{"id":804,"date":"2020-04-18T07:05:00","date_gmt":"2020-04-18T00:05:00","guid":{"rendered":"http:\/\/www.gis2me.com\/geospatial\/?p=804"},"modified":"2025-04-30T09:32:42","modified_gmt":"2025-04-30T02:32:42","slug":"%e0%b8%81%e0%b8%b2%e0%b8%a3%e0%b8%88%e0%b8%b1%e0%b8%94%e0%b8%97%e0%b8%b3%e0%b9%81%e0%b8%9c%e0%b8%99%e0%b8%97%e0%b8%b5%e0%b9%88-gis-%e0%b8%aa%e0%b8%b3%e0%b8%ab%e0%b8%a3%e0%b8%b1%e0%b8%9a%e0%b9%81","status":"publish","type":"post","link":"http:\/\/www.gis2me.com\/geospatial\/?p=804","title":{"rendered":"\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e17\u0e33\u0e41\u0e1c\u0e19\u0e17\u0e35\u0e48 GIS \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e41\u0e2a\u0e14\u0e07\u0e1c\u0e25\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1c\u0e39\u0e49\u0e15\u0e34\u0e14\u0e40\u0e0a\u0e37\u0e49\u0e2d COVID-19"},"content":{"rendered":"<p>\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e17\u0e33\u0e41\u0e1c\u0e19\u0e17\u0e35\u0e48 GIS \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e41\u0e2a\u0e14\u0e07\u0e1c\u0e25\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1c\u0e39\u0e49\u0e15\u0e34\u0e14\u0e40\u0e0a\u0e37\u0e49\u0e2d COVID-19<br \/>\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e17\u0e33 <strong data-start=\"9\" data-end=\"54\">\u0e41\u0e1c\u0e19\u0e17\u0e35\u0e48 GIS \u0e41\u0e2a\u0e14\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1c\u0e39\u0e49\u0e15\u0e34\u0e14\u0e40\u0e0a\u0e37\u0e49\u0e2d COVID-19<\/strong> \u0e40\u0e1b\u0e47\u0e19\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e43\u0e19\u0e01\u0e23\u0e13\u0e35\u0e28\u0e36\u0e01\u0e29\u0e32\u0e17\u0e35\u0e48\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e02\u0e2d\u0e07\u0e01\u0e32\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c\u0e43\u0e0a\u0e49 <em data-start=\"101\" data-end=\"118\">Geo-Informatics<\/em> \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e01\u0e32\u0e23\u0e15\u0e34\u0e14\u0e15\u0e32\u0e21 \u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c \u0e41\u0e25\u0e30\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u0e40\u0e0a\u0e34\u0e07\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48\u0e43\u0e19\u0e20\u0e32\u0e27\u0e30\u0e27\u0e34\u0e01\u0e24\u0e15 <\/p>\n<p>\u0e41\u0e2b\u0e25\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 COVID-19 \u0e02\u0e2d\u0e07\u0e01\u0e23\u0e21\u0e04\u0e27\u0e1a\u0e04\u0e38\u0e21\u0e42\u0e23\u0e04 https:\/\/covid19.th-stat.com\/th\/api \u0e40\u0e25\u0e37\u0e2d\u0e01\u0e2b\u0e31\u0e27\u0e02\u0e49\u0e2d \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e41\u0e15\u0e48\u0e25\u0e30\u0e40\u0e04\u0e2a :<\/p>\n<p>\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 shapefile \u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14 <a href=\"https:\/\/drive.google.com\/file\/d\/11nj2tiW_6BRry_gsNxkIHltU4kx5Cf_Q\/view?usp=sharing\">https:\/\/drive.google.com\/file\/d\/11nj2tiW_6BRry_gsNxkIHltU4kx5Cf_Q\/view?usp=sharing<\/a><\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/7QHn2TkWqJk\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udded 1. \u0e41\u0e2b\u0e25\u0e48\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e43\u0e0a\u0e49<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 1.1 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1c\u0e39\u0e49\u0e15\u0e34\u0e14\u0e40\u0e0a\u0e37\u0e49\u0e2d COVID-19 \u0e23\u0e32\u0e22\u0e40\u0e04\u0e2a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e41\u0e2b\u0e25\u0e48\u0e07: <a class=\"\" href=\"https:\/\/covid19.th-stat.com\/th\/api\">\u0e01\u0e23\u0e21\u0e04\u0e27\u0e1a\u0e04\u0e38\u0e21\u0e42\u0e23\u0e04<\/a><\/li>\n\n\n\n<li>Endpoint: <code>https:\/\/covid19.th-stat.com\/api\/open\/cases<\/code><\/li>\n\n\n\n<li>\u0e23\u0e39\u0e1b\u0e41\u0e1a\u0e1a: JSON (\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e23\u0e32\u0e22\u0e1a\u0e38\u0e04\u0e04\u0e25 \u0e40\u0e0a\u0e48\u0e19 \u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14 \u0e2d\u0e32\u0e22\u0e38 \u0e40\u0e1e\u0e28 \u0e27\u0e31\u0e19\u0e17\u0e35\u0e48\u0e23\u0e32\u0e22\u0e07\u0e32\u0e19)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 1.2 \u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e02\u0e2d\u0e1a\u0e40\u0e02\u0e15\u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14 (Shapefile)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e14\u0e32\u0e27\u0e19\u0e4c\u0e42\u0e2b\u0e25\u0e14: <a class=\"\" href=\"https:\/\/drive.google.com\/file\/d\/11nj2tiW_6BRry_gsNxkIHltU4kx5Cf_Q\/view?usp=sharing\">Shapefile \u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14\u0e02\u0e2d\u0e07\u0e44\u0e17\u0e22<\/a><\/li>\n\n\n\n<li>\u0e23\u0e39\u0e1b\u0e41\u0e1a\u0e1a: <code>.shp<\/code>, <code>.shx<\/code>, <code>.dbf<\/code>, <code>.prj<\/code> \u0e04\u0e23\u0e1a\u0e0a\u0e38\u0e14\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e43\u0e0a\u0e49\u0e43\u0e19 QGIS \/ ArcGIS<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udee0 2. \u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e01\u0e32\u0e23\u0e08\u0e31\u0e14\u0e17\u0e33\u0e41\u0e1c\u0e19\u0e17\u0e35\u0e48\u0e43\u0e19 QGIS \u0e2b\u0e23\u0e37\u0e2d ArcGIS<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd39 \u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e17\u0e35\u0e48 1: \u0e14\u0e36\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e08\u0e32\u0e01 API \u0e14\u0e49\u0e27\u0e22 Python<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\">pythonCopyEdit<code>import requests\nimport pandas as pd\n\nurl = \"https:\/\/covid19.th-stat.com\/api\/open\/cases\"\nresponse = requests.get(url)\ndata = response.json()[\"Data\"]\ndf = pd.DataFrame(data)\n\n# \u0e15\u0e23\u0e27\u0e08\u0e2a\u0e2d\u0e1a\u0e08\u0e33\u0e19\u0e27\u0e19\u0e1c\u0e39\u0e49\u0e15\u0e34\u0e14\u0e40\u0e0a\u0e37\u0e49\u0e2d\u0e15\u0e48\u0e2d\u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14\ncases_by_province = df[\"Province\"].value_counts().reset_index()\ncases_by_province.columns = [\"Province\", \"TotalCases\"]\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd39 \u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e17\u0e35\u0e48 2: \u0e41\u0e1b\u0e25\u0e07\u0e40\u0e1b\u0e47\u0e19 CSV \u0e40\u0e1e\u0e37\u0e48\u0e2d\u0e43\u0e0a\u0e49\u0e23\u0e48\u0e27\u0e21\u0e01\u0e31\u0e1a GIS<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\">pythonCopyEdit<code>cases_by_province.to_csv(\"cases_covid_by_province.csv\", index=False)\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd39 \u0e02\u0e31\u0e49\u0e19\u0e15\u0e2d\u0e19\u0e17\u0e35\u0e48 3: \u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e42\u0e22\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e43\u0e19 ArcGIS \/ QGIS<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u0e40\u0e1b\u0e34\u0e14 <strong>Shapefile \u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14<\/strong> \u0e43\u0e19\u0e42\u0e1b\u0e23\u0e41\u0e01\u0e23\u0e21 GIS<\/li>\n\n\n\n<li>\u0e43\u0e0a\u0e49\u0e04\u0e33\u0e2a\u0e31\u0e48\u0e07 <strong>Join Attributes<\/strong> (\u0e40\u0e0a\u0e48\u0e19 <code>Join<\/code> \u0e43\u0e19 ArcMap \u0e2b\u0e23\u0e37\u0e2d <code>Join Attributes by Field<\/code> \u0e43\u0e19 QGIS)<\/li>\n\n\n\n<li>\u0e40\u0e0a\u0e37\u0e48\u0e2d\u0e21\u0e42\u0e22\u0e07\u0e14\u0e49\u0e27\u0e22 field \u0e17\u0e35\u0e48\u0e15\u0e23\u0e07\u0e01\u0e31\u0e19 \u0e40\u0e0a\u0e48\u0e19 <code>Province<\/code> (\u0e43\u0e19 shapefile) \u0e01\u0e31\u0e1a <code>Province<\/code> (\u0e43\u0e19 CSV)<\/li>\n\n\n\n<li>\u0e41\u0e2a\u0e14\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1c\u0e39\u0e49\u0e15\u0e34\u0e14\u0e40\u0e0a\u0e37\u0e49\u0e2d COVID-19 \u0e14\u0e49\u0e27\u0e22 <strong>Graduated Symbol<\/strong> \u0e2b\u0e23\u0e37\u0e2d <strong>Choropleth Map<\/strong><\/li>\n\n\n\n<li>\u0e1b\u0e23\u0e31\u0e1a\u0e41\u0e1c\u0e19\u0e17\u0e35\u0e48\u0e43\u0e2b\u0e49\u0e2a\u0e37\u0e48\u0e2d\u0e2a\u0e32\u0e23\u0e0a\u0e31\u0e14\u0e40\u0e08\u0e19 \u0e40\u0e0a\u0e48\u0e19:\n<ul class=\"wp-block-list\">\n<li>\u0e2a\u0e35\u0e41\u0e14\u0e07: \u0e04\u0e27\u0e32\u0e21\u0e23\u0e38\u0e19\u0e41\u0e23\u0e07\u0e2a\u0e39\u0e07<\/li>\n\n\n\n<li>\u0e2a\u0e35\u0e2a\u0e49\u0e21: \u0e23\u0e30\u0e14\u0e31\u0e1a\u0e01\u0e25\u0e32\u0e07<\/li>\n\n\n\n<li>\u0e2a\u0e35\u0e40\u0e02\u0e35\u0e22\u0e27: \u0e15\u0e48\u0e33<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\uddea 3. \u0e40\u0e17\u0e04\u0e19\u0e34\u0e04\u0e40\u0e1e\u0e34\u0e48\u0e21\u0e40\u0e15\u0e34\u0e21\u0e17\u0e35\u0e48\u0e04\u0e27\u0e23\u0e1b\u0e23\u0e30\u0e22\u0e38\u0e01\u0e15\u0e4c<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u0e40\u0e17\u0e04\u0e19\u0e34\u0e04 GIS<\/th><th>\u0e1b\u0e23\u0e30\u0e42\u0e22\u0e0a\u0e19\u0e4c<\/th><\/tr><\/thead><tbody><tr><td><strong>Time-enabled mapping<\/strong><\/td><td>\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e01\u0e32\u0e23\u0e01\u0e23\u0e30\u0e08\u0e32\u0e22\u0e02\u0e2d\u0e07\u0e42\u0e23\u0e04\u0e15\u0e32\u0e21\u0e40\u0e27\u0e25\u0e32<\/td><\/tr><tr><td><strong>Heatmap<\/strong><\/td><td>\u0e41\u0e2a\u0e14\u0e07\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e19\u0e32\u0e41\u0e19\u0e48\u0e19\u0e02\u0e2d\u0e07\u0e08\u0e38\u0e14\u0e23\u0e32\u0e22\u0e07\u0e32\u0e19\u0e1c\u0e39\u0e49\u0e1b\u0e48\u0e27\u0e22 (\u0e16\u0e49\u0e32\u0e21\u0e35\u0e1e\u0e34\u0e01\u0e31\u0e14)<\/td><\/tr><tr><td><strong>Buffer analysis<\/strong><\/td><td>\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e23\u0e31\u0e28\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e40\u0e2a\u0e35\u0e48\u0e22\u0e07\u0e08\u0e32\u0e01\u0e41\u0e2b\u0e25\u0e48\u0e07\u0e23\u0e30\u0e1a\u0e32\u0e14<\/td><\/tr><tr><td><strong>Dashboard (ArcGIS \/ Tableau)<\/strong><\/td><td>\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e41\u0e14\u0e0a\u0e1a\u0e2d\u0e23\u0e4c\u0e14\u0e41\u0e2a\u0e14\u0e07\u0e1c\u0e25 real-time<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcc8 \u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e41\u0e1c\u0e19\u0e17\u0e35\u0e48\u0e41\u0e2a\u0e14\u0e07\u0e23\u0e30\u0e14\u0e31\u0e1a\u0e04\u0e27\u0e32\u0e21\u0e23\u0e38\u0e19\u0e41\u0e23\u0e07\u0e02\u0e2d\u0e07 COVID-19 \u0e23\u0e32\u0e22\u0e08\u0e31\u0e07\u0e2b\u0e27\u0e31\u0e14<\/li>\n\n\n\n<li>\u0e40\u0e04\u0e23\u0e37\u0e48\u0e2d\u0e07\u0e21\u0e37\u0e2d\u0e1b\u0e23\u0e30\u0e01\u0e2d\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e31\u0e14\u0e2a\u0e34\u0e19\u0e43\u0e08\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e2b\u0e19\u0e48\u0e27\u0e22\u0e07\u0e32\u0e19\u0e2a\u0e32\u0e18\u0e32\u0e23\u0e13\u0e2a\u0e38\u0e02<\/li>\n\n\n\n<li>\u0e10\u0e32\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e19\u0e33\u0e44\u0e1b\u0e15\u0e48\u0e2d\u0e22\u0e2d\u0e14\u0e01\u0e32\u0e23\u0e27\u0e34\u0e40\u0e04\u0e23\u0e32\u0e30\u0e2b\u0e4c\u0e40\u0e0a\u0e34\u0e07\u0e1e\u0e37\u0e49\u0e19\u0e17\u0e35\u0e48 \u0e40\u0e0a\u0e48\u0e19 clustering \u0e2b\u0e23\u0e37\u0e2d spatial correlation<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd17 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