{"id":229,"date":"2024-05-06T12:30:00","date_gmt":"2024-05-06T16:30:00","guid":{"rendered":"https:\/\/www.chiawei.com\/?post_type=chiawei_portfolio&#038;p=229"},"modified":"2025-05-03T14:58:18","modified_gmt":"2025-05-03T18:58:18","slug":"gis-based-data-visualization","status":"publish","type":"chiawei_portfolio","link":"https:\/\/www.chiawei.com\/zh\/portfolio\/gis-based-data-visualization\/","title":{"rendered":"\u57fa\u4e8e\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\u7684\u6570\u636e\u53ef\u89c6\u5316\u63a2\u7d22\u4e4b\u65c5"},"content":{"rendered":"\n<html><head>\n\n\n<\/head><body><p>\u6700\u8fd1\uff0c\u6211\u6536\u5230\u4e86\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u7684 <a href=\"https:\/\/senseable.mit.edu\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Senseable City Lab<\/a> \u5b9e\u9a8c\u5ba4\u53d1\u6765\u7684\u4e00\u4e2a\u6570\u636e\u53ef\u89c6\u5316\u804c\u4f4d\u7684\u9762\u8bd5\u9080\u8bf7\u3002\u8fd9\u8ba9\u6211\u611f\u5230\u6709\u4e9b\u610f\u5916\uff0c\u56e0\u4e3a\u867d\u7136\u6211\u542c\u8bf4\u8fc7\u6570\u636e\u53ef\u89c6\u5316\uff0c\u4f46\u8fd9\u4e2a\u804c\u4f4d\u8981\u6c42\u6df1\u5165\u638c\u63e1\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\uff08GIS\uff09\u6570\u636e\u53ef\u89c6\u5316\u6280\u672f\uff0c\u8fd9\u662f\u6211\u51e0\u4e4e\u672a\u66fe\u6d89\u8db3\u7684\u9886\u57df\u3002\u968f\u7740\u9762\u8bd5\u7684\u4e34\u8fd1\uff0c\u6211\u8d8a\u53d1\u611f\u89c9\u5230\u6211\u9700\u8981\u4e00\u4e2a\u771f\u6b63\u7684\u6570\u636e\u53ef\u89c6\u5316\u9879\u76ee\uff0c\u624d\u80fd\u8ba9\u8fd9 15 \u5206\u949f\u4ee5\u6709\u610f\u4e49\u7684\u65b9\u5f0f\u5ea6\u8fc7\uff0c\u81f3\u5c11\u5728\u9762\u8bd5\u4e2d\u80fd\u6709\u8bdd\u53ef\u804a\u3002\u5728\u8ddd\u79bb\u9762\u8bd5\u4e0d\u5230 24 \u5c0f\u65f6\u7684\u65f6\u5019\uff0c\u6211\u51b3\u5b9a\u6311\u6218\u4e00\u4e0b\u81ea\u5df1\uff0c\u5f00\u59cb\u5feb\u901f\u5b66\u4e60\u5e76\u5c1d\u8bd5\u505a\u51fa\u4e00\u4e2a\u7b80\u5355\u7684\u9879\u76ee\u3002<\/p>\n\n\n\n<figure class=\"figure wp-block-image size-full is-style-image-big\"><div class=\"frame\" style=\"max-width:4340px; max-height:2860px;\"><div class=\"fill\" style=\"padding-bottom: 65.898617511521%;\"><\/div><div class=\"image\"><div class=\"small-image\"><picture><source srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@dark-32x21.jpg\" media=\"(prefers-color-scheme: dark)\"><\/source><img src=\"https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@light-32x21.jpg\" decoding=\"sync\" id=\"small\" class=\"blurry loaded\"><\/picture><\/div><picture><source srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@dark.jpg 4340w, https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@dark-1360x896.jpg 1360w, https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@dark-32x21.jpg 32w, https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@dark-2048x1350.jpg 2048w\" media=\"(prefers-color-scheme: dark)\"><\/source><img width=\"4340\" height=\"2860\" id=\"large\" class=\"wp-image-235\" src=\"https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@light.jpg\" srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@light.jpg 4340w, https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@light-1360x896.jpg 1360w, https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@light-32x21.jpg 32w, https:\/\/media.chiawei.com\/images\/GIS_Data_Visualization_Screenshots_Population@light-2048x1350.jpg 2048w\" sizes=\"auto, (max-width: 4340px) 100vw, 4340px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"235: \" decoding=\"async\" loading=\"lazy\" alt=\"GIS \u6570\u636e\u53ef\u89c6\u5316\u9879\u76ee\u6700\u7ec8\u6210\u679c\u7684\u5c4f\u5e55\u622a\u56fe\uff0c\u901a\u8fc7\u591a\u5f69\u8272\u7f16\u7801\u5728\u4ea4\u4e92\u5f0f\u6570\u5b57\u5730\u56fe\u4e0a\u663e\u793a\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u3002\" data-processed=\"true\"><\/picture><\/div><\/div><figcaption class=\"wp-element-caption\">GIS \u6570\u636e\u53ef\u89c6\u5316\u9879\u76ee\u7684\u6838\u5fc3\u90e8\u5206\uff0c\u5c55\u793a\u4e86\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u6211\u6700\u7ec8\u505a\u5230\u4e86\uff0c\u5e76\u5728\u9762\u8bd5\u4e2d\u6210\u529f\u5c55\u793a\u3002\u9762\u8bd5\u5b98 F&aacute;bio Duarte \u544a\u8bc9\u6211\u4ed6\u975e\u5e38\u559c\u6b22<a href=\"https:\/\/www.chiawei.com\/prototypes\/gis-data-visualization\/?utm_source=chiawei.com&amp;utm_medium=webpage&amp;utm_campaign=portfolio_project_article&amp;utm_content=%E8%BF%99%E4%B8%AA%E9%A1%B9%E7%9B%AE\" target=\"_blank\" rel=\"noreferrer noopener\">\u8fd9\u4e2a\u9879\u76ee<\/a>\u3002\u867d\u7136\u4ed6\u4eec\u4ecd\u5e0c\u671b\u5bfb\u627e\u5df2\u7ecf\u6709\u4e30\u5bcc\u7ecf\u9a8c\u7684\u4e13\u4e1a\u5019\u9009\u4eba\uff0c\u4f46\u6211\u8ba4\u4e3a\u8fd9\u6b21\u7a81\u7834\u81ea\u6211\u7684\u5c1d\u8bd5\u8fc7\u7a0b\u5bf9\u6211\u6765\u8bf4\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u6536\u83b7\u3002<span