{"id":50801,"date":"2022-06-23T00:00:00","date_gmt":"2022-06-23T07:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/health-survey-data-analysis-of-bmi-using-griddb\/"},"modified":"2026-03-30T14:40:08","modified_gmt":"2026-03-30T21:40:08","slug":"health-survey-data-analysis-of-bmi-using-griddb","status":"publish","type":"post","link":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/health-survey-data-analysis-of-bmi-using-griddb\/","title":{"rendered":"GridDB\u3092\u7528\u3044\u305fBMI\u306e\u5065\u5eb7\u8abf\u67fb\u30c7\u30fc\u30bf\u89e3\u6790"},"content":{"rendered":"<p><strong>\u306f\u3058\u3081\u306b<\/strong><\/p>\n<p>BMI\uff08Body mass index\uff09\u3068\u306f\u3001\u8eab\u9577\u306b\u5bfe\u3059\u308b\u4f53\u91cd\u306e\u6bd4\u7387\u3067\u3001\u591a\u304f\u306e\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30c8\u30ec\u30fc\u30ca\u30fc\u3084\u5065\u5eb7\u5c02\u9580\u5bb6\u306e\u9593\u3067\u5065\u5eb7\u6307\u6a19\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eba\u306f\u6027\u5225\u3068BMI\u306b\u3088\u3063\u3066\u3001\u666e\u901a\u3001\u904e\u4f53\u91cd\u3001\u80a5\u6e80\u3001\u8d85\u80a5\u6e80\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001\u5168\u7c73\u5065\u5eb7\u30fb\u6804\u990a\u8abf\u67fb\uff08NHANES\uff09\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u69d8\u3005\u306a\u5065\u5eb7\u6307\u6a19\u3068BMI\u3092\u76f8\u5bfe\u5316\u3057\u307e\u3059\u3002<a href=\"https:\/\/www.cdc.gov\/nchs\/nhanes\/?CDC_AAref_Val=https:\/\/www.cdc.gov\/nchs\/nhanes\/index.htm\">\u5168\u7c73\u5065\u5eb7\u30fb\u6804\u990a\u8abf\u67fb\uff08NHANES\uff09<\/a>\u30c7\u30fc\u30bf\u306f\u3001\u7c73\u56fd\u306e\u5927\u4eba\u3068\u5b50\u4f9b\u306e\u5065\u5eb7\u3068\u6804\u990a\u72b6\u614b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001\u4f55\u4e07\u4eba\u3082\u306e\u4eba\u3092\u5bfe\u8c61\u306b\u884c\u308f\u308c\u305f\u8907\u96d1\u306a\u8abf\u67fb\u3067\u3059\u3002NHANES\u30c7\u30fc\u30bf\u306b\u306f\u3001\u5065\u5eb7\u5168\u822c\u3001\u8eab\u4f53\u6d3b\u52d5\u3001\u98df\u4e8b\u3001\u5fc3\u7406\u7684\u5065\u5eb7\u3001\u793e\u4f1a\u7d4c\u6e08\u7684\u8981\u56e0\u306a\u3069\u306b\u95a2\u3059\u308b\u591a\u304f\u306e\u6e2c\u5b9a\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>GridDB\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3068\u30a4\u30f3\u30dd\u30fc\u30c8<\/strong><\/p>\n<p>NHANES\u306e\u524d\u51e6\u7406\u3055\u308c\u305f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306b\u3001GridDB\u3092\u4f7f\u7528\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002GridDB\u306f\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30a4\u30f3\u30e1\u30e2\u30eaNoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u4e26\u5217\u51e6\u7406\u306b\u3088\u308a\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52b9\u7387\u6027\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002IoT\u3084\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u6280\u8853\u306b\u5bfe\u5fdc\u3057\u305f\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002GridDB\u306epython\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u4f7f\u3048\u3070\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3084\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><em>GridDB\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/em><\/p>\n<p>\u307e\u305a\u6700\u521d\u306b\u3001GridDB\u304c\u30b7\u30b9\u30c6\u30e0\u306b\u6b63\u3057\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002GridDB\u3092\u69d8\u3005\u306aOS\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u306f\u3001\u3053\u3061\u3089\u306e <a