{"id":5132,"date":"2020-10-23T19:21:53","date_gmt":"2020-10-23T10:21:53","guid":{"rendered":"https:\/\/transynk.co.jp\/?post_type=blog&#038;p=5132"},"modified":"2025-03-17T13:10:16","modified_gmt":"2025-03-17T04:10:16","slug":"free-geographic-datasets-for-machine-learning","status":"publish","type":"blog","link":"https:\/\/transynk.co.jp\/en\/blog\/free-geographic-datasets-for-machine-learning\/","title":{"rendered":"\u301014\u500b\u63b2\u8f09\u3011\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u958b\u767a\u306b\u4f7f\u3048\u308bGIS\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1372.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">GIS\u30c7\u30fc\u30bf\u3068\u306f<\/h3><\/div><div class=\"fusion-text fusion-text-1\" style=\"--awb-margin-top:20px;\"><p>\u5730\u7406\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\uff08GIS\uff09\u306f\u3001\u5730\u7406\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3001\u4fdd\u5b58\u3001\u64cd\u4f5c\u3001\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u307e\u3059\u3002\u305d\u3057\u3066\u3001GIS\u306b\u306f\u3001\u30e9\u30a4\u30c9\u30b7\u30a7\u30a2\u3084\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u6700\u9069\u5316\u306a\u3069\u69d8\u3005\u306a\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3001GIS\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u6a5f\u68b0\u5b66\u7fd2\u304c\u307e\u3059\u307e\u3059\u6d3b\u767a\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u3053\u306e\u3088\u3046\u306a\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u30d9\u30fc\u30b9\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u5168\u3066\u3001\u5927\u898f\u6a21\u306a\u69cb\u9020\u5316\u3055\u308c\u305f\u5730\u7406\u30c7\u30fc\u30bf\u3092\u57fa\u76e4\u3068\u3057\u3066\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>Apple\u30de\u30c3\u30d7\u304c\u6700\u521d\u306b\u516c\u958b\u3055\u308c\u305f\u9803\u306f\u5730\u540d\u306e\u4e0d\u6b63\u78ba\u3055\u3084\u9593\u9055\u3044\u304c\u3042\u308a\u3001Apple\u793e\u304c\u53b3\u3057\u304f\u6279\u5224\u3055\u308c\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u306e\u8c61\u5fb4\u3068\u3082\u8a00\u3048\u308b\u30de\u30c7\u30a3\u30bd\u30f3\u30b9\u30af\u30a8\u30a2\u30ac\u30fc\u30c7\u30f3\u306f\u3001\u300c\u30ac\u30fc\u30c7\u30f3\u300d\u3068\u3044\u3046\u8a9e\u3092\u542b\u3093\u3067\u3044\u308b\u3060\u3051\u3067\u81ea\u7136\u5730\u57df\u3068\u3057\u3066\u5206\u985e\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u5730\u56f3\u30a2\u30d7\u30ea\u306b\u82e6\u60c5\u3084\u6279\u5224\u304c\u76f8\u6b21\u3044\u3060\u305f\u3081\u3001\u30c6\u30a3\u30e0\u30fb\u30af\u30c3\u30af\u304c\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a\u3092\u7d04\u675f\u3059\u308b\u516c\u5f0f\u306e\u8b1d\u7f6a\u6587\u3092\u63b2\u8f09\u3059\u308b\u307b\u3069\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u308c\u4ee5\u6765\u3001Apple\u306f\u8aa4\u308a\u3092\u4fee\u6b63\u3057\u3001\u65b0\u3057\u3044\u6a5f\u80fd\u3092\u958b\u767a\u3057\u3001\u3055\u3089\u306b\u306f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5927\u5e45\u306a\u898b\u76f4\u3057\u3092\u8a08\u753b\u3057\u3066\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u5927\u304d\u304f\u6539\u826f\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u3053\u3068\u304b\u3089\u3001\u5730\u56f3\u30a2\u30d7\u30ea\u3067\u306f\u3001\u6700\u3082\u6b63\u78ba\u306aGIS\u30c7\u30fc\u30bf\u3092\u6301\u3064\u30a2\u30d7\u30ea\u304c\u52dd\u3064\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u6210\u529f\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u4eba\u9593\u304c\u30bf\u30b0\u4ed8\u3051\u3057\u305f\u30c7\u30fc\u30bf\u3067\u3059\u3002GIS\u30c7\u30fc\u30bf\u306e\u5f37\u5316\u30fb\u691c\u8a3c\u306b\u95a2\u4e0e\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u30e6\u30fc\u30b6\u30fc\u306f\u5927\u304d\u306a\u4fa1\u5024\u3092\u4eab\u53