{"id":5018,"date":"2025-02-09T07:01:00","date_gmt":"2025-02-08T22:01:00","guid":{"rendered":"https:\/\/secondlife.lol\/?p=5018"},"modified":"2025-02-08T23:04:23","modified_gmt":"2025-02-08T14:04:23","slug":"python-map-visualization-libraries-guide","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/zh\/python-map-visualization-libraries-guide\/","title":{"rendered":"Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\u5b8c\u5168\u6307\u5357\uff1a\u4ece Folium \u5230 GeoPandas"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u4f60\u597d <a href=\"http:\/\/python.org\" target=\"_blank\" rel=\"noopener\">Python<\/a> \u4eca\u5929\uff0c\u6211\u4eec\u5c06\u5b66\u4e60 Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\u3002 \u901a\u8fc7\u5730\u56fe\u5c55\u793a\u6570\u636e\u662f\u4e0d\u662f\u5f88\u9177\uff1f \u6211\u76f8\u4fe1\u4f60\u4e00\u5b9a\u89c1\u8fc7\u4e00\u4e9b\u5f88\u9177\u7684\u4ea4\u4e92\u5f0f\u5730\u56fe\uff0c\u7136\u540e\u60f3\uff1a\"\u54c7\uff0c\u6211\u4e5f\u80fd\u505a\u51fa\u8fd9\u6837\u7684\u4e1c\u897f\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u522b\u62c5\u5fc3\uff0c\u901a\u8fc7\u8fd9\u7bc7\u6587\u7ae0\uff0c\u4f60\u5c31\u80fd\u521b\u5efa\u4ee4\u4eba\u60ca\u53f9\u7684\u5730\u56fe\u53ef\u89c6\u5316\u6548\u679c\u3002\u6211\u4eec\u5c06\u9010\u4e00\u4ecb\u7ecd\u4e0d\u540c\u7684 Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\uff0c\u5e76\u63d0\u4f9b\u5373\u4f7f\u662f\u521d\u5b66\u8005\u4e5f\u80fd\u8f7b\u677e\u638c\u63e1\u7684\u793a\u4f8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba9\u6211\u4eec\u901a\u8fc7\u63a2\u7d22\u4e00\u4e9b\u6709\u7528\u7684\u5e93\uff0c\u5982 Folium\u3001GeoPandas\u3001Matplotlib \u548c Plotly\uff0c\u5e76\u5b9e\u9645\u7f16\u5199\u4e00\u4e9b\u4ee3\u7801\uff0c\u8fdb\u5165\u5730\u56fe\u53ef\u89c6\u5316\u7684\u4e16\u754c\u3002<\/p>\n\n\n<style>.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{color:var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{color:var(--global-palette2, #2B6CB0);font-size:28px;font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette1, #3182CE);line-height:2em;font-weight:regular;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette6, #718096);}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}<\/style>\n\n\n<h2 class=\"wp-block-heading\">\u6bd4\u8f83 Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u5bf9\u6211\u4eec\u5c06\u8981\u4ecb\u7ecd\u7684 Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\u8fdb\u884c\u5feb\u901f\u6bd4\u8f83\uff0c\u6211\u4eec\u5236\u4f5c\u4e86\u4e0b\u8868\uff0c\u5e2e\u52a9\u60a8\u4e86\u89e3\u6bcf\u4e2a\u5e93\u7684\u529f\u80fd\u548c\u7528\u9014\uff0c\u4ece\u800c\u9009\u62e9\u6700\u9002\u5408\u60a8\u9879\u76ee\u7684\u5e93\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u56fe\u4e66\u9986<\/th><th>\u7279\u70b9<\/th><th>\u4f7f\u7528\u6848\u4f8b<\/th><\/tr><\/thead><tbody><tr><td>\u5bf9\u8054<\/td><td>\u4ea4\u4e92\u5f0f\u5730\u56fe\uff0c\u6613\u4e8e\u4f7f\u7528\uff0c\u7531 Leaflet.js \u63d0\u4f9b\u652f\u6301<\/td><td>\u4e3a\u7f51\u7edc\u5e94\u7528\u7a0b\u5e8f\u521b\u5efa\u4ea4\u4e92\u5f0f\u5730\u56fe<\/td><\/tr><tr><td>GeoPandas<\/td><td>\u5730\u7406\u7a7a\u95f4\u6570\u636e\u5206\u6790\uff0c\u4e0e Pandas \u96c6\u6210<\/td><td>\u5206\u6790\u548c\u53ef\u89c6\u5316\u5730\u7406\u7a7a\u95f4\u6570\u636e\u96c6<\/td><\/tr><tr><td>Matplotlib<\/td><td>\u9ad8\u5ea6\u53ef\u5b9a\u5236\uff0c\u652f\u6301\u591a\u79cd\u6295\u5f71\u65b9\u5f0f<\/td><td>\u8be6\u7ec6\u548c\u9759\u6001\u5730\u56fe\u53ef\u89c6\u5316<\/td><\/tr><tr><td>Plotly<\/td><td>\u652f\u6301\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u3001\u4e09\u7ef4\u548c\u7f51\u7edc\u5730\u56fe<\/td><td>\u5efa\u7acb\u4ea4\u4e92\u5f0f\u4eea\u8868\u76d8\u548c 