{"id":1043085,"date":"2024-12-31T13:02:57","date_gmt":"2024-12-31T05:02:57","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1043085.html"},"modified":"2024-12-31T13:02:59","modified_gmt":"2024-12-31T05:02:59","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e7%bb%9f%e8%ae%a1%e8%af%be%e7%a8%8b%e4%bc%98%e8%89%af%e7%8e%87","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1043085.html","title":{"rendered":"\u5982\u4f55\u7528python\u7edf\u8ba1\u8bfe\u7a0b\u4f18\u826f\u7387"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2024\/12\/23486a4c-ede5-4eb0-8040-366ca37ec309.webp?x-oss-process=image\/auto-orient,1\/format,webp\" alt=\"\u5982\u4f55\u7528python\u7edf\u8ba1\u8bfe\u7a0b\u4f18\u826f\u7387\" \/><\/p>\n<p><p> <strong>\u4f7f\u7528Python\u7edf\u8ba1\u8bfe\u7a0b\u4f18\u826f\u7387\u7684\u65b9\u6cd5<\/strong>\uff1a\u786e\u5b9a\u8bc4\u4ef7\u6807\u51c6\u3001\u5bfc\u5165\u6570\u636e\u3001\u6e05\u6d17\u6570\u636e\u3001\u7edf\u8ba1\u4f18\u826f\u4eba\u6570\u3001\u8ba1\u7b97\u4f18\u826f\u7387\u3002<strong>\u786e\u5b9a\u8bc4\u4ef7\u6807\u51c6<\/strong>\u662f\u7edf\u8ba1\u4f18\u826f\u7387\u7684\u5173\u952e\u6b65\u9aa4\u4e4b\u4e00\uff0c\u53ea\u6709\u660e\u786e\u4e86\u4ec0\u4e48\u6210\u7ee9\u662f\u201c\u4f18\u826f\u201d\uff0c\u624d\u80fd\u8fdb\u884c\u540e\u7eed\u7684\u7edf\u8ba1\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u4f18\u826f\u53ef\u4ee5\u5b9a\u4e49\u4e3a\u6210\u7ee9\u572880\u5206\u53ca\u4ee5\u4e0a\u7684\u5b66\u751f\u3002\u5982\u679c\u8bc4\u4ef7\u6807\u51c6\u4e0d\u660e\u786e\uff0c\u5219\u4f1a\u5bfc\u81f4\u7edf\u8ba1\u7ed3\u679c\u4e0d\u51c6\u786e\u3002<\/p>\n<\/p>\n<hr>\n<h2><strong>\u5982\u4f55\u7528Python\u7edf\u8ba1\u8bfe\u7a0b\u4f18\u826f\u7387<\/strong><\/h2>\n<p><h2>\u4e00\u3001\u786e\u5b9a\u8bc4\u4ef7\u6807\u51c6<\/h2>\n<\/p>\n<p><p>\u5728\u7edf\u8ba1\u8bfe\u7a0b\u4f18\u826f\u7387\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u660e\u786e\u4ec0\u4e48\u6837\u7684\u6210\u7ee9\u53ef\u4ee5\u88ab\u5b9a\u4e49\u4e3a\u201c\u4f18\u826f\u201d\u3002\u901a\u5e38\u6765\u8bf4\uff0c\u4f18\u826f\u53ef\u4ee5\u8bbe\u7f6e\u4e3a\u6210\u7ee9\u572880\u5206\u53ca\u4ee5\u4e0a\u7684\u6210\u7ee9\u3002\u8fd9\u4e2a\u6807\u51c6\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u60c5\u51b5\u8fdb\u884c\u8c03\u6574\uff0c\u4f46\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4ee580\u5206\u4e3a\u754c\u9650\u6765\u8fdb\u884c\u7edf\u8ba1\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u786e\u5b9a\u8bc4\u4ef7\u6807\u51c6\u7684\u5fc5\u8981\u6027<\/strong>\uff1a\u660e\u786e\u8bc4\u4ef7\u6807\u51c6\u662f\u7edf\u8ba1\u4f18\u826f\u7387\u7684\u57fa\u7840\uff0c\u53ea\u6709\u5728\u6807\u51c6\u660e\u786e\u7684\u60c5\u51b5\u4e0b\uff0c\u7edf\u8ba1\u7ed3\u679c\u624d\u5177\u6709\u5b9e\u9645\u610f\u4e49\u3002\u5982\u679c\u8bc4\u4ef7\u6807\u51c6\u4e0d\u660e\u786e\uff0c\u5219\u4f1a\u5bfc\u81f4\u7edf\u8ba1\u7ed3\u679c\u4e0d\u51c6\u786e\u3002\u6807\u51c6\u7684\u786e\u5b9a\u9700\u8981\u4e0e\u8bfe\u7a0b\u7684\u5177\u4f53\u8981\u6c42\u548c\u8bc4\u4ef7\u4f53\u7cfb\u76f8\u4e00\u81f4\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6807\u51c6\u7684\u7075\u6d3b\u6027<\/strong>\uff1a\u8bc4\u4ef7\u6807\u51c6\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u8bfe\u7a0b\u548c\u5b66\u6821\u8981\u6c42\u8fdb\u884c\u8c03\u6574\u3002\u5728\u4e00\u4e9b\u8bfe\u7a0b\u4e2d\uff0c\u4f18\u826f\u53ef\u80fd\u9700\u898190\u5206\u53ca\u4ee5\u4e0a\uff0c\u800c\u5728\u53e6\u5916\u4e00\u4e9b\u8bfe\u7a0b\u4e2d\uff0c70\u5206\u4ee5\u4e0a\u5373\u53ef\u89c6\u4e3a\u4f18\u826f\u3002\u56e0\u6b64\uff0c\u8bbe\u5b9a\u6807\u51c6\u65f6\u9700\u8981\u8003\u8651\u8bfe\u7a0b\u7684\u5177\u4f53\u60c5\u51b5\u548c\u6559