{"id":1125756,"date":"2025-01-08T19:54:37","date_gmt":"2025-01-08T11:54:37","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1125756.html"},"modified":"2025-01-08T19:54:39","modified_gmt":"2025-01-08T11:54:39","slug":"python%e5%a6%82%e4%bd%95%e5%9c%a8%e7%99%be%e5%ba%a6%e5%9c%b0%e5%9b%be%e4%b8%ad%e7%bb%98%e5%88%b6%e8%bd%a8%e8%bf%b9","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1125756.html","title":{"rendered":"python\u5982\u4f55\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u7ed8\u5236\u8f68\u8ff9"},"content":{"rendered":"

\"python\u5982\u4f55\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u7ed8\u5236\u8f68\u8ff9\"<\/p>\n

Python\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u7ed8\u5236\u8f68\u8ff9\u7684\u6b65\u9aa4\u5305\u62ec\uff1a\u83b7\u53d6\u767e\u5ea6\u5730\u56feAPI\u5bc6\u94a5\u3001\u51c6\u5907\u8f68\u8ff9\u6570\u636e\u3001\u4f7f\u7528Python\u5e93\uff08\u5982folium\u6216\u767e\u5ea6\u5730\u56feAPI\uff09\u3001\u5c06\u8f68\u8ff9\u7ed8\u5236\u5728\u5730\u56fe\u4e0a\u3001\u8c03\u6574\u5730\u56fe\u6837\u5f0f\u548c\u663e\u793a\u6548\u679c\u3002<\/strong>\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u8be6\u7ec6\u63cf\u8ff0\u5982\u4f55\u5b9e\u73b0\u8fd9\u4e9b\u6b65\u9aa4\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u83b7\u53d6\u767e\u5ea6\u5730\u56feAPI\u5bc6\u94a5<\/h2>\n<\/p>\n

\u5728\u4f7f\u7528\u767e\u5ea6\u5730\u56feAPI\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u6ce8\u518c\u767e\u5ea6\u5f00\u53d1\u8005\u8d26\u53f7\uff0c\u5e76\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u5e94\u7528\u6765\u83b7\u53d6API\u5bc6\u94a5\u3002\u8fd9\u4e00\u6b65\u9aa4\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u6ca1\u6709API\u5bc6\u94a5\u5c31\u65e0\u6cd5\u4f7f\u7528\u767e\u5ea6\u5730\u56fe\u7684\u670d\u52a1\u3002<\/p>\n<\/p>\n

1. \u6ce8\u518c\u767e\u5ea6\u5f00\u53d1\u8005\u8d26\u53f7<\/h3>\n<\/p>\n

\u524d\u5f80\u767e\u5ea6\u5730\u56feAPI\u5b98\u7f51\uff0c\u6ce8\u518c\u4e00\u4e2a\u5f00\u53d1\u8005\u8d26\u53f7\u3002\u5982\u679c\u5df2\u7ecf\u6709\u8d26\u53f7\uff0c\u53ef\u4ee5\u76f4\u63a5\u767b\u5f55\u3002<\/p>\n<\/p>\n

2. \u521b\u5efa\u5e94\u7528<\/h3>\n<\/p>\n

\u767b\u5f55\u540e\uff0c\u8fdb\u5165\u63a7\u5236\u53f0\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u5e94\u7528\u3002\u586b\u5199\u5e94\u7528\u540d\u79f0\u3001\u5e94\u7528\u7c7b\u578b\u7b49\u4fe1\u606f\u3002\u521b\u5efa\u5b8c\u6210\u540e\uff0c\u7cfb\u7edf\u4f1a\u751f\u6210\u4e00\u4e2a\u552f\u4e00\u7684API\u5bc6\u94a5\uff08AK\uff09\uff0c\u8fd9\u4e2a\u5bc6\u94a5\u5728\u540e\u7eed\u6b65\u9aa4\u4e2d\u4f1a\u7528\u5230\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u51c6\u5907\u8f68\u8ff9\u6570\u636e<\/h2>\n<\/p>\n

