{"id":50787,"date":"2022-03-18T00:00:00","date_gmt":"2022-03-18T07:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/predicting-the-impact-of-climate-change-on-birds-using-griddb\/"},"modified":"2025-11-14T07:55:13","modified_gmt":"2025-11-14T15:55:13","slug":"predicting-the-impact-of-climate-change-on-birds-using-griddb","status":"publish","type":"post","link":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/predicting-the-impact-of-climate-change-on-birds-using-griddb\/","title":{"rendered":"GridDB\u3092\u7528\u3044\u3066\u6c17\u5019\u5909\u52d5\u304c\u9ce5\u985e\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u4e88\u6e2c\u3059\u308b"},"content":{"rendered":"<p>\u79c1\u305f\u3061\u306f\u300c\u30b9\u30de\u30fc\u30c8\u300d\u306a\u4e16\u754c\u3092\u76ee\u6307\u3057\u306a\u304c\u3089\u3001\u305d\u308c\u304c\u81ea\u7136\u73fe\u8c61\u306b\u4e0e\u3048\u308b\u30c0\u30e1\u30fc\u30b8\u3092\u8efd\u8996\u3057\u3066\u3044\u307e\u3059\u3002\u74b0\u5883\u4fdd\u8b77\u4e3b\u7fa9\u8005\u306e\u9593\u3067\u9ad8\u307e\u3063\u3066\u3044\u308b\u61f8\u5ff5\u306e\u3072\u3068\u3064\u306b\u3001\u5730\u7403\u6e29\u6696\u5316\u306b\u3088\u308b\u6c17\u5019\u306e\u5909\u5316\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u6c17\u5019\u5909\u52d5\u306f\u3001\u52d5\u7269\u3084\u305d\u306e\u751f\u606f\u5730\u306b\u3082\u5f71\u97ff\u3092\u53ca\u307c\u3057\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u52d5\u7269\u306f\u3001\u6c17\u5019\u306e\u5909\u5316\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001\u305d\u306e\u7279\u5fb4\u3092\u5909\u3048\u305f\u308a\u3001\u5225\u306e\u751f\u606f\u5730\u306b\u79fb\u52d5\u3057\u305f\u308a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u540d\u9580\u5927\u5b66LSU\u306e\u79d1\u5b66\u8005\u305f\u3061\u306f\u3001\u30a2\u30de\u30be\u30f3\u306e\u71b1\u5e2f\u96e8\u6797\u306740\u5e74\u4ee5\u4e0a\u306b\u308f\u305f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3057\u305f\u3002\u6c17\u6e29\u3084\u964d\u6c34\u91cf\u3068\u3044\u3063\u305f\u6c17\u5019\u5909\u52d5\u306e\u6307\u6a19\u3068\u3068\u3082\u306b\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u9ce5\u306e\u7ffc\u306e\u5927\u304d\u3055\u3084\u8cea\u91cf\u3092\u6e2c\u5b9a\u3057\u305f\u306e\u3067\u3059\u3002\u3059\u3079\u3066\u306e\u9ce5\u306e\u8cea\u91cf\u3068\u7ffc\u306e\u9577\u3055\u306b\u5bfe\u3057\u3066\u3001\u305d\u308c\u3089\u3092\u8a18\u9332\u3057\u305f\u5e74\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u524d\u306e\u5e74\u306e\u6c17\u6e29\u3068\u964d\u6c34\u91cf\u306e\u30c7\u30fc\u30bf\u3082\u4f7f\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>GridDB\u306f\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30a4\u30f3\u30e1\u30e2\u30eaNo SQL\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\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002GridDB\u306epython\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001GridDB\u3068python\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u63a5\u7d9a\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3084\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea:<\/p>\n<p>\u3044\u304f\u3064\u304b\u306epython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3068\u8996\u899a\u7684\u306a\u5206\u6790\u3092\u884c\u3046\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<ol>\n<li>Pandas: \u7279\u306b\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u6271\u3046\u969b\u306b\u591a\u304f\u5229\u7528\u3055\u308c\u308bPython\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<li>Matplotlib: \u57fa\u672c\u7684\u306a\u30d7\u30ed\u30c3\u30c8\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u3092\u8996\u899a\u7684\u306b\u8868\u73fe\u3059\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<li>Seaborn: \u8907\u96d1\u306a\u30d7\u30ed\u30c3\u30c8\u3092\u63cf\u753b\u3059\u308b\u4e0a\u7d1a\u8005\u5411\u3051\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<\/ol>\n<p>\u524d\u51e6\u7406:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/preprocessing1.