{"id":32564,"date":"2025-03-04T10:24:27","date_gmt":"2025-03-04T02:24:27","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32564"},"modified":"2025-03-04T10:24:27","modified_gmt":"2025-03-04T02:24:27","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e7%bd%91%e7%bb%9c%e5%8f%af%e8%a7%86%e5%8c%96%e5%88%86%e6%9e%90%e7%bd%91%e7%bb%9c%e7%94%a8%e6%88%b7%e7%9a%84%e5%9c%b0%e7%90%86%e5%88%86%e5%b8%83%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32564.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u7f51\u7edc\u53ef\u89c6\u5316\u5206\u6790\u7f51\u7edc\u7528\u6237\u7684\u5730\u7406\u5206\u5e03\uff1f"},"content":{"rendered":"

\n

\"\u5982\u4f55\u901a\u8fc7\u7f51\u7edc\u53ef\u89c6\u5316\u5206\u6790\u7f51\u7edc\u7528\u6237\u7684\u5730\u7406\u5206\u5e03\uff1f\"<\/p>\n<\/p>\n

\u524d\u8a00<\/strong>
\n\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u7f51\u7edc\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\u5df2\u6210\u4e3a\u4f01\u4e1a\u3001\u7814\u7a76\u8005\u4e43\u81f3\u653f\u5e9c\u673a\u6784\u6d1e\u5bdf\u8d8b\u52bf\u7684\u6838\u5fc3\u8d44\u6e90\u3002\u65e0\u8bba\u662f\u7535\u5546\u5e73\u53f0\u7684\u7cbe\u51c6\u8425\u9500\u3001\u793e\u4ea4\u5a92\u4f53\u7684\u5185\u5bb9\u63a8\u8350\uff0c\u8fd8\u662f\u516c\u5171\u653f\u7b56\u7684\u5236\u5b9a\uff0c\u7528\u6237\u7684\u5730\u7406\u5206\u5e03\u7279\u5f81<\/strong>\u90fd\u9690\u85cf\u7740\u5173\u952e\u4fe1\u606f\u3002\u7136\u800c\uff0c\u9762\u5bf9\u6d77\u91cf\u6570\u636e\uff0c\u5982\u4f55\u9ad8\u6548\u6316\u6398\u5176\u7a7a\u95f4\u4ef7\u503c\uff1f\u7f51\u7edc\u53ef\u89c6\u5316<\/a>\u6280\u672f<\/strong>\u7684\u5d1b\u8d77\uff0c\u4e3a\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u4e86\u7b54\u6848\u3002\u901a\u8fc7\u5c06\u62bd\u8c61\u7684\u5730\u7406\u6570\u636e\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u56fe\u5f62\uff0c\u6211\u4eec\u4e0d\u4ec5\u80fd\u201c\u770b\u89c1\u201d\u7528\u6237\u7684\u4f4d\u7f6e\u5206\u5e03\uff0c\u66f4\u80fd\u53d1\u73b0\u533a\u57df\u95f4\u7684\u5173\u8054\u6027\u4e0e\u6f5c\u5728\u89c4\u5f8b\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e00\u6280\u672f\u7684\u5b9e\u73b0\u8def\u5f84\u4e0e\u5e94\u7528\u573a\u666f\uff0c\u63ed\u5f00\u6570\u636e\u80cc\u540e\u7684\u5730\u7406\u5bc6\u7801\u3002<\/p>\n

\n

\u4e00\u3001\u7f51\u7edc\u7528\u6237\u5730\u7406\u5206\u5e03\u5206\u6790\u7684\u610f\u4e49<\/strong><\/h3>\n