\u8f68\u8ff9\u6570\u636e\u901a\u5e38\u5305\u542b\u4e00\u7cfb\u5217\u5730\u7406\u5750\u6807\uff08\u7ecf\u5ea6\u548c\u7eac\u5ea6\uff09\uff0c\u8868\u793a\u67d0\u4e2a\u5bf9\u8c61\u5728\u5730\u56fe\u4e0a\u7684\u79fb\u52a8\u8def\u5f84\u3002\u53ef\u4ee5\u4ece\u5404\u79cd\u6765\u6e90\u83b7\u53d6\u8f68\u8ff9\u6570\u636e\uff0c\u4f8b\u5982GPS\u8bbe\u5907\u3001\u79fb\u52a8\u5e94\u7528\u7b49\u3002<\/p>\n<\/p>\n

1. \u83b7\u53d6\u8f68\u8ff9\u6570\u636e<\/h3>\n<\/p>\n

\u8f68\u8ff9\u6570\u636e\u53ef\u4ee5\u4fdd\u5b58\u5728CSV\u3001JSON\u7b49\u683c\u5f0f\u7684\u6587\u4ef6\u4e2d\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\u8f68\u8ff9\u6570\u636e\uff08JSON\u683c\u5f0f\uff09\uff1a<\/p>\n<\/p>\n