3D \u5730\u56fe<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br>\u8be5\u8868\u663e\u793a\u4e86\u6bcf\u4e2a\u5e93\u7684\u4f18\u52bf\uff1aFolium \u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u7f51\u7edc\u4ea4\u4e92\u5f0f\u5730\u56fe\uff0cGeoPandas \u4e13\u6ce8\u4e8e\u5730\u7406\u6570\u636e\u5206\u6790\uff0cMatplotlib \u64c5\u957f\u521b\u5efa\u53ef\u5fae\u8c03\u7684\u9759\u6001\u5730\u56fe\uff0c\u800c Plotly \u5177\u6709\u82b1\u54e8\u7684\u4ea4\u4e92\u5f0f\u5730\u56fe\u529f\u80fd\u548c 3D \u5730\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e\u60a8\u7684\u9879\u76ee\u76ee\u6807\u548c\u6240\u9700\u529f\u80fd\u9009\u62e9\u5408\u9002\u7684\u5e93\u3002 \u6709\u65f6\uff0c\u7ed3\u5408\u4f7f\u7528\u591a\u4e2a\u5e93\u662f\u4e2a\u4e0d\u9519\u7684\u4e3b\u610f\uff0c\u4f8b\u5982\uff0c\u7528 GeoPandas \u5206\u6790\u6570\u636e\uff0c\u7528 Folium \u6216 Plotly \u5c06\u5176\u53ef\u89c6\u5316\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Folium - Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Folium \u662f\u5728 Python \u4e2d\u521b\u5efa\u4ea4\u4e92\u5f0f\u5730\u56fe\u7684\u6700\u53d7\u6b22\u8fce\u7684\u5e93\u4e4b\u4e00\uff0c\u5b83\u5efa\u7acb\u5728 Leaflet.js \u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u53ef\u8ba9\u60a8\u5728\u7f51\u7edc\u6d4f\u89c8\u5668\u4e2d\u663e\u793a\u7cbe\u7f8e\u7684\u5730\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\uff0c\u5b89\u88c5 Folium\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install folium<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u5730\u56fe\u3002 \u8fd0\u884c\u4e0b\u9762\u7684\u4ee3\u7801\u540e\uff0c\u5c31\u4f1a\u751f\u6210\u663e\u793a\u9996\u5c14\u5730\u56fe\u7684 HTML\uff0c\u6253\u5f00\u6587\u4ef6\u540e\u4f1a\u770b\u5230\u5982\u4e0b\u5185\u5bb9\u3002<\/p>\n\n\n<style>.kb-image5018_8e7980-7c .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image5018_8e7980-7c img.kb-img, .kb-image5018_8e7980-7c .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image5018_8e7980-7c\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"1200\" height=\"665\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-6.jpg\" alt=\"\ud30c\uc774\uc36c \uc9c0\ub3c4 \uc2dc\uac01\ud654 \ub77c\uc774\ube0c\ub7ec\ub9ac - Folium \ub77c\uc774\ube0c\ub7ec\ub9ac \uc774\uc6a9\" class=\"kb-img wp-image-5034\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-6.jpg 1200w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-6-300x166.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-6-600x333.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-6-768x426.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-6-18x10.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption>( \u97e9\u56fd\u9996\u90fd\u9996\u5c14\u5730\u56fe )<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-code language-python\"><code>\u5bfc\u5165\u53f6\u7247\n\n# \u9996\u5c14\u7684\u7ecf\u7eac\u5ea6\nseoul_lat, seoul_lon = 37.5665, 126.9780\n\n\u521b\u5efa # \u5730\u56fe\nm = folium.Map(location=[seoul_lat, seoul_lon], zoom_start=12)\n\n\u6dfb\u52a0 # \u6807\u8bb0\nfolium.Marker([seoul_lat, seoul_lon], popup='Seoul').add_to(m)\n\n\u4fdd\u5b58 # \u5730\u56fe\nm.save('seoul_map.html')<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee3\u7801\u8bc4\u6ce8\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>\u5bfc\u5165\u53f6\u7247<\/code>\u5bfc\u5165 Folium \u5e93\u3002<\/li>\n\n\n\n<li><code>seoul_lat, seoul_lon = 37.5665, 126.9780<\/code>\u7ecf\u5ea6\u548c\u7eac\u5ea6\uff1a\u5c06\u9996\u5c14\u7684\u7ecf\u5ea6\u548c\u7eac\u5ea6\u5b58\u50a8\u5728\u4e00\u4e2a\u53d8\u91cf\u4e2d\u3002<\/li>\n\n\n\n<li><code>m = folium.Map(...)