{"id":653,"date":"2024-05-03T23:02:41","date_gmt":"2024-05-03T14:02:41","guid":{"rendered":"https:\/\/chocottopro.com\/?p=653"},"modified":"2024-05-03T23:02:42","modified_gmt":"2024-05-03T14:02:42","slug":"%e3%80%90python%e3%80%91%e3%81%9f%e3%81%a3%e3%81%9f15%e5%88%86%e3%81%a7%e3%83%9e%e3%82%b9%e3%82%bf%e3%83%bc%ef%bc%81geopandas%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9f%e5%9c%b0%e7%90%86%e7%a9%ba%e9%96%93","status":"publish","type":"post","link":"https:\/\/chocottopro.com\/?p=653","title":{"rendered":"\u3010Python\u3011\u305f\u3063\u305f15\u5206\u3067\u30de\u30b9\u30bf\u30fc\uff01geopandas\u3092\u4f7f\u3063\u305f\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30c6\u30af\u30cb\u30c3\u30af10\u9078"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Python\u3092\u4f7f\u3063\u305f\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306b\u6b20\u304b\u305b\u306a\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u300cgeopandas\u300d\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001geopandas\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u3001\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b\u3001\u767a\u5c55\u7684\u306aTips\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u521d\u5fc3\u8005\u304b\u3089\u30d9\u30c6\u30e9\u30f3\u307e\u3067\u3001geopandas\u3067\u3088\u308a\u52b9\u679c\u7684\u306b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e\u77e5\u8b58\u3068\u30c6\u30af\u30cb\u30c3\u30af\u304c\u6e80\u8f09\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-sgb-block-simple sgb-box-simple sgb-box-simple--title-normal sgb-box-simple--with-border\"><div style=\"background-color:var(--wp--preset--color--sango-main);color:#FFF\" class=\"sgb-box-simple__title\">\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u3089\u308f\u304b\u308b\u3053<\/div><div class=\"sgb-box-simple__body\" style=\"border-color:var(--wp--preset--color--sango-main);background-color:#FFF\">\n<ul class=\"wp-block-list\">\n<li>geopandas\u306e\u6982\u8981\u3068\u7279\u5fb4 <\/li>\n\n\n\n<li>geopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5 <\/li>\n\n\n\n<li>\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3068\u57fa\u672c\u7684\u306a\u64cd\u4f5c <\/li>\n\n\n\n<li>\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3001\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316 <\/li>\n\n\n\n<li>\u7a7a\u9593\u7d50\u5408\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u5206\u6790 <\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3068\u96c6\u8a08 <\/li>\n\n\n\n<li>\u8ddd\u96e2\u8a08\u6e2c\u3068\u30d0\u30c3\u30d5\u30a1\u5206\u6790 <\/li>\n\n\n\n<li>\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u5229\u7528\u65b9\u6cd5 <\/li>\n\n\n\n<li>folium\u3068\u9023\u643a\u3057\u305f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u306e\u4f5c\u6210 <\/li>\n\n\n\n<li>\u5b9f\u8df5\u7684\u306ageopandas\u306e\u6d3b\u7528\u4f8b <\/li>\n\n\n\n<li>geopandas\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u4ed6\u306eGIS\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044 <\/li>\n\n\n\n<li>\u767a\u5c55\u7684\u306ageopandas\u306e\u4f7f\u3044\u65b9\u3068Tips<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"toc\"><br \/>\n<b>Warning<\/b>:  Undefined array key \"is_admin\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>116<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_category_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>121<\/b><br \/>\n<br \/>\n<b>Warning<\/b>:  Undefined array key \"is_top\" in <b>\/home\/c7479301\/public_html\/chocottopro.com\/wp-content\/themes\/sango-theme\/library\/gutenberg\/dist\/classes\/Toc.php<\/b> on line <b>128<\/b><br \/>\n    <div id=\"toc_container\" class=\"sgb-toc--bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <a href=\"#i-0\">geopandas\u3068\u306f\uff1fPython\u30e6\u30fc\u30b6\u30fc\u306a\u3089\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-1\">geopandas\u306e\u6982\u8981\u3068\u7279\u5fb4<\/a>      <\/li>      <li>        <a href=\"#i-2\">geopandas\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-3\">geopandas\u3068\u306f\u4f55\u304b\u3001\u4f55\u304c\u3067\u304d\u308b\u30c4\u30fc\u30eb\u306a\u306e\u304b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-4\">geopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u307e\u3067\u3002\u74b0\u5883\u69cb\u7bc9\u3092\u8a73\u3057\u304f\u89e3\u8aac<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-5\">Anaconda\u3092\u4f7f\u3063\u305fgeopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/a>      <\/li>      <li>        <a href=\"#i-6\">pip\u3092\u4f7f\u3063\u305fgeopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-7\">\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u30a4\u30f3\u30dd\u30fc\u30c8\u65b9\u6cd5<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-8\">geopandas\u3067\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u6271\u3046\u65b9\u6cd5\u3002\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3092\u4e00\u6319\u306b\u7d39\u4ecb\uff01<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-9\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u65b9<\/a>      <\/li>      <li>        <a href=\"#i-10\">\u57fa\u672c\u7684\u306a\u5c5e\u6027\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\u65b9\u6cd5<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-11\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u5730\u56f3\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-12\">geopandas\u3067\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3001\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308b\u65b9\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-13\">\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/a>      <\/li>      <li>        <a href=\"#i-14\">\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-15\">\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-16\">geopandas\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408\u306e\u65b9\u6cd5\u3002\u8907\u6570\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5206\u6790\u3057\u3088\u3046<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-17\">\u7a7a\u9593\u7d50\u5408\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-18\">intersects\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408<\/a>      <\/li>      <li>        <a href=\"#i-19\">contains\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-20\">within\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-21\">pandas\u30e6\u30fc\u30b6\u30fc\u306a\u3089\u3059\u3050\u306b\u3067\u304d\u308b\uff01geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u96c6\u8a08<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-22\">geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316<\/a>      <\/li>      <li>        <a href=\"#i-23\">geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u96c6\u8a08<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-24\">\u5217\u306e\u8ffd\u52a0\u3068\u8a08\u7b97<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-25\">geopandas\u3092\u4f7f\u3063\u305f\u8ddd\u96e2\u8a08\u6e2c\u306e\u3084\u308a\u65b9\u3002\u30d0\u30c3\u30d5\u30a1\u5206\u6790\u306b\u3082\u5fdc\u7528\u3067\u304d\u308b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-26\">\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b<\/a>      <\/li>      <li>        <a href=\"#i-27\">\u30e9\u30a4\u30f3\u306e\u9577\u3055\u3092\u8a08\u7b97\u3059\u308b<\/a>      <\/li>      <li>        <a href=\"#i-28\">\u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u3092\u8a08\u7b97\u3059\u308b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-29\">\u30d0\u30c3\u30d5\u30a1\u306e\u4f5c\u6210\u65b9\u6cd5<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-30\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092geopandas\u3067\u6271\u3046\u3002\u516c\u5171\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u53ef\u8996\u5316\u3059\u308b<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-31\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-32\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u65b9\u6cd5<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-33\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092geopandas\u3067\u8aad\u307f\u8fbc\u3080<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-34\">folium\u3068\u9023\u643a\u3057\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u3092\u4f5c\u308b\u65b9\u6cd5<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-35\">\u80cc\u666f\u5730\u56f3\u306e\u8a2d\u5b9a<\/a>      <\/li>      <li>        <a href=\"#i-36\">\u30ec\u30a4\u30e4\u30fc\u306e\u8ffd\u52a0<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-37\">\u30de\u30fc\u30ab\u30fc\u306e\u8ffd\u52a0<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-38\">\u696d\u52d9\u3067\u4f7f\u3048\u308b\uff01geopandas\u306e\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b10\u9078<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-39\">\u30af\u30ed\u30ed\u30d7\u30ec\u30b9\u5730\u56f3\u306e\u4f5c\u6210<\/a>      <\/li>      <li>        <a href=\"#i-40\">\u4eba\u53e3\u5206\u5e03\u306e\u53ef\u8996\u5316<\/a>      <\/li>      <li>        <a href=\"#i-41\">\u5546\u570f\u5206\u6790\u3078\u306e\u6d3b\u7528<\/a>      <\/li>      <li>        <a href=\"#i-42\">\u5730\u4fa1\u5206\u6790\u3078\u306e\u6d3b\u7528<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-43\">\u9632\u707d\u5206\u6790\u3078\u306e\u6d3b\u7528<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-44\">geopandas\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3002ArcGIS\u306a\u3069\u4ed6\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044\u306f\uff1f<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-45\">geopandas\u306e\u30e1\u30ea\u30c3\u30c8<\/a>      <\/li>      <li>        <a href=\"#i-46\">geopandas\u306e\u30c7\u30e1\u30ea\u30c3\u30c8<\/a>      <\/li>      <li>        <a href=\"#i-47\">ArcGIS\u3068\u306e\u9055\u3044<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-48\">QGIS\u3068\u306e\u9055\u3044<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-49\">geopandas\u306e\u3055\u3089\u306b\u8a73\u3057\u3044\u4f7f\u3044\u65b9\u3002\u4e0a\u7d1a\u8005\u5411\u3051Tips\u96c6<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-50\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u65b9<\/a>      <\/li>      <li>        <a href=\"#i-51\">\u30b9\u30bf\u30a4\u30eb\u306e\u8a2d\u5b9a\u65b9\u6cd5<\/a>      <\/li>      <li>        <a href=\"#i-52\">\u30d7\u30ed\u30c3\u30c8\u56f3\u306e\u4fdd\u5b58\u65b9\u6cd5<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-53\">\u3088\u304f\u4f7f\u3046\u7a7a\u9593\u6f14\u7b97\u95a2\u6570\u306e\u7d39\u4ecb<\/a>      <\/li>    <\/ul>  <\/li><\/ul>\n      \n    <\/div><\/div><h2 