{"id":1022423,"date":"2024-12-27T13:34:23","date_gmt":"2024-12-27T05:34:23","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1022423.html"},"modified":"2024-12-27T13:34:26","modified_gmt":"2024-12-27T05:34:26","slug":"python%e5%a6%82%e4%bd%95%e5%88%97%e8%a1%a8%e5%ad%98%e5%9d%90%e6%a0%87","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1022423.html","title":{"rendered":"python\u5982\u4f55\u5217\u8868\u5b58\u5750\u6807"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25164810\/f11f701b-b728-4320-ac41-73055988de1c.webp\" alt=\"python\u5982\u4f55\u5217\u8868\u5b58\u5750\u6807\" \/><\/p>\n<p><p> \u5728Python\u4e2d\uff0c\u5b58\u50a8\u5750\u6807\u7684\u5217\u8868\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\u3002<strong>\u6700\u5e38\u7528\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u5143\u7ec4\u6765\u8868\u793a\u6bcf\u4e2a\u5750\u6807\u70b9\u3001\u4f7f\u7528\u5217\u8868\u7684\u5217\u8868\u7ed3\u6784\u6765\u8868\u793a\u591a\u4e2a\u5750\u6807\u3001\u4f7f\u7528\u81ea\u5b9a\u4e49\u7c7b\u6765\u589e\u5f3a\u5750\u6807\u7684\u53ef\u8bfb\u6027<\/strong>\u3002\u5728\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\uff0c\u4f7f\u7528\u5143\u7ec4\u8868\u793a\u5750\u6807\u662f\u4e00\u79cd\u7b80\u6d01\u4e14\u76f4\u89c2\u7684\u65b9\u5f0f\uff0c\u56e0\u4e3a\u5143\u7ec4\u662f\u4e0d\u53ef\u53d8\u7684\uff0c\u8fd9\u5728\u5b58\u50a8\u56fa\u5b9a\u7684\u6570\u636e\u65f6\u662f\u975e\u5e38\u6709\u7528\u7684\u3002\u4ee5\u4e0b\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e9b\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528\u5143\u7ec4\u5b58\u50a8\u5750\u6807<\/p>\n<\/p>\n<p><p>\u5728Python\u4e2d\uff0c\u5143\u7ec4\u662f\u4e00\u79cd\u4e0d\u53ef\u53d8\u7684\u5e8f\u5217\u7c7b\u578b\uff0c\u975e\u5e38\u9002\u5408\u7528\u4e8e\u5b58\u50a8\u5750\u6807\u3002\u5750\u6807\u901a\u5e38\u7531\u4e24\u4e2a\u6216\u4e09\u4e2a\u6570\u503c\u7ec4\u6210\uff0c\u5206\u522b\u4ee3\u8868x\u3001y\uff08\u4ee5\u53caz\uff09\u8f74\u4e0a\u7684\u4f4d\u7f6e\u3002\u5143\u7ec4\u53ef\u4ee5\u5f88\u597d\u5730\u8868\u793a\u8fd9\u79cd\u7b80\u5355\u7684\u3001\u56fa\u5b9a\u957f\u5ea6\u7684\u6570\u636e\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u521b\u5efa\u4e00\u4e2a\u8868\u793a\u4e8c\u7ef4\u5750\u6807\u7684\u5217\u8868<\/p>\n<p>coordinates_2d = [(1, 2), (3, 4), (5, 6)]<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u8868\u793a\u4e09\u7ef4\u5750\u6807\u7684\u5217\u8868<\/strong><\/h2>\n<p>coordinates_3d = [(1, 2, 3), (4, 5, 6), (7, 8, 9)]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u70b9\u662f\u4ee3\u7801\u7b80\u6d01\u660e\u4e86\uff0c\u4e14\u5143\u7ec4\u7684\u4e0d\u53ef\u53d8\u6027\u4fdd\u8bc1\u4e86\u6570\u636e\u7684\u5b89\u5168\u6027\u3002\u5982\u679c\u5750\u6807\u6570\u636e\u4e0d\u4f1a\u9891\u7e41\u53d8\u5316\uff0c\u4f7f\u7528\u5143\u7ec4\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528\u5217\u8868\u7684\u5217\u8868\u7ed3\u6784<\/p>\n<\/p>\n<p><p>\u53e6\u4e00\u79cd\u5e38\u89c1