<\/code>\u4f7f\u7528 Folium \u521b\u5efa\u5730\u56fe\u5bf9\u8c61\u3002 <code>\u5730\u70b9<\/code>\u662f\u5730\u56fe\u7684\u4e2d\u5fc3\u5750\u6807\u3001 <code>zoom_start<\/code>\u8bbe\u7f6e\u521d\u59cb\u7f29\u653e\u7ea7\u522b\u3002<\/li>\n\n\n\n<li><code>folium.Marker(...)<\/code>\u5728\u6307\u5b9a\u4f4d\u7f6e\u6dfb\u52a0\u6807\u8bb0\u3002 <code>\u5f39\u51fa\u7a97\u53e3<\/code>\u662f\u70b9\u51fb\u6807\u8bb0\u65f6\u663e\u793a\u7684\u6587\u672c\u3002<\/li>\n\n\n\n<li><code>m.save('seoul_map.html')<\/code>\u5c06\u751f\u6210\u7684\u5730\u56fe\u4fdd\u5b58\u4e3a HTML \u6587\u4ef6\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c06\u521b\u5efa\u9996\u5c14\u5e02\u4e2d\u5fc3\u7684\u4e92\u52a8\u5730\u56fe\u3002\u662f\u4e0d\u662f\u5f88\u9177\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. GeoPandas\uff1a\u5730\u7406\u6570\u636e\u5904\u7406\u7684\u52a8\u529b\u6e90\u6cc9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GeoPandas \u662f\u4e00\u4e2a\u4e13\u95e8\u5904\u7406\u5730\u7406\u6570\u636e\u7684\u5e93\uff0c\u53ef\u4ee5\u5c06\u5176\u89c6\u4e3a Pandas \u7684\u6269\u5c55\u3002\u8ba9\u6211\u4eec\u5229\u7528\u8fd9\u4e2a Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88c5 GeoPandas \u53ef\u80fd\u6709\u70b9\u9ebb\u70e6\uff0c\u8bf7\u5c1d\u8bd5\u4f7f\u7528\u4e0b\u9762\u7684\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code language-python\"><code>pip install geopandas<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 GeoPandas \u7ed8\u5236\u4e00\u5e45\u7b80\u5355\u7684\u4e16\u754c\u5730\u56fe\u3002<\/p>\n\n\n<style>.kb-image5018_82c9ee-35 .kb-image-has-overlay:after{opacity:0.3;}.kb-image5018_82c9ee-35 img.kb-img, .kb-image5018_82c9ee-35 .kb-img img{box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image5018_82c9ee-35\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"1200\" height=\"622\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-7.jpg\" alt=\"GeoPandas\ub85c \uadf8\ub9b0 \uc138\uacc4\uc9c0\ub3c4 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-5035\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-7.jpg 1200w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-7-300x156.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-7-600x311.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-7-768x398.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-7-18x9.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption>( \u4f7f\u7528 GeoPandas \u7ed8\u5236\u7684\u4e16\u754c\u5730\u56fe )<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-code language-python\"><code>import geopandas as gpd\nimport matplotlib.pyplot as plt\n\n\u76f4\u63a5\u4ece URL \u52a0\u8f7d # \u81ea\u7136\u5730\u7403\u6570\u636e\nurl = \"https:\/\/naciscdn.org\/naturalearth\/110m\/cultural\/ne_110m_admin_0_countries.zip\"\nworld = gpd.read_file(url)\n\n\u7ed8\u5236 # \u5730\u56fe\nworld.plot(figsize=(15, 10))\n\n\u6dfb\u52a0 # \u6807\u9898\nplt.title('World Map', fontsize=16)\n\n\u4fdd\u5b58 # \u5730\u56fe\nplt.savefig('world_map.png')\nplt.show()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee3\u7801\u8bc4\u6ce8\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>\u5bfc\u5165 geopandas \u4e3a