class=\"wp-block-heading\" id=\"i-0\">geopandas\u3068\u306f\uff1fPython\u30e6\u30fc\u30b6\u30fc\u306a\u3089\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-1\">geopandas\u306e\u6982\u8981\u3068\u7279\u5fb4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001Python\u30e6\u30fc\u30b6\u30fc\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u51e6\u7406\u30fb\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002pandas\u3092\u30d9\u30fc\u30b9\u306b\u958b\u767a\u3055\u308c\u305fgeopandas\u306f\u3001GeoPandas\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u5e7e\u4f55\u5b66\u7684\u64cd\u4f5c\u3084\u5730\u56f3\u6295\u5f71\u306a\u3069\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306b\u7279\u5316\u3057\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001geopandas\u306e\u4e3b\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>pandas\u306e\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u64cd\u4f5c\u30fb\u5206\u6790\u6a5f\u80fd\u3092\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306b\u5fdc\u7528\u53ef\u80fd<\/li>\n\n\n\n<li>\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3001GeoJSON\u3001WKT\u306a\u3069\u4e00\u822c\u7684\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8<\/li>\n\n\n\n<li>\u76f4\u611f\u7684\u3067\u30b7\u30f3\u30d7\u30eb\u306aAPI\u306b\u3088\u308a\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u30fb\u5206\u6790\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u5b9f\u884c<\/li>\n\n\n\n<li>fiona\u3001shapely\u3001pyproj\u3001matplotlib\u306a\u3069\u306e\u5730\u7406\u7a7a\u9593\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u9023\u643a\u3057\u3001\u9ad8\u5ea6\u306a\u7a7a\u9593\u89e3\u6790\u3092\u5b9f\u73fe<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3064\u307e\u308a\u3001geopandas\u3092\u4f7f\u3048\u3070\u3001Python\u306e\u8c4a\u5bcc\u306a\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u81ea\u5728\u306b\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-2\">geopandas\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3067\u306f\u3001\u306a\u305c\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306bgeopandas\u3092\u4f7f\u3046\u3079\u304d\u306a\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u4ee5\u4e0b\u306e3\u70b9\u306b\u96c6\u7d04\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u7121\u511f\u5229\u7528\u304c\u53ef\u80fd\u3002\u5546\u7528GIS\u30bd\u30d5\u30c8\u306b\u6bd4\u3079\u3066\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li>Jupyter Notebook\u3068\u76f8\u6027\u629c\u7fa4\u3002\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u3067\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5b9f\u73fe\u3002<\/li>\n\n\n\n<li>pandas\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30fb\u5206\u6790\u6a5f\u80fd\u3068\u5730\u7406\u7a7a\u9593\u64cd\u4f5c\u3092\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u3002\u878d\u901a\u306e\u5229\u304f\u9ad8\u5ea6\u306a\u5206\u6790\u304c\u53ef\u80fd\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u7c21\u5358\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fd\u52e2\u8abf\u67fb\u306e\u30c7\u30fc\u30bf\u3092pandas\u3067\u524d\u51e6\u7406\u3057\u3001geopandas\u3067\u90fd\u9053\u5e9c\u770c\u306e\u5883\u754c\u30c7\u30fc\u30bf\u3068\u7d50\u5408\u3057\u3066\u3001\u4eba\u53e3\u5206\u5e03\u3092\u8996\u899a\u5316<\/li>\n\n\n\n<li>GPS\u30ed\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u79fb\u52d5\u8ecc\u8de1\u3092\u751f\u6210\u3057\u3001\u9053\u8def\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u6700\u9069\u30eb\u30fc\u30c8\u3092\u89e3\u6790<\/li>\n\n\n\n<li>\u4f4f\u6240\u30ea\u30b9\u30c8\u3092\u30b8\u30aa\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u3066\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3057\u3001\u5546\u570f\u5206\u6790\u3084\u6700\u9069\u7acb\u5730\u5206\u6790\u3092\u5b9f\u884c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-3\">geopandas\u3068\u306f\u4f55\u304b\u3001\u4f55\u304c\u3067\u304d\u308b\u30c4\u30fc\u30eb\u306a\u306e\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3059\u3079\u3066\u306ePython\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3001\u5fc5\u643a\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002Python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u306a\u3089\u3001\u305c\u3072\u899a\u3048\u3066\u304a\u304d\u305f\u3044\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c11\u3057\u3067\u3082\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u5834\u9762\u304c\u3042\u308c\u3070\u3001geopandas\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u3067\u67d4\u8edf\u6027\u306e\u9ad8\u3044\u958b\u767a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3046\u969b\u306b\u5a01\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7def\u5ea6\u7d4c\u5ea6\u3084\u4f4f\u6240\u3092\u542b\u3080\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u5e02\u533a\u753a\u6751\u3001\u90fd\u9053\u5e9c\u770c\u3001\u56fd\u306a\u3069\u306e\u5883\u754c\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u9053\u8def\u3001\u9244\u9053\u3001\u6cb3\u5ddd\u306a\u3069\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u6a19\u9ad8\u3001\u571f\u5730\u5229\u7528\u3001\u6c17\u8c61\u306a\u3069\u306e\u30e9\u30b9\u30bf\u30fc\u30c7\u30fc\u30bf<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u308f\u305a\u304b\u6570\u884c\u3067\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u304b\u3089\u5730\u56f3\u306e\u30d7\u30ed\u30c3\u30c8\u307e\u3067\u304c\u3067\u304d\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\nworld = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n\n# \u57fa\u672c\u60c5\u5831\u306e\u78ba\u8a8d\nprint(world.head())\nprint(world.crs)\n\n# \u5730\u56f3\u306e\u30d7\u30ed\u30c3\u30c8\nworld.plot(column='continent', legend=True, figsize=(10, 10))<\/pre>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"652\" src=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-1024x652.png\" alt=\"\" class=\"wp-image-654\" srcset=\"https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-1024x652.png 1024w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-300x191.png 300w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-768x489.png 768w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-1536x978.png 1536w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-2048x1304.png 2048w, https:\/\/chocottopro.com\/wp-content\/uploads\/2024\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-05-03-22.40.07-940x598.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306b\u3001geopandas\u3092\u4f7f\u3048\u3070Python\u3067\u624b\u8efd\u306b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306b\u6311\u6226\u3067\u304d\u307e\u3059\u3002\u7814\u7a76\u3084\u5b9f\u52d9\u3067\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u6a5f\u4f1a\u306e\u3042\u308bPython\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u305c\u3072\u3053\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u7fd2\u5f97\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u304d\u3063\u3068\u3042\u306a\u305f\u306e\u958b\u767a\u529b\u3068\u30a2\u30a4\u30c7\u30a2\u3092\u5927\u304d\u304f\u5e83\u3052\u3066\u304f\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001geopandas\u3092\u4f7f\u3048\u308b\u74b0\u5883\u3092\u6574\u3048\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u304a\u697d\u3057\u307f\u306b\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">geopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u307e\u3067\u3002\u74b0\u5883\u69cb\u7bc9\u3092\u8a73\u3057\u304f\u89e3\u8aac<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7ae0\u3067\u306f\u3001geopandas\u3092\u4f7f\u3046\u305f\u3081\u306e\u74b0\u5883\u69cb\u7bc9\u306e\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002geopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u306f\u3001Anaconda\u3092\u4f7f\u3046\u65b9\u6cd5\u3068pip\u3092\u4f7f\u3046\u65b9\u6cd5\u306e2\u3064\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3092\u7406\u89e3\u3057\u3066\u3001\u81ea\u5206\u306b\u5408\u3063\u305f\u65b9\u6cd5\u3092\u9078\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-5\">Anaconda\u3092\u4f7f\u3063\u305fgeopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anaconda\u306f\u3001Python\u3067\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u884c\u3046\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002geopandas\u306a\u3069\u4e3b\u8981\u306a\u5730\u7406\u7a7a\u9593\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u540c\u68b1\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u306b\u3082\u304a\u3059\u3059\u3081\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u3001Anaconda\u3092\u4f7f\u3063\u3066geopandas\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Anaconda\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\uff08<a href=\"https:\/\/www.anaconda.com\/products\/individual\">https:\/\/www.anaconda.com\/products\/individual<\/a>\uff09<\/li>\n\n\n\n<li>Anaconda Prompt\u3092\u958b\u304f<\/li>\n\n\n\n<li>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u65b0\u3057\u3044\u74b0\u5883\u3092\u4f5c\u6210\u3057\u3001geopandas\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">conda create -n geo_env\nconda activate geo_env\nconda install -c conda-forge geopandas<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3067\u3001geopandas\u3092\u542b\u3080\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u7528\u306e\u74b0\u5883\u304c\u6574\u3044\u307e\u3057\u305f\u3002<code>conda list<\/code>\u30b3\u30de\u30f3\u30c9\u3067\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-6\">pip\u3092\u4f7f\u3063\u305fgeopandas\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">pip\u306f\u3001Python\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001geopandas\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install geopandas<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001geopandas\u306f\u591a\u304f\u306e\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u500b\u5225\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001fiona, shapely, pyproj, pandas, numpy\u306a\u3069\u3067\u3059\u3002\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u5834\u5408\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092<code>pip install<\/code>\u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001GDAL, GEOS, Proj4\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306fPython\u3067\u306f\u306a\u3044\u305f\u3081\u3001OS\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>macOS: <code>brew install gdal geos proj<\/code><\/li>\n\n\n\n<li>Ubuntu: <code>sudo apt-get install gdal-bin libgeos-dev proj-bin<\/code><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\">\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u30a4\u30f3\u30dd\u30fc\u30c8\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306b\u306f\u3001\u4e16\u754c\u5730\u56f3\u3084\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u5e02\u306e\u884c\u653f\u533a\u306a\u3069\u306e\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u304c\u4ed8\u5c5e\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001geopandas\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u7df4\u7fd2\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3067\u3001\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u4e16\u754c\u5730\u56f3\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nworld = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n\n# USA\u306e\u5dde\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nNY = gpd.read_file(gpd.datasets.get_path('nybb'))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>geopandas.datasets<\/code>\u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u306f\u3001\u4ed6\u306b\u3082\u3044\u304f\u3064\u304b\u306e\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001Shapefile\u3084GeoJSON\u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b<code>geopandas.read_file()<\/code>\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Shapefile\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('path\/to\/shapefile.shp')\n\n# GeoJSON\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('path\/to\/geojson.json')<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3081\u3070\u3001pandas\u306e\u30c7\u30fc\u30bf\u64cd\u4f5c\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u81ea\u7531\u81ea\u5728\u306b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u3092\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u3067\u3001geopandas\u306e\u74b0\u5883\u69cb\u7bc9\u3068\u30c7\u30fc\u30bf\u30a4\u30f3\u30dd\u30fc\u30c8\u306e\u57fa\u672c\u304c\u7406\u89e3\u3067\u304d\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u6b21\u7ae0\u304b\u3089\u306f\u3001\u5b9f\u969b\u306bgeopandas\u3067\u3069\u306e\u3088\u3046\u306b\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u306e\u304b\u3001\u30b3\u30fc\u30c9\u3092\u4ea4\u3048\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-8\">geopandas\u3067\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u6271\u3046\u65b9\u6cd5\u3002\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3092\u4e00\u6319\u306b\u7d39\u4ecb\uff01<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u3067\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u4e0a\u3067\u3001\u6700\u3082\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u306e\u4e00\u3064\u304c\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u308a\u6271\u3044\u65b9\u3067\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u304b\u3089\u3001\u5c5e\u6027\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\u3001\u5730\u56f3\u3078\u306e\u30d7\u30ed\u30c3\u30c8\u307e\u3067\u3092\u3001\u5b9f\u4f8b\u3092\u4ea4\u3048\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-9\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u3067\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u306b\u306f\u3001<code>geopandas.read_file()<\/code>\u95a2\u6570\u3092\u4f7f\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u3092\u6307\u5b9a\u3059\u308b\u3060\u3051\u3067\u3001\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('path\/to\/shapefile.shp')<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8aad\u307f\u8fbc\u307e\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001<code>GeoDataFrame<\/code>\u3068\u3044\u3046\u30c7\u30fc\u30bf\u69cb\u9020\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<code>GeoDataFrame<\/code>\u306f\u3001pandas\u306e<code>DataFrame<\/code>\u306b\u5730\u7406\u7a7a\u9593\u60c5\u5831\u304c\u8ffd\u52a0\u3055\u308c\u305f\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u8907\u6570\u306e\u30d5\u30a1\u30a4\u30eb\uff08.shp, .dbf, .shx\u306a\u3069\uff09\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<code>.shp<\/code>\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u5b9a\u3057\u3066\u8aad\u307f\u8fbc\u3081\u3070\u3001\u4ed6\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u81ea\u52d5\u7684\u306b\u8aad\u307f\u8fbc\u307e\u308c\u308b\u306e\u3067\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u6307\u5b9a\u306f1\u3064\u3060\u3051\u3067OK\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-10\">\u57fa\u672c\u7684\u306a\u5c5e\u6027\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306b\u306f\u3001\u5730\u7269\u306e\u5f62\u72b6\u60c5\u5831\u3060\u3051\u3067\u306a\u304f\u3001\u5c5e\u6027\u60c5\u5831\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002geopandas\u3067\u8aad\u307f\u8fbc\u3093\u3060<code>GeoDataFrame<\/code>\u306e\u5217\u306b\u306f\u3001\u3053\u308c\u3089\u306e\u5c5e\u6027\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001<code>.head()<\/code>\u3067\u5148\u982d\u306e\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3057\u305f\u308a\u3001<code>.columns<\/code>\u3067\u5217\u540d\u306e\u4e00\u89a7\u3092\u78ba\u8a8d\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u5148\u982d5\u884c\u3092\u8868\u793a\nprint(data.head())\n\n# \u5217\u540d\u306e\u4e00\u89a7\u3092\u8868\u793a\nprint(data.columns)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5217\u540d\u304c\u308f\u304b\u308c\u3070\u3001<code>DataFrame<\/code>\u3068\u540c\u3058\u3088\u3046\u306b\u5217\u540d\u3092\u6307\u5b9a\u3057\u3066\u3001\u500b\u5225\u306e\u5c5e\u6027\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># 'column_name'\u5217\u306e\u5024\u3092\u8868\u793a\nprint(data['column_name'])<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c5e\u6027\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306b\u3069\u306e\u3088\u3046\u306a\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002\u5217\u306e\u5024\u3092\u96c6\u8a08\u3057\u305f\u308a\u3001\u4ed6\u306e\u30c7\u30fc\u30bf\u3068\u7d50\u5408\u3057\u305f\u308a\u3059\u308b\u969b\u306e\u6307\u6a19\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-11\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u5730\u56f3\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u72b6\u60c5\u5831\u3092\u5730\u56f3\u4e0a\u306b\u53ef\u8996\u5316\u3059\u308b\u306b\u306f\u3001<code>GeoDataFrame<\/code>\u306e<code>.plot()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u5730\u56f3\u306e\u30d7\u30ed\u30c3\u30c8\ndata.plot(figsize=(10, 10))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3060\u3051\u3067\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u72b6\u304c\u5730\u56f3\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3055\u308c\u307e\u3059\u3002<code>.plot()<\/code>\u30e1\u30bd\u30c3\u30c9\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>column<\/code>: \u5857\u308a\u5206\u3051\u306b\u4f7f\u3046\u5217\u3092\u6307\u5b9a<\/li>\n\n\n\n<li><code>cmap<\/code>: \u30ab\u30e9\u30fc\u30de\u30c3\u30d7\u3092\u6307\u5b9a<\/li>\n\n\n\n<li><code>edgecolor<\/code>: \u5883\u754c\u7dda\u306e\u8272\u3092\u6307\u5b9a<\/li>\n\n\n\n<li><code>linewidth<\/code>: \u5883\u754c\u7dda\u306e\u592a\u3055\u3092\u6307\u5b9a<\/li>\n\n\n\n<li><code>alpha<\/code>: \u900f\u660e\u5ea6\u3092\u6307\u5b9a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u898b\u3084\u3059\u304f\u60c5\u5831\u304c\u4f1d\u308f\u308b\u5730\u56f3\u3092\u4f5c\u6210\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># column\u3092\u6307\u5b9a\u3057\u3066\u5857\u308a\u5206\u3051\ndata.plot(column='column_name', cmap='viridis', edgecolor='white', linewidth=0.5, figsize=(10, 10))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u304c\u3001geopandas\u3067\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u6271\u3046\u4e0a\u3067\u306e\u57fa\u672c\u64cd\u4f5c\u3067\u3059\u3002\u6b21\u7ae0\u3067\u306f\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306b\u542b\u307e\u308c\u308b\u30dd\u30a4\u30f3\u30c8\u3084\u30e9\u30a4\u30f3\u3001\u30dd\u30ea\u30b4\u30f3\u306a\u3069\u306e\u5730\u7269\u306e\u6271\u3044\u65b9\u3092\u3001\u3082\u3063\u3068\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-12\">geopandas\u3067\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3001\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u3067\u306f\u3001\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3001\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306a\u3069\u3001\u69d8\u3005\u306a\u5730\u7269\u306e\u7a2e\u985e\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30c7\u30fc\u30bf\u578b\u306e\u7279\u5fb4\u3068\u3001geopandas\u3067\u306e\u53ef\u8996\u5316\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-13\">\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306f\u3001\u5e97\u8217\u306e\u4f4d\u7f6e\u60c5\u5831\u3084\u4e8b\u6545\u306e\u767a\u751f\u7b87\u6240\u306a\u3069\u3001\u5730\u56f3\u4e0a\u306e\u7279\u5b9a\u306e\u4f4d\u7f6e\u3092\u8868\u3059\u30c7\u30fc\u30bf\u3067\u3059\u3002geopandas\u3067\u306f\u3001<code>shapely.geometry.Point<\/code>\u3067\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\ndata = gpd.GeoDataFrame(\n    {'id': [1, 2, 3],\n     'value': [10, 20, 30]},\n    geometry=gpd.points_from_xy([1, 2, 3], [1, 2, 3])\n)\n\n# \u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\ndata.plot(marker='o', markersize=100, column='value', cmap='viridis', figsize=(10, 10))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.plot()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u3067\u3001\u30dd\u30a4\u30f3\u30c8\u306e\u30de\u30fc\u30ab\u30fc\u30b9\u30bf\u30a4\u30eb(<code>marker<\/code>)\u3001\u30b5\u30a4\u30ba(<code>markersize<\/code>)\u3001\u8272\u5206\u3051\u306b\u4f7f\u3046\u5217(<code>column<\/code>)\u3001\u30ab\u30e9\u30fc\u30de\u30c3\u30d7(<code>cmap<\/code>)\u306a\u3069\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u5206\u6790\u3084\u6700\u8fd1\u96a3\u5206\u6790\u306a\u3069\u3001\u4f4d\u7f6e\u60c5\u5831\u306b\u57fa\u3065\u304f\u5206\u6790\u306b\u3088\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-14\">\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u306f\u3001\u9053\u8def\u3084\u6cb3\u5ddd\u306a\u3069\u3001\u7dda\u7684\u306a\u5f62\u72b6\u3092\u8868\u3059\u30c7\u30fc\u30bf\u3067\u3059\u3002geopandas\u3067\u306f\u3001<code>shapely.geometry.LineString<\/code>\u3067\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport shapely\n\n# \u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\ndata = gpd.GeoDataFrame(\n    {'id': [1, 2],\n     'value': [10, 20]},\n    geometry=[\n        shapely.geometry.LineString([(1, 1), (2, 2)]),\n        shapely.geometry.LineString([(2, 2), (3, 3)])\n    ]\n)\n\n# \u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\ndata.plot(linewidth=5, color='red', figsize=(10, 10))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.plot()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u3067\u3001\u30e9\u30a4\u30f3\u306e\u592a\u3055(<code>linewidth<\/code>)\u3001\u8272(<code>color<\/code>)\u306a\u3069\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<code>column<\/code>\u5f15\u6570\u3092\u6307\u5b9a\u3059\u308c\u3070\u3001\u30e9\u30a4\u30f3\u306e\u8272\u5206\u3051\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u3084\u6700\u77ed\u7d4c\u8def\u63a2\u7d22\u306a\u3069\u3001\u7dda\u7684\u306a\u3064\u306a\u304c\u308a\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-sgb-message\"><div class=\"memo sng-shadow-0\" style=\"border-radius:0px;background-color:#fff9e6;color:#ffb36b\"><div class=\"memo_ttl dfont\"><span class=\"sng-box-msg__icon\" style=\"background:#ffb36b\"><i class=\"fas fa-pencil-alt\"><\/i><\/span><div class=\"sng-box-msg__title\">\u6ce8\u610f<\/div><\/div><div class=\"sng-box-msg__contents\">\n<p class=\"wp-block-paragraph\">geopandas\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\uff01\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>numpy<\/li>\n\n\n\n<li>pandas<\/li>\n\n\n\n<li>shapely<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-15\">\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306f\u3001\u884c\u653f\u533a\u753b\u3084\u571f\u5730\u5229\u7528\u306a\u3069\u3001\u9762\u7684\u306a\u5f62\u72b6\u3092\u8868\u3059\u30c7\u30fc\u30bf\u3067\u3059\u3002geopandas\u3067\u306f\u3001<code>shapely.geometry.Polygon<\/code>\u3067\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\ndata = gpd.GeoDataFrame(\n    {'id': [1, 2],\n     'value': [10, 20]},\n    geometry=[\n        shapely.geometry.Polygon([(1, 1), (2, 1), (2, 2), (1, 2)]),\n        shapely.geometry.Polygon([(2, 2), (3, 2), (3, 3), (2, 3)])\n    ]\n)\n\n# \u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\ndata.plot(edgecolor='black', linewidth=1, column='value', cmap='viridis', figsize=(10, 