{"id":1129629,"date":"2025-01-08T20:31:11","date_gmt":"2025-01-08T12:31:11","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1129629.html"},"modified":"2025-01-08T20:31:13","modified_gmt":"2025-01-08T12:31:13","slug":"python%e5%a6%82%e4%bd%95%e7%94%9f%e6%88%90%e4%bb%bb%e6%84%8f%e9%97%b4%e8%b7%9d%e7%9a%84%e7%ad%89%e5%b7%ae%e6%95%b0%e5%88%97","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1129629.html","title":{"rendered":"python\u5982\u4f55\u751f\u6210\u4efb\u610f\u95f4\u8ddd\u7684\u7b49\u5dee\u6570\u5217"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25100002\/f46ff666-8300-4484-9da5-772f0dfb3ec6.webp\" alt=\"python\u5982\u4f55\u751f\u6210\u4efb\u610f\u95f4\u8ddd\u7684\u7b49\u5dee\u6570\u5217\" \/><\/p>\n<p><p> <strong>Python\u751f\u6210\u4efb\u610f\u95f4\u8ddd\u7684\u7b49\u5dee\u6570\u5217\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u4f8b\u5982\u4f7f\u7528\u5217\u8868\u89e3\u6790\u3001NumPy\u5e93\u7b49\u65b9\u5f0f\u3002\u5177\u4f53\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528\u5217\u8868\u89e3\u6790\u3001\u4f7f\u7528NumPy\u7684arange\u51fd\u6570\u3001\u4f7f\u7528\u751f\u6210\u5668\u51fd\u6570\u7b49\u3002<\/strong>\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u5e76\u6df1\u5165\u63a2\u8ba8\u6bcf\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u548c\u4f7f\u7528\u573a\u666f\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u5217\u8868\u89e3\u6790\u751f\u6210\u7b49\u5dee\u6570\u5217<\/h3>\n<\/p>\n<p><p>\u5217\u8868\u89e3\u6790\u662f\u4e00\u79cd\u7b80\u6d01\u9ad8\u6548\u7684\u751f\u6210\u5217\u8868\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u8868\u8fbe\u5f0f\u548c\u5faa\u73af\u7ed3\u6784\uff0c\u53ef\u4ee5\u5feb\u901f\u751f\u6210\u6240\u9700\u7684\u7b49\u5dee\u6570\u5217\u3002<\/p>\n<\/p>\n<p><h4>1.1\u3001\u57fa\u672c\u6982\u5ff5<\/h4>\n<\/p>\n<p><p>\u5217\u8868\u89e3\u6790\u662f\u4e00\u79cd\u4ece\u4e00\u4e2a\u5df2\u6709\u7684\u5217\u8868\u521b\u5efa\u53e6\u4e00\u4e2a\u5217\u8868\u7684\u65b9\u6cd5\u3002\u5176\u8bed\u6cd5\u4e3a <code>[expression for item in iterable]<\/code>\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u53ef\u4ee5\u8fc5\u901f\u751f\u6210\u4e00\u4e2a\u7b49\u5dee\u6570\u5217\u3002<\/p>\n<\/p>\n<p><h4>1.2\u3001\u4ee3\u7801\u793a\u4f8b<\/h4>\n<\/p>\n<p><pre><code class=\"language-python\">start = 0<\/p>\n<p>stop = 10<\/p>\n<p>step = 2<\/p>\n<p>arithmetic_sequence = [i for i in range(start, stop, step)]<\/p>\n<p>print(arithmetic_sequence)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>1.3\u3001\u8be6\u7ec6\u63cf\u8ff0<\/h4>\n<\/p>\n<p><p>\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u5229\u7528 <code>range(start, stop, step)<\/code> \u51fd\u6570\u751f\u6210\u4e00\u4e2a\u4ece <code>start<\/code> \u5230 <code>stop<\/code>\uff08\u4e0d\u5305\u62ec <code>stop<\/code>\uff09\uff0c\u6b65\u957f\u4e3a <code>step<\/code> \u7684\u7b49\u5dee\u6570\u5217\u3002\u7136\u540e\uff0c\u901a\u8fc7\u5217\u8868\u89e3\u6790\uff0c\u5c06\u751f\u6210\u7684\u6570\u5217\u5b58\u50a8\u5728 <code>arithmetic_sequence<\/code> \u5217\u8868\u4e2d\u3002<strong>\u5217\u8868\u89e3\u6790\u7684\u4f18\u70b9\u662f\u7b80\u6d01\u660e\u4e86\uff0c\u9002\u5408\u751f\u6210\u7b80\u5355\u7684\u7b49\u5dee\u6570\u5217\u3002<\/strong><\/p>\n<\/p>\n<p><h3>\u4e8c\u3001NumPy\u5e93\u751f\u6210\u7b49\u5dee\u6570\u5217<\/h3>\n<\/p>\n<p><p>NumPy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u79d1\u5b66\u8ba1\u7b97\u5e93\uff0c\u63d0\u4f9b\u4e86\u8bb8\u591a\u9ad8\u6548\u7684\u6570\u7ec4\u64cd\u4f5c\u65b9\u6cd5\uff0c\u5176\u4e2d <code>arange<\/code> \u51fd\u6570\u53ef\u4ee5\u65b9\u4fbf\u5730\u751f\u6210\u7b49\u5dee\u6570\u5217\u3002<\/p>\n<\/p>\n<p><h4>2.1\u3001\u5b89\u88c5NumPy<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u9700\u8981\u5b89\u88c5NumPy\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install numpy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2.2\u3001\u4f7f\u7528arange\u51fd\u6570\u751f\u6210\u7b49\u5dee\u6570\u5217<\/h4>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p>start = 0<\/p>\n<p>stop = 10<\/p>\n<p>step = 2<\/p>\n<p>arithmetic_sequence = np.arange(start, stop, step)<\/p>\n<p>print(arithmetic_sequence)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2.3\u3001\u8be6\u7ec6\u63cf\u8ff0<\/h4>\n<\/p>\n<p><p><code>np.arange(start, stop, step)<\/code> \u51fd\u6570\u8fd4\u56de\u4e00\u4e2a\u4ece <code>start<\/code> \u5230 <code>stop<\/code>\uff08\u4e0d\u5305\u62ec <code>stop<\/code>\uff09\uff0c\u6b65\u957f\u4e3a <code>step<\/code> \u7684\u6570\u7ec4\u3002<strong>\u4f7f\u7528NumPy\u751f\u6210\u7b49\u5dee\u6570\u5217\u7684\u4f18\u70b9\u662f\u6027\u80fd\u9ad8\uff0c\u7279\u522b\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u3002<\/strong><\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u4f7f\u7528\u751f\u6210\u5668\u51fd\u6570\u751f\u6210\u7b49\u5dee\u6570\u5217<\/h3>\n<\/p>\n<p><p>\u751f\u6210\u5668\u51fd\u6570\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u51fd\u6570\uff0c\u4f7f\u7528 <code>yield<\/code> \u5173\u952e\u5b57\u9010\u6b65\u751f\u6210\u503c\u3002\u751f\u6210\u5668\u51fd\u6570\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u52a8\u6001\u751f\u6210\u7b49\u5dee\u6570\u5217\uff0c\u9002\u5408\u5904\u7406\u5927\u6570\u636e\u6216\u6d41\u5f0f\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h4>3.1\u3001\u57fa\u672c\u6982\u5ff5<\/h4>\n<\/p>\n<p><p>\u751f\u6210\u5668\u51fd\u6570\u662f\u4e00\u79cd\u80fd\u591f\u52a8\u6001\u751f\u6210\u503c\u7684\u51fd\u6570\uff0c\u5176\u8bed\u6cd5\u4e3a\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def generator_function():<\/p>\n<p>    yield value<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3.2\u3001\u4ee3\u7801\u793a\u4f8b<\/h4>\n<\/p>\n<p><pre><code class=\"language-python\">def arithmetic_sequence_generator(start, stop, step):<\/p>\n<p>    current = start<\/p>\n<p>    while current &lt; stop:<\/p>\n<p>        yield current<\/p>\n<p>        current += step<\/p>\n<p>start = 0<\/p>\n<p>stop = 10<\/p>\n<p>step = 2<\/p>\n<p>arithmetic_sequence = list(arithmetic_sequence_generator(start, stop, step))<\/p>\n<p>print(arithmetic_sequence)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3.3\u3001\u8be6\u7ec6\u63cf\u8ff0<\/h4>\n<\/p>\n<p><p>\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c<code>arithmetic_sequence_generator<\/code> \u51fd\u6570\u901a\u8fc7 <code>yield<\/code> \u5173\u952e\u5b57\u9010\u6b65\u751f\u6210\u7b49\u5dee\u6570\u5217\u7684\u503c\u3002\u6211\u4eec\u4f7f\u7528 <code>list<\/code> \u51fd\u6570\u5c06\u751f\u6210\u5668\u8f6c\u6362\u4e3a\u5217\u8868\uff0c\u4ee5\u4fbf\u6253\u5370\u8f93\u51fa\u3002<strong>\u751f\u6210\u5668\u51fd\u6570\u7684\u4f18\u70b9\u662f\u53ef\u4ee5\u52a8\u6001\u751f\u6210\u6570\u5217\uff0c\u9002\u5408\u5904\u7406\u9700\u8981\u9010\u6b65\u751f\u6210\u6216\u65e0\u9650\u957f\u7684\u6570\u5217\u3002<\/strong><\/p>\n<\/p>\n<p><h3>\u56db\u3001Pandas\u5e93\u751f\u6210\u7b49\u5dee\u6570\u5217<\/h3>\n<\/p>\n<p><p>Pandas\u662f\u4e00\u4e2a\u7528\u4e8e\u6570\u636e\u64cd\u4f5c\u548c\u5206\u6790\u7684\u5f3a\u5927\u5e93\uff0c\u63d0\u4f9b\u4e86\u8bb8\u591a\u4fbf\u6377\u7684\u65b9\u6cd5\uff0c\u5176\u4e2d <code>date_range<\/code> \u51fd\u6570\u53ef\u4ee5\u751f\u6210\u7b49\u5dee\u65f6\u95f4\u5e8f\u5217\u3002<\/p>\n<\/p>\n<p><h4>4.1\u3001\u5b89\u88c5Pandas<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u9700\u8981\u5b89\u88c5Pandas\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install pandas<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>4.2\u3001\u4f7f\u7528date_range\u51fd\u6570\u751f\u6210\u7b49\u5dee\u65f6\u95f4\u5e8f\u5217<\/h4>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>start = &#39;2023-01-01&#39;<\/p>\n<p>end = &#39;2023-01-10&#39;<\/p>\n<p>arithmetic_sequence = pd.date_range(start=start, end=end, freq=&#39;2D&#39;)<\/p>\n<p>print(arithmetic_sequence)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>4.3\u3001\u8be6\u7ec6\u63cf\u8ff0<\/h4>\n<\/p>\n<p><p><code>pd.date_range<\/code> \u51fd\u6570\u8fd4\u56de\u4e00\u4e2a\u4ece <code>start<\/code> \u5230 <code>end<\/code>\uff0c\u9891\u7387\u4e3a <code>freq<\/code> \u7684\u65f6\u95f4\u5e8f\u5217\u3002<strong>Pandas\u751f\u6210\u7b49\u5dee\u65f6\u95f4\u5e8f\u5217\u7684\u4f18\u70b9\u662f\u4fbf\u6377\uff0c\u7279\u522b\u9002\u5408\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5904\u7406\u3002<\/strong><\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u603b\u7ed3\u4e0e\u5e94\u7528\u573a\u666f<\/h3>\n<\/p>\n<p><h4>5.1\u3001\u603b\u7ed3<\/h4>\n<\/p>\n<p><p><strong>\u5217\u8868\u89e3\u6790<\/strong>\u9002\u5408\u751f\u6210\u7b80\u5355\u7684\u7b49\u5dee\u6570\u5217\uff0c\u4ee3\u7801\u7b80\u6d01\u660e\u4e86\uff1b<strong>NumPy<\/strong>\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\uff0c\u6027\u80fd\u9ad8\u6548\uff1b<strong>\u751f\u6210\u5668\u51fd\u6570<\/strong>\u9002\u5408\u52a8\u6001\u751f\u6210\u6216\u5904\u7406\u65e0\u9650\u957f\u7684\u6570\u5217\uff1b<strong>Pandas<\/strong>\u9002\u5408\u751f\u6210\u7b49\u5dee\u65f6\u95f4\u5e8f\u5217\uff0c\u4fbf\u6377\u9ad8\u6548\u3002<\/p>\n<\/p>\n<p><h4>5.2\u3001\u5e94\u7528\u573a\u666f<\/h4>\n<\/p>\n<ul>\n<li><strong>\u5217\u8868\u89e3\u6790<\/strong>\uff1a\u9002\u7528\u4e8e\u7b80\u5355\u7684\u6570\u5217\u751f\u6210\uff0c\u4f8b\u5982\u5c0f\u89c4\u6a21\u6570\u636e\u7684\u5feb\u901f\u751f\u6210\u3002<\/li>\n<li><strong>NumPy<\/strong>\uff1a\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u7684\u6570\u5217\u751f\u6210\uff0c\u4f8b\u5982\u79d1\u5b66\u8ba1\u7b97\u3001\u6570\u636e\u5206\u6790\u7b49\u3002<\/li>\n<li><strong>\u751f\u6210\u5668\u51fd\u6570<\/strong>\uff1a\u9002\u7528\u4e8e\u9700\u8981\u52a8\u6001\u751f\u6210\u7684\u6570\u5217\uff0c\u4f8b\u5982\u6d41\u5f0f\u6570\u636e\u5904\u7406\u3001\u5927\u6570\u636e\u5206\u6790\u7