\u7684\u65b9\u5f0f\u662f\u4f7f\u7528\u5217\u8868\u7684\u5217\u8868\u7ed3\u6784\u6765\u5b58\u50a8\u5750\u6807\u3002\u4e0e\u5143\u7ec4\u76f8\u6bd4\uff0c\u5217\u8868\u662f\u53ef\u53d8\u7684\uff0c\u8fd9\u610f\u5473\u7740\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u4fee\u6539\u5355\u4e2a\u5750\u6807\u7684\u503c\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u521b\u5efa\u4e00\u4e2a\u8868\u793a\u4e8c\u7ef4\u5750\u6807\u7684\u5217\u8868<\/p>\n<p>coordinates_2d = [[1, 2], [3, 4], [5, 6]]<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u8868\u793a\u4e09\u7ef4\u5750\u6807\u7684\u5217\u8868<\/strong><\/h2>\n<p>coordinates_3d = [[1, 2, 3], [4, 5, 6], [7, 8, 9]]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u70b9\u662f\u7075\u6d3b\u6027\u66f4\u9ad8\uff0c\u5141\u8bb8\u5728\u9700\u8981\u65f6\u4fee\u6539\u5750\u6807\u503c\u3002\u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5217\u8868\u7684\u53ef\u53d8\u6027\u4e5f\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u5728\u4e0d\u77e5\u60c5\u7684\u60c5\u51b5\u4e0b\u88ab\u610f\u5916\u4fee\u6539\uff0c\u56e0\u6b64\u5728\u4f7f\u7528\u65f6\u5e94\u5c0f\u5fc3\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u4f7f\u7528\u81ea\u5b9a\u4e49\u7c7b\u6765\u8868\u793a\u5750\u6807<\/p>\n<\/p>\n<p><p>\u4e3a\u4e86\u589e\u5f3a\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u7075\u6d3b\u6027\uff0c\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7c7b\u6765\u8868\u793a\u5750\u6807\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u5408\u9700\u8981\u5bf9\u5750\u6807\u8fdb\u884c\u590d\u6742\u64cd\u4f5c\u6216\u5728\u4ee3\u7801\u4e2d\u9891\u7e41\u4f7f\u7528\u65f6\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">class Coordinate:<\/p>\n<p>    def __init__(self, x, y, z=None):<\/p>\n<p>        self.x = x<\/p>\n<p>        self.y = y<\/p>\n<p>        self.z = z<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u8868\u793a\u4e8c\u7ef4\u5750\u6807\u7684\u5217\u8868<\/strong><\/h2>\n<p>coordinates_2d = [Coordinate(1, 2), Coordinate(3, 4), Coordinate(5, 6)]<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u8868\u793a\u4e09\u7ef4\u5750\u6807\u7684\u5217\u8868<\/strong><\/h2>\n<p>coordinates_3d = [Coordinate(1, 2, 3), Coordinate(4, 5, 6), Coordinate(7, 8, 9)]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4f7f\u7528\u81ea\u5b9a\u4e49\u7c7b\u7684\u4f18\u70b9\u662f\u53ef\u4ee5\u5c06\u66f4\u591a\u76f8\u5173\u7684\u529f\u80fd\u548c\u5c5e\u6027\u4e0e\u5750\u6807\u7ed1\u5b9a\u5728\u4e00\u8d77\u3002\u8fd9\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\uff0c\u4e5f\u4e3a\u5c06\u6765\u7684\u6269\u5c55\u63d0\u4f9b\u4e86\u4fbf\u5229\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u5750\u6807\u64cd\u4f5c\u7684\u5e94\u7528<\/p>\n<\/p>\n<p><p>\u5728\u5b58\u50a8\u5750\u6807\u540e\uff0c\u901a\u5e38\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u5404\u79cd\u64cd\u4f5c\u3002\u4ee5\u4e0b\u4ecb\u7ecd\u51e0\u79cd\u5e38\u