d7\u3057\u307e\u3059\u3002GIS\u30c7\u30fc\u30bf\u304c\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u6539\u826f\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3063\u3066\u3044\u308b\u304b\u306b\u3064\u3044\u3066\u4ee5\u4e0b\u306b\u4e09\u70b9\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">GIS\u30c7\u30fc\u30bf\u306b\u3088\u308b\u30ed\u30fc\u30ab\u30eb\u691c\u7d22<\/h3><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-margin-top:20px;\"><p>\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306e\u4e2d\u6838\u3068\u306a\u308b\u6a5f\u80fd\u306f\u3001\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u5834\u5408\u3001\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u306f\u3001\u7279\u5b9a\u306e\u5730\u57df\u3067\u4f55\u304b\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\uff08\u4f8b\u3048\u3070\u3001\u300c\u6771\u4eac\u306e\u4e2d\u83ef\u6599\u7406\u300d\uff09\u3002\u4ed6\u793e\u306e\u88fd\u54c1\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u308c\u3070\u3001\u5730\u56f3\u30a2\u30d7\u30ea\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u6709\u5229\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u7d50\u679c\u306e\u7cbe\u5ea6\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u691c\u7d22\u95a2\u9023\u6027\u3068\u306f\u3001\u691c\u7d22\u7d50\u679c\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u6c42\u3081\u3066\u3044\u308b\u3082\u306e\u306b\u3069\u308c\u304f\u3089\u3044\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u306e\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u6700\u3082\u91cd\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u306f\u4eba\u9593\u306e\u77e5\u8b58\u306a\u306e\u3067\u3059\u3002<\/p>\n<p>\u691c\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u9ad8\u7cbe\u5ea6\u3068\u9ad8\u518d\u73fe\u7387\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4eba\u9593\u304c\u30bf\u30b0\u4ed8\u3051\u3057\u305f\u9ad8\u54c1\u8cea\u306eGIS\u30c7\u30fc\u30bf\u3067\u7d99\u7d9a\u7684\u306b\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3064\u307e\u308a\u3001GIS\u30c7\u30fc\u30bf\u4f5c\u6210\u306e\u88cf\u5074\u3067\u306f\u3001\u4eba\u9593\u304c\u4f55\u767e\u4e07\u4ef6\u3082\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3068\u7d50\u679c\u3092\u7a81\u304d\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3057\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">GIS\u30c7\u30fc\u30bf\u306b\u3088\u308b\u5730\u7406\u30c7\u30fc\u30bf\u306e\u5f37\u5316<\/h3><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-margin-top:20px;\"><p>\u5730\u56f3\u30a2\u30d7\u30ea\u306b\u3068\u3063\u3066\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u8981\u7d20\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u60c5\u5831\u306e\u6b63\u78ba\u3055\u3067\u3059\u3002\u5b8c\u5168\u3067\u8a73\u7d30\u304b\u3064\u6700\u65b0\u306e\u30d3\u30b8\u30cd\u30b9\u60c5\u5831\u3092\u4fdd\u6709\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u306e\u95a2\u9023\u6027\u306e\u5411\u4e0a\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u6b63\u78ba\u306a\u30ed\u30fc\u30ab\u30eb\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u3092\u7dad\u6301\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u3001\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u306eGIS\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u304c\u5931\u308f\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6b21\u306b\u691c\u7d22\u3059\u308b\u3068\u304d\u306f\u7af6\u4e89\u76f8\u624b\u306e\u5730\u56f3\u30a2\u30d7\u30ea\u3092\u4f7f\u3046\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u6700\u3082\u826f\u3044\u65b9\u6cd5\u306f\u3001\u305d\u306e\u5e02\u5834\u306e\u5c02\u9580\u5bb6\u306b\u5404\u5834\u6240\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u5730\u7406\u30c7\u30fc\u30bf\u3092\u691c\u8a3c\u3055\u305b\u308b\u3053\u3068\u3067\u3059\u3002\u5168\u3066\u306e\u5e02\u5834\u306e\u9867\u5ba2\u306b\u53ef\u80fd\u306a\u9650\u308a\u6b63\u78ba\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u30d3\u30b8\u30cd\u30b9\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4eba\u9593\u304c\u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u898b\u76f4\u3057\u3066\u691c\u8a3c\u3057\u3001<a