b49\u3002<\/li>\n<li><strong>Pandas<\/strong>\uff1a\u9002\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u751f\u6210\u548c\u5904\u7406\uff0c\u4f8b\u5982\u91d1\u878d\u6570\u636e\u5206\u6790\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7b49\u3002<\/li>\n<\/ul>\n<p><p>\u901a\u8fc7\u4e0a\u8ff0\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u5f0f\u751f\u6210\u4efb\u610f\u95f4\u8ddd\u7684\u7b49\u5dee\u6570\u5217\u3002<strong>\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u52bf\u548c\u9002\u7528\u573a\u666f\uff0c\u5408\u7406\u9009\u62e9\u53ef\u4ee5\u63d0\u9ad8\u4ee3\u7801\u7684\u6548\u7387\u548c\u53ef\u8bfb\u6027\u3002<\/strong><\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u5b9a\u4e49\u7b49\u5dee\u6570\u5217\u7684\u8d77\u59cb\u503c\u548c\u7ec8\u6b62\u503c\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u81ea\u5b9a\u4e49\u51fd\u6570\u6765\u751f\u6210\u7b49\u5dee\u6570\u5217\u3002\u53ea\u9700\u5b9a\u4e49\u8d77\u59cb\u503c\u3001\u7ec8\u6b62\u503c\u548c\u516c\u5dee\uff08\u95f4\u8ddd\uff09\uff0c\u7136\u540e\u901a\u8fc7\u4e00\u4e2a\u5faa\u73af\u6216\u5217\u8868\u63a8\u5bfc\u5f0f\u751f\u6210\u6240\u9700\u7684\u5e8f\u5217\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u51fd\u6570\uff0c\u63a5\u53d7\u8fd9\u4e09\u4e2a\u53c2\u6570\uff0c\u5e76\u8fd4\u56de\u751f\u6210\u7684\u6570\u5217\u3002<\/p>\n<p><strong>Python\u4e2d\u751f\u6210\u7684\u7b49\u5dee\u6570\u5217\u53ef\u4ee5\u5305\u542b\u8d1f\u6570\u5417\uff1f<\/strong><br \/>\u5f53\u7136\u53ef\u4ee5\u3002\u5728Python\u4e2d\uff0c\u60a8\u53ef\u4ee5\u8f7b\u677e\u751f\u6210\u5305\u542b\u8d1f\u6570\u7684\u7b49\u5dee\u6570\u5217\u3002\u53ea\u9700\u8bbe\u7f6e\u8d1f\u7684\u8d77\u59cb\u503c\u548c\u516c\u5dee\uff0c\u5373\u53ef\u751f\u6210\u6240\u9700\u7684\u5e8f\u5217\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u8d77\u59cb\u503c\u4e3a-10\uff0c\u516c\u5dee\u4e3a-2\uff0c\u8fd9\u6837\u5c06\u5f97\u5230\u4e00\u4e2a\u4ee5\u8d1f\u6570\u9012\u51cf\u7684\u7b49\u5dee\u6570\u5217\u3002<\/p>\n<p><strong>\u5982\u4f55\u5904\u7406\u5927\u8303\u56f4\u7684\u7b49\u5dee\u6570\u5217\u751f\u6210\uff0c\u4ee5\u907f\u514d\u6027\u80fd\u95ee\u9898\uff1f<\/strong><br \/>\u5f53\u751f\u6210\u975e\u5e38\u5927\u7684\u7b49\u5dee\u6570\u5217\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u751f\u6210\u5668\u800c\u4e0d\u662f\u5217\u8868\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u9010\u6b65\u751f\u6210\u6570\u5217\u4e2d\u7684\u6bcf\u4e00\u4e2a\u5143\u7d20\uff0c\u907f\u514d\u4e00\u6b21\u6027\u52a0\u8f7d\u5927\u91cf\u6570\u636e\u5230\u5185\u5b58\u4e2d\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528<code>yield<\/code>\u5173\u952e\u5b57\u5b9a\u4e49\u751f\u6210\u5668\u51fd\u6570\uff0c\u4ee5\u4fbf\u5728\u9700\u8981\u65f6\u6309\u9700\u751f\u6210\u6570\u5217\u5143\u7d20\u3002\u8fd9\u6837\u53ef\u4ee5\u6709\u6548\u5730\u63a7\u5236\u5185\u5b58\u4f7f\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u751f\u6210\u4efb\u610f\u95f4\u8ddd\u7684\u7b49\u5dee\u6570\u5217\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u4f8b\u5982\u4f7f\u7528\u5217\u8868\u89e3\u6790\u3001NumPy\u5e93\u7b49\u65b9\u5f0f\u3002\u5177\u4f53\u65b9\u6cd5\u5305\u62ec\uff1a\u4f7f\u7528\u5217\u8868\u89e3 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