u7c8b\u3057\u3066\u3001\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u666e\u901a\u306b\u524d\u534a\u306b\u3042\u308b\u9867\u5ba2\u60c5\u5831\u3067\u5341\u5206\u4e88\u6e2c\u3067\u304d\u305d\u3046\u306a\u3082\u306e\u3067\u3059\u304c\u3001\u904e\u53bb\u306e\u30ed\u30fc\u30f3\u5b9f\u7e3e\u3084\u8abf\u67fb\u4f1a\u793e\u306e\u30c7\u30fc\u30bf\u306a\u3093\u304b\u3082\u3042\u308b\u306e\u3067\u3001\u5c11\u3057\u306f\u53cd\u6620\u3057\u3066\u307f\u305f\u3044\u6c17\u3082\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
    \u3068\u3044\u3046\u3053\u3068\u3067\u6b21\u56de\u306f\u3053\u308c\u3089\u306e\u30ab\u30e9\u30e0\u306b\u3064\u3044\u3066\u89e3\u6790\u306b\u76db\u308a\u8fbc\u3080\u91cd\u8981\u5ea6\u3092\u5b9a\u3081\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u5f15\u304d\u7d9a\u304dHome Credit\u30b3\u30f3\u30da\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002Kaggle\u89e3\u6790\u306e\u57fa\u672c\u30d5\u30ed\u30fc\u306b\u306e\u3063\u3068\u308a\u9032\u3081\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002\u672c\u65e5\u306f2\u3092\u884c\u3044\u307e\u3059\u3002 \u660e\u3089\u304b\u306b\u3057\u305f\u3044\u554f\u3044\u3084\u3001\u554f\u984c\u306e\u5b9a\u7fa9 \u8a13\u7df4\u304a\u3088\u3073\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u53d6\u5f97 \u30c7\u30fc\u30bf\u306e\u6574\u5f62\u3001\u4f5c\u6210\u3001 […]<\/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\/235"}],"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=235"}],"version-history":[{"count":2,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/posts\/235\/revisions"}],"predecessor-version":[{"id":237,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=\/wp\/v2\/posts\/235\/revisions\/237"}],"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=235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ritzcolor.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}