href=\"\/blog\/data-preprocessing-machine-learning\/\">\u524d\u51e6\u7406<\/a>\u3057\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">GIS\u30c7\u30fc\u30bf\u306b\u3088\u308b\u7d4c\u8def\u691c\u8a3c<\/h3><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-margin-top:20px;\"><p>\u5730\u56f3\u30a2\u30d7\u30ea\u3067\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u306e\u306f\u3001\u6700\u3082\u52b9\u7387\u7684\u306a\u30c9\u30e9\u30a4\u30d6\u30eb\u30fc\u30c8\u3001\u81ea\u8ee2\u8eca\u30eb\u30fc\u30c8\u3001\u5f92\u6b69\u30eb\u30fc\u30c8\u3092\u7d20\u65e9\u304f\u898b\u3064\u3051\u3089\u308c\u308b\u6a5f\u80fd\u3067\u3059\u3002 \u7279\u306b\u767a\u5c55\u9014\u4e0a\u306e\u5e02\u5834\u3067\u306f\u3001\u73fe\u5b9f\u7684\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u5373\u3057\u305f\u6b63\u78ba\u306a\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u5316\u306f\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u8ab2\u984c\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u904e\u7a0b\u306b\u304a\u3044\u3066\u4eba\u9593\u306f\u5927\u304d\u306a\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c6\u30b9\u30bf\u30fc\u306f\u3001\u5730\u70b9\u9593\u306e\u30eb\u30fc\u30c8\u304c\u6b63\u78ba\u3067\u5b89\u5168\u3001\u305d\u3057\u3066\u6642\u9593\u901a\u308a\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u4f5c\u696d\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u5730\u5143\u306e\u5c02\u9580\u5bb6\u3060\u3051\u304c\u6301\u3064\u77e5\u8b58\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u5730\u5143\u306e\u8a55\u4fa1\u8005\u304c\u96c7\u308f\u308c\u3066\u3053\u306e\u4f5c\u696d\u306b\u3042\u305f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">GIS\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/h3><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-margin-top:20px;\"><p>\u5730\u7406\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306b\u8ab0\u3067\u3082\u7121\u6599\u3067\u5165\u624b\u3067\u304d\u308b\u5730\u7406\u30c7\u30fc\u30bf\u304c\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u3002\u304a\u5ba2\u69d8\u306e\u304a\u5f79\u306b\u7acb\u3066\u308b\u3088\u3046\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u512a\u308c\u305f\u5730\u7406\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u309215\u4ef6\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<p><a href=\"http:\/\/www.naturalearthdata.com\/downloads\" target=\"_blank\" rel=\"noopener noreferrer\">\u30ca\u30c1\u30e5\u30e9\u30e9\u30eb\u30a2\u30fc\u30b9\u30fb\u30c7\u30fc\u30bf<\/a>: \u5730\u56f3\u306e\u4f5c\u6210\u306b\u5fc5\u8981\u306a\u6700\u3082\u4e00\u822c\u7684\u306a\u8981\u7d20\u3092\u542b\u3080GIS\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u898b\u305f\u76ee\u306e\u7f8e\u3057\u3044\u5f62\u5f0f\u3067\u4e3b\u8981\u306a\u5730\u56f3\u6a5f\u80fd\uff08\u6587\u5316\u7684\u3001\u7269\u7406\u7684\u3001\u30e9\u30b9\u30bf\u30fc\uff09\u3092\u63d0\u4f9b\u3002<\/p>\n<p><a href=\"https:\/\/globalmaps.github.io\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5730\u7403\u5730\u56f3<\/a>: \u5730\u7403\u5730\u56f3\u56fd\u969b\u904b\u55b6\u59d4\u54e1\u4f1a\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u305f\u5730\u7403\u5730\u56f3\u3002\u5730\u7403\u5168\u4f53\u3092\u30ab\u30d0\u30fc\u3059\u308b\u4e00\u9023\u306eGIS\u30ec\u30a4\u30e4\u30fc\u3092\u7279\u5fb4\u3068\u3057\u3001\u4ea4\u901a\u6a5f\u95a2\u3001\u6a19\u9ad8\u3001\u6392\u6c34\u3001\u690d\u751f\u3001\u571f\u5730\u5229\u7528\u3001\u4eba\u53e3\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<p><a