10))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.plot()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u3067\u3001\u30dd\u30ea\u30b4\u30f3\u306e\u5883\u754c\u7dda\u306e\u8272(<code>edgecolor<\/code>)\u3001\u592a\u3055(<code>linewidth<\/code>)\u3001\u5857\u308a\u5206\u3051\u306b\u4f7f\u3046\u5217(<code>column<\/code>)\u3001\u30ab\u30e9\u30fc\u30de\u30c3\u30d7(<code>cmap<\/code>)\u306a\u3069\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306f\u3001\u9762\u7a4d\u8a08\u7b97\u3084\u7a7a\u9593\u7d50\u5408\u3001\u30be\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u9762\u7684\u306a\u5e83\u304c\u308a\u3092\u8003\u616e\u3057\u305f\u5206\u6790\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u306e\u3088\u3046\u306b\u3001geopandas\u3092\u4f7f\u3048\u3070\u3001\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3001\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306a\u3069\u3001\u69d8\u3005\u306a\u5730\u7269\u3092\u7c21\u5358\u306b\u53ef\u8996\u5316\u3067\u304d\u307e\u3059\u3002\u6b21\u7ae0\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5206\u6790\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-16\">geopandas\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408\u306e\u65b9\u6cd5\u3002\u8907\u6570\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5206\u6790\u3057\u3088\u3046<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a7a\u9593\u7d50\u5408\u306f\u30012\u3064\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u7a7a\u9593\u7684\u306a\u4f4d\u7f6e\u95a2\u4fc2\u306b\u57fa\u3065\u3044\u3066\u7d50\u5408\u3059\u308b\u64cd\u4f5c\u3067\u3059\u3002geopandas\u3067\u306f\u3001<code>.sjoin()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u7a7a\u9593\u7d50\u5408\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001\u7a7a\u9593\u7d50\u5408\u306e\u6982\u8981\u3068\u3001intersects\u3001contains\u3001within\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408\u306e\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-17\">\u7a7a\u9593\u7d50\u5408\u3068\u306f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a7a\u9593\u7d50\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3068\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u7d50\u5408\uff08\u30dd\u30a4\u30f3\u30c8\u304c\u542b\u307e\u308c\u308b\u30dd\u30ea\u30b4\u30f3\u3092\u7279\u5b9a\uff09<\/li>\n\n\n\n<li>\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3068\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u7d50\u5408\uff08\u30e9\u30a4\u30f3\u304c\u4ea4\u5dee\u3059\u308b\u30dd\u30ea\u30b4\u30f3\u3092\u7279\u5b9a\uff09<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u306e\u7d50\u5408\uff08\u91cd\u306a\u308a\u5408\u3046\u30dd\u30ea\u30b4\u30f3\u3092\u7279\u5b9a\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>.sjoin()<\/code>\u30e1\u30bd\u30c3\u30c9\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u6587\u3067\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">result = gpd.sjoin(data1, data2, op='intersects')<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>data1<\/code>\u3068<code>data2<\/code>\u306f\u7d50\u5408\u3059\u308b2\u3064\u306e<code>GeoDataFrame<\/code>\u3001<code>op<\/code>\u306f\u7d50\u5408\u306e\u6761\u4ef6\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u7d50\u5408\u3057\u305f\u7d50\u679c\u306f\u3001\u65b0\u3057\u3044<code>GeoDataFrame<\/code>\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-18\">intersects\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>op='intersects'<\/code>\u3092\u6307\u5b9a\u3059\u308b\u3068\u30012\u3064\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u304c\u4ea4\u5dee\u3059\u308b\uff08\u91cd\u306a\u308b\uff09\u5834\u5408\u306b\u7d50\u5408\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3068\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092intersects\u3067\u7d50\u5408\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npoints = gpd.read_file('points.shp')\npolygons = gpd.read_file('polygons.shp')\n\n# intersects\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408\nresult = gpd.sjoin(points, polygons, op='intersects')\n\n# \u7d50\u679c\u306e\u78ba\u8a8d\nprint(result.head())<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306e<code>GeoDataFrame<\/code>\u306b\u306f\u3001\u30dd\u30a4\u30f3\u30c8\u306e\u5c5e\u6027\u60c5\u5831\u3068\u305d\u308c\u304c\u542b\u307e\u308c\u308b\u30dd\u30ea\u30b4\u30f3\u306e\u5c5e\u6027\u60c5\u5831\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-19\">contains\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>op='contains'<\/code>\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u4e00\u65b9\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u304c\u4ed6\u65b9\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u3092\u5b8c\u5168\u306b\u542b\u3080\u5834\u5408\u306b\u7d50\u5408\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3068\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3092contains\u3067\u7d50\u5408\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npolygons = gpd.read_file('polygons.shp')\npoints = gpd.read_file('points.shp')\n\n# contains\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408\nresult = gpd.sjoin(polygons, points, op='contains')\n\n# \u7d50\u679c\u306e\u78ba\u8a8d\nprint(result.head())<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306e<code>GeoDataFrame<\/code>\u306b\u306f\u3001\u5404\u30dd\u30ea\u30b4\u30f3\u306b\u542b\u307e\u308c\u308b\u30dd\u30a4\u30f3\u30c8\u306e\u5c5e\u6027\u60c5\u5831\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-20\">within\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>op='within'<\/code>\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u4e00\u65b9\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u304c\u4ed6\u65b9\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u306b\u5b8c\u5168\u306b\u542b\u307e\u308c\u308b\u5834\u5408\u306b\u7d50\u5408\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3068\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092within\u3067\u7d50\u5408\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npoints = gpd.read_file('points.shp')\npolygons = gpd.read_file('polygons.shp')\n\n# within\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u7d50\u5408\nresult = gpd.sjoin(points, polygons, op='within')\n\n# \u7d50\u679c\u306e\u78ba\u8a8d\nprint(result.head())<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306e<code>GeoDataFrame<\/code>\u306b\u306f\u3001\u5404\u30dd\u30a4\u30f3\u30c8\u304c\u542b\u307e\u308c\u308b\u30dd\u30ea\u30b4\u30f3\u306e\u5c5e\u6027\u60c5\u5831\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u306e\u3088\u3046\u306b\u3001geopandas\u306e\u7a7a\u9593\u7d50\u5408\u3092\u4f7f\u3048\u3070\u3001\u8907\u6570\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u7a7a\u9593\u7684\u306a\u95a2\u4fc2\u6027\u306b\u57fa\u3065\u3044\u3066\u7d50\u5408\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7a7a\u9593\u7d50\u5408\u306f\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u64cd\u4f5c\u306a\u306e\u3067\u3001\u3057\u3063\u304b\u308a\u3068\u30de\u30b9\u30bf\u30fc\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-21\">pandas\u30e6\u30fc\u30b6\u30fc\u306a\u3089\u3059\u3050\u306b\u3067\u304d\u308b\uff01geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u96c6\u8a08<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001pandas\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u6a5f\u80fd\u3092\u7d99\u627f\u3057\u3066\u3044\u308b\u305f\u3081\u3001pandas\u3067\u306e\u30c7\u30fc\u30bf\u96c6\u8a08\u306e\u77e5\u8b58\u304c\u3042\u308c\u3070\u3001geopandas\u3067\u3082\u540c\u69d8\u306e\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u96c6\u8a08\u3001\u5217\u306e\u8ffd\u52a0\u306a\u3069\u306e\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-22\">geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>.groupby()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3046\u3068\u3001\u7279\u5b9a\u306e\u5217\u306e\u5024\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u2019category\u2019\u5217\u3067\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.shp')\n\n# 'category'\u5217\u3067\u30b0\u30eb\u30fc\u30d7\u5316\ngrouped = data.groupby('category')\n\n# \u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u96c6\u8a08\u5024\u3092\u8a08\u7b97\nresult = grouped.agg({'value': 'sum'})\n\nprint(result)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.groupby()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u306b\u5217\u540d\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5217\u306e\u5024\u306b\u57fa\u3065\u3044\u3066\u30b0\u30eb\u30fc\u30d7\u5316\u3055\u308c\u307e\u3059\u3002\u30b0\u30eb\u30fc\u30d7\u5316\u3055\u308c\u305f\u7d50\u679c\u306f\u3001<code>DataFrameGroupBy<\/code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>DataFrameGroupBy<\/code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5bfe\u3057\u3066\u3001<code>.agg()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u96c6\u8a08\u5024\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002\u4e0a\u306e\u4f8b\u3067\u306f\u3001\u2019value\u2019\u5217\u306e\u5408\u8a08\u5024\u3092\u8a08\u7b97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-23\">geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u306e\u96c6\u8a08<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>GeoDataFrame<\/code>\u306b\u5bfe\u3057\u3066\u306f\u3001<code>.sum()<\/code>\u3001<code>.mean()<\/code>\u3001<code>.max()<\/code>\u3001<code>.min()<\/code>\u306a\u3069\u306e\u96c6\u8a08\u30e1\u30bd\u30c3\u30c9\u3092\u76f4\u63a5\u9069\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.shp')\n\n# \u5168\u4f53\u306e\u5408\u8a08\u5024\u3092\u8a08\u7b97\ntotal = data['value'].sum()\nprint(f\"Total value: {total}\")\n\n# 'category'\u5217\u3054\u3068\u306e\u5e73\u5747\u5024\u3092\u8a08\u7b97\nmean_by_category = data.groupby('category')['value'].mean()\nprint(\"Mean value by category:\")\nprint(mean_by_category)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306b\u3001\u7279\u5b9a\u306e\u5217\u3092\u6307\u5b9a\u3057\u3066\u96c6\u8a08\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<code>.groupby()<\/code>\u30e1\u30bd\u30c3\u30c9\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u96c6\u8a08\u5024\u3082\u7c21\u5358\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-24\">\u5217\u306e\u8ffd\u52a0\u3068\u8a08\u7b97<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>GeoDataFrame<\/code>\u306b\u65b0\u3057\u3044\u5217\u3092\u8ffd\u52a0\u3059\u308b\u306b\u306f\u3001<code>[]<\/code>\u3092\u4f7f\u3063\u3066\u5217\u540d\u3092\u6307\u5b9a\u3057\u3001\u5024\u3092\u4ee3\u5165\u3057\u307e\u3059\u3002\u65e2\u5b58\u306e\u5217\u3092\u4f7f\u3063\u305f\u8a08\u7b97\u7d50\u679c\u3092\u65b0\u3057\u3044\u5217\u3068\u3057\u3066\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.shp')\n\n# \u65b0\u3057\u3044\u5217'new_column'\u3092\u8ffd\u52a0\ndata['new_column'] = 1\n\n# \u65e2\u5b58\u306e\u5217'value'\u30922\u500d\u3057\u305f\u5024\u3092\u65b0\u3057\u3044\u5217'double_value'\u3068\u3057\u3066\u8ffd\u52a0\ndata['double_value'] = data['value'] * 2\n\nprint(data.head())<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306b\u3001\u65b0\u3057\u3044\u5217\u306e\u8ffd\u52a0\u3084\u65e2\u5b58\u306e\u5217\u3092\u4f7f\u3063\u305f\u8a08\u7b97\u306f\u3001pandas\u3068\u540c\u3058\u65b9\u6cd5\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u304c\u3001geopandas\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u96c6\u8a08\u306e\u57fa\u672c\u7684\u306a\u65b9\u6cd5\u3067\u3059\u3002pandas\u306e\u77e5\u8b58\u304c\u3042\u308c\u3070\u3001\u3059\u3050\u306bgeopandas\u3067\u3082\u30c7\u30fc\u30bf\u96c6\u8a08\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u5358\u4f4d\u3084\u5c3a\u5ea6\u306b\u6ce8\u610f\u3059\u308b\uff08\u9762\u7a4d\u306e\u5358\u4f4d\u3001\u4eba\u53e3\u306e\u5358\u4f4d\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u7a7a\u9593\u7684\u306a\u504f\u308a\u3092\u8003\u616e\u3057\u305f\u96c6\u8a08\u65b9\u6cd5\uff08\u4f8b\uff1a\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\uff09\u3082\u691c\u8a0e\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001\u9069\u5207\u306a\u96c6\u8a08\u65b9\u6cd5\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001geopandas\u3092\u4f7f\u3063\u305f\u8ddd\u96e2\u306e\u8a08\u7b97\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-25\">geopandas\u3092\u4f7f\u3063\u305f\u8ddd\u96e2\u8a08\u6e2c\u306e\u3084\u308a\u65b9\u3002\u30d0\u30c3\u30d5\u30a1\u5206\u6790\u306b\u3082\u5fdc\u7528\u3067\u304d\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u3092\u4f7f\u3048\u3070\u3001\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8ddd\u96e2\u3001\u30e9\u30a4\u30f3\u306e\u9577\u3055\u3001\u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u306a\u3069\u3001\u69d8\u3005\u306a\u8ddd\u96e2\u8a08\u6e2c\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u8ddd\u96e2\u8a08\u6e2c\u306e\u65b9\u6cd5\u3068\u3001\u30d0\u30c3\u30d5\u30a1\u306e\u4f5c\u6210\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-26\">\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>GeoSeries<\/code>\u306e<code>.distance()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3046\u3068\u3001\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u5404\u30dd\u30a4\u30f3\u30c8\u304b\u3089\u6700\u521d\u306e\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npoints = gpd.read_file('points.shp')\n\n# \u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\ndistances = points.geometry.distance(points.geometry[0])\n\nprint(distances)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.distance()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u306b\u3001\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b\u30dd\u30a4\u30f3\u30c8\u306e<code>GeoSeries<\/code>\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u7d50\u679c\u306f\u3001\u5404\u30dd\u30a4\u30f3\u30c8\u304b\u3089\u306e\u8ddd\u96e2\u3092\u683c\u7d0d\u3057\u305f<code>Series<\/code>\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-27\">\u30e9\u30a4\u30f3\u306e\u9577\u3055\u3092\u8a08\u7b97\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>GeoSeries<\/code>\u306e<code>.length<\/code>\u5c5e\u6027\u3092\u4f7f\u3046\u3068\u3001\u30e9\u30a4\u30f3\u306e\u9577\u3055\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nlines = gpd.read_file('lines.shp')\n\n# \u30e9\u30a4\u30f3\u306e\u9577\u3055\u3092\u8a08\u7b97\nlengths = lines.geometry.length\n\nprint(lengths)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u3001\u5404\u30e9\u30a4\u30f3\u306e\u9577\u3055\u3092\u683c\u7d0d\u3057\u305f<code>Series<\/code>\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-28\">\u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u3092\u8a08\u7b97\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>GeoSeries<\/code>\u306e<code>.area<\/code>\u5c5e\u6027\u3092\u4f7f\u3046\u3068\u3001\u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npolygons = gpd.read_file('polygons.shp')\n\n# \u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u3092\u8a08\u7b97\nareas = polygons.geometry.area\n\nprint(areas)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u679c\u306f\u3001\u5404\u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u3092\u683c\u7d0d\u3057\u305f<code>Series<\/code>\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-29\">\u30d0\u30c3\u30d5\u30a1\u306e\u4f5c\u6210\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e<code>GeoSeries<\/code>\u306e<code>.buffer()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3046\u3068\u3001\u30b8\u30aa\u30e1\u30c8\u30ea\u306e\u5468\u308a\u306b\u30d0\u30c3\u30d5\u30a1\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u5404\u30dd\u30a4\u30f3\u30c8\u304b\u30891000m\u306e\u30d0\u30c3\u30d5\u30a1\u3092\u4f5c\u6210\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npoints = gpd.read_file('points.shp')\n\n# \u30d0\u30c3\u30d5\u30a1\u306e\u4f5c\u6210\nbuffers = points.geometry.buffer(1000)\n\n# \u30d0\u30c3\u30d5\u30a1\u306e\u53ef\u8996\u5316\ngpd.GeoSeries(buffers).plot()<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>.buffer()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u306b\u3001\u30d0\u30c3\u30d5\u30a1\u306e\u8ddd\u96e2\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u7d50\u679c\u306f\u3001\u30d0\u30c3\u30d5\u30a1\u9818\u57df\u3092\u8868\u3059\u65b0\u3057\u3044<code>GeoSeries<\/code>\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u8ddd\u96e2\u8a08\u6e2c\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30dd\u30a4\u30f3\u30c8\u9593\u306e\u8ddd\u96e2\u3092\u4f7f\u3063\u3066\u3001\u6700\u8fd1\u96a3\u5206\u6790\u3084\u5bc6\u5ea6\u5206\u6790\u3092\u884c\u3046<\/li>\n\n\n\n<li>\u30e9\u30a4\u30f3\u306e\u9577\u3055\u3092\u4f7f\u3063\u3066\u3001\u9053\u8def\u306e\u30c8\u30fc\u30bf\u30eb\u8ddd\u96e2\u3084\u5e73\u5747\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b<\/li>\n\n\n\n<li>\u30dd\u30ea\u30b4\u30f3\u306e\u9762\u7a4d\u3092\u4f7f\u3063\u3066\u3001\u571f\u5730\u5229\u7528\u306e\u6bd4\u7387\u3084\u4eba\u53e3\u5bc6\u5ea6\u3092\u8a08\u7b97\u3059\u308b<\/li>\n\n\n\n<li>\u30d0\u30c3\u30d5\u30a1\u3092\u4f7f\u3063\u3066\u3001\u30dd\u30a4\u30f3\u30c8\u306e\u5f71\u97ff\u7bc4\u56f2\u3092\u5206\u6790\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u8ddd\u96e2\u8a08\u6e2c\u3092\u884c\u3046\u969b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ddd\u96e2\u306e\u5358\u4f4d\u306b\u6ce8\u610f\u3059\u308b\uff08\u5ea6\u3001\u30e1\u30fc\u30c8\u30eb\u3001\u30ad\u30ed\u30e1\u30fc\u30c8\u30eb\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u5ea7\u6a19\u7cfb\u3092\u9069\u5207\u306b\u8a2d\u5b9a\u3057\u3001\u8ddd\u96e2\u8a08\u7b97\u306e\u7cbe\u5ea6\u3092\u78ba\u4fdd\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u3001\u5ea7\u6a19\u7cfb\u306e\u8a2d\u5b9a\u306f\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3001<code>GeoDataFrame<\/code>\u306e<code>.crs<\/code>\u5c5e\u6027\u3092\u4f7f\u3063\u3066\u3001\u5ea7\u6a19\u7cfb\u3092\u78ba\u8a8d\u30fb\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.shp')\n\n# \u5ea7\u6a19\u7cfb\u306e\u78ba\u8a8d\nprint(data.crs)\n\n# \u5ea7\u6a19\u7cfb\u306e\u8a2d\u5b9a\ndata = data.set_crs('EPSG:4326')<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u9069\u5207\u306a\u5ea7\u6a19\u7cfb\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u6b63\u78ba\u306a\u8ddd\u96e2\u8a08\u6e2c\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u304c\u3001geopandas\u3092\u4f7f\u3063\u305f\u8ddd\u96e2\u8a08\u6e2c\u306e\u57fa\u672c\u7684\u306a\u65b9\u6cd5\u3067\u3059\u3002\u6b21\u7ae0\u3067\u306f\u3001\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092geopandas\u3067\u6271\u3046\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-30\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092geopandas\u3067\u6271\u3046\u3002\u516c\u5171\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u53ef\u8996\u5316\u3059\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u306f\u3001\u56fd\u571f\u4ea4\u901a\u7701\u304c\u63d0\u4f9b\u3059\u308b\u56fd\u571f\u306b\u95a2\u3059\u308b\u69d8\u3005\u306a\u5730\u7406\u7a7a\u9593\u60c5\u5831\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002\u884c\u653f\u533a\u57df\u3001\u9244\u9053\u3001\u9053\u8def\u3001\u571f\u5730\u5229\u7528\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u30c7\u30fc\u30bf\u304c\u7121\u511f\u3067\u5229\u7528\u53ef\u80fd\u3067\u3042\u308a\u3001\u56fd\u3084\u5730\u65b9\u81ea\u6cbb\u4f53\u306e\u653f\u7b56\u7acb\u6848\u3001\u6c11\u9593\u4f01\u696d\u306e\u30d3\u30b8\u30cd\u30b9\u3001\u5b66\u8853\u7814\u7a76\u306a\u3069\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u6982\u8981\u3068\u3001geopandas\u3092\u4f7f\u3063\u305f\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u5229\u7528\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-31\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3068\u306f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fd\u571f\u4ea4\u901a\u7701\u304c\u63d0\u4f9b\u3059\u308b\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5730\u7406\u7a7a\u9593\u60c5\u5831<\/li>\n\n\n\n<li>\u5168\u56fd\u3092\u30ab\u30d0\u30fc\u3059\u308b\u7d71\u4e00\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/li>\n\n\n\n<li>\u884c\u653f\u533a\u57df\u3001\u4ea4\u901a\u3001\u81ea\u7136\u74b0\u5883\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u306e\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b<\/li>\n\n\n\n<li>\u7121\u511f\u3067\u5229\u7528\u53ef\u80fd\uff08\u5229\u7528\u898f\u7d04\u306b\u540c\u610f\u304c\u5fc5\u8981\uff09<\/li>\n\n\n\n<li>\u69d8\u3005\u306a\u5730\u56f3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084GIS\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u5229\u7528\u53ef\u80fd<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u4f8b\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u884c\u653f\u533a\u57df\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u9244\u9053\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u9053\u8def\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u571f\u5730\u5229\u7528\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u6cb3\u5ddd\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u6a19\u9ad8\u30c7\u30fc\u30bf<\/li>\n\n\n\n<li>\u516c\u5171\u65bd\u8a2d\u30c7\u30fc\u30bf<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u5206\u6790\u3084\u53ef\u8996\u5316\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-32\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u56fd\u571f\u6570\u5024\u60c5\u5831\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u30b5\u30fc\u30d3\u30b9\uff08<a href=\"https:\/\/nlftp.mlit.go.jp\/ksj\/\">https:\/\/nlftp.mlit.go.jp\/ksj\/<\/a>\uff09\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u5229\u7528\u898f\u7d04\u3092\u78ba\u8a8d\u3057\u3001\u540c\u610f\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u3044\u30c7\u30fc\u30bf\u3092\u9078\u629e\u3057\u3001\u5fc5\u8981\u306a\u5730\u57df\u3084\u5e74\u5ea6\u3092\u6307\u5b9a\u3057\u3066\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30c7\u30fc\u30bf\u3092\u89e3\u51cd\u3057\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u5229\u7528\u898f\u7d04\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u306e\u3067\u3001\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3084\u5ea7\u6a19\u7cfb\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u306a\u3069\u306b\u3082\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-33\">\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092geopandas\u3067\u8aad\u307f\u8fbc\u3080<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u3092\u4f7f\u3063\u3066\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('path\/to\/kokudo.shp', encoding='CP932')\n\n# \u5ea7\u6a19\u7cfb\u306e\u8a2d\u5b9a\uff08\u5fc5\u8981\u306b\u5fdc\u3058\u3066\uff09\ndata = data.to_crs('EPSG:4326')\n\n# \u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\nprint(data.head())<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>geopandas.read_file()<\/code>\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\u305d\u306e\u969b\u3001<code>encoding<\/code>\u5f15\u6570\u3067\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u591a\u304f\u306f\u3001<code>CP932<\/code>\uff08Shift-JIS\uff09\u3068\u3044\u3046\u6587\u5b57\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u30c7\u30fc\u30bf\u306b\u306f\u3001\u5ea7\u6a19\u7cfb\u306e\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u5834\u5408\u306f\u3001<code>to_crs()<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u3001\u9069\u5207\u306a\u5ea7\u6a19\u7cfb\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306f\u3001\u56fd\u571f\u6570\u5024\u60c5\u5831\u306e\u884c\u653f\u533a\u57df\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u3001\u53ef\u8996\u5316\u3059\u308b\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport matplotlib.pyplot as plt\n\n# \u884c\u653f\u533a\u57df\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nadmin_area = gpd.read_file('file_name.shp', encoding='CP932')\n\n# \u5ea7\u6a19\u7cfb\u306e\u8a2d\u5b9a\nadmin_area = admin_area.to_crs('EPSG:4326')\n\n# \u53ef\u8996\u5316\nadmin_area.plot(figsize=(10, 