89c1\u7684\u5750\u6807\u64cd\u4f5c\uff0c\u5305\u62ec\u8ba1\u7b97\u8ddd\u79bb\u3001\u8f6c\u6362\u5750\u6807\u7cfb\u3001\u67e5\u627e\u6700\u8fd1\u70b9\u7b49\u3002<\/p>\n<\/p>\n<p><p>1\u3001\u8ba1\u7b97\u8ddd\u79bb<\/p>\n<\/p>\n<p><p>\u5728\u4e8c\u7ef4\u6216\u4e09\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u8ba1\u7b97\u4e24\u4e2a\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\u662f\u4e00\u4e2a\u57fa\u672c\u64cd\u4f5c\u3002\u4f7f\u7528\u6570\u5b66\u516c\u5f0f\u5373\u53ef\u8f7b\u677e\u5b9e\u73b0\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import math<\/p>\n<p>def calculate_distance_2d(coord1, coord2):<\/p>\n<p>    return math.sqrt((coord1[0] - coord2[0]) &lt;strong&gt; 2 + (coord1[1] - coord2[1]) &lt;\/strong&gt; 2)<\/p>\n<p>def calculate_distance_3d(coord1, coord2):<\/p>\n<p>    return math.sqrt((coord1[0] - coord2[0]) &lt;strong&gt; 2 + (coord1[1] - coord2[1]) &lt;\/strong&gt; 2 + (coord1[2] - coord2[2])  2)<\/p>\n<h2><strong>\u793a\u4f8b<\/strong><\/h2>\n<p>distance_2d = calculate_distance_2d(coordinates_2d[0], coordinates_2d[1])<\/p>\n<p>distance_3d = calculate_distance_3d(coordinates_3d[0], coordinates_3d[1])<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>2\u3001\u8f6c\u6362\u5750\u6807\u7cfb<\/p>\n<\/p>\n<p><p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u9700\u8981\u5c06\u5750\u6807\u4ece\u4e00\u79cd\u5750\u6807\u7cfb\u8f6c\u6362\u5230\u53e6\u4e00\u79cd\u3002\u4f8b\u5982\uff0c\u4ece\u7b1b\u5361\u5c14\u5750\u6807\u7cfb\u8f6c\u6362\u5230\u6781\u5750\u6807\u7cfb\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def cartesian_to_polar(x, y):<\/p>\n<p>    r = math.sqrt(x &lt;strong&gt; 2 + y &lt;\/strong&gt; 2)<\/p>\n<p>    theta = math.atan2(y, x)<\/p>\n<p>    return r, theta<\/p>\n<h2><strong>\u793a\u4f8b<\/strong><\/h2>\n<p>polar_coord = cartesian_to_polar(3, 4)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>3\u3001\u67e5\u627e\u6700\u8fd1\u70b9<\/p>\n<\/p>\n<p><p>\u5728\u6570\u636e\u96c6\u4e2d\u67e5\u627e\u8ddd\u79bb\u67d0\u4e2a\u70b9\u6700\u8fd1\u7684\u70b9\u662f\u4e00\u4e2a\u5e38\u89c1\u7684\u95ee\u9898\u3002\u8fd9\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u904d\u5386\u6240\u6709\u70b9\u5e76\u8ba1\u7b97\u8ddd\u79bb\u6765\u5b9e\u73b0\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def find_nearest_point(point, points):<\/p>\n<p>    nearest_point = None<\/p>\n<p>    min_distance = float(&#39;inf&#39;)<\/p>\n<p>    for p in points:<\/p>\n<p>        distance = calculate_distance_2d(point, p)<\/p>\n<p>        if distance &lt; min_distance:<\/p>\n<p>            min_distance = distance<\/p>\n<p>            nearest_point = p<\/p>\n<p>    return nearest_point<\/p>\n<h2><strong>\u793a\u4f8b<\/strong><\/h2>\n<p>nearest = find_nearest_point((2, 