href=\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/griddb-quickstart\/\">\u30ea\u30f3\u30af<\/a> \u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><em>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/em><\/p>\n<p>NHANES\u306f\u3001R\u3068\u540c\u69d8\u306bpython\u3067\u30d3\u30eb\u30c8\u30a4\u30f3\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002python\u307e\u305f\u306fanaconda\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066NHANES\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308c\u3070\u3001\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Dataset-1.png\" alt=\"\" \/><\/p>\n<p>\u6b21\u306b\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u4efb\u610f\u306e\u5909\u6570\u3001\u3053\u3053\u3067\u306f &#8220;data_df &#8220;\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Dataset-2.png\" alt=\"\" \/><\/p>\n<p>NHANES\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3068\u3082\u306b\u3001Pandas\u3001Matplotlib\u3001Seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u89e3\u6790\u3068\u53ef\u8996\u5316\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p><em>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406<\/em><\/p>\n<p>NHANES\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u7d04200\u306e\u5909\u6570\u304c\u3042\u308a\u3001\u305d\u306e\u4e2d\u306b\u306f\u98df\u4e8b\u3084\u305d\u306e\u4eba\u306e\u5065\u5eb7\u72b6\u614b\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002BMI\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u6761\u4ef6\u306b\u96c6\u4e2d\u3057\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3001\u3088\u308a\u91cd\u8981\u3068\u601d\u308f\u308c\u308b\u3044\u304f\u3064\u304b\u306e\u5217\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Preprocessing-1.png\" alt=\"\" \/><\/p>\n<p>\u6700\u5f8c\u306b\u3001NULL\u5217\u3092\u524a\u9664\u3057\u3066\u3001\u4e3b\u30ad\u30fc\u5217\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5c0e\u5165\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Preprocessing-2.png\" alt=\"\" \/><\/p>\n<p>\u30c7\u30fc\u30bf\u306e\u30ed\u30fc\u30ab\u30eb\u30b3\u30d4\u30fc\u3092\u4fdd\u6301\u3059\u308b\u305f\u3081\u306b\u3001GridDB\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u524d\u306b\u3001\u30b7\u30b9\u30c6\u30e0\u4e0a\u3067CSV\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Preprocessing-3.png\" alt=\"\" \/><\/p>\n<p><em>GridDB\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b<\/em><\/p>\n<p>GridDB \u304c\u5b9a\u3081\u308b\u6a19\u6e96\u7684\u306a\u30c7\u30fc\u30bf\u306e\u633f\u5165\u65b9\u6cd5\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u3001put \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Exporting-1.png\" alt=\"\" \/><\/p>\n<p>\u30a8\u30e9\u30fc\u306a\u304fGridDB\u30af\u30e9\u30a6\u30c9\u306b\u30c7\u30fc\u30bf\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u3001GridDB\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u3063\u3066\u3069\u3053\u304b\u3089\u3067\u3082\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><em>GridDB\u304b\u3089\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b<\/em><\/p>\n<p>GridDB\u30af\u30e9\u30a6\u30c9\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u306b\u306f\u3001GridDB\u306e\u30af\u30a8\u30ea\u8a00\u8a9e\u3067\u3042\u308bTQL\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002TQL\u306f\u3001\u6a19\u6e96\u7684\u306aSQL\u30d7\u30ed\u30c8\u30b3\u30eb\u3068\u540c\u69d8\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001GridDB\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u30c7\u30fc\u30bf\u3092\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Importing-1.png\" alt=\"\" \/><\/p>\n<p>\u6b21\u306b\u3001\u30af\u30a8\u30ea\u3057\u305f\u30c7\u30fc\u30bf\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u4fdd\u5b58\u3057\u3066\u5206\u6790\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002pd.DataFrame() \u30e1\u30bd\u30c3\u30c9\u3092\u7528\u3044\u3066\u3001GridDB \u306e\u30b3\u30f3\u30c6\u30ca\u30ea\u30b9\u30c8\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Importing-2.png\" alt=\"\" \/><\/p>\n<p><strong>\u89e3\u6790\u3068\u53ef\u8996\u5316<\/strong><\/p>\n<p>\u89e3\u6790\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5f79\u7acb\u3064\u3044\u304f\u3064\u304b\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-1.png\" alt=\"\" \/><\/p>\n<p>lambda\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u3001\u30c7\u30fc\u30bf\u306bcategorizeBMI\u95a2\u6570\u3092\u9069\u7528\u3057\u3001\u300cUnderweight\u300d\u300cHealthy Weight\u300d\u300cOverweight\u300d\u300cObesity\u300d\u306e4\u6bb5\u968e\u306b\u5206\u3051\u3066\u307f\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-2.png\" alt=\"\" \/><\/p>\n<p>\u307e\u305a\u306fBMI\u3068\u6027\u5225\u306e\u95a2\u4fc2\u3092\u63a2\u308a\u3001BMI\u304c\u7537\u6027\u3068\u5973\u6027\u3067\u3069\u306e\u3088\u3046\u306b\u7570\u306a\u308b\u304b\u3092\u77e5\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-3.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/BMI-Gender.png\" alt=\"\" \/><\/p>\n<blockquote><p>\n  \u56f31 : BMI\u5024\u306e\u7570\u306a\u308b\u7537\u6027\u3068\u5973\u6027\n<\/p><\/blockquote>\n<p>\u30b0\u30e9\u30d5\u304b\u3089\u5206\u304b\u308b\u3088\u3046\u306b\u3001\u7537\u6027\u306f\u5973\u6027\u3088\u308a\u592a\u308a\u3084\u3059\u3044\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u304c\u3001\u5973\u6027\u306e\u65b9\u304c\u80a5\u6e80\u306b\u306a\u308b\u78ba\u7387\u304c\u9ad8\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u5217\u306e\u3072\u3068\u3064\u306b\u306f\u3001\u305d\u306e\u4eba\u306eHDL\u30b3\u30ec\u30b9\u30c6\u30ed\u30fc\u30eb\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002CDC\u306b\u3088\u308b\u3068\u3001\u6b63\u5e38\u306aHDL\u5024\u306f40\u4ee5\u4e0a\u306a\u306e\u3067\u3001\u3053\u306e\u60c5\u5831\u3092\u4f7f\u3063\u3066\u3001\u305d\u306e\u4eba\u3092\u300c\u6b63\u5e38\u300d\u3068\u300c\u5371\u967a\u300d\u306e2\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-4.png\" alt=\"\" \/><\/p>\n<p>HDL\u5024\u3068BMI\u533a\u5206\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u3092\u5206\u5272\u3057\u3001BMI\u5024\u304cHDL\u5024\u306b\u3069\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u304b\u3092\u691c\u8a3c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-5.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/BMI-HDL.png\" alt=\"\" \/><\/p>\n<blockquote><p>\n  \u56f32\uff1aBMI\u533a\u5206\u3068HDL\u5024\u3068\u306e\u95a2\u4fc2\n<\/p><\/blockquote>\n<p>BMI\u304c\u300c\u80a5\u6e80\u300d\u300c\u904e\u4f53\u91cd\u300d\u306e\u7bc4\u56f2\u306b\u3042\u308b\u4eba\u306f\u3001\u5371\u967a\u306a\u72b6\u614b\u306b\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u540c\u69d8\u306b\u3001BMI\u5024\u3092\u4f7f\u3063\u3066\u3001\u305d\u306e\u4eba\u304c\u3068\u3063\u3066\u3044\u308b\u98df\u4e8b\u3068\u306e\u95a2\u4fc2\u3082\u8abf\u3079\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-6.