gpd<\/code>\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u522b\u540d \"gpd \"\u5bfc\u5165 GeoPandas \u5e93\u3002<\/li>\n\n\n\n<li>\u7528\u4e8e\u5904\u7406\u5730\u7406\u7a7a\u95f4\u6570\u636e\u7684 Python \u5e93\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>import matplotlib.pyplot as plt<\/code>\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u522b\u540d \"plt \"\u4ece Matplotlib \u5bfc\u5165 pyplot \u6a21\u5757\u3002<\/li>\n\n\n\n<li>Python \u4e2d\u4f7f\u7528\u6700\u5e7f\u6cdb\u7684\u6570\u636e\u53ef\u89c6\u5316\u5e93\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>url = \"https:\/\/naciscdn.org\/naturalearth\/110m\/cultural\/ne_110m_admin_0_countries.zip\"<\/code>\n<ul class=\"wp-block-list\">\n<li>\u6307\u5b9a\u81ea\u7136\u5730\u7403\u63d0\u4f9b\u7684\u4e16\u754c\u5730\u56fe\u6570\u636e\u7684 URL\u3002<\/li>\n\n\n\n<li>110m \u8868\u793a\u5206\u8fa8\u7387\u4e3a 1:110,000,000 \u6bd4\u4f8b\u5c3a\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>world = gpd.read_file(url)<\/code>\n<ul class=\"wp-block-list\">\n<li>\u76f4\u63a5\u4ece URL \u8bfb\u53d6\u5730\u7406\u6570\u636e\u5e76\u5c06\u5176\u5b58\u50a8\u4e3a GeoDataFrame\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u5904\u7406 ZIP \u6587\u4ef6\u5e76\u5bfc\u5165\u5730\u7406\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>world.plot(figsize=(15, 10))<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5c06\u5bfc\u5165\u7684\u4e16\u754c\u5730\u56fe\u6570\u636e\u53ef\u89c6\u5316\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 figsize=(15, 10) \u5c06\u5c3a\u5bf8\u8bbe\u7f6e\u4e3a\u5bbd 15 \u82f1\u5bf8\u3001\u9ad8 10 \u82f1\u5bf8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>plt.title('World Map', fontsize=16)<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5728\u5730\u56fe\u9876\u90e8\u6dfb\u52a0\u6807\u9898 \"\u4e16\u754c\u5730\u56fe\"\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 fontsize=16 \u5c06\u5b57\u4f53\u5927\u5c0f\u8bbe\u7f6e\u4e3a 16 \u70b9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>plt.savefig('world_map.png')<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5c06\u751f\u6210\u7684\u5730\u56fe\u4fdd\u5b58\u4e3a \"world_map.png \"\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u5b83\u4ee5 PNG \u683c\u5f0f\u4fdd\u5b58\u5728\u5f53\u524d\u5de5\u4f5c\u76ee\u5f55\u4e0b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>plt.show()<\/code>\n<ul class=\"wp-block-list\">\n<li>\u5728\u5c4f\u5e55\u4e0a\u663e\u793a\u751f\u6210\u7684\u5730\u56fe\u3002<\/li>\n\n\n\n<li>\u5728\u4ea4\u4e92\u5f0f\u73af\u5883\uff08\u5982 Jupiter Notebooks\uff09\u4e2d\uff0c\u5b83\u4f1a\u4ee5\u5185\u8054\u65b9\u5f0f\u663e\u793a\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5728\u6b63\u5e38\u7684 Python \u811a\u672c\u4e2d\uff0c\u5b83\u4f1a\u663e\u793a\u5728\u4e00\u4e2a\u5355\u72ec\u7684\u7a97\u53e3\u4e2d\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">3. Matplotlib\uff1a\u8fd4\u749e\u5f52\u771f\u7684\u53ef\u89c6\u5316<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Matplotlib \u662f Python \u7684\u9ed8\u8ba4\u53ef\u89c6\u5316\u5e93\uff0c\u4e5f\u53ef\u7528\u4e8e\u5730\u56fe\u53ef\u89c6\u5316\uff0c\u4f46\u7531\u4e8e\u5fc5\u987b\u76f4\u63a5\u64cd\u4f5c\u5730\u56fe\u6570\u636e\uff0c\u56e0\u6b64\u53ef\u80fd\u6709\u70b9\u590d\u6742\u3002 <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6309\u9700\u63d0\u4f9b <code>pip install basemap<\/code> \u547d\u4ee4\u6765\u5b89\u88c5\u5176\u4ed6\u8f6f\u4ef6\u5305\u3002\u8ba9\u6211\u4eec\u5229\u7528\u8fd9\u4e2a Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\u3002<\/p>\n\n\n<style>.kb-image5018_722ad5-25 