href=\"https:\/\/hub.arcgis.com\/pages\/open-data\" target=\"_blank\" rel=\"noopener noreferrer\">ArcGIS\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf<\/a>: \u4e16\u754c\u4e2d\u306e2,601\u306e\u6a5f\u95a2\u304c\u516c\u958b\u3057\u3066\u3044\u308bGIS\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8230,981\u4ef6\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u3002<\/p>\n<p><a href=\"https:\/\/www.kaggle.com\/google\/google-landmarks-dataset\" target=\"_blank\" rel=\"noopener noreferrer\">Google\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: Google\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u8a8d\u8b58\u30c1\u30e3\u30ec\u30f3\u30b8\u306e\u4e00\u74b0\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u4e16\u754c\u306e\u30e9\u30f3\u30c9\u30de\u30fc\u30af\u306e\u30c6\u30b9\u30c8\u753b\u50cf\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u753b\u50cf\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u753b\u50cf\u304c\u542b\u307e\u308c\u308b\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u8a8d\u8b58\u3068\u691c\u7d22\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u4e8c\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u5206\u985e\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<p><a href=\"http:\/\/geodata.grid.unep.ch\/\" target=\"_blank\" rel=\"noopener noreferrer\">UNEP GEO\u30c7\u30fc\u30bf<\/a>: \u56fd\u9023\u74b0\u5883\u8a08\u753b\u306b\u3088\u308b\u30aa\u30f3\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002\u56fd\u5225\u3001\u6e96\u5730\u57df\u5225\u3001\u5730\u57df\u5225\u304a\u3088\u3073\u5730\u7403\u5168\u4f53\u306e\u7d71\u8a08\u3084\u5730\u7406\u7a7a\u9593\u60c5\u5831\u3068\u3057\u3066500\u500b\u4ee5\u4e0a\u306e\u7570\u306a\u308b\u5909\u6570\u304c\u542b\u307e\u308c\u308b\u3002<\/p>\n<p><a href=\"http:\/\/geoportal.statistics.gov.uk\/\" target=\"_blank\" rel=\"noopener noreferrer\">ONS\u5730\u7406\u30dd\u30fc\u30bf\u30eb<\/a>: \u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u5730\u7406\u30c7\u30fc\u30bf\u306b\u7121\u6599\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308bGIS\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/p>\n<p><a href=\"http:\/\/nationalmap.gov\/historical\/\" target=\"_blank\" rel=\"noopener noreferrer\">USGS\u6b74\u53f2\u7684\u5730\u5f62\u56f3<\/a>: \u904e\u53bb125\u5e74\u9593\u306eUSGS\u5730\u5f62\u56f3\u306e\u96fb\u5b50\u30b3\u30d4\u30fc\u3092GeoPDF\u5f62\u5f0f\u3067\u63d0\u4f9b\u3002<\/p>\n<p><a href=\"http:\/\/www.diva-gis.org\/gdata\" target=\"_blank\" rel=\"noopener noreferrer\">DIVA-GIS\u56fd\u5225\u30c7\u30fc\u30bf<\/a>: \u6570\u3005\u306e\u60c5\u5831\u6e90\u304b\u3089\u53ce\u96c6\u3057\u305f\u56fd\u5225\u5730\u7406\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u3002\u3053\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u5229\u7528\u3059\u308b\u3068\u3001\u4e16\u754c\u306e\u3069\u306e\u56fd\u306b\u3064\u3044\u3066\u3082\u7c21\u5358\u306a\u5730\u7406\uff08GIS\uff09\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u3002<\/p>\n<p><a href=\"http:\/\/www.naturalearthdata.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30ca\u30c1\u30e5\u30e9\u30eb\u30a2\u30fc\u30b9<\/a>: \u30d9\u30fc\u30b9\u30de\u30c3\u30d7\u306e\u305f\u3081\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304a\u3088\u3073\u30b0\u30ed\u30fc\u30d0\u30eb\u5883\u754c\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u308b\u512a\u308c\u305f\u60c5\u5831\u6e90\u3002<\/p>\n<p><a href=\"http:\/\/www.ngdc.noaa.gov\/nndc\/struts\/results?op_2=ne&amp;v_2=STORE&amp;t=102759&amp;s=15&amp;d=10,15,11\" target=\"_blank\" rel=\"noopener noreferrer\">\u56fd\u7acb\u5730\u7403\u7269\u7406\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc<\/a>: \u6a19\u9ad8\u30e2\u30c7\u30eb\u3001\u571f\u5730\u88ab\u8986\u3001\u5730\u9707\u5b66\u3092\u542b\u3080GIS\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/p>\n<p><a