3), coordinates_2d)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e94\u3001\u5750\u6807\u6570\u636e\u7684\u5b58\u50a8\u548c\u8bfb\u53d6<\/p>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5750\u6807\u6570\u636e\u901a\u5e38\u9700\u8981\u5b58\u50a8\u5230\u6587\u4ef6\u4e2d\uff0c\u4ee5\u4fbf\u4e8e\u540e\u7eed\u5206\u6790\u548c\u5904\u7406\u3002Python\u63d0\u4f9b\u4e86\u591a\u79cd\u65b9\u5f0f\u6765\u5b58\u50a8\u548c\u8bfb\u53d6\u5750\u6807\u6570\u636e\u3002<\/p>\n<\/p>\n<p><p>1\u3001\u4f7f\u7528\u6587\u672c\u6587\u4ef6<\/p>\n<\/p>\n<p><p>\u5c06\u5750\u6807\u6570\u636e\u5b58\u50a8\u4e3a\u6587\u672c\u6587\u4ef6\u662f\u4e00\u79cd\u7b80\u5355\u800c\u6709\u6548\u7684\u65b9\u6cd5\u3002\u53ef\u4ee5\u4f7f\u7528CSV\u683c\u5f0f\u6765\u5b58\u50a8\u4e8c\u7ef4\u6216\u4e09\u7ef4\u5750\u6807\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<h2><strong>\u5c06\u5750\u6807\u5199\u5165CSV\u6587\u4ef6<\/strong><\/h2>\n<p>with open(&#39;coordinates.csv&#39;, mode=&#39;w&#39;, newline=&#39;&#39;) as file:<\/p>\n<p>    writer = csv.writer(file)<\/p>\n<p>    for coord in coordinates_2d:<\/p>\n<p>        writer.writerow(coord)<\/p>\n<h2><strong>\u4eceCSV\u6587\u4ef6\u8bfb\u53d6\u5750\u6807<\/strong><\/h2>\n<p>with open(&#39;coordinates.csv&#39;, mode=&#39;r&#39;) as file:<\/p>\n<p>    reader = csv.reader(file)<\/p>\n<p>    coordinates_from_file = [tuple(map(int, row)) for row in reader]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>2\u3001\u4f7f\u7528JSON\u683c\u5f0f<\/p>\n<\/p>\n<p><p>JSON\u662f\u4e00\u79cd\u5e38\u7528\u7684\u6570\u636e\u4ea4\u6362\u683c\u5f0f\uff0c\u9002\u5408\u5b58\u50a8\u7ed3\u6784\u5316\u7684\u6570\u636e\u3002\u53ef\u4ee5\u4f7f\u7528Python\u7684\u5185\u7f6e\u6a21\u5757<code>json<\/code>\u6765\u8bfb\u5199\u5750\u6807\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import json<\/p>\n<h2><strong>\u5c06\u5750\u6807\u5199\u5165JSON\u6587\u4ef6<\/strong><\/h2>\n<p>with open(&#39;coordinates.json&#39;, mode=&#39;w&#39;) as file:<\/p>\n<p>    json.dump(coordinates_2d, file)<\/p>\n<h2><strong>\u4eceJSON\u6587\u4ef6\u8bfb\u53d6\u5750\u6807<\/strong><\/h2>\n<p>with open(&#39;coordinates.json&#39;, mode=&#39;r&#39;) as file:<\/p>\n<p>    coordinates_from_json = json.load(file)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>3\u3001\u4f7f\u7528\u6570\u636e\u5e93<\/p>\n<\/p>\n<p><p>\u5728\u9700\u8981\u5904\u7406\u5927\u91cf\u5750\u6807\u6570\u636e\u65f6\uff0c\u4f7f\u7528\u6570\u636e\u5e93\u53ef\u4ee5\u63d0\u9ad8\u6548\u7387\u548c\u5b89\u5168\u6027\u3002Python\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u5e93\uff08\u5982<code>sqlite3<\/code>\u3001<code>SQLAlchemy<\/code>\u7b49\uff09\u6765\u4e0e\u6570\u636e\u5e93\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import sqlite3<\/p>\n<h2><strong>\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/strong><\/h2>\n<p>conn = sqlite3.connect(&#39;coordinates.db&#39;)<\/p>\n<p>cursor = conn.cursor()<\/p>\n<h2><strong>\u521b\u5efa\u8868<\/strong><\/h2>\n<p>cursor.execute(&#39;&#39;&#39;CREATE TABLE IF NOT EXISTS Coordinates (x INTEGER, y INTEGER)&#39;&#39;&#39;)<\/p>\n<h2><strong>\u63d2\u5165\u6570\u636e<\/strong><\/h2>\n<p>cursor.executemany(&#39;INSERT INTO Coordinates (x, y) VALUES (?, ?)