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image5018_722ad5-25 img.kb-img, .kb-image5018_722ad5-25 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image5018_722ad5-25\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"871\" height=\"625\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-8.jpg\" alt=\"Matplotlib\ub85c \uadf8\ub9b0 \uc138\uacc4 \uc9c0\ub3c4 \uc774\ubbf8\uc9c0\" class=\"kb-img wp-image-5039\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-8.jpg 871w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-8-300x215.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-8-600x431.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-8-768x551.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-8-18x12.jpg 18w\" sizes=\"(max-width: 871px) 100vw, 871px\" \/><figcaption>(\u7528 Matplotlib \u7ed8\u5236\u7684\u4e16\u754c\u5730\u56fe\uff09<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-code language-python\"><code>\u5c06 matplotlib.pyplot \u5bfc\u5165 plt\n\u4ece mpl_toolkits.basemap \u5bfc\u5165 Basemap\n\n\u521b\u5efa # \u5730\u56fe\nm = Basemap(projection='mill', llcrnrlat=-90, urcrnrlat=90, llcrnrlon=-180, urcrnrlon=180, resolution='c')\n\n\u7ed8\u5236 # \u6d77\u5cb8\u7ebf\u548c\u8fb9\u754c\nm.drawcoastlines()\nm.drawcountries()\n\n# \u7ed8\u5236\u7eac\u5ea6\u548c\u7ecf\u5ea6\nm.drawparallels(range(-90, 91, 30), labels=[1,0,0,0,0])\nm.drawmeridians(range(-180, 181, 60), labels=[0,0,0,0,1])\n\n# \u6dfb\u52a0\u6807\u9898\nplt.title('Matplotlib \u7ed8\u5236\u7684\u4e16\u754c\u5730\u56fe')\n\n# \u4fdd\u5b58\u5e76\u663e\u793a\u5730\u56fe\nplt.savefig('matplotlib_world_map.png')\nplt.show()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee3\u7801\u8bc4\u6ce8\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>\u4ece mpl_toolkits.basemap \u5bfc\u5165 Basemap<\/code>\u5bfc\u5165 Basemap \u6a21\u5757\u3002<\/li>\n\n\n\n<li><code>m = Basemap(...)<\/code>\u521b\u5efa\u5730\u56fe\u5bf9\u8c61\u3002\u5728\u8fd9\u91cc\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u5730\u56fe\u7684\u6295\u5f71\u548c\u8303\u56f4\u3002<\/li>\n\n\n\n<li><code>m.drawcoastlines()<\/code>, <code>m.drawcountries()<\/code>\u7ed8\u5236\u6d77\u5cb8\u7ebf\u548c\u8fb9\u754c\u3002<\/li>\n\n\n\n<li><code>m.drawparallels(...)<\/code>, <code>m.drawmeridians(...)<\/code>\u7ed8\u5236\u7ecf\u7eac\u7ebf\u3002<\/li>\n\n\n\n<li><code>plt.title(...)<\/code>\u4e3a\u5730\u56fe\u6dfb\u52a0\u6807\u9898\u3002<\/li>\n\n\n\n<li><code>plt.savefig(...)<\/code>, <code>plt.show()<\/code>\u4fdd\u5b58\u5730\u56fe\u5e76\u663e\u793a\u5728\u5c4f\u5e55\u4e0a\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Matplotlib \u5177\u6709\u5f88\u5f3a\u7684\u53ef\u8c03\u6027\uff0c\u56e0\u6b64\u60a8\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u559c\u597d\u5b9a\u5236\u5730\u56fe\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. Plotly\uff1a\u4e92\u52a8\u53ef\u89c6\u5316\u4e4b\u738b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Plotly \u662f\u4e00\u4e2a\u7528\u4e8e\u521b\u5efa\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u7684\u5f3a\u5927\u5e93\uff0c\u5bf9\u4e8e\u5730\u56fe\u53ef\u89c6\u5316\u4e5f\u975e\u5e38\u6709\u7528\u3002 \u5728\u672c\u6559\u7a0b\u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 Plotly Python \u5730\u56fe\u53ef\u89c6\u5316\u5e93\u3002<\/p>\n\n\n<style>.kb-image5018_d005b9-e5 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image5018_d005b9-e5 img.kb-img, .kb-image5018_d005b9-e5 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image5018_d005b9-e5\"><figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"1200\" height=\"505\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-9.jpg\" alt=\"Plotly \uadf8\ub9b0 \uc11c\uc6b8 \uc9c0\ub3c4 \" class=\"kb-img wp-image-5041\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-9.jpg 1200w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-9-300x126.