style=\"text-decoration: underline;\">\u5728\u804c\u4e1a\u53d1\u5c55\u751a\u81f3\u4eba\u751f\u65c5\u9014\u4e2d\uff0c\u4e00\u5b9a\u8fd8\u6709\u65e0\u6570\u4e2a\u8fd9\u6837\u7684\u65f6\u523b&mdash;&mdash;\u5728\u5145\u6ee1\u672a\u77e5\u7684\u9886\u57df\u505a\u51fa\u8fc5\u901f\u7684\u53cd\u5e94\uff0c\u800c\u8fd9\u9700\u8981\u5f00\u653e\u7684\u5b66\u4e60\u5fc3\u6001\uff0c\u4ee5\u53ca\u7075\u6d3b\u6027\u548c\u521b\u9020\u529b\u7684\u7ed3\u5408\u3002<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b66\u4e60\u4e4b\u65c5<\/h2>\n\n\n\n<p>\u7531\u4e8e\u7f3a\u4e4f\u76f8\u5173\u7684\u80cc\u666f\uff0c\u6211\u786e\u5b9e\u4e0d\u77e5\u9053\u4ece\u4f55\u5f00\u59cb\u3002\u4f46\u6211\u77e5\u9053\u6211\u53ef\u4ee5\u901a\u8fc7\u641c\u7d22\u4e86\u89e3\u4e00\u4e9b\u7279\u5b9a\u7684\u77e5\u8bc6\u70b9\uff0c\u5982\u679c\u8fde\u63a5\u5176\u4e2d\u7684\u4e00\u4e9b\u70b9\uff0c\u5c31\u53ef\u80fd\u5f62\u6210\u4e00\u5f20\u6709\u6548\u7684\u7f51\u7edc\u3002\u56e0\u6b64\uff0c\u6211\u7684\u5b66\u4e60\u4e4b\u65c5\u4ece\u641c\u7d22\u5f00\u59cb\uff0c\u8bd5\u56fe\u4e86\u89e3\u53ef\u4ee5\u505a\u4e9b\u4ec0\u4e48\u3001\u9700\u8981\u600e\u4e48\u505a\u3002\u540c\u65f6\uff0c\u6211\u56de\u987e\u4e86\u804c\u4f4d\u63cf\u8ff0\u4e2d\u63d0\u5230\u7684\u4e00\u4e9b\u5173\u952e\u80fd\u529b\uff0c\u4f8b\u5982\u4f7f\u7528 HTML\u3001CSS \u548c JavaScript\u3001\u5206\u6790\u548c\u89e3\u91ca\u6570\u636e\u3001\u57fa\u4e8e\u5730\u7406\u4f4d\u7f6e\u7684\u591a\u8fb9\u5f62\u7ed8\u5236\u7b49\uff0c\u8fd9\u8ba9\u6211\u5bf9\u9700\u8981\u5305\u62ec\u7684\u5de5\u4f5c\u6b65\u9aa4\u6709\u4e86\u57fa\u672c\u7684\u5224\u65ad\u3002\u4e5f\u6b63\u662f\u8fd9\u4e9b\u63d0\u793a\uff0c\u5e2e\u52a9\u6211\u7f29\u5c0f\u4e86\u9009\u9898\u8303\u56f4\uff0c\u5e76\u63d0\u9192\u6211\u591a\u5e74\u524d\u5728 Nike AR Map \u9879\u76ee\u4e2d\u63a5\u89e6\u8fc7\u7684 <a href=\"https:\/\/www.mapbox.com\" data-type=\"link\" data-id=\"https:\/\/www.mapbox.com\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Mapbox<\/a>\uff0c\u4e5f\u8bb8\u6211\u53ef\u4ee5\u4ee5\u5b83\u4e3a\u8f7d\u4f53\uff0c\u6765\u5b9e\u73b0\u6570\u636e\u7684\u53ef\u89c6\u5316\u3002<\/p>\n\n\n\n<figure class=\"figure wp-block-image size-full is-style-image-fullbleed\"><div class=\"frame\" style=\"max-width:2880px; max-height:560px;\"><div class=\"fill\" style=\"padding-bottom: 19.444444444444%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/Workflow_of_Making_GIS_Data_Visualization-32x6.jpg\"><\/div><img id=\"large\" class=\"wp-image-333\" src=\"https:\/\/media.chiawei.com\/images\/Workflow_of_Making_GIS_Data_Visualization.jpg\" srcset=\"https:\/\/media.chiawei.com\/images\/Workflow_of_Making_GIS_Data_Visualization.jpg 2880w, https:\/\/media.chiawei.com\/images\/Workflow_of_Making_GIS_Data_Visualization-1360x264.jpg 1360w, https:\/\/media.chiawei.com\/images\/Workflow_of_Making_GIS_Data_Visualization-32x6.jpg 32w, https:\/\/media.chiawei.com\/images\/Workflow_of_Making_GIS_Data_Visualization-2048x398.jpg 2048w\" sizes=\"(max-width: 2880px) 100vw, 2880px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"357: \" decoding=\"async\" loading=\"lazy\" alt=\"\u521b\u5efa GIS \u6570\u636e\u53ef\u89c6\u5316\u9879\u76ee\u7684\u9010\u6b65\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5305\u62ec\u7814\u7a76\u3001\u6d4f\u89c8\u6570\u636e\u3001\u9884\u5904\u7406\u548c\u6700\u7ec8\u53ef\u89c6\u5316\u3002\" data-processed=\"true\"><\/div><\/div><\/figure>\n\n\n\n<p>\u4e8e\u662f\uff0c\u6211\u52fe\u52d2\u51fa\u4e86\u6700\u57fa\u672c\u7684\u6846\u67b6\uff0c\u5373\u5728\u5bfb\u627e\u6570\u636e\u540e\uff0c\u5c06\u6570\u636e\u5904\u7406\u4e3a GeoJSON \u683c\u5f0f\uff08\u5173\u952e\u4e4b\u5904\uff09\uff0c\u4ece\u800c\u901a\u8fc7\u5c06 GeoJSON \u63d0\u4f9b\u7ed9 Mapbox GL JS \u4ee5\u5448\u73b0\u6570\u636e\u3002\u4f46\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4e00\u5b9a\u8fd8\u5b58\u5728\u8bb8\u591a\u672a\u77e5\u7684\u96be\u9898\uff0c\u9700\u8981\u9010\u4e2a\u89e3\u51b3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6280\u672f\u5b9e\u65bd\u8fc7\u7a0b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u6536\u96c6<\/h3>\n\n\n\n<p>\u867d\u7136\u6211\u6709\u51e0\u4e2a\u5f85\u5b9a\u7684\u9009\u9898\uff0c\u4f46\u6211\u80fd\u505a\u4ec0\u4e48\u9009\u9898\u4e5f\u53d6\u51b3\u4e8e\u6211\u662f\u5426\u80fd\u627e\u5230\u6709\u6548\u7684\u6570\u636e\u3002\u56e0\u6b64\uff0c\u6211\u9996\u5148\u9700\u8981\u7814\u7a76\u6211\u80fd\u83b7\u53d6\u5230\u54ea\u4e9b\u6570\u636e\u3002\u6211\u68c0\u67e5\u4e86 <a href=\"https:\/\/www.openstreetmap.org\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">OpenStreetMap<\/a>\u3001<a href=\"https:\/\/www.earthdata.nasa.gov\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">NASA Earthdata<\/a>\u3001<a href=\"https:\/\/www.ncei.noaa.gov\/access\/search\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">NOAA<\/a>\uff0c\u4ee5\u53ca <a href=\"https:\/\/www.census.gov\/data\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">US Census Bureau<\/a> \u7b49\u7ad9\u70b9\uff0c\u5e76\u4e0b\u8f7d\u4e86\u5927\u91cf\u7684\u6570\u636e\u6587\u4ef6\uff08\u4ece\u51e0 MB \u5230\u51e0 GB \u4e0d\u7b49\uff09\u3002\u6211\u53d1\u73b0\u8fd9\u4e9b\u539f\u59cb\u6570\u636e\u53ef\u80fd\u4ee5\u4e0d\u540c\u7684\u683c\u5f0f\u50a8\u5b58\uff0c\u6bd4\u8f83\u5e38\u89c1\u7684\u5c31\u662f Raster \u6570\u636e\u6587\u4ef6\u7684 TIFF \u683c\u5f0f\uff0c\u9664\u6b64\u4e4b\u5916\u4e5f\u53ef\u80fd\u6709 Vector \u6570\u636e\u6587\u4ef6\u7b49\u3002\u800c\u6700\u7ec8\u4f7f\u7528\u54ea\u4efd\u6570\u636e\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u5904\u7406\u624d\u80fd\u786e\u5b9a\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u9884\u5904\u7406\u548c\u51b3\u7b56\u5236\u5b9a<\/h3>\n\n\n\n<p>\u5f53\u6211\u76f4\u63a5\u6253\u5f00 TIFF \u6570\u636e\u6587\u4ef6\u65f6\uff0c\u7531\u4e8e\u6587\u4ef6\u8fc7\u4e8e\u5e9e\u5927\u800c\u603b\u662f\u8981\u7b49\u5f88\u4e45\u3002\u968f\u540e\u6211\u610f\u8bc6\u5230\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u4e13\u7528\u8f6f\u4ef6\u5bf9\u6570\u636e\u8fdb\u884c\u5904\u7406\uff0c\u5e76\u5bfc\u51fa\u4e3a GeoJSON\u3002\u8fdb\u4e00\u6b65\u7684\u641c\u7d22\u8bc1\u5b9e\u4e86\u6211\u7684\u731c\u60f3\uff0c\u6211\u9009\u62e9\u4e86 <a href=\"https:\/\/qgis.org\/\" data-type=\"link\" data-id=\"https:\/\/qgis.org\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">QGIS app<\/a>\uff0c\u56e0\u4e3a\u5b83\u662f\u514d\u8d39\u7684\uff0c\u9002\u5408\u672c\u6b21\u63a2\u7d22\u8fc7\u7a0b\u3002\u540c\u65f6\u6211\u4e86\u89e3\u5230\uff0c\u5728\u8fd9\u4e00\u6b65\u8981\u505a\u7684\u53ef\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u6e05\u6d17\uff08Data cleaning\uff09<\/li>\n\n\n\n<li>\u683c\u5f0f\u8f6c\u6362\uff08Format conversion\uff09<\/li>\n\n\n\n<li>\u88c1\u526a\uff08Cropping\uff09<\/li>\n\n\n\n<li>\u6570\u636e\u9a8c\u8bc1\uff08Data verification\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u6b64\u65f6\u8fd9\u4e9b\u6982\u5ff5\u8fd8\u6bd4\u8f83\u62bd\u8c61\uff0c\u4f46\u662f\u5f53\u6211\u5c1d\u8bd5\u8f7d\u5165\u6570\u636e\u5230\u67e5\u770b\u5668\u4e2d\u5e76\u8fdb\u884c\u5904\u7406\u65f6\uff0c\u6211\u9010\u6e10\u80fd\u4f53\u4f1a\u5230\u5b83\u4eec\u7684\u542b\u4e49\u3002\u4e0a\u624b\u5b9e\u8df5\u4f1a\u8ba9\u6982\u5ff5\u53d8\u5f97\u66f4\u9c9c\u6d3b\u3002\u6211\u5c1d\u8bd5\u5bf9\u56fe\u50cf\u8fdb\u884c\u7740\u8272\u3002\u5f53\u56fe\u7247\u4ece\u9ed1\u767d\u53d8\u4e3a\u5f69\u8272\u65f6\uff0c\u6211\u611f\u89c9\u6211\u6b63\u8d70\u5728\u5bf9\u7684\u8def\u4e0a\uff0c\u540c\u65f6\u8fc5\u901f\u610f\u8bc6\u5230\u8272\u5f69\u7f16\u7801\u7684\u9009\u62e9\u5e94\u8be5\u662f\u6709\u8bb2\u7a76\u7684\uff0c\u989c\u8272\u9700\u8981\u7b26\u5408\u8bed\u4e49\u3002\u4f8b\u5982\uff0c\u63cf\u8ff0 PM2.5 \u7684\u6570\u636e\uff0c\u5e94\u5f53\u4ee4\u9ad8\u503c\u663e\u5f97\u50cf\u662f\u4e00\u79cd\u6c61\u67d3\u6216\u5c55\u73b0\u51fa\u8d1f\u9762\u7279\u5f81\u3001\u4ee4\u4f4e\u503c\u770b\u8d77\u6765\u662f\u4e00\u79cd\u8f83\u4e3a\u6e05\u65b0\u7684\u611f\u89c9\uff1b\u800c\u4eba\u53e3\u5bc6\u5ea6\u6570\u636e\u5219\u5e94\u5f53\u4ee4\u9ad8\u503c\u663e\u5f97\u50cf\u662f\u7d27\u5f20\u7684\u3001\u4ee4\u4f4e\u503c\u770b\u8d77\u6765\u6beb\u65e0\u751f\u547d\u529b\u3002<\/p>\n\n\n\n<figure class=\"figure wp-block-image size-full is-style-image-inline\"><div class=\"frame\" style=\"max-width:2048px; max-height:1120px;\"><div class=\"fill\" style=\"padding-bottom: 54.6875%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Preprocessing_Min_Max_Value_and_Color_Ramp-32x18.jpg\"><\/div><img width=\"2048\" height=\"1120\" id=\"large\" class=\"wp-image-284\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Preprocessing_Min_Max_Value_and_Color_Ramp.jpg\" srcset=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Preprocessing_Min_Max_Value_and_Color_Ramp.jpg 2048w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Preprocessing_Min_Max_Value_and_Color_Ramp-1360x744.jpg 1360w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Preprocessing_Min_Max_Value_and_Color_Ramp-32x18.jpg 32w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"284: \" decoding=\"async\" loading=\"lazy\" alt=\"QGIS \u56fe\u5c42\u5c5e\u6027\u7684\u5c4f\u5e55\u622a\u56fe\uff0c\u663e\u793a\u8c03\u6574\u6570\u636e\u53ef\u89c6\u5316\u7684\u6700\u5c0f\u548c\u6700\u5927\u503c\u4ee5\u53ca\u8272\u5e26\u8bbe\u7f6e\u3002\" data-processed=\"true\"><\/div><\/div><figcaption class=\"wp-element-caption\">\u5728 QGIS \u4e2d\u540c\u65f6\u8c03\u6574\u6700\u5c0f\u548c\u6700\u5927\u503c\u53ca\u8272\u5e26\uff0c\u4ee5\u4f7f\u5730\u7406\u7a7a\u95f4\u6570\u636e\u66f4\u5177\u89e3\u91ca\u6027\u548c\u89c6\u89c9\u5438\u5f15\u529b\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u540c\u65f6\uff0c\u901a\u8fc7\u5c1d\u8bd5\uff0c\u6211\u53d1\u73b0\u8bbe\u5b9a