&#39;, coordinates_2d)<\/p>\n<h2><strong>\u67e5\u8be2\u6570\u636e<\/strong><\/h2>\n<p>cursor.execute(&#39;SELECT * FROM Coordinates&#39;)<\/p>\n<p>coordinates_from_db = cursor.fetchall()<\/p>\n<h2><strong>\u5173\u95ed\u8fde\u63a5<\/strong><\/h2>\n<p>conn.commit()<\/p>\n<p>conn.close()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u516d\u3001\u5750\u6807\u6570\u636e\u7684\u53ef\u89c6\u5316<\/p>\n<\/p>\n<p><p>\u53ef\u89c6\u5316\u662f\u7406\u89e3\u548c\u5206\u6790\u5750\u6807\u6570\u636e\u7684\u91cd\u8981\u6b65\u9aa4\u4e4b\u4e00\u3002Python\u63d0\u4f9b\u4e86\u591a\u4e2a\u5e93\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\uff0c\u5176\u4e2d<code>matplotlib<\/code>\u662f\u6700\u5e38\u7528\u7684\u3002<\/p>\n<\/p>\n<p><p>1\u3001\u7ed8\u5236\u4e8c\u7ef4\u5750\u6807<\/p>\n<\/p>\n<p><p><code>matplotlib<\/code>\u7684<code>pyplot<\/code>\u6a21\u5757\u63d0\u4f9b\u4e86\u7b80\u5355\u6613\u7528\u7684\u63a5\u53e3\u6765\u7ed8\u5236\u4e8c\u7ef4\u5750\u6807\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u63d0\u53d6x\u548cy\u5750\u6807<\/strong><\/h2>\n<p>x_values = [coord[0] for coord in coordinates_2d]<\/p>\n<p>y_values = [coord[1] for coord in coordinates_2d]<\/p>\n<h2><strong>\u7ed8\u5236\u6563\u70b9\u56fe<\/strong><\/h2>\n<p>plt.scatter(x_values, y_values)<\/p>\n<p>plt.xlabel(&#39;X axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y axis&#39;)<\/p>\n<p>plt.title(&#39;2D Coordinates&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>2\u3001\u7ed8\u5236\u4e09\u7ef4\u5750\u6807<\/p>\n<\/p>\n<p><p>\u5bf9\u4e8e\u4e09\u7ef4\u5750\u6807\uff0c\u53ef\u4ee5\u4f7f\u7528<code>mpl_toolkits.mplot3d<\/code>\u6a21\u5757\u4e2d\u7684<code>Axes3D<\/code>\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from mpl_toolkits.mplot3d import Axes3D<\/p>\n<h2><strong>\u63d0\u53d6x\u3001y\u548cz\u5750\u6807<\/strong><\/h2>\n<p>x_values = [coord[0] for coord in coordinates_3d]<\/p>\n<p>y_values = [coord[1] for coord in coordinates_3d]<\/p>\n<p>z_values = [coord[2] for coord in coordinates_3d]<\/p>\n<h2><strong>\u521b\u5efa3D\u6563\u70b9\u56fe<\/strong><\/h2>\n<p>fig = plt.figure()<\/p>\n<p>ax = fig.add_subplot(111, projection=&#39;3d&#39;)<\/p>\n<p>ax.scatter(x_values, y_values, z_values)<\/p>\n<p>ax.set_xlabel(&#39;X axis&#39;)<\/p>\n<p>ax.set_ylabel(&#39;Y axis&#39;)<\/p>\n<p>ax.set_zlabel(&#39;Z axis&#39;)<\/p>\n<p>plt.title(&#39;3D Coordinates&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e03\u3001\u5750\u6807\u6570\u636e\u7684\u5e94\u7528\u573a\u666f<\/p>\n<\/p>\n<p><p>\u5750\u6807\u6570\u636e\u5728\u591a\u4e2a\u9886\u57df\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5e38\u89c1\u7684\u5e94\u7528\u573a\u666f\uff1a<\/p>\n<\/p>\n<p><p>1\u3001\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\uff08GIS\uff09<\/p>\n<\/p>\n<p><p>\u5728GIS\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