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u5f62\u3067\u5909\u6570 &#8220;data &#8220;\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u5206\u6790\u3067\u4f7f\u7528\u3057\u306a\u3044\u30ab\u30e9\u30e0\u304c\u3044\u304f\u3064\u304b\u542b\u307e\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u30e1\u30e2\u30ea\u6d88\u8cbb\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u5206\u6790\u306e\u6642\u9593\u52b9\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u305d\u308c\u3089\u3092\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u304b\u3089\u524a\u9664\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/preprocessing2.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u6b8b\u3063\u3066\u3044\u308b\u3001\u5206\u6790\u306b\u4f7f\u7528\u3059\u308b\u5217\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>species: \u9ce5\u306e\u5b66\u540d<\/li>\n<li>spMeanMass: \u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308b\u3053\u306e\u7a2e\u306e\u5e73\u5747\u8cea\u91cf<\/li>\n<li>spMeanWing: \u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308b\u3053\u306e\u7a2e\u306e\u5e73\u5747\u7ffc\u9577<\/li>\n<li>spMeanMW: \u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u304a\u3051\u308b\u3053\u306e\u7a2e\u306e\u8cea\u91cf\u3068\u7ffc\u306e\u6bd4\u7387\u306e\u5e73\u5747\u5024<\/li>\n<li>year: \u6355\u7372\u3057\u305f\u5e74<\/li>\n<li>mass: \u9ce5\u306e\u8cea\u91cf(g)<\/li>\n<li>wing: \u7ffc\u5f26\u9577(mm)<\/li>\n<li>mw\uff1a\u8cea\u91cf\u3068\u7ffc\u306e\u6e2c\u5b9a\u5024\u306e\u6bd4\u7387\uff08\u4e21\u65b9\u3042\u308b\u5834\u5408\uff09<\/li>\n<li>temp_lag0_dry: \u6355\u7372\u3057\u305f\u5b63\u7bc0\uff08\u4e7e\u5b63\uff09\u306e\u5e73\u5747\u6c17\u6e29(\u2103)<\/li>\n<li>temp_lag2_dry: \u524d\u5e74\u306e\u4e7e\u5b63\u306e\u5e73\u5747\u6c17\u6e29(\u2103)<\/li>\n<li>precip_lag0_dry: \u6355\u7372\u6642\u671f\uff08\u4e7e\u5b63\uff09\u306e\u7dcf\u964d\u6c34\u91cf(mm)<\/li>\n<li>precip_lag2_dry: \u524d\u5e74\u306e\u4e7e\u5b63\u306e\u7dcf\u964d\u6c34\u91cf(mm)<\/li>\n<\/ol>\n<p>\u307e\u305f\u3001\u5404\u884c\u3092\u500b\u5225\u306b\u8ffd\u8de1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u4e3b\u30ad\u30fc\u30ab\u30e9\u30e0\u3092\u5c0e\u5165\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30ea\u30bb\u30c3\u30c8\u3057\u3066\u3001\u540d\u524d\u3092 &#8216;ID&#8217; \u306b\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/preprocessing3.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u3053\u308c\u3067\u524d\u51e6\u7406\u304c\u5b8c\u4e86\u3057\u305f\u306e\u3067\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092CSV\u3067\u4fdd\u5b58\u3057\u3001GridDB\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/preprocessing4.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>GridDB\u3078\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u66f8\u304d\u51fa\u3057:<\/p>\n<p>\u3067\u306f\u3001GridDB\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u3001\u524d\u51e6\u7406\u3055\u308c\u305fCSV\u30d5\u30a1\u30a4\u30eb\u3092pandas\u3067\u8aad\u307f\u8fbc\u307f\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/export1.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u3053\u3053\u3067\u3001\u884c\u60c5\u5831\u3092\u633f\u5165\u3059\u308b\u524d\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30c7\u30b6\u30a4\u30f3\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3001GridDB\u306b\u30ab\u30e9\u30e0\u60c5\u5831\u3092\u6e21\u3059\u305f\u3081\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/export2.