min\/max \u8303\u56f4\u6765\u6392\u9664\u6781\u7aef\u6570\u636e\uff0c\u5bf9\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u5448\u73b0\u6548\u679c\u7684\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-style-carousel-basic is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"figure wp-block-image size-full\"><div class=\"frame\" style=\"max-width:3456px; max-height:2160px;\"><div class=\"fill\" style=\"padding-bottom: 62.5%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_0_Max_100-32x20.png\"><\/div><img width=\"3456\" height=\"2160\" id=\"large\" class=\"wp-image-252\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_0_Max_100.png\" srcset=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_0_Max_100.png 3456w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_0_Max_100-1360x850.png 1360w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_0_Max_100-32x20.png 32w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_0_Max_100-2048x1280.png 2048w\" sizes=\"auto, (max-width: 3456px) 100vw, 3456px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"252: \" decoding=\"async\" loading=\"lazy\" alt=\"\u4f7f\u7528 QGIS \u663e\u793a PM 2.5 \u6570\u636e\uff0c\u6700\u5c0f\u503c\u4e3a 0%\uff0c\u6700\u5927\u503c\u4e3a 100%\u3002\" data-processed=\"true\"><\/div><\/div><figcaption class=\"wp-element-caption\">\u5728 QGIS \u4e2d\u5168\u8303\u56f4\u663e\u793a\u5168\u7403 PM2.5 \u6d53\u5ea6\uff0c\u8303\u56f4\u4ece 0% \u5230 100%\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"figure wp-block-image size-full\"><div class=\"frame\" style=\"max-width:3456px; max-height:2160px;\"><div class=\"fill\" style=\"padding-bottom: 62.5%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_2_Max_98-32x20.png\"><\/div><img width=\"3456\" height=\"2160\" id=\"large\" class=\"wp-image-251\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_2_Max_98.png\" srcset=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_2_Max_98.png 3456w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_2_Max_98-1360x850.png 1360w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_2_Max_98-32x20.png 32w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_PM_2_5_Min_2_Max_98-2048x1280.png 2048w\" sizes=\"auto, (max-width: 3456px) 100vw, 3456px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"251: \" decoding=\"async\" loading=\"lazy\" alt=\"\u4f7f\u7528 QGIS \u663e\u793a PM 2.5 \u6570\u636e\uff0c\u6700\u5c0f\u503c\u4e3a 2%\uff0c\u6700\u5927\u503c\u4e3a 98%\u3002\" data-processed=\"true\"><\/div><\/div><figcaption class=\"wp-element-caption\">\u5728 QGIS \u4e2d\u5168\u8303\u56f4\u663e\u793a\u5168\u7403 PM2.5 \u6d53\u5ea6\uff0c\u8303\u56f4\u4ece 2% \u5230 98%\u3002<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-94bc23d7 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-buttons is-style-segmented-control is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">\u5b8c\u6574\u6570\u636e\u8303\u56f4<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">\u8c03\u6574\u540e\u7684\u6570\u636e\u8303\u56f4<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-style-carousel-basic is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"figure wp-block-image size-full\"><div class=\"frame\" style=\"max-width:3456px; max-height:2160px;\"><div class=\"fill\" style=\"padding-bottom: 62.5%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_0_Max_100-32x20.png\"><\/div><img width=\"3456\" height=\"2160\" id=\"large\" class=\"wp-image-250\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_0_Max_100.png\" srcset=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_0_Max_100.png 3456w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_0_Max_100-1360x850.png 1360w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_0_Max_100-32x20.png 32w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_0_Max_100-2048x1280.png 2048w\" sizes=\"auto, (max-width: 3456px) 100vw, 3456px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"250: \" decoding=\"async\" loading=\"lazy\" alt=\"\u4f7f\u7528 QGIS \u663e\u793a\u7684\u4eba\u53e3\u5bc6\u5ea6\u53ef\u89c6\u5316\uff0c\u8bbe\u7f6e\u7684\u6700\u5c0f\u503c\u4e3a 0% \u548c\u6700\u5927\u503c\u4e3a 100%\u3002\" data-processed=\"true\"><\/div><\/div><figcaption class=\"wp-element-caption\">\u4f7f\u7528 QGIS \u663e\u793a\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u7684\u53ef\u89c6\u5316\uff0c\u6570\u636e\u8303\u56f4\u5b8c\u6574\uff0c\u4ece 0% \u5230 100%\u3002<\/figcaption><\/figure>\n\n\n\n<figure class=\"figure wp-block-image size-full\"><div class=\"frame\" style=\"max-width:3456px; max-height:2160px;\"><div class=\"fill\" style=\"padding-bottom: 62.5%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_2_Max_98-32x20.png\"><\/div><img