\u5728\u4e92\u8054\u7f51\u751f\u6001\u4e2d\uff0c\u7528\u6237\u7684\u5730\u7406\u4f4d\u7f6e\u4e0d\u4ec5\u662f\u7269\u7406\u5750\u6807\uff0c\u66f4\u662f\u6587\u5316\u504f\u597d\u3001\u6d88\u8d39\u4e60\u60ef\u3001\u793e\u4f1a\u9700\u6c42\u7684\u6620\u5c04\u3002\u4f8b\u5982\uff0c\u67d0\u77ed\u89c6\u9891\u5e73\u53f0\u53d1\u73b0\uff0c\u5317\u65b9\u7528\u6237\u5728\u51ac\u5b63\u66f4\u5173\u6ce8\u6ed1\u96ea\u5185\u5bb9\uff0c\u800c\u5357\u65b9\u7528\u6237\u5219\u5bf9\u6e29\u6cc9\u653b\u7565\u5174\u8da3\u66f4\u9ad8\uff1b\u67d0\u56fd\u9645\u54c1\u724c\u901a\u8fc7\u5206\u6790\u5168\u7403\u7528\u6237\u8bbf\u95ee\u6570\u636e\uff0c\u4f18\u5316\u4e86\u533a\u57df\u670d\u52a1\u5668\u7684\u90e8\u7f72\u7b56\u7565\u3002\u7f51\u7edc\u53ef\u89c6\u5316<\/a>\u6280\u672f<\/strong>\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a<\/p>\n

    \n
  1. \u63d0\u5347\u51b3\u7b56\u6548\u7387<\/strong>\uff1a\u901a\u8fc7\u5730\u56fe\u70ed\u529b\u56fe\u3001\u6563\u70b9\u56fe\u7b49\u5de5\u5177\uff0c\u5feb\u901f\u8bc6\u522b\u9ad8\u5bc6\u5ea6\u7528\u6237\u533a\u57df\uff1b\n<\/li>\n
  2. \u53d1\u73b0\u9690\u85cf\u6a21\u5f0f<\/strong>\uff1a\u4f8b\u5982\uff0c\u67d0\u4e9b\u5730\u533a\u7684\u7528\u6237\u6d3b\u8dc3\u65f6\u95f4\u5448\u73b0\u201c\u53cc\u5cf0\u201d\u7279\u5f81\uff08\u65e9\u665a\u5404\u4e00\u4e2a\u9ad8\u5cf0\uff09\uff0c\u53ef\u80fd\u4e0e\u901a\u52e4\u4e60\u60ef\u76f8\u5173\uff1b\n<\/li>\n
  3. \u652f\u6301\u7cbe\u51c6\u8fd0\u8425<\/strong>\uff1a\u57fa\u4e8e\u5730\u7406\u6807\u7b7e\u7684\u5e7f\u544a\u6295\u653e\u3001\u672c\u5730\u5316\u5185\u5bb9\u63a8\u9001\u7b49\u573a\u666f\uff0c\u9700\u4f9d\u8d56\u7cbe\u786e\u7684\u7a7a\u95f4\u5206\u6790\u3002\n<\/li>\n<\/ol>\n
    \n

    \u4e8c\u3001\u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406\uff1a\u53ef\u89c6\u5316\u5206\u6790\u7684\u57fa\u77f3<\/strong><\/h3>\n

    \u7f51\u7edc\u7528\u6237\u7684\u5730\u7406\u6570\u636e<\/strong>\u4e3b\u8981\u6765\u6e90\u4e8eIP\u5730\u5740\u3001GPS\u5b9a\u4f4d\u3001\u793e\u4ea4\u5a92\u4f53\u7b7e\u5230\u3001\u6ce8\u518c\u4fe1\u606f\u7b49\u3002\u7136\u800c\uff0c\u539f\u59cb\u6570\u636e\u5f80\u5f80\u5b58\u5728\u566a\u58f0\uff08\u5982VPN\u5bfc\u81f4\u7684IP\u504f\u5dee\uff09\u6216\u7f3a\u5931\uff08\u7528\u6237\u5173\u95ed\u5b9a\u4f4d\u6743\u9650\uff09\u3002\u56e0\u6b64\uff0c\u9700\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u6e05\u6d17\u4e0e\u52a0\u5de5\uff1a<\/p>\n