href=\"http:\/\/www.marine-geo.org\/portals\/gmrt\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30b0\u30ed\u30fc\u30d0\u30eb\u591a\u91cd\u89e3\u50cf\u5ea6\u30c8\u30dd\u30b0\u30e9\u30d5\u30a3\u30fc<\/a>: \u5730\u4e0a\u304a\u3088\u3073\u6d77\u5e95\u306e\u5730\u5f62\u3092\u30ab\u30d0\u30fc\u3059\u308b\u89e3\u50cf\u5ea6\u7d04100m\u306e\u683c\u5b50\u72b6\u306e\u6a19\u9ad8\u30c7\u30fc\u30bf\u3002<\/p>\n<p><a href=\"https:\/\/dwtkns.com\/srtm\/\" target=\"_blank\" rel=\"noopener noreferrer\">SRTM<\/a>: \u4e16\u754c\u306e\u307b\u3068\u3093\u3069\u3092\u30ab\u30d0\u30fc\u3059\u308b\u30b7\u30e3\u30c8\u30eb\u30fb\u30ec\u30fc\u30c0\u30fc\u30fb\u30c8\u30dd\u30b0\u30e9\u30d5\u30a3\u30fc\u30fb\u30df\u30c3\u30b7\u30e7\u30f3\u304b\u3089\u306e\u6a19\u9ad8\u30c7\u30fc\u30bf\u3002<\/p>\n<p><a href=\"http:\/\/asterweb.jpl.nasa.gov\/gdem.asp\" target=\"_blank\" rel=\"noopener noreferrer\">GDEM<\/a>: ASTER\u885b\u661f\u753b\u50cf\u304b\u3089\u53d6\u5f97\u3057\u305f\u89e3\u50cf\u5ea630m\u306e\u5730\u7403\u5168\u4f53\u306e\u6a19\u9ad8\u30c7\u30fc\u30bf\u3002<\/p>\n<p><a href=\"http:\/\/www.opentopography.org\/index.php\" target=\"_blank\" rel=\"noopener noreferrer\">\u30aa\u30fc\u30d7\u30f3\u30fb\u30c8\u30dd\u30b0\u30e9\u30d5\u30a3\u30fc<\/a>: \u9ad8\u5bc6\u5ea6\u70b9\u7fa4\u3084\u52a0\u5de5\u6e08\u307fDEM\uff08\u6570\u5024\u6a19\u9ad8\u30e2\u30c7\u30eb\uff09\u3068\u3057\u3066\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u5730\u5f62\u30c7\u30fc\u30bf\u3078\u306e\u7121\u6599\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30a4\u30c8\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u958b\u767a\u306b\u304a\u52e7\u3081\u306a\u30b5\u30fc\u30d3\u30b9<\/h3><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-margin-top:20px;\"><p>\u5fc5\u8981\u306aGIS\u30c7\u30fc\u30bf\u3092\u304a\u6301\u3061\u3067\u3057\u305f\u3089\u3001\u6b21\u306b\u5730\u56f3\u30a2\u30d7\u30ea\u306e\u958b\u767a\u306b\u53d6\u308a\u7d44\u307f\u307e\u3059\u3002\u5168\u3066\u306e\u4f5c\u696d\u3092\u81ea\u793e\u958b\u767a\u3067\u884c\u3046\u3068\u5927\u5909\u624b\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3046\u5834\u5408\u3082\u3042\u308b\u306e\u3067\u3001\u5730\u56f3\u30a2\u30d7\u30ea\u958b\u767a\u306e\u30b5\u30fc\u30d3\u30b9\u3082\u305c\u3072\u3054\u691c\u8a0e\u304f\u3060\u3055\u3044\u3002\u5730\u56f3\u30a2\u30d7\u30ea\u958b\u767a\u306b\u5b9a\u8a55\u306e\u3042\u308b\u4f1a\u793e\u306e\u7d39\u4ecb\u306f\u3001<a href=\"https:\/\/imitsu.jp\/list\/app-developer\/map-apps\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002\u958b\u767a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3060\u3051\u3067\u306a\u304f\u3001<a href=\"\/blog\/ai-consulting\/\">AI\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/a>\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u5236\u4f5c\u306a\u3069\u307e\u3067\u3054\u4f9d\u983c\u3067\u304d\u308b\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u30b5\u30fc\u30d3\u30b9\u3082\u591a\u304f\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5730\u7406\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306b\u8ab0\u3067\u3082\u7121\u6599\u3067\u5165\u624b\u3067\u304d\u308b\u5730\u7406\u30c7\u30fc\u30bf\u304c\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u3002\u304a\u5ba2\u69d8\u306e\u304a\u5f79\u306b\u7acb\u3066\u308b\u3088\u3046\u3001\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u512a\u308c\u305f\u5730\u7406\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u309215\u4ef6\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"featured_media":5134,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","categories":[35,1],"tags":[],"class_list":["post-5132","blog","type-blog","status-publish","has-post-thumbnail","hentry","category-datasets","category-1"],"acf":[],"yoast_head":"<!-- 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