10), edgecolor='black', facecolor='white', linewidth=0.5)\nplt.show()<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u3088\u3046\u306b\u3001geopandas\u3092\u4f7f\u3048\u3070\u3001\u56fd\u571f\u6570\u5024\u60c5\u5831\u3092\u7c21\u5358\u306b\u8aad\u307f\u8fbc\u307f\u3001\u5206\u6790\u3084\u53ef\u8996\u5316\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u56fd\u571f\u6570\u5024\u60c5\u5831\u306f\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5165\u9580\u8005\u306b\u3068\u3063\u3066\u6700\u9069\u306a\u7df4\u7fd2\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001geopandas\u3068folium\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-34\">folium\u3068\u9023\u643a\u3057\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u3092\u4f5c\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">folium\u306f\u3001Python\u7528\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u4f5c\u6210\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002leaflet.js\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u304a\u308a\u3001Web\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002geopandas\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u4e0a\u306b\u53ef\u8996\u5316\u3067\u304d\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001folium\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3068\u3001geopandas\u3068\u306e\u9023\u643a\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-35\">\u80cc\u666f\u5730\u56f3\u306e\u8a2d\u5b9a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u3001<code>folium.Map()<\/code>\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u5730\u56f3\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<code>location<\/code>\u5f15\u6570\u3067\u5730\u56f3\u306e\u4e2d\u5fc3\u5ea7\u6a19\u3001<code>zoom_start<\/code>\u5f15\u6570\u3067\u521d\u671f\u30ba\u30fc\u30e0\u30ec\u30d9\u30eb\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<code>tiles<\/code>\u5f15\u6570\u3067\u3001\u80cc\u666f\u5730\u56f3\u306e\u7a2e\u985e\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import folium\n\n# \u5730\u56f3\u306e\u4f5c\u6210\nm = folium.Map(location=[35.68, 139.76], zoom_start=10, tiles='Stamen Toner')\n\n# \u5730\u56f3\u306e\u8868\u793a\nm<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u6771\u4eac\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u5730\u56f3\u3092\u4f5c\u6210\u3057\u3001\u80cc\u666f\u5730\u56f3\u306bStamen Toner\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-36\">\u30ec\u30a4\u30e4\u30fc\u306e\u8ffd\u52a0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306b\u3001<code>folium.GeoJson()<\/code>\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001GeoJSON\u30c7\u30fc\u30bf\u3092\u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066\u8ffd\u52a0\u3057\u307e\u3059\u3002<code>style_function<\/code>\u5f15\u6570\u3067\u30ec\u30a4\u30e4\u30fc\u306e\u30b9\u30bf\u30a4\u30eb\u3092\u3001<code>tooltip<\/code>\u5f15\u6570\u3067\u30de\u30a6\u30b9\u30aa\u30fc\u30d0\u30fc\u6642\u306e\u30c4\u30fc\u30eb\u30c1\u30c3\u30d7\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import folium\nimport geopandas as gpd\n\n# \u5730\u56f3\u306e\u4f5c\u6210\nm = folium.Map(location=[35.68, 139.76], zoom_start=10)\n\n# GeoJSON\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.geojson')\n\n# \u30ec\u30a4\u30e4\u30fc\u306e\u8ffd\u52a0\nfolium.GeoJson(data,\n               name='Layer',\n               style_function=lambda feature: {'fillColor': 'blue', 'color': 'black'},\n               tooltip=folium.GeoJsonTooltip(fields=['name', 'population'])\n              ).add_to(m)\n\n# \u5730\u56f3\u306e\u8868\u793a\nm<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001<code>data.geojson<\/code>\u3068\u3044\u3046GeoJSON\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001\u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066\u8ffd\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<code>style_function<\/code>\u3067\u5857\u308a\u3064\u3076\u3057\u306e\u8272\u3068\u5883\u754c\u7dda\u306e\u8272\u3092\u6307\u5b9a\u3057\u3001<code>tooltip<\/code>\u3067<code>name<\/code>\u3068<code>population<\/code>\u306e\u5024\u3092\u30c4\u30fc\u30eb\u30c1\u30c3\u30d7\u306b\u8868\u793a\u3059\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-37\">\u30de\u30fc\u30ab\u30fc\u306e\u8ffd\u52a0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>folium.Marker()<\/code>\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u5730\u56f3\u4e0a\u306b\u30de\u30fc\u30ab\u30fc\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002<code>location<\/code>\u5f15\u6570\u3067\u30de\u30fc\u30ab\u30fc\u306e\u5ea7\u6a19\u3001<code>popup<\/code>\u5f15\u6570\u3067\u30af\u30ea\u30c3\u30af\u6642\u306e\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u5185\u5bb9\u3001<code>icon<\/code>\u5f15\u6570\u3067\u30de\u30fc\u30ab\u30fc\u306e\u30a2\u30a4\u30b3\u30f3\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import folium\n\n# \u5730\u56f3\u306e\u4f5c\u6210\nm = folium.Map(location=[35.68, 139.76], zoom_start=10)\n\n# \u30de\u30fc\u30ab\u30fc\u306e\u8ffd\u52a0\nfolium.Marker(location=[35.68, 139.76], popup='Tokyo', icon=folium.Icon(icon='home')).add_to(m)\n\n# \u5730\u56f3\u306e\u8868\u793a\nm<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u6771\u4eac\u306e\u5ea7\u6a19\u306b\u30de\u30fc\u30ab\u30fc\u3092\u8ffd\u52a0\u3057\u3001\u30af\u30ea\u30c3\u30af\u6642\u306b\u300cTokyo\u300d\u3068\u3044\u3046\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u3092\u8868\u793a\u3059\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30de\u30fc\u30ab\u30fc\u306e\u30a2\u30a4\u30b3\u30f3\u3092\u5bb6\u306e\u30a2\u30a4\u30b3\u30f3\u306b\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u304c\u3001folium\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3067\u3059\u3002geopandas\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u3092\u30de\u30fc\u30ab\u30fc\u3068\u3057\u3066\u8868\u793a<\/li>\n\n\n\n<li>\u30e9\u30a4\u30f3\u30c7\u30fc\u30bf\u3092\u30dd\u30ea\u30e9\u30a4\u30f3\u3068\u3057\u3066\u8868\u793a<\/li>\n\n\n\n<li>\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3092\u30dd\u30ea\u30b4\u30f3\u3068\u3057\u3066\u8868\u793a<\/li>\n\n\n\n<li>\u5c5e\u6027\u30c7\u30fc\u30bf\u3092\u30c4\u30fc\u30eb\u30c1\u30c3\u30d7\u3084\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u3067\u8868\u793a<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">folium\u3092\u4f7f\u3048\u3070\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306e\u63a2\u7d22\u3084\u7406\u89e3\u3092\u6df1\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305c\u3072\u3001geopandas\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u3092\u5730\u56f3\u4e0a\u306b\u53ef\u8996\u5316\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u73fe\u5834\u3067\u5f79\u7acb\u3064\u3001geopandas\u306e\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-38\">\u696d\u52d9\u3067\u4f7f\u3048\u308b\uff01geopandas\u306e\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b10\u9078<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u73fe\u5834\u3067\u3082\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001geopandas\u3092\u696d\u52d9\u3067\u6d3b\u7528\u3059\u308b\u4e0a\u3067\u53c2\u8003\u306b\u306a\u308b\u3001\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b\u309210\u500b\u7d39\u4ecb\u3057\u307e\u3059\u3002\u5404\u6d3b\u7528\u4f8b\u306e\u76ee\u7684\u3001\u624b\u9806\u3001\u5de5\u592b\u70b9\u306a\u3069\u3092\u89e3\u8aac\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u30b3\u30fc\u30c9\u4f8b\u3082\u4ea4\u3048\u3066\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u30a4\u30e1\u30fc\u30b8\u3092\u6301\u3066\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-39\">\u30af\u30ed\u30ed\u30d7\u30ec\u30b9\u5730\u56f3\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30ed\u30ed\u30d7\u30ec\u30b9\u5730\u56f3\u306f\u3001\u5730\u57df\u3054\u3068\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u3092\u8996\u899a\u7684\u306b\u6bd4\u8f03\u3059\u308b\u306e\u306b\u4fbf\u5229\u3067\u3059\u3002geopandas\u3092\u4f7f\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u30af\u30ed\u30ed\u30d7\u30ec\u30b9\u5730\u56f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7d71\u8a08\u30c7\u30fc\u30bf\u3092\u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3068\u7a7a\u9593\u7d50\u5408\u3059\u308b<\/li>\n\n\n\n<li>\u30dd\u30ea\u30b4\u30f3\u3092\u7d71\u8a08\u5024\u306b\u5fdc\u3058\u3066\u8272\u5206\u3051\u3059\u308b<\/li>\n\n\n\n<li>\u51e1\u4f8b\u3084\u30e9\u30d9\u30eb\u3092\u8ffd\u52a0\u3057\u3066\u5730\u56f3\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport matplotlib.pyplot as plt\n\n# \u30dd\u30ea\u30b4\u30f3\u30c7\u30fc\u30bf\u3068\u7d71\u8a08\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npolygons = gpd.read_file('polygons.shp')\nstats = pd.read_csv('stats.csv')\n\n# \u7a7a\u9593\u7d50\u5408\nmerged = polygons.merge(stats, on='id')\n\n# \u8272\u5206\u3051\u3057\u3066\u53ef\u8996\u5316\nmerged.plot(column='value', cmap='OrRd', edgecolor='black', linewidth=0.5, figsize=(10, 10))\nplt.title('Choropleth Map')\nplt.colorbar(label='Value')\nplt.show()<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30ab\u30e9\u30fc\u30de\u30c3\u30d7\u306e\u9078\u629e\u3001\u51e1\u4f8b\u306e\u8868\u793a\u3001\u30e9\u30d9\u30eb\u306e\u914d\u7f6e\u306a\u3069\u3001\u5730\u56f3\u306e\u898b\u3084\u3059\u3055\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-40\">\u4eba\u53e3\u5206\u5e03\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u53e3\u5206\u5e03\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u90fd\u5e02\u8a08\u753b\u306a\u3069\u306e\u5206\u91ce\u3067\u91cd\u8981\u3067\u3059\u3002geopandas\u3092\u4f7f\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u4eba\u53e3\u5206\u5e03\u3092\u53ef\u8996\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4eba\u53e3\u30c7\u30fc\u30bf\u3092\u30dd\u30a4\u30f3\u30c8\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3059\u308b<\/li>\n\n\n\n<li>\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\u3092\u884c\u3044\u3001\u5bc6\u5ea6\u306e\u9ad8\u3044\u5730\u57df\u3092\u53ef\u8996\u5316\u3059\u308b<\/li>\n\n\n\n<li>\u900f\u660e\u5ea6\u3084\u8272\u306e\u8a2d\u5b9a\u3067\u3001\u898b\u3084\u3059\u3044\u5730\u56f3\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport numpy as np\nimport folium\n\n# \u4eba\u53e3\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\npopulation = gpd.read_file('population.shp')\n\n# \u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\npopulation['density'] = population['population'] \/ population.area\ndensity = population.set_geometry(population.centroid).dissolve(by='density', aggfunc='sum')\n\n# \u53ef\u8996\u5316\nm = folium.Map(location=[35.68, 139.76], zoom_start=10)\nfolium.Choropleth(\n    geo_data=density.geometry,\n    name='Population Density',\n    data=density,\n    columns=['density', 'density'],\n    key_on='feature.properties.density',\n    fill_color='YlOrRd',\n    fill_opacity=0.7,\n    line_opacity=0.2,\n    legend_name='Population Density'\n).add_to(m)\nm<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30d0\u30f3\u30c9\u5e45\u306e\u8a2d\u5b9a\u3001\u30ab\u30e9\u30fc\u30de\u30c3\u30d7\u306e\u9078\u629e\u3001\u900f\u660e\u5ea6\u306e\u8abf\u6574\u306a\u3069\u3001\u5bc6\u5ea6\u306e\u5206\u5e03\u304c\u660e\u78ba\u306b\u4f1d\u308f\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-41\">\u5546\u570f\u5206\u6790\u3078\u306e\u6d3b\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5546\u570f\u5206\u6790\u306f\u3001\u5c0f\u58f2\u696d\u306a\u3069\u3067\u5e97\u8217\u306e\u6700\u9069\u7acb\u5730\u3092\u6c7a\u3081\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5206\u6790\u3067\u3059\u3002geopandas\u3092\u4f7f\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u5546\u570f\u5206\u6790\u3092\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5e97\u8217\u30c7\u30fc\u30bf\u3068\u4eba\u53e3\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080<\/li>\n\n\n\n<li>\u5e97\u8217\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u30d0\u30c3\u30d5\u30a1\u3092\u4f5c\u6210\u3059\u308b<\/li>\n\n\n\n<li>\u30d0\u30c3\u30d5\u30a1\u5185\u306e\u4eba\u53e3\u3092\u96c6\u8a08\u3057\u3001\u5546\u570f\u306e\u7279\u5fb4\u3092\u628a\u63e1\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u5e97\u8217\u30c7\u30fc\u30bf\u3068\u4eba\u53e3\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nstores = gpd.read_file('stores.shp')\npopulation = gpd.read_file('population.shp')\n\n# \u30d0\u30c3\u30d5\u30a1\u306e\u4f5c\u6210\nstores_buffer = stores.buffer(1000)\n\n# \u7a7a\u9593\u7d50\u5408\npopulation_in_buffer = gpd.sjoin(population, gpd.GeoDataFrame(geometry=stores_buffer))\n\n# \u5e97\u8217\u3054\u3068\u306e\u5546\u570f\u4eba\u53e3\u3092\u96c6\u8a08\ntrade_area_population = population_in_buffer.groupby('index_right').sum()['population']\nprint(trade_area_population)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30d0\u30c3\u30d5\u30a1\u306e\u8ddd\u96e2\u8a2d\u5b9a\u3001\u4eba\u53e3\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u65b9\u6cd5\u306a\u3069\u3001\u5546\u570f\u306e\u5b9a\u7fa9\u3084\u8a55\u4fa1\u6307\u6a19\u3092\u9069\u5207\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-42\">\u5730\u4fa1\u5206\u6790\u3078\u306e\u6d3b\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5730\u4fa1\u306f\u3001\u4e0d\u52d5\u7523\u958b\u767a\u3084\u6295\u8cc7\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002geopandas\u3092\u4f7f\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u5730\u4fa1\u306e\u5206\u5e03\u3068\u8981\u56e0\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5730\u4fa1\u30c7\u30fc\u30bf\u3068\u5404\u7a2e\u306e\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080<\/li>\n\n\n\n<li>\u5730\u4fa1\u30c7\u30fc\u30bf\u3068\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u3092\u7a7a\u9593\u7d50\u5408\u3059\u308b<\/li>\n\n\n\n<li>\u91cd\u56de\u5e30\u5206\u6790\u306a\u3069\u3067\u3001\u5730\u4fa1\u306e\u8981\u56e0\u3092\u7279\u5b9a\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport statsmodels.formula.api as smf\n\n# \u5730\u4fa1\u30c7\u30fc\u30bf\u3068\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nland_prices = gpd.read_file('land_prices.shp')\nstations = gpd.read_file('stations.shp')\nparks = gpd.read_file('parks.shp')\n\n# \u6700\u5bc4\u308a\u99c5\u307e\u3067\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\nland_prices['dist_to_station'] = land_prices.geometry.apply(lambda x: stations.distance(x).min())\n\n# \u6700\u5bc4\u308a\u516c\u5712\u307e\u3067\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\nland_prices['dist_to_park'] = land_prices.geometry.apply(lambda x: parks.distance(x).min())\n\n# \u91cd\u56de\u5e30\u5206\u6790\nmodel = smf.ols('price ~ dist_to_station + dist_to_park', data=land_prices).fit()\nprint(model.summary())<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u8aac\u660e\u5909\u6570\u306e\u9078\u629e\u3001\u7a7a\u9593\u7684\u81ea\u5df1\u76f8\u95a2\u306e\u8003\u616e\u3001\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u306a\u3069\u3001\u5730\u4fa1\u306e\u8981\u56e0\u3092\u9069\u5207\u306b\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-43\">\u9632\u707d\u5206\u6790\u3078\u306e\u6d3b\u7528<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u7136\u707d\u5bb3\u306e\u30ea\u30b9\u30af\u3092\u628a\u63e1\u3057\u3001\u9069\u5207\u306a\u9632\u707d\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u306f\u3001\u793e\u4f1a\u306e\u5b89\u5168\u30fb\u5b89\u5fc3\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002geopandas\u3092\u4f7f\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u9632\u707d\u5206\u6790\u3092\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30cf\u30b6\u30fc\u30c9\u30de\u30c3\u30d7\u3068\u5efa\u7269\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080<\/li>\n\n\n\n<li>\u30cf\u30b6\u30fc\u30c9\u30de\u30c3\u30d7\u3068\u5efa\u7269\u30c7\u30fc\u30bf\u3092\u91cd\u306d\u5408\u308f\u305b\u308b<\/li>\n\n\n\n<li>\u5efa\u7269\u3054\u3068\u306e\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3057\u3001\u53ef\u8996\u5316\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\n# \u30cf\u30b6\u30fc\u30c9\u30de\u30c3\u30d7\u3068\u5efa\u7269\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\nhazard_map = gpd.read_file('hazard_map.shp')\nbuildings = gpd.read_file('buildings.shp')\n\n# \u7a7a\u9593\u7d50\u5408\nbuildings_at_risk = gpd.sjoin(buildings, hazard_map, op='within')\n\n# \u30ea\u30b9\u30af\u306e\u9ad8\u3044\u5efa\u7269\u3092\u53ef\u8996\u5316\nbuildings_at_risk.plot(column='risk', cmap='YlOrRd', edgecolor='black', linewidth=0.5, figsize=(10, 10))<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u9069\u5207\u306a\u30cf\u30b6\u30fc\u30c9\u30c7\u30fc\u30bf\u306e\u9078\u629e\u3001\u30ea\u30b9\u30af\u8a55\u4fa1\u306e\u624b\u6cd5\u3001\u7d50\u679c\u306e\u89e3\u91c8\u306a\u3069\u3001\u9632\u707d\u4e0a\u306e\u610f\u7fa9\u3092\u8e0f\u307e\u3048\u305f\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u3001geopandas\u306e\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b\u309210\u500b\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u4ed6\u306b\u3082\u3001\u4e0d\u52d5\u7523\u8a55\u4fa1\u3001\u74b0\u5883\u30a2\u30bb\u30b9\u30e1\u30f3\u30c8\u3001\u4ea4\u901a\u91cf\u5206\u6790\u3001\u72af\u7f6a\u5206\u6790\u3001\u9078\u6319\u5206\u6790\u306a\u3069\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067geopandas\u304c\u6d3b\u8e8d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u52d9\u3067geopandas\u3092\u6d3b\u7528\u3059\u308b\u969b\u306f\u3001\u5206\u6790\u306e\u76ee\u7684\u3084\u624b\u9806\u3092\u660e\u78ba\u306b\u3057\u305f\u4e0a\u3067\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u3084\u624b\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u307e\u305f\u3001geopandas\u3068\u4ed6\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u8907\u96d1\u306a\u5206\u6790\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305c\u3072\u3001\u3053\u308c\u3089\u306e\u6d3b\u7528\u4f8b\u3092\u53c2\u8003\u306b\u3001\u81ea\u8eab\u306e\u696d\u52d9\u3067\u3082geopandas\u3092\u6d3b\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30b9\u30ad\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u6b66\u5668\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001geopandas\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u4ed6\u306eGIS\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-44\">geopandas\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3002ArcGIS\u306a\u3069\u4ed6\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044\u306f\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001Python\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u5f37\u529b\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u4ed6\u306eGIS\u30c4\u30fc\u30eb\u3068\u6bd4\u3079\u308b\u3068\u3001\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u7ae0\u3067\u306f\u3001geopandas\u306e\u7279\u5fb4\u3092\u6574\u7406\u3057\u3001\u4ee3\u8868\u7684\u306aGIS\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3042\u308bArcGIS\u3084QGIS\u3068\u306e\u9055\u3044\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-45\">geopandas\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001Python\u306e\u8c4a\u5bcc\u306a\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3048\u308b\u70b9\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306bscikit-learn\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nfrom sklearn.cluster import KMeans\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.shp')\n\n# \u5ea7\u6a19\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\ncoords = data.geometry.apply(lambda x: [x.x, x.y])\n\n# \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\nkmeans = KMeans(n_clusters=5).fit(coords)\ndata['cluster'] = kmeans.labels_\n\n# \u7d50\u679c\u306e\u53ef\u8996\u5316\ndata.plot(column='cluster', categorical=True, legend=True)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001pandas\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u6a5f\u80fd\u3092\u6d3b\u7528\u3067\u304d\u308b\u306e\u3082\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002GeoPandas\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u306b\u3088\u308a\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u304c\u52b9\u7387\u7684\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001geopandas\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u7121\u511f\u5229\u7528\u304c\u53ef\u80fd\u3067\u3042\u308a\u3001Jupyter Notebook\u3068\u89aa\u548c\u6027\u304c\u9ad8\u3044\u305f\u3081\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5206\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-46\">geopandas\u306e\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3067\u3001geopandas\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3082\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u306b\u306f\u5411\u3044\u3066\u3044\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u9ad8\u5ea6\u306a\u5730\u56f3\u4f5c\u6210\u6a5f\u80fd\u3084\u7a7a\u9593\u5206\u6790\u6a5f\u80fd\u306f\u9650\u5b9a\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306bfolium\u3068\u9023\u643a\u3057\u3066\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001ArcGIS\u3084QGIS\u307b\u3069\u7d30\u304b\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport folium\n\n# \u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\ndata = gpd.read_file('data.shp')\n\n# \u5730\u56f3\u306e\u4f5c\u6210\nm = folium.Map(location=[data.geometry.centroid.y, data.geometry.centroid.x], zoom_start=10)\n\n# \u30ec\u30a4\u30e4\u30fc\u306e\u8ffd\u52a0\nfolium.GeoJson(data).add_to(m)\n\n# \u5730\u56f3\u306e\u8868\u793a\nm<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e9\u30b9\u30bf\u30fc\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u306f\u5225\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\uff08rasterio\u306a\u3069\uff09\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u5546\u7528GIS\u30bd\u30d5\u30c8\u3068\u6bd4\u3079\u308b\u3068\u3001\u5206\u6790\u624b\u6cd5\u3084\u53ef\u8996\u5316\u306e\u9078\u629e\u80a2\u304c\u5c11\u306a\u3044\u306e\u3082\u4e8b\u5b9f\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-47\">ArcGIS\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">ArcGIS\u306f\u3001ESRI\u793e\u306e\u5546\u7528GIS\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u5ea6\u306a\u5730\u56f3\u4f5c\u6210\u6a5f\u80fd\u3084\u7a7a\u9593\u5206\u6790\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b<\/li>\n\n\n\n<li>GUI\u30d9\u30fc\u30b9\u306e\u64cd\u4f5c\u304c\u4e2d\u5fc3\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u77e5\u8b58\u306f\u5fc5\u9808\u3067\u306f\u306a\u3044<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u308b<\/li>\n\n\n\n<li>\u9ad8\u4fa1\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u304c\u5fc5\u8981<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001geopandas\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u5fc5\u8981<\/li>\n\n\n\n<li>\u7121\u511f\u3067\u5229\u7528\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u306f\u5411\u3044\u3066\u3044\u306a\u3044<\/li>\n\n\n\n<li>\u9ad8\u5ea6\u306a\u5730\u56f3\u4f5c\u6210\u3084\u7a7a\u9593\u5206\u6790\u306b\u306f\u5236\u9650\u304c\u3042\u308b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-48\">QGIS\u3068\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">QGIS\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eGIS\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GUI\u30d9\u30fc\u30b9\u306e\u64cd\u4f5c\u304c\u4e2d\u5fc3\u3060\u304c\u3001Python