      \n
    • \u53bb\u91cd\u4e0e\u8865\u5168<\/strong>\uff1a\u5408\u5e76\u540c\u4e00\u8bbe\u5907\u7684\u591a\u6b21\u5b9a\u4f4d\u8bb0\u5f55\uff0c\u5229\u7528\u7b2c\u4e09\u65b9\u5730\u7406\u7f16\u7801API\uff08\u5982Google Geocoding\uff09\u586b\u8865\u7f3a\u5931\u5750\u6807\uff1b\n<\/li>\n
    • \u805a\u7c7b\u5206\u6790<\/strong>\uff1a\u4f7f\u7528K-means\u7b97\u6cd5\u5c06\u90bb\u8fd1\u7528\u6237\u5f52\u4e3a\u540c\u4e00\u7fa4\u7ec4\uff0c\u51cf\u5c11\u5197\u4f59\u70b9\u5e72\u6270\uff1b\n<\/li>\n
    • \u6570\u636e\u5206\u5c42<\/strong>\uff1a\u6309\u56fd\u5bb6\u3001\u7701\u4efd\u3001\u57ce\u5e02\u7b49\u7c92\u5ea6\u6784\u5efa\u591a\u7ea7\u89c6\u56fe\uff0c\u9002\u5e94\u4e0d\u540c\u5206\u6790\u9700\u6c42\u3002\n<\/li>\n<\/ul>\n

      \u4f8b\u5982\uff0c\u67d0\u65b0\u95fb\u5ba2\u6237\u7aef\u901a\u8fc7\u805a\u7c7b\u53d1\u73b0\uff0c\u67d0\u4e09\u7ebf\u57ce\u5e02\u7528\u6237\u5bf9\u79d1\u6280\u8d44\u8baf\u7684\u70b9\u51fb\u7387\u8fdc\u8d85\u5168\u56fd\u5e73\u5747\u6c34\u5e73\uff0c\u8fdb\u4e00\u6b65\u8c03\u7814\u53d1\u73b0\u8be5\u5730\u533a\u5b58\u5728\u591a\u4e2a\u9ad8\u65b0\u6280\u672f\u4ea7\u4e1a\u56ed\uff0c\u4ece\u800c\u8c03\u6574\u4e86\u5185\u5bb9\u5206\u53d1\u7b56\u7565\u3002<\/em><\/p>\n

      \n

      \u4e09\u3001\u5de5\u5177\u4e0e\u5e73\u53f0\uff1a\u53ef\u89c6\u5316\u6280\u672f\u5b9e\u6218\u6307\u5357<\/strong><\/h3>\n

      \u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u662f\u6210\u529f\u7684\u5173\u952e\u3002\u4ee5\u4e0b\u662f\u4e09\u7c7b\u4e3b\u6d41\u65b9\u6848\uff1a<\/p>\n