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u3053\u308c\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8a2d\u8a08\u304c\u3067\u304d\u305f\u306e\u3067\u3001GridDB\u306b\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u633f\u5165\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/export3.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>GridDB\u304b\u3089\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b:<\/p>\n<p>GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u554f\u3044\u5408\u308f\u305b\u308b\u306e\u306b\u3001SQL\u30b3\u30de\u30f3\u30c9\u306b\u4f3c\u305fTQL\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u524d\u306b\u3001\u30c7\u30fc\u30bf\u306e\u884c\u3092\u62bd\u51fa\u3059\u308b\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/import1.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u5217\u60c5\u5831\u306e\u9806\u306b\u884c\u3092\u62bd\u51fa\u3057\u3066\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306b\u4fdd\u5b58\u3057\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3068\u5206\u6790\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/import2.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u3053\u308c\u3067\u30c7\u30fc\u30bf\u304cpandas\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0 &#8220;data &#8220;\u306b\u4fdd\u5b58\u3055\u308c\u3001\u5f15\u304d\u7d9a\u304d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u53ef\u8996\u5316:<\/strong><\/p>\n<p>\u30c7\u30fc\u30bf\u3092\u6398\u308a\u4e0b\u3052\u3001\u6c17\u5019\u6761\u4ef6\u3068\u9ce5\u306e\u7279\u5fb4\u306e\u5909\u5316\u306e\u9593\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3057\u307e\u3059\u3002\u6c17\u5019\u6761\u4ef6\u306f\u4ee5\u4e0b\u306e 2 \u3064\u3092\u7528\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u6c17\u6e29 (Temperature)<\/li>\n<li>\u964d\u6c34\u91cf (Precipitation)<\/li>\n<\/ol>\n<p>\u300cMW\u300d\u3068\u3044\u3046\u5217\u3092\u4f7f\u3044\u3001\u9ce5\u306e\u7ffc\u9577\u306b\u5bfe\u3059\u308b\u8cea\u91cf\u306e\u6bd4\u304b\u3089\u3001\u7279\u5fb4\u304c\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3057\u3066\u3044\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u30c7\u30fc\u30bf\u3092\u7a2e\u3068\u5e74\u306b\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3057\u3066\u3001\u7a2e\u306b\u3088\u3063\u3066\u8cea\u91cf\u7ffc\u9577\u6bd4\u304c\u3069\u306e\u3088\u3046\u306b\u7d4c\u5e74\u5909\u5316\u3059\u308b\u304b\u3092\u8abf\u3079\u308b\u3053\u3068\u304b\u3089\u5206\u6790\u3092\u59cb\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u6b8b\u308a\u306e\u5217\u306e\u5e73\u5747\u3092\u53d6\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u300c\u5e74\u300d\u3068\u300c\u7a2e\u300d\u306e2\u3064\u306e\u5217\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3067\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis1.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u3055\u3089\u306b\u6df1\u304f\u6398\u308a\u4e0b\u3052\u308b\u306b\u306f\u3001\u3059\u3079\u3066\u306e\u7a2e\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u500b\u5225\u306b\u53ef\u8996\u5316\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis2.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u307b\u3068\u3093\u3069\u306e\u30d7\u30ed\u30c3\u30c8\u3067\u3001\u4e00\u822c\u7684\u306a\u50be\u5411\u306f\u540c\u3058\u3067\u3001\u8cea\u91cf\/\u7ffc\u9577\u6bd4\u306f\u6642\u9593\u3068\u3068\u3082\u306b\u6e1b\u5c11\u3057\u3001\u3053\u308c\u306f\u7ffc\u9577\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u5897\u52a0\u3059\u308b\u3068\u8cea\u91cf\u304c\u6e1b\u5c11\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u4e0a\u306e\u30b3\u30de\u30f3\u30c9\u306e\u30d7\u30ed\u30c3\u30c8\u306e\u3044\u304f\u3064\u304b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis3.