[<\/p>\n
    {"lng": 116.403963, "lat": 39.915119},<\/p>\n
    {"lng": 116.404055, "lat": 39.914966},<\/p>\n
    {"lng": 116.404141, "lat": 39.914822},<\/p>\n
    {"lng": 116.404212, "lat": 39.914688}<\/p>\n
]<\/p>\n
<\/code><\/pre>\n<\/p>\n
2. \u89e3\u6790\u8f68\u8ff9\u6570\u636e<\/h3>\n<\/p>\n
\u4f7f\u7528Python\u89e3\u6790\u8f68\u8ff9\u6570\u636e\uff0c\u786e\u4fdd\u6570\u636e\u683c\u5f0f\u6b63\u786e\u3002\u53ef\u4ee5\u4f7f\u7528json<\/code>\u5e93\u6765\u89e3\u6790JSON\u683c\u5f0f\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n
import json<\/p>\n
\u8bfb\u53d6\u8f68\u8ff9\u6570\u636e<\/strong><\/h2>\n
with open('trajectory.json', 'r') as f:<\/p>\n
    trajectory_data = json.load(f)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e09\u3001\u4f7f\u7528Python\u5e93\u7ed8\u5236\u8f68\u8ff9<\/h2>\n<\/p>\n
\u6709\u591a\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u7ed8\u5236\u8f68\u8ff9\uff0c\u5e38\u7528\u7684\u5305\u62ec\u4f7f\u7528\u767e\u5ea6\u5730\u56feAPI\u548cfolium\u5e93\u3002<\/p>\n<\/p>\n
1. \u4f7f\u7528\u767e\u5ea6\u5730\u56feAPI<\/h3>\n<\/p>\n
\u767e\u5ea6\u5730\u56feAPI\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u63a5\u53e3\uff0c\u53ef\u4ee5\u5728\u5730\u56fe\u4e0a\u7ed8\u5236\u5404\u79cd\u56fe\u5f62\u3002\u4e0b\u9762\u662f\u4f7f\u7528\u767e\u5ea6\u5730\u56feAPI\u7ed8\u5236\u8f68\u8ff9\u7684\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n
a. \u5f15\u5165\u767e\u5ea6\u5730\u56feAPI<\/h4>\n<\/p>\n
\u5728HTML\u6587\u4ef6\u4e2d\u5f15\u5165\u767e\u5ea6\u5730\u56feAPI\uff1a<\/p>\n<\/p>\n
<!DOCTYPE html><\/p>\n
<html><\/p>\n
<head><\/p>\n
    <meta charset="utf-8"><\/p>\n
    <title>\u8f68\u8ff9\u7ed8\u5236<\/title><\/p>\n
    <script src="https:\/\/api.map.bAI<\/a>du.com\/api?v=3.0&ak=\u4f60\u7684API\u5bc6\u94a5"><\/script><\/p>\n
<\/head><\/p>\n
<body><\/p>\n
    <div id="map" style="width: 100%; height: 500px;"><\/div><\/p>\n
    <script><\/p>\n
        \/\/ \u767e\u5ea6\u5730\u56feAPI\u529f\u80fd<\/p>\n
        var map = new BMap.Map("map");<\/p>\n
        map.centerAndZoom(new BMap.Point(116.404, 39.915), 15);<\/p>\n
        var polyline = new BMap.Polyline([<\/p>\n
            new BMap.Point(116.403963, 39.915119),<\/p>\n
            new BMap.Point(116.404055, 39.914966),<\/p>\n
            new BMap.Point(116.404141, 39.914822),<\/p>\n
            new BMap.Point(116.404212, 39.914688)<\/p>\n
        ], {strokeColor:"blue", strokeWeight:6, strokeOpacity:0.5});<\/p>\n
        map.addOverlay(polyline);<\/p>\n
    <\/script><\/p>\n
<\/body><\/p>\n
<\/html><\/p>\n
<\/code><\/pre>\n<\/p>\n
b. \u5c06\u8f68\u8ff9\u6570\u636e\u8f6c\u6362\u4e3aBMap.Point\u5bf9\u8c61<\/h4>\n<\/p>\n
points = []<\/p>\n
for data in trajectory_data:<\/p>\n
    points.append(f'new BMap.Point({data["lng"]}, {data["lat"]})')<\/p>\n
points_str = ','.join(points)<\/p>\n
<\/code><\/pre>\n<\/p>\n
c. \u52a8\u6001\u751f\u6210HTML\u6587\u4ef6<\/h4>\n<\/p>\n
\u4f7f\u7528Python\u751f\u6210\u5305\u542b\u8f68\u8ff9\u6570\u636e\u7684HTML\u6587\u4ef6\uff1a<\/p>\n<\/p>\n
html_content = f"""<\/p>\n
<!DOCTYPE html><\/p>\n
<html><\/p>\n