        \n
      1. \u901a\u7528\u578b\u53ef\u89c6\u5316\u5de5\u5177<\/strong>\n<\/li>\n<\/ol>\n
          \n
        • Tableau\/Power BI<\/strong>\uff1a\u652f\u6301\u62d6\u62fd\u5f0f\u64cd\u4f5c\uff0c\u5185\u7f6e\u5730\u56fe\u6a21\u677f\uff0c\u9002\u5408\u5feb\u901f\u751f\u6210\u70ed\u529b\u56fe\u6216\u533a\u57df\u5bf9\u6bd4\u56fe\uff1b\n<\/li>\n
        • Python\u5e93\uff08\u5982Plotly\u3001Folium\uff09<\/strong>\uff1a\u901a\u8fc7\u4ee3\u7801\u7075\u6d3b\u5b9a\u5236\u4ea4\u4e92\u5f0f\u5730\u56fe\uff0c\u9002\u5408\u9700\u8981\u590d\u6742\u903b\u8f91\u7684\u573a\u666f\u3002\n<\/li>\n<\/ul>\n
            \n
          1. \u4e13\u4e1a\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\uff08GIS\uff09<\/strong>\n<\/li>\n<\/ol>\n
              \n
            • ArcGIS\/QGIS<\/strong>\uff1a\u63d0\u4f9b\u7a7a\u95f4\u7edf\u8ba1\u3001\u8def\u5f84\u5206\u6790\u7b49\u9ad8\u7ea7\u529f\u80fd\uff0c\u9002\u5408\u7814\u7a76\u4eba\u53e3\u8fc1\u79fb\u6216\u707e\u5bb3\u5e94\u6025\u54cd\u5e94\u3002\n<\/li>\n<\/ul>\n
                \n
              1. \u81ea\u5b9a\u4e49\u5f00\u53d1\u65b9\u6848<\/strong>\n<\/li>\n<\/ol>\n
                  \n
                • \u7ed3\u5408WebGL\u4e0eD3.js\uff0c\u53ef\u6784\u5efa\u9ad8\u52a8\u6001\u3001\u9ad8\u7cbe\u5ea6\u7684\u4e09\u7ef4\u5730\u7406\u53ef\u89c6\u5316\u7cfb\u7edf\uff0c\u4f8b\u5982\u5b9e\u65f6\u76d1\u63a7\u5168\u7403\u7f51\u7edc\u653b\u51fb\u6765\u6e90\u3002\n<\/li>\n<\/ul>\n

                  \u6848\u4f8b\uff1a\u67d0\u5916\u5356\u5e73\u53f0\u4f7f\u7528Folium\u5e93\u7ed8\u5236\u914d\u9001\u8303\u56f4\u4e0e\u8ba2\u5355\u5bc6\u5ea6\u7684\u53e0\u52a0\u56fe\uff0c\u53d1\u73b0\u67d0\u5546\u5708\u5348\u95f4\u8ba2\u5355\u96c6\u4e2d\u5728\u529e\u516c\u697c\uff0c\u800c\u665a\u95f4\u5411\u4f4f\u5b85\u533a\u8f6c\u79fb\uff0c\u636e\u6b64\u8c03\u6574\u4e86\u9a91\u624b\u8c03\u5ea6\u89c4\u5219\u3002<\/em><\/p>\n

                  \n

                  \u56db\u3001\u4ece\u6570\u636e\u5230\u6d1e\u5bdf\uff1a\u56db\u6b65\u6784\u5efa\u5730\u7406\u5206\u6790\u6a21\u578b<\/strong><\/h3>\n
                    \n
                  1. \u5b9a\u4e49\u76ee\u6807<\/strong>\uff1a\u660e\u786e\u5206\u6790\u91cd\u70b9\uff08\u5982\u7528\u6237\u589e\u957f\u6f5c\u529b\u3001\u98ce\u9669\u533a\u57df\u76d1\u63a7\uff09\uff1b\n<\/li>\n
                  2. \u9009\u62e9\u53ef\u89c6\u5316\u5f62\u5f0f<\/strong>\uff1a\n<\/li>\n<\/ol>\n
                      \n
                    • \u70ed\u529b\u56fe<\/strong>\uff1a\u5448\u73b0\u5bc6\u5ea6\u5dee\u5f02\uff1b\n<\/li>\n
                    • \u6d41\u5411\u56fe<\/strong>\uff1a\u5c55\u793a\u7528\u6237\u8de8\u533a\u57df\u6d41\u52a8\uff1b\n<\/li>\n
                    • \u5206\u7ea7\u7edf\u8ba1\u56fe<\/strong>\uff1a\u6309\u884c\u653f\u533a\u57df\u7740\u8272\uff0c\u5bf9\u6bd4\u6307\u6807\uff08\u5982\u4eba\u5747\u505c\u7559\u65f6\u957f\uff09\u3002\n<\/li>\n<\/ul>\n
                        \n
                      1. \u4ea4\u4e92\u8bbe\u8ba1<\/strong>\uff1a\u5141\u8bb8\u7528\u6237\u7f29\u653e\u3001\u7b5b\u9009\u65f6\u95f4\u8303\u56f4\u6216\u5207\u6362\u6570\u636e\u7ef4\u5ea6\uff1b\n<\/li>\n
                      2. \u89e3\u8bfb\u4e0e\u9a8c\u8bc1<\/strong>\uff1a\u7ed3\u5408\u4e1a\u52a1\u573a\u666f\u89e3\u91ca\u53ef\u89c6\u5316\u7ed3\u679c\uff0c\u907f\u514d\u201c\u865a\u5047\u5173\u8054\u201d\uff08\u4f8b\u5982\uff0c\u67d0\u5730\u533a\u7528\u6237\u6fc0\u589e\u53ef\u80fd\u56e0\u4fc3\u9500\u6d3b\u52a8\u800c\u975e\u81ea\u7136\u589e\u957f\uff09\u3002\n<\/li>\n<\/ol>\n
                        \n