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-9-600x253.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-9-768x323.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/image-4-9-18x8.jpg 18w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption>( \u7ed8\u5236\u7684\u9996\u5c14\u5730\u56fe )<\/figcaption><\/figure><\/div>\n\n\n\n<pre class=\"wp-block-code language-python\"><code>\u5c06 plotly.graph_objects \u5bfc\u5165 go\n\n\u521b\u5efa # \u5730\u56fe\u6570\u636e\nfig = go.Figure(go.Scattermapbox(\n    mode = \"markers\"\u3001\n    lon = [126.9780]\u3001\n    lat = [37.5665]\u3001\n    marker = {'size'\uff1a20}))\n\n\u8bbe\u7f6e # \u5730\u56fe\u5e03\u5c40\nfig.update_layout(\n    mapbox = {\n        \u6837\u5f0f\"open-street-map\"\u3001\n        'center'\uff1a{ 'lon'\uff1a126.9780, 'lat'\uff1a37.5665},\n        \u7f29\u653e'\uff1a10},\n    showlegend = False)\n\n\u663e\u793a # \u5730\u56fe\nfig.show()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4ee3\u7801\u8bc4\u6ce8\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>\u5c06 plotly.graph_objects \u5bfc\u5165 go<\/code>\u83b7\u53d6 Plotly \u7684\u56fe\u5f62\u5bf9\u8c61\u3002<\/li>\n\n\n\n<li><code>fig = go.Figure(go.Scattermapbox(...))<\/code>\u521b\u5efa\u5bf9\u8c61\uff0c\u5728\u5730\u56fe\u4e0a\u653e\u7f6e\u6807\u8bb0\u3002<\/li>\n\n\n\n<li><code>fig.update_layout(...)<\/code>\u8bbe\u7f6e\u5730\u56fe\u7684\u6837\u5f0f\u3001\u4e2d\u5fc3\u5750\u6807\u3001\u7f29\u653e\u7ea7\u522b\u7b49\u3002<\/li>\n\n\n\n<li><code>fig.show()<\/code>\u5728\u5c4f\u5e55\u4e0a\u663e\u793a\u751f\u6210\u7684\u5730\u56fe\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528 Plotly \u521b\u5efa\u7684\u5730\u56fe\u975e\u5e38\u9177\uff0c\u800c\u4e14\u5177\u6709\u4ea4\u4e92\u6027--\u60a8\u53ef\u4ee5\u7528\u9f20\u6807\u7f29\u653e\u548c\u5e73\u79fb\u5730\u56fe\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f Python \u4e2d\u4e0d\u540c\u7684\u5730\u56fe\u53ef\u89c6\u5316\u5e93\uff0c\u5b83\u4eec\u5404\u6709\u7279\u70b9\u3001\u957f\u5904\u548c\u77ed\u5904\u3002 Folium \u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u4ea4\u4e92\u5f0f\u5730\u56fe\uff0cGeoPandas \u975e\u5e38\u9002\u5408\u5730\u7406\u6570\u636e\u5206\u6790\uff0cMatplotlib \u5177\u6709\u5f88\u9ad8\u7684\u53ef\u8c03\u6027\uff0c\u800c Plotly \u5219\u63d0\u4f9b\u4e86\u82b1\u54e8\u7684\u4ea4\u4e92\u6027\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9009\u62e9\u4e00\u4e2a\u9002\u5408\u4f60\u7684\u9879\u76ee\u6216\u6570\u636e\u7684\u5e93\uff0c\u7136\u540e\u8bd5\u4e00\u8bd5\u3002 \u4e00\u5f00\u59cb\u53ef\u80fd\u4f1a\u89c9\u5f97\u5f88\u56f0\u96be\uff0c\u4f46\u575a\u6301\u7ec3\u4e60\uff0c\u4f60\u4f1a\u53d1\u73b0\u81ea\u5df1\u5f88\u5feb\u5c31\u80fd\u5236\u4f5c\u51fa\u4ee4\u4eba\u60ca\u53f9\u7684\u5730\u56fe\u53ef\u89c6\u5316\u6548\u679c\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e86\uff0c\u4f60\u770b\u5730\u56fe\u7684\u539f\u56e0\u4e4b\u4e00\u662f\u4e3a\u4e86\u65c5\u884c\uff0c\u5bf9\u5417\uff1f <a