width=\"3456\" height=\"2160\" id=\"large\" class=\"wp-image-249\" src=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_2_Max_98.png\" srcset=\"https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_2_Max_98.png 3456w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_2_Max_98-1360x850.png 1360w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_2_Max_98-32x20.png 32w, https:\/\/media.chiawei.com\/images\/QGIS_Data_Visualization_Sample_Population_Min_2_Max_98-2048x1280.png 2048w\" sizes=\"auto, (max-width: 3456px) 100vw, 3456px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"249: \" decoding=\"async\" loading=\"lazy\" alt=\"\u4f7f\u7528 QGIS \u663e\u793a\u7684\u4eba\u53e3\u5bc6\u5ea6\u53ef\u89c6\u5316\uff0c\u8c03\u6574\u540e\u7684\u6700\u5c0f\u503c\u4e3a 2% \u548c\u6700\u5927\u503c\u4e3a 98%\u3002\" data-processed=\"true\"><\/div><\/div><figcaption class=\"wp-element-caption\">\u4f7f\u7528 QGIS \u663e\u793a\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u7684\u53ef\u89c6\u5316\uff0c\u6570\u636e\u8303\u56f4\u7ecf\u8fc7\u8c03\u6574\u4ee5\u6392\u9664\u6781\u7aef\u6570\u636e\uff0c\u4ece 2% \u5230 98%\u3002<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-style-carousel-basic is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-94bc23d7 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-buttons is-style-segmented-control is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">\u5b8c\u6574\u6570\u636e\u8303\u56f4<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">\u8c03\u6574\u540e\u7684\u6570\u636e\u8303\u56f4<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p>\u6700\u540e\u5c31\u662f\u6570\u636e\u7684\u591a\u8fb9\u5f62\u5316\uff08\u4ece\u5149\u6805\u5230\u77e2\u91cf\uff09\u3002\u8fd9\u662f\u5173\u952e\u7684\u4e00\u6b65\uff0c\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u5c06\u6570\u636e\u8f6c\u6362\u4e3a GeoJSON \u683c\u5f0f\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u552f\u4e00\u9700\u8981\u505a\u7684\u5c31\u662f\u7b49\u5f85\u3002<\/p>\n\n\n\n<p>\u63a5\u7740\uff0c\u6211\u53d1\u73b0\u5bfc\u51fa\u7684 GeoJSON \u6587\u4ef6\u53ef\u80fd\u5e76\u4e0d\u5c0f\u3002\u8003\u8651\u5230\u6211\u8fd8\u5728\u5c1d\u8bd5\uff0c\u4e3a\u4e86\u5c06 GeoJSON \u63a7\u5236\u5728\u8f83\u5c0f\u7684\u8303\u56f4\uff0c\u4ee5\u964d\u4f4e\u540e\u7eed\u9700\u8981\u6d88\u8017\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u6211\u51b3\u5b9a\u91c7\u7528 <a href=\"https:\/\/sedac.ciesin.columbia.edu\/data\/set\/gpw-v4-population-count-rev11\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">NASA Earthdata \u7684\u4eba\u53e3\u5bc6\u5ea6\u6570\u636e<\/a>\u3002\u8fd9\u4e00\u51b3\u5b9a\u5e73\u8861\u4e86\u6570\u636e\u7684\u4e30\u5bcc\u6027\u548c\u6587\u4ef6\u7684\u5927\u5c0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7f16\u7801\u548c\u53ef\u89c6\u5316\u5b9e\u65bd<\/h3>\n\n\n\n<p>\u5728\u83b7\u53d6 Token \u540e\uff0c\u6211\u7f16\u5199 JavaScript \u6765\u4e0e MapBox GL JS \u4ea4\u4e92\u3002\u4e3a\u4e86\u65b9\u4fbf\u9a8c\u8bc1 API \u662f\u5426\u8c03\u7528\u6210\u529f\uff0c\u6211\u5f15\u5165\u4e86<a href=\"https:\/\/exploratory.io\/map\" data-type=\"link\" data-id=\"https:\/\/exploratory.io\/map\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684 GeoJSON<\/a> \uff08\u7f8e\u56fd\u884c\u653f\u533a\u57df\u5212\u5206\uff09\u5bfc\u5165\uff0c\u5728\u6210\u529f\u8c03\u7528\u4e4b\u540e\u66ff\u6362\u4e3a\u521a\u624d\u751f\u6210\u7684 GeoJSON \u6587\u4ef6\uff08\u8d85\u8fc7 40 MB\uff09\u3002\u7531\u4e8e GeoJSON \u6570\u636e\u8f83\u4e3a\u5e9e\u5927\uff0c\u5f80\u5f80\u9700\u8981\u7b49\u5f85\u4e00\u6bb5\u65f6\u95f4\uff0c\u6211\u6dfb\u52a0\u4e86\u7b49\u5f85\u6307\u793a\u5668\u4ee5\u5f15\u5bfc\u7b49\u5f85\u3002\u8fd9\u65f6\u6211\u53d1\u73b0\uff0c\u8981\u8ba9\u6570\u636e\u5448\u73b0\u51fa\u5728 QGIS \u4e2d\u642d\u914d\u597d\u7684\u8272\u5f69\u7f16\u7801\uff0c\u53ef\u80fd\u9700\u8981\u505a\u66f4\u591a\u5de5\u4f5c\u3002\u4f8b\u5982\u8ba1\u7b97\u6570\u636e\u533a\u95f4\u5206\u5e03\u3001\u63d0\u53d6\u989c\u8272\u7ec4\u8272\u503c\u7b49\u3002\u901a\u8fc7\u5c06\u8d77\u59cb\u503c\u8bbe\u4e3a 1000\uff0c\u6211\u53ef\u4ee5\u5b9e\u73b0\u5728 QGIS \u4e2d\u6392\u9664\u6781\u7aef\u6570\u636e\u7684\u6548\u679c\u3002\u5728 Figma \u4e2d\u7ed8\u5236\u7b49\u5bbd\u8f85\u52a9\u56fe\u5f62\uff0c\u5e76\u7528\u5438\u7ba1\u63d0\u53d6\u5206\u6bb5\u4f4d\u7f6e\u51c6\u786e\u7684\u8272\u5f69\u503c\u3002<\/p>\n\n\n\n<figure class=\"figure wp-block-image size-full is-style-image-inline\"><div class=\"frame\" style=\"max-width:2880px; max-height:2048px;\"><div class=\"fill\" style=\"padding-bottom: 71.111111111111%;\"><\/div><div class=\"image\"><div class=\"small-image\"><picture><source srcset=\"https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@dark-32x23.jpg\" media=\"(prefers-color-scheme: dark)\"><\/source><img src=\"https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@light-32x23.jpg\" decoding=\"sync\" id=\"small\" class=\"blurry