<head><\/p>\n
    <meta charset="utf-8"><\/p>\n
    <title>\u8f68\u8ff9\u7ed8\u5236<\/title><\/p>\n
    <script src="https:\/\/api.map.baidu.com\/api?v=3.0&ak=\u4f60\u7684API\u5bc6\u94a5"><\/script><\/p>\n
<\/head><\/p>\n
<body><\/p>\n
    <div id="map" style="width: 100%; height: 500px;"><\/div><\/p>\n
    <script><\/p>\n
        \/\/ \u767e\u5ea6\u5730\u56feAPI\u529f\u80fd<\/p>\n
        var map = new BMap.Map("map");<\/p>\n
        map.centerAndZoom(new BMap.Point(116.404, 39.915), 15);<\/p>\n
        var polyline = new BMap.Polyline([<\/p>\n
            {points_str}<\/p>\n
        ], {{strokeColor:"blue", strokeWeight:6, strokeOpacity:0.5}});<\/p>\n
        map.addOverlay(polyline);<\/p>\n
    <\/script><\/p>\n
<\/body><\/p>\n
<\/html><\/p>\n
"""<\/p>\n
with open('map.html', 'w') as f:<\/p>\n
    f.write(html_content)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u751f\u6210HTML\u6587\u4ef6\u540e\uff0c\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\uff0c\u67e5\u770b\u8f68\u8ff9\u7ed8\u5236\u6548\u679c\u3002<\/p>\n<\/p>\n
2. \u4f7f\u7528Folium\u5e93<\/h3>\n<\/p>\n
Folium\u5e93\u662f\u57fa\u4e8ePython\u7684\u5730\u56fe\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u652f\u6301Leaflet.js\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5728\u5730\u56fe\u4e0a\u7ed8\u5236\u8f68\u8ff9\u3002<\/p>\n<\/p>\n
a. \u5b89\u88c5Folium\u5e93<\/h4>\n<\/p>\n
\u4f7f\u7528pip\u5b89\u88c5Folium\u5e93\uff1a<\/p>\n<\/p>\n
pip install folium<\/p>\n
<\/code><\/pre>\n<\/p>\n
b. \u4f7f\u7528Folium\u7ed8\u5236\u8f68\u8ff9<\/h4>\n<\/p>\n
import folium<\/p>\n
\u521b\u5efa\u5730\u56fe\u5bf9\u8c61<\/strong><\/h2>\n
m = folium.Map(location=[39.915, 116.404], zoom_start=15)<\/p>\n
\u6dfb\u52a0\u8f68\u8ff9<\/strong><\/h2>\n
folium.PolyLine(<\/p>\n
    [(data['lat'], data['lng']) for data in trajectory_data],<\/p>\n
    color='blue',<\/p>\n
    weight=6,<\/p>\n
    opacity=0.5<\/p>\n
).add_to(m)<\/p>\n
\u4fdd\u5b58\u5730\u56fe<\/strong><\/h2>\n
m.save('trajectory_map.html')<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u751f\u6210HTML\u6587\u4ef6\u540e\uff0c\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u4e2d\u6253\u5f00\uff0c\u67e5\u770b\u8f68\u8ff9\u7ed8\u5236\u6548\u679c\u3002<\/p>\n<\/p>\n
\u56db\u3001\u8c03\u6574\u5730\u56fe\u6837\u5f0f\u548c\u663e\u793a\u6548\u679c<\/h2>\n<\/p>\n
\u5728\u7ed8\u5236\u8f68\u8ff9\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u5730\u56fe\u6837\u5f0f\u548c\u663e\u793a\u6548\u679c\uff0c\u4f7f\u5730\u56fe\u66f4\u52a0\u7f8e\u89c2\u548c\u6613\u4e8e\u7406\u89e3\u3002<\/p>\n<\/p>\n
1. \u8c03\u6574\u5730\u56fe\u6837\u5f0f<\/h3>\n<\/p>\n
\u767e\u5ea6\u5730\u56feAPI\u548cFolium\u5e93\u90fd\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5730\u56fe\u6837\u5f0f\u9009\u9879\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u8c03\u6574\u5730\u56fe\u7684\u663e\u793a\u6548\u679c\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u66f4\u6539\u5730\u56fe\u7684\u7f29\u653e\u7ea7\u522b\u3001\u4e2d\u5fc3\u70b9\u4f4d\u7f6e\u3001\u8f68\u8ff9\u989c\u8272\u7b49\u3002<\/p>\n<\/p>\n
