{"id":80399,"date":"2025-12-24T08:00:00","date_gmt":"2025-12-23T23:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/tech-blog\/?p=80399"},"modified":"2025-12-23T15:46:09","modified_gmt":"2025-12-23T06:46:09","slug":"%e6%9c%aa%e7%9f%a5%e3%81%ae%e9%a0%98%e5%9f%9f%e3%81%a7%e3%82%82ai%e3%81%8c%e3%81%84%e3%82%8c%e3%81%b0%e6%80%96%e3%81%8f%e3%81%aa%e3%81%84%ef%bc%81","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/cloudnative\/azure\/80399","title":{"rendered":"\u672a\u77e5\u306e\u9818\u57df\u3067\u3082AI\u304c\u3044\u308c\u3070\u6016\u304f\u306a\u3044\uff01"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u672a\u7d4c\u9a13\u9818\u57df\u3067\u3082AI\u3092\u6d3b\u7528\u3059\u308c\u3070\u4ed5\u4e8b\u3067\u304d\u308b\u4ef6<\/h2>\n\n\n\n<p>\u65e5\u3005\u3001\u304a\u5ba2\u69d8\u306e\u671f\u5f85\u306b\u5fdc\u3048\u3001\u4fa1\u5024\u3092\u5275\u9020\u3059\u308b\u305f\u3081\u306b\u50cd\u3044\u3066\u3044\u308b\u7686\u69d8\u306f\u3001\u81ea\u8eab\u306e\u5f37\u307f\u3001\u696d\u52d9\u7d4c\u9a13\u3092\u6d3b\u304b\u3057\u3066\u3044\u308b\u3053\u3068\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3042\u308b\u65e5\u3001\u7a81\u7136\u304a\u5ba2\u69d8\u304b\u3089\u300c\u3053\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u4f7f\u3044\u305f\u3044\u3093\u3060\u3051\u3069\u3001\u3084\u3063\u3066\u3082\u3089\u3048\u306a\u3044\uff1f\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u8a71\u306f\u5c11\u306a\u304f\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u305d\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u306f\u5f80\u3005\u306b\u3057\u3066\u65b0\u3057\u3044\u3082\u306e\u3060\u3063\u305f\u308a\u3001\u6d41\u884c\u308a\u306e\u3082\u306e\u3060\u3063\u305f\u308a\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u306a\u304c\u3089\u3001\u4e16\u306e\u4e2d\u306e\u5168\u3066\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u65b9\u3005\u304c\u65b0\u3057\u3044\u3082\u306e\u3001\u6d41\u884c\u308a\u306e\u3082\u306e\u306b\u7cbe\u901a\u3057\u3001\u4f7f\u3044\u3053\u306a\u3057\u305f\u7d4c\u9a13\u3092\u6301\u3063\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3082\u3061\u308d\u3093\u3001\u307e\u3063\u305f\u304f\u89e6\u308c\u305f\u3053\u3068\u306e\u306a\u3044\u5834\u5408\u3082\u5927\u5909\u591a\u3044\u3053\u3068\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u6642\u3001\u6b74\u6226\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u7686\u3055\u3093\u306a\u3089\u5b66\u7fd2\u3057\u306a\u304c\u3089\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u81ea\u8eab\u306e\u8840\u8089\u3001\u7d4c\u9a13\u306b\u5909\u3048\u3066\u3044\u3051\u308b\u3082\u306e\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u3068\u306f\u3044\u3048\u3001\u5b66\u7fd2\u30b3\u30b9\u30c8\u306f\u4f4e\u304f\u306a\u3044\u3057\u3001\u6628\u4eca\u306e\u304a\u5ba2\u69d8\u306e\u30cb\u30fc\u30ba\u306b\u306f\u30b9\u30d4\u30fc\u30c9\u611f\u304c\u6c42\u3081\u3089\u308c\u308b\u3053\u3068\u304c\u5f53\u305f\u308a\u524d\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001<strong>AI\u306e\u51fa\u756a<\/strong>\u3067\u3059\uff01\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u79c1\u304c\u3076\u3061\u5f53\u305f\u3063\u305f\u8a71<\/h3>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u4e00\u65e6\u79c1\u306e\u7d4c\u6b74\u3084\u696d\u52d9\u7d4c\u9a13\u3092\u304a\u8a71\u3057\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8077\u7a2e\uff1a\u8272\u3005\u3084\u308b\u30a8\u30f3\u30b8\u30cb\u30a2<br>\u8077\u6b74\uff1a\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u30673\u793e\u76ee<br>\u696d\u52d9\u7d4c\u9a13\uff1a<br>  - \u5927\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u306e\u6027\u80fd\u8a66\u9a13\/\u8a55\u4fa1\u696d\u52d9\u3092\u7d0410\u5e74<br>  - \u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9(\u30aa\u30f3\u30d7\u30ec\u30df\u30b9)\u3092\u7d041\u5e74<br>  - PHP\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3092\u7d041\u5e74<br>  - \u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u7d041\u5e74<br>  - devOps\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u7d048\u5e74<br>\u30b9\u30ad\u30eb\uff1a<br>  PHP(\u307b\u307c\u5fd8\u308c\u305f)\u3001Golang\u3001Python\u3001shellscript<br>  RDB\u5168\u822c\uff08Oracle\u3001Mysql\u3001postgress\u306a\u3069\uff09<br>  Kubernetes\u3001Terraform\u3001ansible\u306a\u3069\u306a\u3069\u3001\u3001\u3001<\/p>\n\n\n\n<p>\u5c02\u9580\u5206\u91ce\u304c\u4f55\u304b\u3068\u8a00\u308f\u308c\u305f\u3089\u56f0\u308b\u30bf\u30a4\u30d7\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3059\u3002<br>\u305d\u3093\u306a\u79c1\u304c\u3001\u6628\u4eca\u3067\u3076\u3061\u5f53\u305f\u3063\u305f\u8a71\u3092\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306f\u6d41\u308c\u304c\u65e9\u304f\u3066\u3001\u77e5\u3089\u306a\u3044\u3082\u306e\u304c\u5c71\u307b\u3069\u3042\u308b<\/h3>\n\n\n\n<p>\u5f0a\u793e\u306f\u30af\u30e9\u30a6\u30c9\u306b\u7cbe\u901a\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u3092\u304a\u5ba2\u69d8\u306b\u6301\u3063\u3066\u3082\u3089\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u79c1\u3082\u696d\u52d9\u3067\u30af\u30e9\u30a6\u30c9\u95a2\u9023\u306e\u8a71\u3092\u9802\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<br>\u305d\u306e\u4e2d\u306b\u306f\u3001\u79c1\u306e\u7d4c\u6b74\u304b\u3089RBD\u95a2\u9023\u306e\u8a71\u306a\u3069\u3082\u3082\u3061\u308d\u3093\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u4eca\u56de\u306f<strong>Databricks<\/strong>\u306e\u4f8b\u3092\u6319\u3052\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u300cDatabricks\u3092\u4f7f\u3044\u305f\u3044\u300d<\/h3>\n\n\n\n<p>\u304a\u5ba2\u69d8\u306b\u8a00\u308f\u308c\u305f\u6642\u3001Databricks\u3063\u3066\u306a\u3093\u3060\u3063\u3051\uff1f\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u4eca\u307e\u3067\u306a\u3089\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u5148\u9054\u305f\u3061\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u8abf\u67fb\u3001\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059\u304c\u3001\u30b9\u30d4\u30fc\u30c7\u30a3\u306a\u5bfe\u5fdc\u304c\u5fc5\u8981\u3060\u3063\u305f\u306e\u3067\u3001\u5b66\u7fd2\u3001\u7406\u89e3\u3001\u7fd2\u5f97\u3092\u30b9\u30d4\u30fc\u30c7\u30a3\u306b\u9032\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u305d\u3053\u3067\u3001AI\u306e\u51fa\u756a\u3067\u3059<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\">AI\u306b\u805e\u3044\u3066\u307f\u305f\u3002\u300cDatabricks\u3063\u3066\u306a\u306b\uff1f\u300d<\/h3>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001ChatGPT\u306b\u300cDatabricks\u3063\u3066\u4f55\uff1f\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3044\u304d\u306a\u308a\u4e0e\u3048\u3066\u307f\u305f\u7d50\u679c\u3092\u5171\u6709\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-cyan-bluish-gray-background-color has-background\">Databricks \u306f \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u5206\u6790\uff08\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\uff09\u3068\u6a5f\u68b0\u5b66\u7fd2\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u305f\u3081\u306e\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 \u3067\u3059\u3002\u7c21\u5358\u306b\u8a00\u3046\u3068\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u30fb\u52a0\u5de5\u30fb\u5206\u6790\u30fbAI \u30e2\u30c7\u30eb\u958b\u767a\u3092\u3072\u3068\u307e\u3068\u3081\u306b\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<br><br>&#x1f50d; Databricks \u306e\u30dd\u30a4\u30f3\u30c8<br>1. \u30ec\u30a4\u30af\u30cf\u30a6\u30b9\uff08Lakehouse\uff09\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<br>\u5f93\u6765\u306f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u304c\u5225\u3005\u3067\u3057\u305f\u304c\u3001Databricks \u306f\u4e21\u65b9\u306e\u826f\u3055\u3092\u7d71\u5408\u3057\u305f\u300c\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u300d\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<br>  - \u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5b89\u304f\u4fdd\u5b58\u3067\u304d\u308b\uff08\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5229\u70b9\uff09<br>  - \u9ad8\u901f\u306a\u30af\u30a8\u30ea\u3084\u5206\u6790\u304c\u3067\u304d\u308b\uff08DWH \u306e\u5229\u70b9\uff09<br>  - \u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u30fb\u54c1\u8cea\u7ba1\u7406\u304c\u3057\u3084\u3059\u3044<br><br>2. Delta Lake \u306b\u3088\u308b\u9ad8\u54c1\u8cea\u30c7\u30fc\u30bf\u7ba1\u7406<br>Databricks \u306e\u57fa\u76e4\u6280\u8853\u3067\u3042\u308b Delta Lake \u306f<br>  - ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3<br>  - \u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\uff08\u904e\u53bb\u72b6\u614b\u306b\u623b\u305b\u308b Time Travel\uff09<br>  - \u30b9\u30ad\u30fc\u30de\u7ba1\u7406<br>\u306a\u3069\u3001\u4f01\u696d\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<br><br>3. Notebook \u3067\u30c7\u30fc\u30bf\u51e6\u7406\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u307e\u3067\u4e00\u6c17\u901a\u8cab<br>Python\u3001SQL\u3001Scala\u3001R \u3092 Notebook \u4e0a\u3067\u5b9f\u884c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304b\u3089\u53ef\u8996\u5316\u3001AI \u30e2\u30c7\u30eb\u958b\u767a\u307e\u3067\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u3067\u3067\u304d\u307e\u3059\u3002<br><br>4. Apache Spark \u30d9\u30fc\u30b9\u3067\u9ad8\u901f\u51e6\u7406<br>Spark \u30af\u30e9\u30b9\u30bf\u3092\u81ea\u52d5\u3067\u69cb\u7bc9\u30fb\u7ba1\u7406\u3057\u3001\u5927\u91cf\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u9ad8\u901f\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<br>\u2192 \u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30af\u30e9\u30b9\u30bf\u904b\u7528\u306b\u60a9\u307e\u306a\u304f\u3066\u6e08\u3080\u3002<br><br>5. MLflow \u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406<br>  - \u30e2\u30c7\u30eb\u306e\u5b9f\u9a13\u7ba1\u7406<br>  - \u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<br>  - \u30c7\u30d7\u30ed\u30a4<br>\u306a\u3069\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u7d44\u7e54\u7684\u306b\u904b\u7528\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br><br>6. \u4f01\u696d\u5411\u3051\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<br>Unity Catalog \u306b\u3088\u308a<br>- \u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u7ba1\u7406- \u76e3\u67fb\u30ed\u30b0<br>- \u30c7\u30fc\u30bf\u7cfb\u8cc7\u7523\u306e\u30ab\u30bf\u30ed\u30b0\u5316<br>\u304c\u5b9f\u73fe\u3067\u304d\u3001\u4f01\u696d\u30ec\u30d9\u30eb\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u306b\u5f37\u3044\u3067\u3059\u3002<br><br>\u307e\u3068\u3081\uff08\u8d85\u3056\u3063\u304f\u308a\uff09<br>Databricks = \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u67d4\u8edf\u6027 + DWH \u306e\u6027\u80fd + AI\/ML \u306e\u7d71\u5408\u74b0\u5883<br>\u30c7\u30fc\u30bf\u3068AI\u3092\u4e00\u4f53\u7684\u306b\u6271\u3046\u305f\u3081\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/p>\n<\/blockquote>\n<\/div><\/div>\n\n\n\n<p>\u3075\u3080\u3075\u3080\u306a\u308b\u307b\u3069\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/www.databricks.com\/jp\" target=\"_blank\" rel=\"noreferrer noopener\">Databricks\u306e\u516c\u5f0f<\/a>\u3092\u8aad\u3080\u3088\u308a\u306f\u3068\u3063\u304b\u304b\u308a\u3084\u3059\u3044\u611f\u3058\u306b\u307e\u3068\u3081\u3066\u304f\u308c\u307e\u3057\u305f\u3002<br>\u3068\u3063\u304b\u304b\u308a\u3068\u3057\u3066\u306f\u3001\u3068\u3066\u3082\u5165\u308a\u3084\u3059\u3044\u5f62\u306b\u306a\u3063\u3066\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001Catalog\u306e\u4f5c\u6210\u3001ETL