loaded\"><\/picture><\/div><picture><source srcset=\"https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@dark.jpg 2880w, https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@dark-1360x967.jpg 1360w, https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@dark-32x23.jpg 32w, https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@dark-2048x1456.jpg 2048w\" media=\"(prefers-color-scheme: dark)\"><\/source><img width=\"2880\" height=\"2048\" id=\"large\" class=\"wp-image-293\" src=\"https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@light.jpg\" srcset=\"https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@light.jpg 2880w, https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@light-1360x967.jpg 1360w, https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@light-32x23.jpg 32w, https:\/\/media.chiawei.com\/images\/Coding_and_Visualization_Implementation@light-2048x1456.jpg 2048w\" sizes=\"auto, (max-width: 2880px) 100vw, 2880px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"293: \" decoding=\"async\" loading=\"lazy\" alt=\"\u663e\u793a\u7528\u4e8e GIS \u6570\u636e\u53ef\u89c6\u5316\u7684 JavaScript \u4ee3\u7801\u5b9e\u73b0\u7684\u622a\u56fe\uff0c\u7a81\u51fa\u663e\u793a\u521d\u59cb\u5730\u56fe\u8bbe\u7f6e\u3001\u52a0\u8f7d\u6307\u793a\u5668\u3001\u6570\u636e\u6587\u4ef6\u58f0\u660e\u548c\u989c\u8272\u6e10\u53d8\u7684\u90e8\u5206\u3002\" data-processed=\"true\"><\/picture><\/div><\/div><figcaption class=\"wp-element-caption\">\u7a81\u51fa\u663e\u793a\u7684\u4ee3\u7801\u90e8\u5206\u7528\u4e8e\u8bbe\u7f6e\u521d\u59cb\u5730\u56fe\u4f4d\u7f6e\u548c\u7f29\u653e\u6bd4\u4f8b\u3001\u7ba1\u7406\u52a0\u8f7d\u6307\u793a\u5668\u3001\u58f0\u660e GeoJSON \u6570\u636e\u6587\u4ef6\u548c\u5b9a\u4e49\u989c\u8272\u6e10\u53d8\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u4ee4\u6700\u7ec8\u6548\u679c\u66f4\u5bb9\u6613\u88ab\u7406\u89e3\uff0c\u4e14\u6709\u66f4\u5177\u827a\u672f\u6027\u7684\u89c6\u89c9\u6548\u679c\uff0c\u6211\u6dfb\u52a0\u4e86\u5176\u4ed6\u89c6\u89c9\u5143\u7d20\uff0c\u5982\u6807\u9898\u3001\u63cf\u8ff0\u3001\u6570\u636e\u6765\u6e90\u548c\u56fe\u4f8b\u3002<\/p>\n\n\n\n<figure class=\"figure wp-block-image size-full is-style-image-inline\"><div class=\"frame\" style=\"max-width:2048px; max-height:800px;\"><div class=\"fill\" style=\"padding-bottom: 39.0625%;\"><\/div><div class=\"image\"><div class=\"small-image\"><img decoding=\"async\" id=\"small\" class=\"blurry loaded\" src=\"https:\/\/media.chiawei.com\/images\/GIS_Visualization_Information_and_Legend-32x13.jpg\"><\/div><img width=\"2048\" height=\"800\" id=\"large\" class=\"wp-image-318\" src=\"https:\/\/media.chiawei.com\/images\/GIS_Visualization_Information_and_Legend.jpg\" srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Visualization_Information_and_Legend.jpg 2048w, https:\/\/media.chiawei.com\/images\/GIS_Visualization_Information_and_Legend-1360x531.jpg 1360w, https:\/\/media.chiawei.com\/images\/GIS_Visualization_Information_and_Legend-32x13.jpg 32w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"318: \" decoding=\"async\" loading=\"lazy\" alt=\"\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u4e92\u52a8\u5730\u56fe\u4e2d\u7cbe\u5fc3\u6392\u7248\u7684\u6807\u9898\u3001\u63cf\u8ff0\u3001\u6570\u636e\u6765\u6e90\u548c\u56fe\u4f8b\u7b49\u9644\u52a0\u5143\u7d20\u3002\" data-processed=\"true\"><\/div><\/div><figcaption class=\"wp-element-caption\">\u901a\u8fc7\u589e\u52a0\u6807\u9898\u3001\u63cf\u8ff0\u3001\u6570\u636e\u6765\u6e90\u548c\u56fe\u4f8b\u7b49\u5143\u7d20\uff0c\u5e76\u91c7\u7528\u9ad8\u5bf9\u6bd4\u5ea6\u7684\u6392\u7248\u548c\u54cd\u5e94\u5f0f\u5e03\u5c40\uff0c\u589e\u5f3a\u80cc\u666f\u4fe1\u606f\u7684\u6e05\u6670\u5ea6\u548c\u89c6\u89c9\u7684\u5438\u5f15\u529b\u3002<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u7ec8\u4f5c\u54c1<\/h3>\n\n\n\n<p>\u6700\u7ec8\u7684\u5448\u73b0\u6548\u679c\u662f<a href=\"https:\/\/www.chiawei.com\/prototypes\/gis-data-visualization\/?utm_source=chiawei.com&amp;utm_medium=webpage&amp;utm_campaign=portfolio_project_article&amp;utm_content=%E4%B8%80%E4%B8%AA%E9%9D%99%E6%80%81%E7%BD%91%E9%A1%B5\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e00\u4e2a\u9759\u6001\u7f51\u9875<\/a>\u3002\u6211\u4e0d\u6562\u76f8\u4fe1\u6211\u6210\u529f\u5730\u5c06\u590d\u6742\u6570\u636e\u53ef\u89c6\u5316\u5730\u5c55\u73b0\u5728\u4e86 Web \u754c\u9762\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"figure wp-block-image size-full is-style-image-inline\"><div class=\"frame\" style=\"max-width:3248px; max-height:1488px;\"><div class=\"fill\" style=\"padding-bottom: 45.812807881773%;\"><\/div><div class=\"image\"><div class=\"small-image\"><picture><source srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@dark-32x15.jpg\" media=\"(prefers-color-scheme: dark)\"><\/source><img src=\"https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@light-32x15.jpg\" decoding=\"sync\" id=\"small\" class=\"blurry loaded\"><\/picture><\/div><picture><source srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@dark.jpg 3248w, https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@dark-1360x623.jpg 1360w, https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@dark-32x15.jpg 32w, https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@dark-2048x938.jpg 2048w\" media=\"(prefers-color-scheme: dark)\"><\/source><img width=\"3248\" height=\"1488\" id=\"large\" class=\"wp-image-352\" src=\"https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@light.jpg\" srcset=\"https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@light.jpg 3248w, https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@light-1360x623.jpg 1360w, https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@light-32x15.jpg 32w, https:\/\/media.chiawei.com\/images\/GIS_Based_Data_Visualization_Grand_Finale@light-2048x938.jpg 2048w\" sizes=\"auto, (max-width: 3248px) 100vw, 3248px\" data-action=\"zoom\" data-analytics-event=\"Media\" data-analytics-category=\"Images\" data-analytics-action=\"Zoom\" data-analytics-label=\"352: \" decoding=\"async\" loading=\"lazy\" alt=\"\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u4e92\u52a8\u5730\u56fe\u5728\u7b14\u8bb0\u672c\u7535\u8111\u3001\u5e73\u677f\u7535\u8111\u548c\u667a\u80fd\u624b\u673a\u4e0a\u7684\u663e\u793a\u3002\" data-processed=\"true\"><\/picture><\/div><\/div><\/figure>\n\n\n\n<p>\u5982\u679c\u6709\u66f4\u591a\u7684\u65f6\u95f4\uff0c\u6211\u53ef\u80fd\u540c\u65f6\u5f15\u5165\u76f8\u5173\u6570\u636e\u5982\u8d2b\u56f0\u6307\u6570\u548c PM2.5 \u6d53\u5ea6\u7b49\uff0c\u5e76\u63d0\u4f9b\u5206\u6bb5\u5f0f\u5207\u6362\u6309\u94ae\u6216\u81ea\u52a8\u64ad\u653e\uff0c\u4ee5\u5e2e\u52a9\u63a2\u7a76\u4e0d\u540c\u56e0\u7d20\u4e4b\u95f4\u662f\u5982\u4f55\u4e92\u76f8\u5f71\u54cd\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3\u4e0e\u53cd\u601d<\/h2>\n\n\n\n<p>\u8fd9\u4e2a\u9879\u76ee\u6700\u7ec8\u4f7f\u6211\u80fd\u591f\u5728\u7f51\u9875\u4e0a\u5c55\u793a\u5168\u7403\u4eba\u53e3\u5bc6\u5ea6\u7684\u5206\u5e03\u60c5\u51b5\uff08\u4f5c\u4e3a\u63a2\u7a76\u7a7a\u6c14\u8d28\u91cf\u5bf9\u4e8e\u75be\u75c5\u5f71\u54cd\u7684\u5176\u4e2d\u4e00\u9879\u793e\u4f1a\u7ecf\u6d4e\u56e0\u7d20\uff09\u3002\u8fd9\u4e0d\u4ec5\u8ba9\u6211\u589e\u52a0\u4e86\u57fa\u672c\u7684 GIS \u6280\u80fd\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6211\u5b66\u4f1a\u4e86\u5982\u4f55\u5728\u6781\u77ed\u7684\u65f6\u95f4\u5185\u8e0f\u5165\u4e00\u4e2a\u5168\u65b0\u7684\u9886\u57df\u3002<\/p>\n\n\n\n<p>\u5728\u9762\u5bf9\u672a\u77e5\u548c\u6311\u6218\u65f6\uff0c\u52c7\u6562\u5730\u8fc8\u51fa\u7b2c\u4e00\u6b65\u662f\u591a\u4e48\u91cd\u8981\uff01\u867d\u7136\u8fd9\u4e2a\u8fc7\u7a0b\u6709\u7740\u660e\u786e\u7684\u521d\u8877\uff0c\u4f46\u6211\u5bf9\u6700\u7ec8\u7ed3\u679c\u5e76\u65e0\u9884\u671f\uff0c\u800c\u53ea\u662f\u628a\u5b83\u5f53\u4f5c\u4e00\u4e2a\u5f00\u653e\u6027\u7684\u5c1d\u8bd5\u3002\u56e0\u6b64\uff0c\u4ece\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6765\u8bf4\uff0c\u8fd9\u4ecd\u7136\u662f\u4e00\u4e2a\u65e0\u76ee\u7684\u7684\u5c1d\u8bd5\u8fc7\u7a0b\u3002\u6211\u5341\u5206\u4eab\u53d7\u8fd9\u6837\u7684\u8fc7\u7a0b\u3002\u9f13\u52b1\u5c1d\u8bd5\u3001\u5305\u5bb9\u5931\u8d25\uff0c\u5bf9\u5f00\u653e\u6027\u63a2\u7d22\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-default\">\n\n\n\n<div class=\"wp-block-group citation citation-with-translation is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-b16ad781 wp-block-group-is-layout-flex\">\n<h4 class=\"wp-block-heading\">\u53c2\u8003\u8d44\u6599<\/h4>\n\n\n\n<div class=\"wp-block-columns has-small-font-size is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>Center for International Earth Science Information Network &ndash; CIESIN &ndash; Columbia University. (2018). <em>Gridded Population of the World, Version 4 (GPWv4): Population Count, Revision 11<\/em> (<em>\u4e16\u754c\u4eba\u53e3\u7f51\u683c\u6570\u636e\uff0c\u7b2c 4 \u7248\uff08GPWv4\uff09\uff1a\u4eba\u53e3\u6570\u91cf\uff0c\u7b2c 11 \u6b21\u4fee\u8ba2<\/em>). Palisades, New York: NASA Socioeconomic Data and Applications Center (SEDAC). <a href=\"https:\/\/doi.org\/10.7927\/H4JW8BX5\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>Exploratory. (2016). <em>Estimates of the Resident Population for the US States<\/em> (<em>\u7f8e\u56fd\u5404\u5dde\u5e38\u4f4f\u4eba\u53e3\u4f30\u7b97<\/em>). Retrieved from <a href=\"https:\/\/exploratory.io\/viz\/kanaugust\/1693667457192366\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>Mapbox. (n.d.). <em>API Reference | Mapbox GL JS | Mapbox<\/em> (<em>API \u53c2\u8003 | Mapbox GL JS | Mapbox<\/em>). Retrieved from <a