href=\"https:\/\/secondlife.lol\/zh\/python-map-visualization-travel-route\/\" data-type=\"post\" data-id=\"2376\">Python \u5730\u56fe\u53ef\u89c6\u5316\uff1a\u83b7\u5f97\u6c38\u4e0d\u540e\u6094\u7684\u8def\u7ebf\uff08\u7279\u8272\uff1afolium \u8f6f\u4ef6\u5305\uff09<\/a> \u4f55\u4e0d\u770b\u770b\u6211\u4eec\u7684\u5c97\u4f4d\u8bc4\u8bba\uff0c\u770b\u770b\u60a8\u7684\u65b9\u5411\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"># \u672f\u8bed\u8868<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u53ef\u89c6\u5316<\/strong>:\u6570\u636e\u7684\u56fe\u5f62\u8868\u793a\u3002\u5730\u56fe\u53ef\u89c6\u5316\u662f\u6307\u4ee5\u5730\u56fe\u7684\u5f62\u5f0f\u8868\u793a\u5730\u7406\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u56fe\u4e66\u9986<\/strong>\u4ee3\u7801\u96c6\uff1a\u5305\u542b\u7f16\u7a0b\u4e2d\u5e38\u7528\u51fd\u6570\u7684\u4ee3\u7801\u96c6\u3002\u5728 Python \u4e2d\uff0c <code>\u8236\u6765\u54c1<\/code> \u8bed\u53e5\u6765\u52a0\u8f7d\u548c\u4f7f\u7528\u8be5\u5e93\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u4e92\u5f0f<\/strong>\u4ea4\u4e92\u6027\u662f\u6307\u4e0e\u7528\u6237\u4e92\u52a8\u7684\u80fd\u529b\u3002\u4ea4\u4e92\u5f0f\u5730\u56fe\u53ef\u4ee5\u653e\u5927\u3001\u7f29\u5c0f\u3001\u5e73\u79fb\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u7eac\u5ea6\u548c\u7ecf\u5ea6<\/strong>\u63cf\u8ff0\u5730\u7403\u4e0a\u67d0\u4e00\u4f4d\u7f6e\u7684\u5750\u6807\u7cfb\u3002\u7eac\u5ea6\u662f\u76f8\u5bf9\u4e8e\u8d64\u9053\u7684\u5357\u5317\u89d2\u5ea6\uff0c\u7ecf\u5ea6\u662f\u76f8\u5bf9\u4e8e\u672c\u521d\u5b50\u5348\u7ebf\u7684\u4e1c\u897f\u89d2\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u6807\u8bb0<\/strong>\u5728\u5730\u56fe\u4e0a\u6807\u8bb0\u7279\u5b9a\u4f4d\u7f6e\u7684\u70b9\u6216\u56fe\u6807\u3002<\/li>\n\n\n\n<li><strong>\u7f29\u653e\u7ea7\u522b<\/strong>\u8fd9\u662f\u4e00\u4e2a\u8868\u793a\u5730\u56fe\u653e\u5927\u7a0b\u5ea6\u7684\u6570\u5b57\uff0c\u6570\u5b57\u8d8a\u5927\uff0c\u5730\u56fe\u8d8a\u8be6\u7ec6\u3002<\/li>\n\n\n\n<li><strong>\u6295\u5f71<\/strong>\u662f\u5728\u4e8c\u7ef4\u5e73\u9762\u4e0a\u8868\u793a\u4e09\u7ef4\u5730\u7403\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u6709\u8bb8\u591a\u4e0d\u540c\u7684\u6295\u5f71\u65b9\u5f0f\uff0c\u5404\u6709\u5229\u5f0a\u3002<\/li>\n<\/ol>\n\n\n<style>.kb-image4457_249bea-0c.kb-image-is-ratio-size, .kb-image4457_249bea-0c .kb-image-is-ratio-size{max-width:300px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image4457_249bea-0c.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image4457_249bea-0c .kb-image-is-ratio-size{align-self:unset;}.kb-image4457_249bea-0c figure{max-width:300px;}.kb-image4457_249bea-0c .image-is-svg, .kb-image4457_249bea-0c .image-is-svg img{width:100%;}.kb-image4457_249bea-0c .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image4457_249bea-0c\"><figure class=\"aligncenter size-medium\"><img decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding-300x300.webp\" alt=\"\ud14c\ub9ac \uc774\ubaa8\ud2f0\ucf58\" class=\"kb-img wp-image-4456\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding-300x300.webp 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding-600x600.webp 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding-150x150.webp 150w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding-768x768.webp 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding-12x12.webp 12w, https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/01\/teri-coding.webp 