u8868\u793a\u5730\u7406\u4f4d\u7f6e\u3002\u901a\u8fc7\u5750\u6807\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5730\u56fe\u7684\u7ed8\u5236\u3001\u5730\u7269\u7684\u5b9a\u4f4d\u3001\u8def\u5f84\u7684\u89c4\u5212\u7b49\u529f\u80fd\u3002<\/p>\n<\/p>\n<p><p>2\u3001\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66<\/p>\n<\/p>\n<p><p>\u5728\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u63cf\u8ff0\u7269\u4f53\u7684\u5f62\u72b6\u548c\u4f4d\u7f6e\u3002\u901a\u8fc7\u5750\u6807\u53d8\u6362\uff0c\u53ef\u4ee5\u5b9e\u73b0\u7269\u4f53\u7684\u65cb\u8f6c\u3001\u7f29\u653e\u548c\u79fb\u52a8\u7b49\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<p><p>3\u3001\u673a\u5668\u4eba\u5bfc\u822a<\/p>\n<\/p>\n<p><p>\u5728\u673a\u5668\u4eba\u5bfc\u822a\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u63cf\u8ff0\u673a\u5668\u4eba\u7684\u4f4d\u7f6e\u548c\u8def\u5f84\u3002\u901a\u8fc7\u5750\u6807\u6570\u636e\uff0c\u673a\u5668\u4eba\u53ef\u4ee5\u5b9e\u73b0\u81ea\u4e3b\u5b9a\u4f4d\u548c\u5bfc\u822a\u3002<\/p>\n<\/p>\n<p><p>4\u3001\u79d1\u5b66\u5b9e\u9a8c<\/p>\n<\/p>\n<p><p>\u5728\u79d1\u5b66\u5b9e\u9a8c\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u8bb0\u5f55\u5b9e\u9a8c\u6570\u636e\u7684\u4f4d\u7f6e\u548c\u65f6\u95f4\u3002\u901a\u8fc7\u5750\u6807\u5206\u6790\uff0c\u53ef\u4ee5\u63ed\u793a\u5b9e\u9a8c\u7ed3\u679c\u7684\u89c4\u5f8b\u6027\u548c\u8d8b\u52bf\u3002<\/p>\n<\/p>\n<p><p>\u516b\u3001\u5750\u6807\u6570\u636e\u7684\u4f18\u5316\u548c\u5904\u7406<\/p>\n<\/p>\n<p><p>\u5728\u5904\u7406\u5750\u6807\u6570\u636e\u65f6\uff0c\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u4f18\u5316\u548c\u5904\u7406\uff0c\u4ee5\u63d0\u9ad8\u6570\u636e\u7684\u8d28\u91cf\u548c\u5206\u6790\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><p>1\u3001\u53bb\u9664\u91cd\u590d\u70b9<\/p>\n<\/p>\n<p><p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5750\u6807\u6570\u636e\u4e2d\u53ef\u80fd\u5b58\u5728\u91cd\u590d\u70b9\u3002\u53bb\u9664\u91cd\u590d\u70b9\u53ef\u4ee5\u51cf\u5c11\u6570\u636e\u7684\u5197\u4f59\uff0c\u63d0\u9ad8\u5904\u7406\u6548\u7387\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def remove_duplicate_points(points):<\/p>\n<p>    return list(set(points))<\/p>\n<h2><strong>\u793a\u4f8b<\/strong><\/h2>\n<p>unique_coordinates = remove_duplicate_points(coordinates_2d)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>2\u3001\u6570\u636e\u5e73\u6ed1<\/p>\n<\/p>\n<p><p>\u5bf9\u4e8e\u566a\u58f0\u8f83\u5927\u7684\u5750\u6807\u6570\u636e\uff0c\u53ef\u4ee5\u901a\u8fc7\u6570\u636e\u5e73\u6ed1\u7684\u65b9\u6cd5\u6765\u964d\u4f4e\u566a\u58f0\u7684\u5f71\u54cd\uff0c\u63d0\u9ad8\u6570\u636e\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def smooth_coordinates(points, window_size=3):<\/p>\n<p>    smoothed = []<\/p>\n<p>    for i in range(len(points)):<\/p>\n<p>        start = max(0, i - window_size \/\/ 2)<\/p>\n<p>        end = min(len(points), i + window_size \/\/ 2 + 