pipeline\u306e\u4f5c\u6210\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u4f5c\u6210\u306b\u3064\u3044\u3066\u3082AI\u306b\u652f\u63f4\u3057\u3066\u3082\u3089\u3044\u3001\u7206\u901f\u3067\u52d5\u304f\u7269\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3067\u3082\u3001\u5168\u3066\u9d5c\u5451\u307f\u306f\u30c0\u30e1\u3067\u3059<\/h3>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u554f\u984c\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001\u4f55\u304b\u9055\u548c\u611f\u304c\u3002\u3002\u3002\u56de\u7b54\u3068\u5b9f\u969b\u306b\u79c1\u304c\u76ee\u306b\u3057\u3066\u3044\u308b\u7269\u304c\u4e00\u81f4\u3057\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u539f\u56e0\u306f\u3001\u79c1\u304c\u898b\u3066\u308b\u3082\u306f<a href=\"https:\/\/docs.databricks.com\/aws\/ja\/dashboards\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI\/BI\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/a>\u3068\u547c\u3070\u308c\u308bDatabricks\u304c\u6a19\u6e96\u3067\u4f7f\u7528\u3092\u63a8\u5968\u3057\u3066\u3044\u308b\u3082\u306e\u3002<br>AI\u304c\u8a71\u3057\u3066\u3044\u308b\u306e\u306f<a href=\"https:\/\/docs.databricks.com\/aws\/ja\/sql\/user\/dashboards\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ec\u30ac\u30b7\u30fc\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/a>\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"412\" height=\"537\" src=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/12\/ea6aca9c9dd49403504fc16e63060fd3.png\" alt=\"databricks \u5de6\u5074\u30e1\u30cb\u30e5\u30fc\" class=\"wp-image-81450\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/12\/ea6aca9c9dd49403504fc16e63060fd3.png 412w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2025\/12\/ea6aca9c9dd49403504fc16e63060fd3-276x360.png 276w\" sizes=\"auto, (max-width: 412px) 100vw, 412px\" \/><\/figure>\n\n\n\n<p>\u79c1\u304c\u898b\u3066\u305f\u306e\u306f\u30c8\u30c3\u30d7\u30da\u30fc\u30b8\u304b\u3089\u98db\u3079\u308b\u4e0a\u8a18\u306eDashboard\u3060\u3063\u305f\u306e\u3067\u3001AI\u306e\u56de\u7b54\u901a\u308a\u306b\u4f5c\u696d\u304c\u3067\u304d\u305a\u3001\u9055\u3046\u7269\u3092\u76f8\u624b\u306b\u3057\u3066\u308b\u3068\u6c17\u3065\u304f\u307e\u3067\u30d5\u30e9\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u6e9c\u307e\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f4d\u7f6e\u60c5\u5831\uff1f\u8ddd\u96e2\u8a08\u7b97\uff1f\u3069\u3046\u3084\u308b\u3046\u3060\u308d\u3046\uff1fAI\u306b\u6559\u3048\u3066\u3082\u3089\u304a\u3046\uff01<\/h2>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u95a2\u9023\u306e\u8a71\u3067\u306f\u306a\u3044\u3067\u3059\u304c\u3001Python\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u4f4d\u7f6e\u60c5\u5831\u3084\u7269\u4f53\u3068\u306e\u8ddd\u96e2\u8a08\u7b97\u306a\u3069\u3092\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br>\u304c\u3001\u79c1\u306b\u306f\u305d\u306e\u69d8\u306a\u7d4c\u9a13\u3082\u77e5\u8b58\u3082\u3042\u308a\u307e\u305b\u3093\u3002<br>\uff11\u304b\u3089\u52c9\u5f37\u3059\u308b\u3001\u30b0\u30b0\u308b\u306e\u304c\u4eca\u307e\u3067\u306e\u6d41\u308c\u3067\u3057\u305f\u304c\u3001\u3053\u306e\u6642\u306fAI\u3092\u5229\u7528\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u4f4d\u7f6e\u60c5\u5831\u306flatitude(\u7def\u5ea6)\u3001longitude(\u7d4c\u5ea6)\u3067\u4e0e\u3048\u3001geojson\u3067\u5730\u56f3\u60c5\u5831\u3092\u4e0e\u3048\u3066\u73fe\u5728\u4f4d\u7f6e\u3084\u3001\u9053\u8def\u306e\u5e45\u306a\u3069\u3092\u5f97\u308b\u65b9\u6cd5\u304c\u77e5\u308a\u305f\u3044\u3002\u3055\u3089\u306b\u4eca\u3044\u308b\u4f4d\u7f6e\u304c\u9053\u8def\u306e\u4e2d\u5fc3\u304b\u3089\u3069\u306e\u304f\u3089\u3044\u96e2\u308c\u3066\u308b\u304b\u3092\u8a08\u7b97\u3057\u305f\u3044\u3002<br>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30b5\u30f3\u30d7\u30eb\u304c\u6b32\u3057\u3044\u3002<br>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u4ee5\u4e0b\u3092\u5165\u308c\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-cyan-bluish-gray-background-color