1024w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><figcaption><strong>(\u5feb\u4e50\u7f16\u7801\uff09<\/strong><\/figcaption><\/figure><\/div>","protected":false},"excerpt":{"rendered":"<p>\uc548\ub155\ud558\uc138\uc694, \ud30c\uc774\uc36c \ucf54\ub529\uc5d0 \uad00\uc2ec \uc788\ub294 \uc5ec\ub7ec\ubd84! \uc624\ub298\uc740 \ud30c\uc774\uc36c \uc9c0\ub3c4 \uc2dc\uac01\ud654&#8230;<\/p>","protected":false},"author":3,"featured_media":5038,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[3],"tags":[896,895,162,164,894,33],"class_list":["post-5018","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-coding","tag-folium","tag-geopandas","tag-matplotlib","tag-164","tag-894","tag-33"],"taxonomy_info":{"category":[{"value":3,"label":"\ud30c\uc774\uc36c(Python)"}],"post_tag":[{"value":896,"label":"Folium"},{"value":895,"label":"GeoPandas"},{"value":162,"label":"Matplotlib"},{"value":164,"label":"\ub370\uc774\ud130 \uc2dc\uac01\ud654"},{"value":894,"label":"\uc9c0\ub3c4 \uc2dc\uac01\ud654"},{"value":33,"label":"\ud30c\uc774\uc36c"}]},"featured_image_src_large":["https:\/\/secondlife.lol\/wp-content\/uploads\/2025\/02\/\ud30c\uc774\uc36c-\uc9c0\ub3c4-\uc2dc\uac01\ud654-\ub77c\uc774\ube0c\ub7ec\ub9ac-\ud3ec\uc2a4\ud2b8-\uc378\ub124\uc77c-600x600.jpg",600,600,true],"author_info":{"display_name":"TERE","author_link":"https:\/\/secondlife.lol\/zh\/author\/tere\/"},"comment_info":0,"category_info":[{"term_id":3,"name":"\ud30c\uc774\uc36c(Python)","slug":"python-coding","term_group":0,"term_taxonomy_id":3,"taxonomy":"category","description":"","parent":20,"count":119,"filter":"raw","cat_ID":3,"category_count":119,"category_description":"","cat_name":"\ud30c\uc774\uc36c(Python)","category_nicename":"python-coding","category_parent":20}],"tag_info":[{"term_id":896,"name":"Folium","slug":"folium","term_group":0,"term_taxonomy_id":896,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":895,"name":"GeoPandas","slug":"geopandas","term_group":0,"term_taxonomy_id":895,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":162,"name":"Matplotlib","slug":"matplotlib","term_group":0,"term_taxonomy_id":162,"taxonomy":"post_tag","description":"","parent":0,"count":19,"filter":"raw"},{"term_id":164,"name":"\ub370\uc774\ud130 \uc2dc\uac01\ud654","slug":"%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%8b%9c%ea%b0%81%ed%99%94","term_group":0,"term_taxonomy_id":164,"taxonomy":"post_tag","description":"","parent":0,"count":52,"filter":"raw"},{"term_id":894,"name":"\uc9c0\ub3c4 \uc2dc\uac01\ud654","slug":"%ec%a7%80%eb%8f%84-%ec%8b%9c%ea%b0%81%ed%99%94","term_group":0,"term_taxonomy_id":894,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":33,"name":"\ud30c\uc774\uc36c","slug":"%ed%8c%8c%ec%9d%b4%ec%8d%ac","term_group":0,"term_taxonomy_id":33,"taxonomy":"post_tag","description":"","parent":0,"count":30,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/posts\/5018","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/comments?post=5018"}],"version-history":[{"count":15,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/posts\/5018\/revisions"}],"predecessor-version":[{"id":5047,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/posts\/5018\/revisions\/5047"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/media\/5038"}],"wp:attachment":[{"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/media?parent=5018"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/categories?post=5018"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/secondlife.lol\/zh\/wp-json\/wp\/v2\/tags?post=5018"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}