                        \u4e94\u3001\u5e94\u7528\u573a\u666f\uff1a\u4e0d\u6b62\u4e8e\u201c\u770b\u5730\u56fe\u201d<\/strong><\/h3>\n
                          \n
                        1. \u5546\u4e1a\u667a\u80fd<\/strong>\n<\/li>\n<\/ol>\n
                            \n
                          • \u96f6\u552e\u54c1\u724c\u901a\u8fc7\u5206\u6790\u95e8\u5e97\u5468\u8fb9\u7528\u6237\u5206\u5e03\uff0c\u4f18\u5316\u9009\u5740\u4e0e\u5e93\u5b58\u914d\u7f6e\uff1b\n<\/li>\n
                          • \u5728\u7ebf\u6559\u80b2\u673a\u6784\u8bc6\u522b\u4f4e\u6e17\u900f\u7387\u533a\u57df\uff0c\u9488\u5bf9\u6027\u6295\u653e\u5e7f\u544a\u3002\n<\/li>\n<\/ul>\n
                              \n
                            1. \u7f51\u7edc\u5b89\u5168<\/strong>\n<\/li>\n<\/ol>\n
                                \n
                              • \u5b9e\u65f6\u8ffd\u8e2a\u5f02\u5e38\u767b\u5f55IP\u7684\u5730\u7406\u805a\u96c6\u60c5\u51b5\uff0c\u9884\u8b66\u6f5c\u5728\u653b\u51fb\uff1b\n<\/li>\n
                              • \u7ed3\u5408\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u8bc6\u522b\u50f5\u5c38\u7f51\u7edc\u7684\u6307\u6325\u63a7\u5236\u8282\u70b9\u3002\n<\/li>\n<\/ul>\n
                                  \n
                                1. \u793e\u4f1a\u7814\u7a76<\/strong>\n<\/li>\n<\/ol>\n
                                    \n
                                  • \u5206\u6790\u707e\u5bb3\u4e8b\u4ef6\u4e2d\u793e\u4ea4\u5a92\u4f53\u4fe1\u606f\u7684\u4f20\u64ad\u8def\u5f84\uff0c\u63d0\u5347\u5e94\u6025\u54cd\u5e94\u901f\u5ea6\uff1b\n<\/li>\n
                                  • \u76d1\u6d4b\u504f\u8fdc\u5730\u533a\u7f51\u7edc\u8986\u76d6\u7387\uff0c\u63a8\u52a8\u6570\u5b57\u57fa\u5efa\u516c\u5e73\u6027\u8bc4\u4f30\u3002\n<\/li>\n<\/ul>\n