has-background\">python\u3067geojson\u3067\u5730\u56f3\u60c5\u5831\u3001latitude(\u7def\u5ea6)\u3001longitude(\u7d4c\u5ea6)\u3067\u73fe\u5728\u4f4d\u7f6e\u3092\u53d6\u5f97\u3057\u3066\u9053\u8def\u306e\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089\u3069\u306e\u304f\u3089\u3044\u96e2\u308c\u305f\u304b\u3092\u8a08\u7b97\u3057\u305f\u3044\u3002\u30b5\u30f3\u30d7\u30eb\u3092\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u3053\u308c\u306b\u5bfe\u3059\u308b\u56de\u7b54\u3067\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-cyan-bluish-gray-background-color has-background\"><br>\u4ee5\u4e0b\u306f Python\u3067 GeoJSON\uff08\u9053\u8def\u306e\u8eca\u7dda\u4e2d\u5fc3\u7dda\uff09\u3068\u73fe\u5728\u4f4d\u7f6e\uff08\u7def\u5ea6\u30fb\u7d4c\u5ea6\uff09\u3092\u4f7f\u3063\u3066\u3001\u300c\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089\u3069\u308c\u304f\u3089\u3044\u96e2\u308c\u3066\u3044\u308b\u304b\u300d\u3092\u8a08\u7b97\u3059\u308b\u6700\u5c0f\u69cb\u6210\u306e\u30b5\u30f3\u30d7\u30eb\u3067\u3059\u3002<br>\u5b9f\u52d9\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b GeoPandas + Shapely + pyproj \u3092\u4f7f\u3044\u307e\u3059\u3002<br>\u65b9\u91dd\uff08\u91cd\u8981\uff09<br>GeoJSON\u306e\u8eca\u7dda\u4e2d\u5fc3\u7dda \u2192 LineString<br>\u73fe\u5728\u4f4d\u7f6e \u2192 Point<br>\u7def\u5ea6\u7d4c\u5ea6\uff08EPSG:4326\uff09\u306e\u307e\u307e\u8ddd\u96e2\u8a08\u7b97\u3059\u308b\u3068\u8aa4\u5dee\u304c\u5927\u304d\u3044<br>&#x1f449; \u30e1\u30fc\u30c8\u30eb\u7cfb\u306e\u6295\u5f71\u5ea7\u6a19\uff08\u4f8b: UTM\uff09\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u8ddd\u96e2\u8a08\u7b97<br>\u5fc5\u8981\u30e9\u30a4\u30d6\u30e9\u30ea<br>pip install geopandas shapely pyproj<br><br>\u30b5\u30f3\u30d7\u30ebGeoJSON\uff08\u8eca\u7dda\u4e2d\u5fc3\u7dda\uff09<br>\u4f8b\uff1a\u76f4\u7dda\u306e\u8eca\u7dda\u4e2d\u5fc3\uff08\u6771\u4eac\u4ed8\u8fd1\uff09<br>{<br>  \"type\": \"FeatureCollection\",<br>  \"features\": [<br>    {<br>      \"type\": \"Feature\",<br>      \"properties\": {<br>        \"lane_id\": \"lane_001\"<br>       },<br>      \"geometry\": {<br>        \"type\": \"LineString\",<br>        \"coordinates\": [<br>          [139.7670, 35.6810],<br>          [139.7680, 35.6815],<br>          [139.7690, 35.6820]<br>        ]<br>      }<br>    }<br>  ]<br>}<br>Python\u30b3\u30fc\u30c9\u4f8b<br>import geopandas as gpd<br>from shapely.geometry import Point<br>from pyproj import CRS<br><em># ---------------------------<\/em><br><em># 1. \u73fe\u5728\u4f4d\u7f6e\uff08\u7def\u5ea6\u30fb\u7d4c\u5ea6\uff09<\/em><br><em># ---------------------------<\/em><br>current_lat = 35.6812<br>current_lon = 139.7685<br>current_point = Point(current_lon, current_lat)<br><em># ---------------------------<\/em><br><em># 2. GeoJSON\uff08\u8eca\u7dda\u4e2d\u5fc3\u7dda\uff09\u3092\u8aad\u307f\u8fbc\u3080<\/em><br><em># ---------------------------<\/em><br>lanes_gdf = gpd.read_file(\"lane_center.geojson\")<br><em># \u73fe\u5728\u4f4d\u7f6e\u3092GeoDataFrame\u5316<\/em><br>point_gdf = gpd.GeoDataFrame(<br>    geometry=[current_point],<br>    crs=\"EPSG:4326\"<br>)<br><em># ---------------------------<\/em><br><em># 3. \u8ddd\u96e2\u8a08\u7b97\u7528\u306b\u6295\u5f71\u5ea7\u6a19\u7cfb\u3078\u5909\u63db<\/em><br><em># \uff08\u6771\u4eac\u5468\u8fba \u2192 UTM Zone 54N\uff09<\/em><br><em># ---------------------------<\/em><br>utm_crs = CRS.from_epsg(32654)<br>lanes_utm = lanes_gdf.to_crs(utm_crs)<br>point_utm = point_gdf.to_crs(utm_crs)<br><em># ---------------------------<\/em><br><em># 4. \u8eca\u7dda\u4e2d\u5fc3\u7dda\u3068\u306e\u6700\u77ed\u8ddd\u96e2\u3092\u8a08\u7b97<\/em><br><em># ---------------------------<\/em><br>lane_line = lanes_utm.geometry.iloc[0]<br>current_pt = point_utm.geometry.iloc[0]<br>print(f\"\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089\u306e\u8ddd\u96e2: {distance_m:.2f} m\")<br><br>\u51fa\u529b\u4f8b<br>\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089\u306e\u8ddd\u96e2: 1.37 m<br>&#x1f449; <strong>\u73fe\u5728\u4f4d\u7f6e\u304c\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089\u7d041.4m\u305a\u308c\u3066\u3044\u308b<\/strong>\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<br><br>\u5fdc\u7528\u30a2\u30a4\u30c7\u30a2<br>\u6700\u8fd1\u508d\u306e\u8eca\u7dda\u3092\u63a2\u3057\u305f\u3044\u5834\u5408<br>lanes_utm[\"distance\"] = lanes_utm.distance(current_pt)<br>nearest_lane = lanes_utm.sort_values(\"distance\").iloc[0]<br>print(nearest_lane[\"lane_id\"], nearest_lane[\"distance\"])<br><br>\u8eca\u7dda\u5e45\uff08\u4f8b: 3.5m\uff09\u3092\u8003\u616e<br>lane_width = 3.5 # m<br>if distance_m &lt;= lane_width \/ 2:<br>print(\"\u8eca\u7dda\u5185\")<br>else:<br>print(\"\u8eca\u7dda\u5916\")<br><br>\u6ce8\u610f\u70b9\uff08\u5b9f\u52d9\u3067\u91cd\u8981\uff09<br>- <strong>GPS\u8aa4\u5dee\uff08\u00b11\u301c5m\uff09<\/strong> \u3092\u5fc5\u305a\u8003\u616e\u3059\u308b<br>- \u8907\u6570\u8eca\u7dda\u30fb\u66f2\u7dda\u9053\u8def\u3067\u306f <strong>\u6700\u8fd1\u508dLineString\u306e\u9078\u629e<\/strong> \u304c\u91cd\u8981<br>- \u65e5\u672c\u5168\u56fd\u5bfe\u5fdc\u306a\u3089 <strong>\u5730\u57df\u3054\u3068\u306bUTM\u30be\u30fc\u30f3\u3092\u5207\u308a\u66ff\u3048\u308b<\/strong> or \u5e73\u9762\u76f4\u89d2\u5ea7\u6a19\u7cfb\uff08JGD2011\uff09<br><br>\u3082\u3057\u6b21\u306b<br><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0GPS\u30ed\u30b0\u306e\u51e6\u7406<\/strong><br><strong>\u8907\u6570\u8eca\u7dda\uff08\u5de6\u53f3\u3069\u3061\u3089\u304b\uff09\u5224\u5b9a<\/strong><br><strong>\u9032\u884c\u65b9\u5411\u3092\u8003\u616e\u3057\u305f\u8eca\u7dda\u30de\u30c3\u30c1\u30f3\u30b0<\/strong><br>\u3092\u3084\u308a\u305f\u3044\u306a\u3089\u3001\u305d\u306e\u30b5\u30f3\u30d7\u30eb\u3082\u51fa\u3057\u307e\u3059\u3088\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote has-cyan-bluish-gray-background-color has-background is-layout-flow wp-block-quote-is-layout-flow\"><\/blockquote>\n\n\n\n<p>\u30b7\u30f3\u30d7\u30eb\u306a\u304c\u3089\u6982\u306d\u826f\u3055\u3052\u306a\u30b3\u30fc\u30c9\u3092\u51fa\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002<br>\u5fdc\u7528\u30a2\u30a4\u30c7\u30a3\u30a2\u3082\u51fa\u3057\u3066\u8272\u3005\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u305d\u3082\u305d\u3082\u4f4d\u7f6e\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044\u304c\u308f\u304b\u3063\u3066\u306a\u3044\u306e\u3067\u3001\u308f\u304b\u308a\u3084\u3059\u3044\u8aac\u660e\u3082\u6c42\u3081\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-cyan-bluish-gray-background-color has-background\">\u5ea7\u6a19\u306e\u53d6\u308a\u6271\u3044\u306a\u3069\u306b\u8a73\u3057\u304f\u306a\u3044\u306e\u3067\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3092\u304a\u9858\u3044<\/p>\n<\/blockquote>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u8a73\u7d30\u306a\u8aac\u660e\u3092\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-cyan-bluish-gray-background-color has-background\">\u4e86\u89e3\u3067\u3059\u3002<br><strong>\u300c\u306a\u305c\u305d\u306e\u51e6\u7406\u304c\u5fc5\u8981\u306a\u306e\u304b\u300d\u3092\u565b\u307f\u7815\u3044\u3066\u8aac\u660e<\/strong>\u3057\u307e\u3059\u3002\u6570\u5f0f\u3084\u96e3\u3057\u3044GIS\u7528\u8a9e\u306f\u6700\u5c0f\u9650\u306b\u3057\u307e\u3059\u3002<br><br>\u4f55\u3092\u3057\u305f\u3044\u306e\u304b\uff08\u30b4\u30fc\u30eb\uff09<br>\u3042\u306a\u305f\u304c\u3084\u308a\u305f\u3044\u3053\u3068\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306b\u8a00\u3046\u3068\uff1a<br><strong>\u4eca\u3044\u308b\u5834\u6240\uff08\u7def\u5ea6\u30fb\u7d4c\u5ea6\uff09\u304c\u3001\u9053\u8def\u306e\u771f\u3093\u4e2d\uff08\u8eca\u7dda\u4e2d\u5fc3\uff09\u304b\u3089\u4f55\u30e1\u30fc\u30c8\u30eb\u96e2\u308c\u3066\u3044\u308b\u304b\u3092\u77e5\u308a\u305f\u3044<\/strong><br>\u3067\u3059\u3002<br><br>\u307e\u305a\u8d85\u91cd\u8981\u306a\u524d\u63d0\uff08\u3053\u3053\u304c\u4e00\u756a\u3064\u307e\u305a\u304d\u3084\u3059\u3044\uff09<br>\u7def\u5ea6\u30fb\u7d4c\u5ea6\u306f\u300c\u8ddd\u96e2\u300d\u3058\u3083\u306a\u3044<br>- \u7def\u5ea6\u30fb\u7d4c\u5ea6\u306f <strong>\u89d2\u5ea6\uff08\u5ea6\uff09<\/strong><br>- <code>0.00001\u00b0<\/code> \u304c <strong>\u4f55\u30e1\u30fc\u30c8\u30eb\u304b\u306f\u5834\u6240\u306b\u3088\u3063\u3066\u5909\u308f\u308b<\/strong><br>&#x274c; \u305d\u306e\u307e\u307e\u5f15\u304d\u7b97\u3059\u308b\u3068\u30c0\u30e1<br>&#x2b55; <strong>\u30e1\u30fc\u30c8\u30eb\u306e\u4e16\u754c\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u8ddd\u96e2\u3092\u6e2c\u308b<\/strong><br><br>\u5168\u4f53\u306e\u6d41\u308c\uff08\u3053\u308c\u3060\u3051\u899a\u3048\u308c\u3070OK\uff09<br>    \u2460 \u7def\u5ea6\u30fb\u7d4c\u5ea6\u3067\u4f4d\u7f6e\u3092\u8868\u3059<br>    \u2461 \u9053\u8def\u306e\u7dda\uff08GeoJSON\uff09\u3092\u8aad\u3080<br>    \u2462 \u30e1\u30fc\u30c8\u30eb\u3067\u6e2c\u308c\u308b\u5ea7\u6a19\u306b\u5909\u63db<br>    \u2463 \u70b9\u3068\u7dda\u306e\u6700\u77ed\u8ddd\u96e2\u3092\u8a08\u7b97<br><br>\u2460 \u7def\u5ea6\u30fb\u7d4c\u5ea6\u3068\u306f\u4f55\u304b<br>    \u7def\u5ea6(latitude) : \u5317\u30fb\u5357\uff08Y\u65b9\u5411\uff09<br>    \u7d4c\u5ea6(longitude) : \u6771\u30fb\u897f\uff08X\u65b9\u5411\uff09<br>    \u4f8b\uff1a<br>        lat = 35.6812 # \u7def\u5ea6<br>        lon = 139.7685 # \u7d4c\u5ea6<br>    \u3053\u308c\u306f<br>    &#x1f4cd;\u300c\u5730\u7403\u306e\u8868\u9762\u306e\u3069\u3053\u304b\u300d\u3092\u793a\u3059 <strong>\u4f4f\u6240<\/strong> \u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<br><br>\u2461 \u8eca\u7dda\u4e2d\u5fc3\u7dda\uff08GeoJSON\uff09\u3068\u306f\u4f55\u304b<br>    GeoJSON\u306e\u4e2d\u8eab\u306f\u3053\u3046\u3067\u3059\uff1a<br>        \"coordinates\": [<br>            [139.7670, 35.6810],<br>            [139.7680, 35.6815],<br>            [139.7690, 35.6820]<br>        ]<br>    \u3053\u308c\u306f<br>        \u70b9 \u2192 \u70b9 \u2192 \u70b9 \u3092\u7dda\u3067\u3064\u306a\u3044\u3060\u3082\u306eZ<br>    \u3064\u307e\u308a<br>        &#x1f6e3;&#xfe0f; <strong>\u9053\u8def\u306e\u771f\u3093\u4e2d\u3092\u306a\u305e\u3063\u305f\u7dda<\/strong><br>\u2462 \u306a\u305c\u300c\u5ea7\u6a19\u5909\u63db\u300d\u304c\u5fc5\u8981\u306a\u306e\u304b\uff08\u8d85\u91cd\u8981\uff09<br>    \u30c0\u30e1\u306a\u4f8b\uff08\u3084\u3063\u3066\u306f\u3044\u3051\u306a\u3044\uff09<br>        distance = point.distance(line)<br>        \u7def\u5ea6\u30fb\u7d4c\u5ea6\u306e\u307e\u307e\u3060\u3068\uff1a<br>        - \u5358\u4f4d\u306f\u300c\u5ea6\u300d<br>        - \u7d50\u679c\u304c <strong>\u4f55m\u304b\u5206\u304b\u3089\u306a\u3044<\/strong><br>    \u6b63\u3057\u3044\u8003\u3048\u65b9<br>        \u5730\u56f3\u306e\u4e16\u754c\u306b\u306f2\u7a2e\u985e\u3042\u308a\u307e\u3059\uff1a<br>            \u5730\u7403\u5ea7\u6a19\uff1a\u7def\u5ea6\u30fb\u7d4c\u5ea6\u3000\u5358\u4f4d\u306f\u5ea6<br>\u3000\u3000\u3000\u5e73\u9762\u5ea7\u6a19\uff1aUTM\u306a\u3069\u3000\u5358\u4f4d\u306f\u30e1\u30fc\u30c8\u30eb<br>\u3000\u3000&#x1f449; <strong>\u8ddd\u96e2\u3092\u6e2c\u308b\u306a\u3089\u5e73\u9762\u5ea7\u6a19<\/strong><br>\u3000\u30a4\u30e1\u30fc\u30b8<br>\u3000\u3000\u5730\u7403\uff08\u4e38\u3044\uff09 \u2192 \u7d19\u306e\u5730\u56f3\uff08\u5e73\u3089\uff09\u306b\u5909\u63db<br>\u3000\u3000\u3053\u308c\u3092 <strong>\u6295\u5f71\uff08projection\uff09<\/strong> \u3068\u8a00\u3044\u307e\u3059\u3002<br><br>\u2463 UTM\u3063\u3066\u4f55\uff1f<br>\u3000UTM\u306f\uff1a<br>\u3000\u3000- \u5730\u7403\u3092\u7e26\u306b\u5206\u5272\u3057\u305f\u5730\u56f3<br>\u3000\u3000- \u65e5\u672c\uff08\u6771\u4eac\u4ed8\u8fd1\uff09\u306f <strong>Zone 54N<\/strong><br>\u3000\u3000- \u5358\u4f4d\u306f <strong>\u30e1\u30fc\u30c8\u30eb<\/strong><br>\u3000\u306a\u306e\u3067\uff1a<br>\u3000\u3000EPSG:4326 # \u7def\u5ea6\u30fb\u7d4c\u5ea6 -> EPSG:32654 # \u30e1\u30fc\u30c8\u30eb<br>\u2464 \u5b9f\u969b\u306e\u30b3\u30fc\u30c9\u30921\u884c\u305a\u3064\u89e3\u8aac<br>\u3000\u3000import geopandas as gpd<br>\u3000\u3000from shapely.geometry import Point<br>\u3000\u3000&#x1f4e6; \u5730\u56f3\u3092\u6271\u3046\u305f\u3081\u306e\u9053\u5177\u7bb1<br><br>\u3000\u73fe\u5728\u4f4d\u7f6e\u3092\u70b9\u306b\u3059\u308b<br>\u3000\u3000current_point = Point(lon, lat)<br>\u3000\u3000&#x1f4cd;\u300c\u4eca\u3053\u3053\uff01\u300d\u3092\u70b9\u3067\u8868\u73fe<br><br>\u3000GeoJSON\u3092\u8aad\u3080<br>\u3000\u3000lanes = gpd.read_file(\"lane_center.geojson\")<br>\u3000\u3000&#x1f6e3;&#xfe0f; \u9053\u8def\u306e\u7dda\u3092\u8aad\u307f\u8fbc\u3080<br><br>\u3000\u5ea7\u6a19\u5909\u63db\uff08\u3053\u3053\u304c\u30ad\u30e2\uff09<br>\u3000\u3000lanes_utm = lanes.to_crs(\"EPSG:32654\")<br>\u3000\u3000point_utm = point_gdf.to_crs(\"EPSG:32654\")<br>\u3000\u3000&#x1f504;<br>\u3000\u3000\u3000\u7def\u5ea6\u30fb\u7d4c\u5ea6 \u2192 \u30e1\u30fc\u30c8\u30eb<br>\u3000\u3000\u3000\u540c\u3058\u5ea7\u6a19\u7cfb\u306b\u3059\u308b\u3053\u3068\u304c\u8d85\u91cd\u8981<br>\u3000\u3000\u3000\u7def\u5ea6\u30fb\u7d4c\u5ea6 \u2192 \u30e1\u30fc\u30c8\u30eb<br>\u3000\u3000\u540c\u3058\u5ea7\u6a19\u7cfb\u306b\u3059\u308b\u3053\u3068\u304c\u8d85\u91cd\u8981<br><br>\u3000\u8ddd\u96e2\u3092\u6e2c\u308b<br>\u3000\u3000distance = point_utm.geometry.iloc[0].distance(<br>\u3000\u3000\u3000lanes_utm.geometry.iloc[0]<br>\u3000\u3000)<br>\u3000\u3000\u3053\u308c\u306f\uff1a<br>\u3000\u3000\u3000\u70b9\u304b\u3089\u7dda\u3078\u306e \u6700\u77ed\u8ddd\u96e2<br>\u3000\u3000\u3000\u5358\u4f4d\u306f \u30e1\u30fc\u30c8\u30eb<br>\u3000\u3000\u7d50\u679c\u306e\u610f\u5473<br>\u3000\u3000\u30001.37 m<br>\u3000\u3000\u3053\u308c\u306f\uff1a<br>\u3000\u3000\u3000\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089 \u6a2a\u306b1.37m\u30ba\u30ec\u3066\u3044\u308b<br>\u3000\u3000\u3068\u8a00\u3046\u610f\u5473\u3067\u3059\u3002<br><br>\u3000\u3088\u304f\u3042\u308b\u52d8\u9055\u3044<br>\u3000\u3000Q. \u9032\u884c\u65b9\u5411\u306f\u8003\u616e\u3055\u308c\u308b\uff1f<br>\u3000\u3000&#x274c; \u3055\u308c\u307e\u305b\u3093<br>\u3000\u3000\u2192 \u7d14\u7c8b\u306a\u6a2a\u65b9\u5411\u306e\u6700\u77ed\u8ddd\u96e2<br>\u3000\u3000Q. GPS\u304c\u30ba\u30ec\u305f\u3089\uff1f<br>\u3000\u3000&#x2714; \u666e\u901a\u306b\u30ba\u30ec\u307e\u3059\uff08\u00b11\u301c5m\uff09<br>\u3000\u3000\u3060\u304b\u3089\u5b9f\u52d9\u3067\u306f\uff1a<br>\u3000\u3000\u3000\u8eca\u7dda\u5e45 \u00b1 GPS\u8aa4\u5dee<br>\u3000\u3000\u3092\u8003\u616e\u3057\u307e\u3059\u3002<br><br>\u8d85\u3056\u3063\u304f\u308a\u307e\u3068\u3081\uff08\u3053\u308c\u3060\u3051\u899a\u3048\u308c\u3070OK\uff09<br>\u3000\u7def\u5ea6\u30fb\u7d4c\u5ea6\u306e\u307e\u307e\u8ddd\u96e2\u3092\u6e2c\u3089\u306a\u3044<br>\u3000\u5fc5\u305a\u300c\u30e1\u30fc\u30c8\u30eb\u306e\u5ea7\u6a19\u300d\u306b\u5909\u63db<br>\u3000\u70b9\u3068\u7dda\u306e\u8ddd\u96e2\uff1d\u8eca\u7dda\u4e2d\u5fc3\u304b\u3089\u306e\u30ba\u30ec<br>\u3000UTM\uff08EPSG:32654\uff09\u306f\u65e5\u672c\u3067\u4fbf\u5229<br><br>\u3082\u3057\u6b21\u306b<br>\u3000&#x1f449; \u300c\u53f3\u306b\u305a\u308c\u3066\u3044\u308b \/ \u5de6\u306b\u305a\u308c\u3066\u3044\u308b\u300d\u5224\u5b9a<br>\u3000&#x1f449; \u8907\u6570\u8eca\u7dda\u306e\u4e2d\u304b\u3089\u6b63\u3057\u3044\u8eca\u7dda\u3092\u9078\u3076<br>\u3092\u3084\u308a\u305f\u3044\u306a\u3089\u3001\u56f3\u4ed8\u304d\u3067\u8aac\u660e\u3057\u307e\u3059\u3088\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<div class=\"wp-block-group has-cyan-bluish-gray-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator 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