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/BMI-Diet.png\" alt=\"\" \/><\/p>\n<blockquote><p>\n  \u56f33\uff1aBMI\u533a\u5206\u306b\u304a\u3051\u308b\u98df\u4e8b\u52b9\u679c\n<\/p><\/blockquote>\n<p>\u4e0a\u8a18\u306e\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3068\u3001\u98df\u751f\u6d3b\u304c\u8ca7\u5f31\u306a\u4eba\u3001\u3042\u308b\u3044\u306f\u307e\u305a\u307e\u305a\u306e\u98df\u751f\u6d3b\u3092\u9001\u3063\u3066\u3044\u308b\u4eba\u304c\u6700\u3082\u591a\u304f\u3001\u80a5\u6e80\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u304c\u3001\u512a\u308c\u305f\u98df\u751f\u6d3b\u3092\u9001\u3063\u3066\u3044\u308b\u4eba\u306e\u591a\u304f\u306f\u5065\u5eb7\u7684\u306a\u4f53\u91cd\u3092\u7dad\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u3001BMI\u3068\u6bd4\u8f03\u3059\u308b\u4e0a\u3067\u6700\u3082\u91cd\u8981\u306a\u8981\u7d20\u306f\u3001\u8133\u5352\u4e2d\u3084\u5fc3\u81d3\u767a\u4f5c\u306e\u53ef\u80fd\u6027\u3067\u3059\u3002\u305d\u306e\u70ba\u306b\u3001\u307e\u305a\u8133\u5352\u4e2d\u3084\u5fc3\u81d3\u767a\u4f5c\u3092\u8d77\u3053\u3057\u305f\u4eba\u3092\u500b\u5225\u306b\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u305d\u306e\u4eba\u306eBMI\u5024\u3092\u63a2\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Analysis-7.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/Stroke.png\" alt=\"\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/EmadBinAbid\/Health-Survey-Data-Analysis-of-BMI-using-GridDB\/main\/Images\/HeartAttack.png\" alt=\"\" \/><\/p>\n<blockquote><p>\n  \u56f34 &amp; 5\uff1a\u8133\u5352\u4e2d\u30fb\u5fc3\u81d3\u767a\u4f5c\u3068BMI\u306e\u95a2\u4fc2\n<\/p><\/blockquote>\n<p>\u3084\u306f\u308a\u3001\u80a5\u6e80\u306e\u4eba\u306f\u8133\u5352\u4e2d\u3084\u5fc3\u7b4b\u6897\u585e\u306b\u306a\u308a\u3084\u3059\u3044\u3068\u3044\u3046\u306e\u306f\u3001\u79c1\u305f\u3061\u306e\u5171\u901a\u306e\u95a2\u5fc3\u4e8b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p><strong>\u7d50\u8ad6<\/strong><\/p>\n<p>NHANES\u306e\u8abf\u67fb\u30c7\u30fc\u30bf\u306f\u3001BMI\u304c\u5065\u5eb7\u72b6\u614b\u306b\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3059\u539f\u56e0\u3068\u306a\u308a\u3046\u308b\u305f\u3081\u3001\u4eba\u3005\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u95a2\u5fc3\u4e8b\u3067\u3042\u308b\u3079\u304d\u3060\u3068\u3044\u3046\u7d50\u8ad6\u3092\u5c0e\u3044\u3066\u304f\u308c\u307e\u3057\u305f\u3002\u540c\u69d8\u306b\u3001\u98df\u751f\u6d3b\u3082BMI\u5024\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u305f\u3081\u3001\u5065\u5eb7\u7684\u306a\u751f\u6d3b\u3092\u9001\u308b\u305f\u3081\u306b\u306f\u98df\u751f\u6d3b\u306b\u6c17\u3092\u914d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u5206\u6790\u306f\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3067GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u884c\u308f\u308c\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u304b\u3064\u52b9\u7387\u7684\u306a\u7d71\u5408\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b BMI\uff08Body mass index\uff09\u3068\u306f\u3001\u8eab\u9577\u306b\u5bfe\u3059\u308b\u4f53\u91cd\u306e\u6bd4\u7387\u3067\u3001\u591a\u304f\u306e\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30c8\u30ec\u30fc\u30ca\u30fc\u3084\u5065\u5eb7\u5c02\u9580\u5bb6\u306e\u9593\u3067\u5065\u5eb7\u6307\u6a19\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eba\u306f\u6027\u5225\u3068BMI\u306b\u3088\u3063\u3066\u3001\u666e\u901a\u3001\u904e\u4f53\u91cd\u3001\u80a5\u6e80\u3001\u8d85\u80a5\u6e80\u306b\u5206\u985e\u3055 [&hellip;]<\/p>\n","protected":false},"author":41,"featured_media":50274,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1005],"tags":[],"class_list":["post-50801","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1005"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - 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