href=\"https:\/\/docs.mapbox.com\/mapbox-gl-js\/api\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>Mapbox. (n.d.). <em>Working with large GeoJSON sources in Mapbox GL JS<\/em> (<em>\u5728 Mapbox GL JS \u4e2d\u5904\u7406\u5927\u578b GeoJSON \u6570\u636e\u6e90<\/em>). Retrieved from <a href=\"https:\/\/docs.mapbox.com\/help\/troubleshooting\/working-with-large-geojson-data\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>Mapbox. (n.d.). <em>Upload data to Mapbox<\/em> (<em>\u4e0a\u4f20\u6570\u636e\u5230 Mapbox<\/em>). Retrieved from <a href=\"https:\/\/docs.mapbox.com\/help\/troubleshooting\/uploads\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>Mapbox. (2017, December 15). <em>Turn static images into interactive maps<\/em> (<em>\u5c06\u9759\u6001\u56fe\u7247\u8f6c\u6362\u4e3a\u4e92\u52a8\u5730\u56fe<\/em>). Retrieved from <a href=\"https:\/\/blog.mapbox.com\/turn-static-images-into-interactive-maps-e432d6ef7145\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>NASA Earthdata. (n.d.). <em>GIS at NASA: Expanding the Understanding of Earth Science<\/em> (<em>NASA \u7684 GIS\uff1a\u6269\u5c55\u5bf9\u5730\u7403\u79d1\u5b66\u7684\u7406\u89e3<\/em>). Retrieved from <a href=\"https:\/\/www.earthdata.nasa.gov\/learn\/gis\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. 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(n.d.). <em>OpenStreetMap<\/em> (<em>\u5f00\u653e\u8857\u9053\u5730\u56fe<\/em>). Retrieved from <a href=\"https:\/\/www.openstreetmap.org\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>OpenGISLab. (2018, November 10). <em>Adding and viewing GeoJSON in QGIS and ArcGIS<\/em> (<em>\u5728 QGIS \u548c ArcGIS \u4e2d\u6dfb\u52a0\u548c\u67e5\u770b GeoJSON<\/em>). Retrieved from <a href=\"https:\/\/opengislab.com\/blog\/2018\/11\/8\/adding-and-viewing-geojson-in-qgis-and-arcgis\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u94fe\u63a5<\/a>. Accessed 05 May 2024. (\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n\n\n\n<p>QGIS. (n.d.). <em>Symbology properties<\/em> (<em>\u7b26\u53f7\u5c5e\u6027<\/em>). In <em>QGIS Documentation<\/em> (<em>QGIS \u6587\u6863<\/em>). 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(\u975e\u5b98\u65b9\u7ffb\u8bd1)<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53d7\u597d\u5947\u5fc3\u548c\u81ea\u6211\u8bbe\u5b9a\u7684\u6311\u6218\u9a71\u52a8\uff0c\u5728 24 \u5c0f\u65f6\u5185\u5b66\u4e60\u5e76\u6210\u529f\u5b9e\u73b0\u57fa\u4e8e GIS \u7684\u6570\u636e\u53ef\u89c6\u5316\u4e92\u52a8\u5730\u56fe\u3002<\/p>\n","protected":false},"featured_media":337,"parent":0,"menu_order":0,"template":"","format":"standard","meta":{"footnotes":""},"projects":[37],"content-types":[11],"career":[19],"educational-stages":[15,16],"locations":[7,48,6,5],"location-types":[],"areas":[47,38],"skills":[44,42,43,41,40,39,45],"class_list":["post-229","chiawei_portfolio","type-chiawei_portfolio","status-publish","format-standard","has-post-thumbnail","hentry","projects-data-visualization-on-air-quality-data-pathfinder","content-types-process-documentation","career-career-break-professional-development-2023-2025","educational-stages-graduate","educational-stages-master-of-science","locations-boston","locations-cambridge","locations-massachusetts","locations-united-states","areas-data-visualization","areas-geographic-information-systems","skills-critical-thinking","skills-data-manipulation-and-analysis","skills-geojson","skills-html-css","skills-javascript","skills-mapbox-gl-js","skills-problem-solving","col"],"_links":{"self":[{"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/portfolio\/229","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/types\/chiawei_portfolio"}],"version-history":[{"count":0,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/portfolio\/229\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/media\/337"}],"wp:attachment":[{"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/media?parent=229"}],"wp:term":[{"taxonomy":"projects","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/projects?post=229"},{"taxonomy":"content-types","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/content-types?post=229"},{"taxonomy":"career","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/career?post=229"},{"taxonomy":"educational-stages","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/educational-stages?post=229"},{"taxonomy":"locations","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/locations?post=229"},{"taxonomy":"location-types","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/location-types?post=229"},{"taxonomy":"areas","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/areas?post=229"},{"taxonomy":"skills","embeddable":true,"href":"https:\/\/www.chiawei.com\/zh\/wp-json\/wp\/v2\/skills?post=229"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}