1)<\/p>\n<p>        window = points[start:end]<\/p>\n<p>        smoothed.append(tuple(sum(p) \/ len(window) for p in zip(*window)))<\/p>\n<p>    return smoothed<\/p>\n<h2><strong>\u793a\u4f8b<\/strong><\/h2>\n<p>smoothed_coordinates = smooth_coordinates(coordinates_2d)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e5d\u3001\u5750\u6807\u6570\u636e\u7684\u6269\u5c55\u5e94\u7528<\/p>\n<\/p>\n<p><p>\u9664\u4e86\u57fa\u7840\u7684\u5b58\u50a8\u548c\u64cd\u4f5c\uff0c\u5750\u6807\u6570\u636e\u8fd8\u53ef\u4ee5\u5728\u66f4\u590d\u6742\u7684\u5e94\u7528\u4e2d\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n<\/p>\n<p><p>1\u3001\u8def\u5f84\u89c4\u5212<\/p>\n<\/p>\n<p><p>\u5728\u8def\u5f84\u89c4\u5212\u95ee\u9898\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u63cf\u8ff0\u8d77\u70b9\u3001\u7ec8\u70b9\u548c\u8def\u5f84\u4e0a\u7684\u5404\u4e2a\u8282\u70b9\u3002\u901a\u8fc7\u7b97\u6cd5\uff0c\u8ba1\u7b97\u51fa\u4ece\u8d77\u70b9\u5230\u7ec8\u70b9\u7684\u6700\u4f18\u8def\u5f84\u3002<\/p>\n<\/p>\n<p><p>2\u3001\u6a21\u5f0f\u8bc6\u522b<\/p>\n<\/p>\n<p><p>\u5728\u6a21\u5f0f\u8bc6\u522b\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u63cf\u8ff0\u7279\u5f81\u70b9\u7684\u4f4d\u7f6e\u3002\u901a\u8fc7\u5750\u6807\u5206\u6790\uff0c\u53ef\u4ee5\u8bc6\u522b\u51fa\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u7ed3\u6784\u3002<\/p>\n<\/p>\n<p><p>3\u3001\u5b9e\u65f6\u8ddf\u8e2a<\/p>\n<\/p>\n<p><p>\u5728\u5b9e\u65f6\u8ddf\u8e2a\u7cfb\u7edf\u4e2d\uff0c\u5750\u6807\u7528\u4e8e\u8bb0\u5f55\u7269\u4f53\u7684\u5b9e\u65f6\u4f4d\u7f6e\u3002\u901a\u8fc7\u5750\u6807\u6570\u636e\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u7269\u4f53\u7684\u5b9e\u65f6\u76d1\u63a7\u548c\u8ddf\u8e2a\u3002<\/p>\n<\/p>\n<p><p>\u603b\u4e4b\uff0cPython\u63d0\u4f9b\u4e86\u591a\u79cd\u65b9\u5f0f\u6765\u5b58\u50a8\u548c\u64cd\u4f5c\u5750\u6807\u6570\u636e\u3002\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u7ed3\u5408\u5750\u6807\u6570\u636e\u7684\u5b58\u50a8\u3001\u64cd\u4f5c\u3001\u53ef\u89c6\u5316\u548c\u5e94\u7528\uff0c\u53ef\u4ee5\u89e3\u51b3\u8bb8\u591a\u590d\u6742\u7684\u95ee\u9898\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u521b\u5efa\u548c\u5b58\u50a8\u5750\u6807\u5217\u8868\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u6765\u5b58\u50a8\u5750\u6807\u3002\u53ef\u4ee5\u4f7f\u7528\u5143\u7ec4\u6216\u5217\u8868\u6765\u8868\u793a\u6bcf\u4e2a\u5750\u6807\u70b9\uff0c\u4f8b\u5982\u4f7f\u7528<code>(x, y)<\/code>\u683c\u5f0f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a  <\/p>\n<pre><code class=\"language-python\">coordinates = [(1, 2), (3, 4), (5, 6)]\n<\/code><\/pre>\n<p>\u8fd9\u6837\uff0c<code>coordinates<\/code>\u5217\u8868\u5c31\u5305\u542b\u4e86\u4e09\u4e2a\u5750\u6807\u70b9\u3002\u60a8\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8f7b\u677e\u5730\u6dfb\u52a0\u3001\u5220\u9664\u6216\u4fee\u6539\u8fd9\u4e9b\u5750\u6807\u3002<\/p>\n<p><strong>\u5982\u4f55\u8bbf\u95ee\u548c\u4fee\u6539Python\u4e2d\u5750\u6807\u5217\u8868\u4e2d\u7684\u7279\u5b9a\u5750\u6807\uff1f<\/strong><br \/>\u8bbf\u95ee\u5750\u6807\u5217\u8868\u4e2d\u7684\u7279\u5b9a\u5750\u6807\u975e\u5e38\u7b80\u5355\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u7d22\u5f15\u6765\u83b7\u53d6\u7279\u5b9a\u5750\u6807\u3002\u4f8b\u5982\uff0c\u8981\u8bbf\u95ee\u7b2c\u4e00\u4e2a\u5750\u6807\uff0c\u53ef\u4ee5\u4f7f\u7528\uff1a  <\/p>\n<pre><code class=\"language-python\">first_coordinate = coordinates[0]\n<\/code><\/pre>\n<p>\u8981\u4fee\u6539\u67d0\u4e2a\u5750\u6807\uff0c\u4f8b\u5982\u5c06\u7b2c\u4e00\u4e2a\u5750\u6807\u70b9\u6539\u4e3a(7, 8)\uff0c\u53ef\u4ee5\u76f4\u63a5\u8d4b\u503c\uff1a  <\/p>\n<pre><code class=\"language-python\">coordinates[0] = (7, 8)\n<\/code><\/pre>\n<p>\u8fd9\u6837\uff0c\u60a8\u5c31\u6210\u529f\u5730\u4fee\u6539\u4e86\u5750\u6807\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u5982\u4f55\u5bf9\u5750\u6807\u5217\u8868\u8fdb\u884c\u6392\u5e8f\u6216\u7b5b\u9009\uff1f<\/strong><br \/>\u4f7f\u7528Python\u7684\u5185\u7f6e\u51fd\u6570\uff0c\u53ef\u4ee5\u5bf9\u5750\u6807\u5217\u8868\u8fdb\u884c\u6392\u5e8f\u3002\u4f8b\u5982\uff0c\u5982\u679c\u60f3\u8981\u6839\u636ex\u5750\u6807\u8fdb\u884c\u6392\u5e8f\uff0c\u53ef\u4ee5\u4f7f\u7528<code>sorted()<\/code>\u51fd\u6570\uff1a  <\/p>\n<pre><code class=\"language-python\">sorted_coordinates = sorted(coordinates, key=lambda coord: coord[0])\n<\/code><\/pre>\n<p>\u6b64\u5916\uff0c\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u6765\u7b5b\u9009\u51fa\u7b26\u5408\u7279\u5b9a\u6761\u4ef6\u7684\u5750\u6807\uff0c\u4f8b\u5982\u83b7\u53d6\u6240\u6709x\u5750\u6807\u5927\u4e8e2\u7684\u70b9\uff1a  <\/p>\n<pre><code class=\"language-python\">filtered_coordinates = [coord for coord in coordinates if coord[0] &gt; 2]\n<\/code><\/pre>\n<p>\u8fd9\u79cd\u7075\u6d3b\u6027\u4f7f\u5f97\u5904\u7406\u5750\u6807\u6570\u636e\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728Python\u4e2d\uff0c\u5b58\u50a8\u5750\u6807\u7684\u5217\u8868\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\u3002\u6700\u5e38\u7528\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u5143\u7ec4\u6765\u8868\u793a\u6bcf\u4e2a\u5750\u6807\u70b9\u3001\u4f7f\u7528\u5217\u8868\u7684\u5217\u8868\u7ed3 [&hellip;]","protected":false},"author":3,"featured_media":1022435,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1022423"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1022423"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1022423\/revisions"}],"predecessor-version":[{"id":1022437,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1022423\/revisions\/1022437"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1022435"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1022423"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1022423"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1022423"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}