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/> <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis4.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/> <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis5.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/> <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis6.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p><em>\u56f31-4: \u7a2e\u306e\u8cea\u91cf-\u7ffc\u9577\u306e\u7d4c\u6642\u5909\u5316<\/em><\/p>\n<p>\u6b21\u306b\u3001\u6c17\u5019\u6307\u6a19\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3057\u3066\u3044\u308b\u304b\u3092\u63a2\u3063\u3066\u3044\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u3001\u307e\u305a\u3001\u30c7\u30fc\u30bf\u3092\u5e74\u3054\u3068\u306b\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001seaborn\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u3001\u6c17\u6e29\u3068\u964d\u6c34\u91cf\u306e\u5e74\u6b21\u5909\u5316\u3092\u30b0\u30e9\u30d5\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis7.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/><\/p>\n<p>\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis8.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/> <img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/ismailvohra\/climateChangeImpactOnBirdsUsingGridDB\/main\/images\/analysis9.png\" alt=\"alt\u30c6\u30ad\u30b9\u30c8\" \/>\u3002<\/p>\n<p><em>\u56f35\u304a\u3088\u30736: \u6c17\u5019\u6307\u6a19\u306e\u7d4c\u5e74\u5909\u5316<\/em><\/p>\n<p><strong>\u7d50\u8ad6:<\/strong><\/p>\n<p>\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u6c17\u6e29\u306f\u4e0a\u6607\u3057\u3001\u964d\u6c34\u91cf\u306f\u6e1b\u5c11\u3057\u3066\u304a\u308a\u3001\u9ce5\u985e\u3092\u542b\u3080\u52d5\u7269\u306b\u3082\u5f71\u97ff\u304c\u53ca\u3093\u3067\u3044\u308b\u3068\u7d50\u8ad6\u3065\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u9ce5\u306e\u8cea\u91cf\u306f\u6e1b\u5c11\u3057\u3001\u7ffc\u306e\u9577\u3055\u306f\u6c17\u5019\u306e\u5909\u5316\u306b\u9069\u5fdc\u3059\u308b\u305f\u3081\u306b\u9577\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u89e3\u6790\u306f\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306bGridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u304b\u3064\u52b9\u7387\u7684\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u79c1\u305f\u3061\u306f\u300c\u30b9\u30de\u30fc\u30c8\u300d\u306a\u4e16\u754c\u3092\u76ee\u6307\u3057\u306a\u304c\u3089\u3001\u305d\u308c\u304c\u81ea\u7136\u73fe\u8c61\u306b\u4e0e\u3048\u308b\u30c0\u30e1\u30fc\u30b8\u3092\u8efd\u8996\u3057\u3066\u3044\u307e\u3059\u3002\u74b0\u5883\u4fdd\u8b77\u4e3b\u7fa9\u8005\u306e\u9593\u3067\u9ad8\u307e\u3063\u3066\u3044\u308b\u61f8\u5ff5\u306e\u3072\u3068\u3064\u306b\u3001\u5730\u7403\u6e29\u6696\u5316\u306b\u3088\u308b\u6c17\u5019\u306e\u5909\u5316\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u6c17\u5019\u5909\u52d5\u306f\u3001\u52d5\u7269\u3084\u305d\u306e\u751f\u606f\u5730\u306b\u3082\u5f71\u97ff\u3092\u53ca [&hellip;]<\/p>\n","protected":false},"author":41,"featured_media":49378,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1005],"tags":[],"class_list":["post-50787","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 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GridDB\u3092\u7528\u3044\u3066\u6c17\u5019\u5909\u52d5\u304c\u9ce5\u985e\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u4e88\u6e2c\u3059\u308b | GridDB: Open Source Time Series Database for IoT<\/title>\n<meta name=\"description\" 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