                                    \u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u67d0\u516c\u76ca\u7ec4\u7ec7\u5229\u7528\u5730\u7406\u53ef\u89c6\u5316\u6280\u672f\uff0c\u5c06\u8d2b\u56f0\u5730\u533a\u513f\u7ae5\u7684\u4e0a\u7f51\u8bbe\u5907\u7c7b\u578b\u4e0e\u6559\u80b2\u8d44\u6e90\u532e\u4e4f\u5ea6\u5173\u8054\u5206\u6790\uff0c\u6210\u529f\u4e89\u53d6\u5230\u653f\u5e9c\u4e13\u9879\u8d44\u91d1\u652f\u6301\u3002<\/em><\/p>\n

                                    \n

                                    \u516d\u3001\u6311\u6218\u4e0e\u5e94\u5bf9\uff1a\u7cbe\u5ea6\u3001\u9690\u79c1\u4e0e\u52a8\u6001\u6027<\/strong><\/h3>\n

                                    \u5c3d\u7ba1\u6280\u672f\u65e5\u76ca\u6210\u719f\uff0c\u5730\u7406\u5206\u5e03\u5206\u6790\u4ecd\u9762\u4e34\u4e09\u5927\u74f6\u9888\uff1a<\/p>\n

                                      \n
                                    1. \u6570\u636e\u7cbe\u5ea6\u5c40\u9650<\/strong>\uff1aIP\u5b9a\u4f4d\u8bef\u5dee\u53ef\u8fbe\u6570\u516c\u91cc\uff0c\u9700\u878d\u5408Wi-Fi\u6307\u7eb9\u3001\u57fa\u7ad9\u4e09\u89d2\u5b9a\u4f4d\u7b49\u591a\u6e90\u6570\u636e\uff1b\n<\/li>\n
                                    2. \u9690\u79c1\u5408\u89c4\u98ce\u9669<\/strong>\uff1a\u9075\u5faaGDPR\u7b49\u6cd5\u89c4\uff0c\u5bf9\u7528\u6237\u4f4d\u7f6e\u4fe1\u606f\u8131\u654f\u5904\u7406\u6216\u91c7\u7528\u5dee\u5206\u9690\u79c1\u6280\u672f\uff1b\n<\/li>\n
                                    3. \u52a8\u6001\u66f4\u65b0\u9700\u6c42<\/strong>\uff1a\u7528\u6237\u4f4d\u7f6e\u968f\u65f6\u95f4\u53d8\u5316\uff08\u5982\u65c5\u884c\u3001\u51fa\u5dee\uff09\uff0c\u9700\u5efa\u7acb\u5b9e\u65f6\u6570\u636e\u7ba1\u9053\u4e0e\u81ea\u52a8\u5237\u65b0\u673a\u5236\u3002\n<\/li>\n<\/ol>\n

                                      \u4f8b\u5982\uff0c\u67d0\u51fa\u884cApp\u5f15\u5165\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\uff0c\u5728\u7ec8\u7aef\u8bbe\u5907\u672c\u5730\u5b8c\u6210\u4f4d\u7f6e\u6a21\u7cca\u5316\u5904\u7406\uff0c\u65e2\u4fdd\u62a4\u9690\u79c1\uff0c\u53c8\u4fdd\u969c\u4e86\u5b9e\u65f6\u5bfc\u822a\u529f\u80fd\u7684\u51c6\u786e\u6027\u3002<\/em><\/p>\n

                                      \n

                                      \u4e03\u3001\u672a\u6765\u8d8b\u52bf\uff1aAI\u9a71\u52a8\u7684\u667a\u80fd\u5730\u7406\u5206\u6790<\/strong><\/h3>\n

                                      \u968f\u7740AI\u6280\u672f\u7684\u6e17\u900f\uff0c\u5730\u7406\u53ef\u89c6\u5316\u5206\u6790\u6b63\u8d70\u5411\u81ea\u52a8\u5316\u4e0e\u9884\u6d4b\u5316\uff1a<\/p>\n