2. \u6dfb\u52a0\u6807\u6ce8\u548c\u4fe1\u606f\u7a97\u53e3<\/h3>\n<\/p>\n
\u53ef\u4ee5\u5728\u8f68\u8ff9\u7684\u8d77\u70b9\u548c\u7ec8\u70b9\u6dfb\u52a0\u6807\u6ce8\u548c\u4fe1\u606f\u7a97\u53e3\uff0c\u63d0\u4f9b\u66f4\u591a\u7684\u4f4d\u7f6e\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u5728Folium\u4e2d\u53ef\u4ee5\u4f7f\u7528folium.Marker<\/code>\u6dfb\u52a0\u6807\u6ce8\uff1a<\/p>\n<\/p>\n
# \u6dfb\u52a0\u8d77\u70b9\u6807\u6ce8<\/p>\n
folium.Marker(<\/p>\n
    location=[trajectory_data[0]['lat'], trajectory_data[0]['lng']],<\/p>\n
    popup='\u8d77\u70b9',<\/p>\n
    icon=folium.Icon(color='green')<\/p>\n
).add_to(m)<\/p>\n
\u6dfb\u52a0\u7ec8\u70b9\u6807\u6ce8<\/strong><\/h2>\n
folium.Marker(<\/p>\n
    location=[trajectory_data[-1]['lat'], trajectory_data[-1]['lng']],<\/p>\n
    popup='\u7ec8\u70b9',<\/p>\n
    icon=folium.Icon(color='red')<\/p>\n
).add_to(m)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e94\u3001\u603b\u7ed3<\/h2>\n<\/p>\n
\u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Python\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u7ed8\u5236\u8f68\u8ff9\u3002\u5177\u4f53\u6b65\u9aa4\u5305\u62ec\uff1a\u83b7\u53d6\u767e\u5ea6\u5730\u56feAPI\u5bc6\u94a5\u3001\u51c6\u5907\u8f68\u8ff9\u6570\u636e\u3001\u4f7f\u7528Python\u5e93\uff08\u5982\u767e\u5ea6\u5730\u56feAPI\u6216Folium\uff09\u3001\u5c06\u8f68\u8ff9\u7ed8\u5236\u5728\u5730\u56fe\u4e0a\u3001\u8c03\u6574\u5730\u56fe\u6837\u5f0f\u548c\u663e\u793a\u6548\u679c\u3002\u901a\u8fc7\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5b9e\u73b0\u8f68\u8ff9\u7684\u53ef\u89c6\u5316\u5c55\u793a\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u5730\u7406\u6570\u636e\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u4f7f\u7528Python\u7ed8\u5236\u8f68\u8ff9\uff1f<\/strong>
\u8981\u5728\u767e\u5ea6\u5730\u56fe\u4e2d\u7ed8\u5236\u8f68\u8ff9\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u767e\u5ea6\u5730\u56fe\u7684API\u4e0ePython\u7ed3\u5408\u3002\u9996\u5148\uff0c\u60a8\u9700\u8981\u83b7\u53d6\u767e\u5ea6\u5730\u56fe\u7684API\u5bc6\u94a5\uff0c\u7136\u540e\u4f7f\u7528Python\u7684requests\u5e93\u5411API\u53d1\u9001\u8bf7\u6c42\u3002\u901a\u8fc7\u4f20\u9012\u5750\u6807\u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u5728\u5730\u56fe\u4e0a\u7ed8\u5236\u51fa\u60a8\u7684\u8f68\u8ff9\u3002<\/p>\n
\u9700\u8981\u54ea\u4e9b\u5e93\u6765\u5b9e\u73b0Python\u4e0e\u767e\u5ea6\u5730\u56fe\u7684\u4ea4\u4e92\uff1f<\/strong>
\u4e3a\u4e86\u5b9e\u73b0Python\u4e0e\u767e\u5ea6\u5730\u56fe\u7684\u4ea4\u4e92\uff0c\u63a8\u8350\u4f7f\u7528requests\u5e93\u6765\u5904\u7406HTTP\u8bf7\u6c42\uff0c\u4ee5\u53capandas\u5e93\u6765\u5904\u7406\u6570\u636e\u3002\u5982\u679c\u9700\u8981\u53ef\u89c6\u5316\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528folium\u5e93\uff0c\u8fd9\u80fd\u5e2e\u52a9\u60a8\u5c06\u8f68\u8ff9\u6570\u636e\u4ee5\u5730\u56fe\u5f62\u5f0f\u5c55\u793a\u3002<\/p>\n
\u5982\u4f55\u5904\u7406\u8f68\u8ff9\u6570\u636e\u4ee5\u9002\u5e94\u767e\u5ea6\u5730\u56fe\u7684\u683c\u5f0f\uff1f<\/strong>
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