\u30d7\u30e9\u30b0\u30a4\u30f3\u306b\u3088\u308b\u62e1\u5f35\u304c\u53ef\u80fd<\/li>\n\n\n\n<li>\u9ad8\u5ea6\u306a\u5730\u56f3\u4f5c\u6210\u6a5f\u80fd\u3084\u7a7a\u9593\u5206\u6790\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b<\/li>\n\n\n\n<li>\u7121\u511f\u3067\u5229\u7528\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u6d3b\u767a\u3067\u3001\u30b5\u30dd\u30fc\u30c8\u304c\u5145\u5b9f\u3057\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001geopandas\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u5fc5\u8981<\/li>\n\n\n\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5206\u6790\u304c\u5f97\u610f<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u4ed6\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306e\u9023\u643a\u304c\u5bb9\u6613<\/li>\n\n\n\n<li>\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u77e5\u8b58\u304c\u5fc5\u8981<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0a\u306e\u3088\u3046\u306b\u3001geopandas\u306b\u306f\u4ed6\u306eGIS\u30c4\u30fc\u30eb\u306b\u306f\u306a\u3044\u5f37\u307f\u304c\u3042\u308b\u4e00\u65b9\u3067\u3001\u5236\u9650\u4e8b\u9805\u3082\u3042\u308a\u307e\u3059\u3002\u5206\u6790\u306e\u76ee\u7684\u3084\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3092\u8e0f\u307e\u3048\u3066\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001Python\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3068\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u878d\u5408\u3055\u305b\u305f\u3044\u5834\u5408\u306b\u3001\u7279\u306b\u529b\u3092\u767a\u63ee\u3059\u308b\u30c4\u30fc\u30eb\u3060\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002\u305f\u3060\u3057\u3001\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u77e5\u8b58\u306f\u5fc5\u9808\u3067\u3059\u3002Shapefile\u3001GeoJSON\u3001\u6295\u5f71\u6cd5\u306a\u3069\u306e\u57fa\u672c\u6982\u5ff5\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001geopandas\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u7ae0\u3067\u306f\u3001geopandas\u306e\u3055\u3089\u306b\u767a\u5c55\u7684\u306a\u4f7f\u3044\u65b9\u3068\u3057\u3066\u3001\u4e0a\u7d1a\u8005\u5411\u3051\u306eTips\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-49\">geopandas\u306e\u3055\u3089\u306b\u8a73\u3057\u3044\u4f7f\u3044\u65b9\u3002\u4e0a\u7d1a\u8005\u5411\u3051Tips\u96c6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u30de\u30b9\u30bf\u30fc\u3057\u305f\u3089\u3001\u3055\u3089\u306b\u767a\u5c55\u7684\u306a\u4f7f\u3044\u65b9\u306b\u30c1\u30e3\u30ec\u30f3\u30b8\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u672c\u7ae0\u3067\u306f\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u65b9\u3001\u30b9\u30bf\u30a4\u30eb\u306e\u8a2d\u5b9a\u65b9\u6cd5\u3001\u30d7\u30ed\u30c3\u30c8\u56f3\u306e\u4fdd\u5b58\u65b9\u6cd5\u306a\u3069\u3001\u4e0a\u7d1a\u8005\u5411\u3051\u306eTips\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-50\">\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001\u30b7\u30a7\u30fc\u30d7\u30d5\u30a1\u30a4\u30eb\u4ee5\u5916\u306b\u3082\u69d8\u3005\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u4ee3\u8868\u7684\u306a\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u8aad\u307f\u8fbc\u307f\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GeoJSON\u306e\u8aad\u307f\u8fbc\u307f: <code>gpd.read_file('data.geojson')<\/code><\/li>\n\n\n\n<li>TopoJSON\u306e\u8aad\u307f\u8fbc\u307f: <code>gpd.read_file('data.topojson')<\/code><\/li>\n\n\n\n<li>PostGIS\u304b\u3089\u306e\u8aad\u307f\u8fbc\u307f: <code>gpd.read_postgis(sql, con)<\/code><\/li>\n\n\n\n<li>SparkGeo\u304b\u3089\u306e\u8aad\u307f\u8fbc\u307f: <code>gpd.read_file('data.parquet')<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u8aad\u307f\u8fbc\u3080\u969b\u306f\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30d1\u30b9\u3068\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-51\">\u30b9\u30bf\u30a4\u30eb\u306e\u8a2d\u5b9a\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306e\u30d7\u30ed\u30c3\u30c8\u56f3\u306f\u3001<code>plot()<\/code>\u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u6570\u3092\u4f7f\u3063\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002\u8272\u3001\u7dda\u306e\u592a\u3055\u3001\u900f\u660e\u5ea6\u306a\u3069\u3092\u81ea\u7531\u306b\u8a2d\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001\u898b\u3084\u3059\u304f\u7f8e\u3057\u3044\u5730\u56f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport matplotlib.pyplot as plt\n\ndata = gpd.read_file('data.shp')\n\ndata.plot(column='value', cmap='viridis', linewidth=0.5, edgecolor='black', figsize=(10, 10))\nplt.title('Custom Style Plot')\nplt.show()<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001<code>GeoSeries.plot()<\/code>\u3092\u4f7f\u3048\u3070\u3001\u500b\u5225\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u306b\u5bfe\u3057\u3066\u3001\u7570\u306a\u308b\u30b9\u30bf\u30a4\u30eb\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002matplotlib\u306e\u30b9\u30bf\u30a4\u30eb\u8a2d\u5b9a\u3082\u6d3b\u7528\u3067\u304d\u308b\u306e\u3067\u3001\u81ea\u7531\u5ea6\u306e\u9ad8\u3044\u53ef\u8996\u5316\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-52\">\u30d7\u30ed\u30c3\u30c8\u56f3\u306e\u4fdd\u5b58\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u3067\u4f5c\u6210\u3057\u305f\u30d7\u30ed\u30c3\u30c8\u56f3\u306f\u3001<code>plt.savefig()<\/code>\u3092\u4f7f\u3063\u3066\u3001\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002PNG\u3001JPEG\u3001SVG\u3001PDF\u306a\u3069\u3001\u69d8\u3005\u306a\u753b\u50cf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\nimport matplotlib.pyplot as plt\n\ndata = gpd.read_file('data.shp')\n\ndata.plot(figsize=(10, 10))\nplt.savefig('plot.png', dpi=300, bbox_inches='tight')<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><code>dpi<\/code>\u5f15\u6570\u3067\u89e3\u50cf\u5ea6\u3092\u3001<code>bbox_inches<\/code>\u5f15\u6570\u3067\u4f59\u767d\u306e\u8abf\u6574\u3092\u884c\u3048\u307e\u3059\u3002\u9ad8\u54c1\u8cea\u306e\u5730\u56f3\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u3066\u3001\u30ec\u30dd\u30fc\u30c8\u3084\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u6d3b\u7528\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-53\">\u3088\u304f\u4f7f\u3046\u7a7a\u9593\u6f14\u7b97\u95a2\u6570\u306e\u7d39\u4ecb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306b\u306f\u3001\u30b8\u30aa\u30e1\u30c8\u30ea\u540c\u58eb\u306e\u7a7a\u9593\u6f14\u7b97\u3092\u884c\u3046\u305f\u3081\u306e\u4fbf\u5229\u306a\u95a2\u6570\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u3088\u304f\u4f7f\u3046\u7a7a\u9593\u6f14\u7b97\u95a2\u6570\u306e\u4e00\u89a7\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>buffer()<\/code>: \u30b8\u30aa\u30e1\u30c8\u30ea\u306e\u5468\u308a\u306b\u30d0\u30c3\u30d5\u30a1\u3092\u4f5c\u6210<\/li>\n\n\n\n<li><code>intersection()<\/code>: 2\u3064\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u306e\u4ea4\u5dee\u90e8\u5206\u3092\u8fd4\u3059<\/li>\n\n\n\n<li><code>union()<\/code>: 2\u3064\u4ee5\u4e0a\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u306e\u548c\u96c6\u5408\u3092\u8fd4\u3059<\/li>\n\n\n\n<li><code>difference()<\/code>: 2\u3064\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u306e\u5dee\u96c6\u5408\u3092\u8fd4\u3059<\/li>\n\n\n\n<li><code>symmetric_difference()<\/code>: 2\u3064\u306e\u30b8\u30aa\u30e1\u30c8\u30ea\u306e\u5bfe\u79f0\u5dee\u3092\u8fd4\u3059<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u8907\u96d1\u306a\u7a7a\u9593\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">import geopandas as gpd\n\ndata1 = gpd.read_file('data1.shp')\ndata2 = gpd.read_file('data2.shp')\n\nbuffer_data = data1.buffer(100)\nintersection_data = data1.intersection(data2)\nunion_data = data1.union(data2)\ndifference_data = data1.difference(data2)\nsymdiff_data = data1.symmetric_difference(data2)<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7a7a\u9593\u6f14\u7b97\u306e\u7d50\u679c\u306f\u3001\u65b0\u3057\u3044GeoDataFrame\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002\u5143\u306e\u30c7\u30fc\u30bf\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u5206\u6790\u3092\u9032\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u4ed6\u306b\u3082\u3001geopandas\u3092\u767a\u5c55\u7684\u306b\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092Dask\uff08\u4e26\u5217\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\uff09\u3067\u9ad8\u901f\u5316<\/li>\n\n\n\n<li>kepler.gl\u3068\u9023\u643a\u3057\u3066\u3001WebGL\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5730\u56f3\u3092\u4f5c\u6210<\/li>\n\n\n\n<li>rasterio\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30e9\u30b9\u30bf\u30fc\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u884c\u3046<\/li>\n\n\n\n<li>osmnx\u3068\u9023\u643a\u3057\u3066\u3001OpenStreetMap\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u30fb\u5206\u6790\u3059\u308b<\/li>\n\n\n\n<li>geoplot\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u9ad8\u5ea6\u306a\u5730\u56f3\u306e\u53ef\u8996\u5316\u3092\u884c\u3046<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u3044\u3053\u306a\u305b\u3070\u3001geopandas\u3067\u3088\u308a\u9ad8\u5ea6\u3067\u5b9f\u8df5\u7684\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u521d\u5fc3\u8005\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u3001\u3053\u308c\u3089\u306e\u767a\u5c55\u7684\u306a\u4f7f\u3044\u65b9\u306f\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u3092\u3057\u3063\u304b\u308a\u3068\u30de\u30b9\u30bf\u30fc\u3057\u305f\u4e0a\u3067\u3001\u5f90\u3005\u306b\u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304f\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">geopandas\u306f\u3001Python\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u5f37\u529b\u306a\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u5fdc\u7528\u7684\u306a\u4f7f\u3044\u65b9\u307e\u3067\u3001\u5e45\u5e83\u3044\u30c6\u30af\u30cb\u30c3\u30af\u3092\u8eab\u306b\u3064\u3051\u3066\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u3057\u3066\u306e\u30b9\u30ad\u30eb\u3092\u78e8\u3044\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Happy GeoAnalysis!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python\u3092\u4f7f\u3063\u305f\u5730\u7406\u7a7a\u9593\u30c7\u30fc\u30bf\u5206\u6790\u306b\u6b20\u304b\u305b\u306a\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u300cgeopandas\u300d\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001geopandas\u306e\u57fa\u672c\u7684\u306a\u4f7f\u3044\u65b9\u304b\u3089\u3001\u5b9f\u8df5\u7684\u306a\u6d3b\u7528\u4f8b\u3001\u767a\u5c55\u7684\u306aTips\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u521d\u5fc3\u8005\u304b\u3089\u30d9\u30c6\u30e9\u30f3\u307e\u3067\u3001g &#8230; <\/p>\n","protected":false},"author":1,"featured_media":657,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-653","post","type-post","status-publish","format-standard","has-post-thumbnail","category-python"],"_links":{"self":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/653","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=653"}],"version-history":[{"count":2,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/653\/revisions"}],"predecessor-version":[{"id":656,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/posts\/653\/revisions\/656"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=\/wp\/v2\/media\/657"}],"wp:attachment":[{"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=653"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=653"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/chocottopro.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=653"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}