                                        \n
                                      • \u8bed\u4e49\u5206\u5272\u6a21\u578b<\/strong>\uff1a\u81ea\u52a8\u8bc6\u522b\u536b\u661f\u56fe\u50cf\u4e2d\u7684\u57ce\u5e02\u529f\u80fd\u533a\uff0c\u8f85\u52a9\u63a8\u6d4b\u7528\u6237\u884c\u4e3a\uff1b\n<\/li>\n
                                      • \u65f6\u7a7a\u9884\u6d4b\u7b97\u6cd5<\/strong>\uff1a\u7ed3\u5408\u5386\u53f2\u6570\u636e\u4e0e\u5929\u6c14\u3001\u4e8b\u4ef6\u7b49\u5916\u90e8\u53d8\u91cf\uff0c\u9884\u5224\u672a\u6765\u7528\u6237\u5206\u5e03\u53d8\u5316\uff1b\n<\/li>\n
                                      • \u865a\u5b9e\u878d\u5408\u4ea4\u4e92<\/strong>\uff1a\u901a\u8fc7AR\u6280\u672f\uff0c\u5c06\u865a\u62df\u6570\u636e\u5c42\u53e0\u52a0\u5230\u771f\u5b9e\u573a\u666f\u4e2d\uff0c\u63d0\u5347\u51b3\u7b56\u6c89\u6d78\u611f\u3002\n<\/li>\n<\/ul>\n

                                        \u672a\u6765\u4f01\u4e1a\u53ea\u9700\u8f93\u5165\u76ee\u6807\u7528\u6237\u753b\u50cf\uff0c\u7cfb\u7edf\u5373\u53ef\u81ea\u52a8\u751f\u6210\u6700\u4f73\u533a\u57df\u6269\u5f20\u65b9\u6848\u2014\u2014\u8fd9\u4e0d\u518d\u662f\u79d1\u5e7b\uff0c\u800c\u662f\u6b63\u5728\u843d\u5730\u7684\u73b0\u5b9e\u3002*<\/p>\n","protected":false},"excerpt":{"rendered":"

                                        \u524d\u8a00 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BI\uff1a\u652f\u6301\u62d6\u62fd\u5f0f\u64cd\u4f5c\uff0c\u5185\u7f6e\u5730\u56fe\u6a21\u677f\uff0c\u9002\u5408\u5feb\u901f\u751f\u6210\u70ed\u529b\u56fe\u6216\u533a\u57df\u5bf9\u6bd4\u56fe\uff1b Python\u5e93\uff08\u5982Plotly\u3001Folium\uff09\uff1a\u901a\u8fc7\u4ee3\u7801\u7075\u6d3b\u5b9a\u5236\u4ea4\u4e92\u5f0f\u5730\u56fe\uff0c\u9002\u5408\u9700\u8981\u590d\u6742\u903b\u8f91\u7684\u573a\u666f\u3002 \u4e13\u4e1a\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\uff08GIS\uff09 ArcGIS\/QGIS\uff1a\u63d0\u4f9b\u7a7a\u95f4\u7edf\u8ba1\u3001\u8def\u5f84\u5206\u6790\u7b49\u9ad8\u7ea7\u529f\u80fd\uff0c\u9002\u5408\u7814\u7a76\u4eba\u53e3\u8fc1\u79fb\u6216\u707e\u5bb3\u5e94\u6025\u54cd\u5e94\u3002 \u81ea\u5b9a\u4e49\u5f00\u53d1\u65b9\u6848 \u7ed3\u5408WebGL\u4e0eD3.js\uff0c\u53ef\u6784\u5efa\u9ad8\u52a8\u6001\u3001\u9ad8\u7cbe\u5ea6\u7684\u4e09\u7ef4\u5730\u7406\u53ef\u89c6\u5316\u7cfb\u7edf\uff0c\u4f8b\u5982\u5b9e\u65f6\u76d1\u63a7\u5168\u7403\u7f51\u7edc\u653b\u51fb\u6765\u6e90\u3002 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