\u5b66\u76ee\u6807\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><h2>\u4e8c\u3001\u5bfc\u5165\u6570\u636e<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u662f\u7edf\u8ba1\u5206\u6790\u7684\u57fa\u7840\uff0c\u6211\u4eec\u9700\u8981\u5c06\u5b66\u751f\u7684\u6210\u7ee9\u6570\u636e\u5bfc\u5165\u5230Python\u73af\u5883\u4e2d\u3002\u5e38\u89c1\u7684\u6570\u636e\u5bfc\u5165\u65b9\u6cd5\u5305\u62ec\u8bfb\u53d6Excel\u6587\u4ef6\u3001CSV\u6587\u4ef6\u6216\u8005\u4ece\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u6570\u636e\u3002\u8fd9\u91cc\u4ee5\u8bfb\u53d6CSV\u6587\u4ef6\u4e3a\u4f8b\u8fdb\u884c\u8bf4\u660e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><\/h2>\n<p>file_path = &#39;student_scores.csv&#39;<\/p>\n<p>data = pd.read_csv(file_path)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e<\/strong><\/h2>\n<p>print(data.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol>\n<li>\n<p><strong>\u9009\u62e9\u9002\u5f53\u7684\u6570\u636e\u683c\u5f0f<\/strong>\uff1a\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u6570\u636e\u53ef\u80fd\u5b58\u50a8\u5728\u4e0d\u540c\u7684\u683c\u5f0f\u4e2d\uff0c\u5982CSV\u3001Excel\u3001\u6570\u636e\u5e93\u7b49\u3002\u6839\u636e\u6570\u636e\u6765\u6e90\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u5bfc\u5165\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u9884\u89c8<\/strong>\uff1a\u5bfc\u5165\u6570\u636e\u540e\uff0c\u9700\u8981\u9884\u89c8\u6570\u636e\uff0c\u786e\u4fdd\u6570\u636e\u5bfc\u5165\u6b63\u786e\u3002\u901a\u8fc7<code>data.head()<\/code>\u53ef\u4ee5\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c\u5185\u5bb9\uff0c\u786e\u8ba4\u6570\u636e\u7ed3\u6784\u548c\u5b57\u6bb5\u540d\u79f0\u662f\u5426\u6b63\u786e\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><h2>\u4e09\u3001\u6e05\u6d17\u6570\u636e<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u5728\u5bfc\u5165\u540e\uff0c\u53ef\u80fd\u4f1a\u5b58\u5728\u4e00\u4e9b\u7f3a\u5931\u503c\u3001\u5f02\u5e38\u503c\u6216\u8005\u4e0d\u5408\u7406\u7684\u6570\u636e\uff0c\u9700\u8981\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u3002\u6e05\u6d17\u6570\u636e\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5220\u9664\u7f3a\u5931\u503c<\/p>\n<p>cleaned_data = data.dropna()<\/p>\n<h2><strong>\u67e5\u770b\u6e05\u6d17\u540e\u7684\u6570\u636e<\/strong><\/h2>\n<p>print(cleaned_data.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5904\u7406\u7f3a\u5931\u503c<\/strong>\uff1a\u7f3a\u5931\u503c\u53ef\u80fd\u4f1a\u5f71\u54cd\u7edf\u8ba1\u7ed3\u679c\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u60c5\u51b5\u9009\u62e9\u5220\u9664\u7f3a\u5931\u503c\u6216\u8005\u586b\u8865\u7f3a\u5931\u503c\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u9009\u62e9\u5220\u9664\u7f3a\u5931\u503c\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5904\u7406\u5f02\u5e38\u503c<\/strong>\uff1a\u5f02\u5e38\u503c\u662f\u6307\u90a3\u4e9b\u504f\u79bb\u6b63\u5e38\u8303\u56f4\u7684\u6570\u636e\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u60c5\u51b5\u8fdb\u884c\u5904\u7406\uff0c\u5982\u5220\u9664\u5f02\u5e38\u503c\u6216\u8005\u8fdb\u884c\u6570\u636e\u4fee\u6b63\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><h2>\u56db\u3001\u7edf\u8ba1\u4f18\u826f\u4eba\u6570<\/h2>\n<\/p>\n<p><p>\u5728\u6570\u636e\u6e05\u6d17\u540e\uff0c\u53ef\u4ee5\u5f00\u59cb\u7edf\u8ba1\u4f18\u826f\u4eba\u6570\u3002\u6839\u636e\u4e4b\u524d\u786e\u5b9a\u7684\u8bc4\u4ef7\u6807\u51c6\uff0c\u7edf\u8ba1\u6210\u7ee9\u572880\u5206\u53ca\u4ee5\u4e0a\u7684\u5b66\u751f\u4eba\u6570\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u7edf\u8ba1\u4f18\u826f\u4eba\u6570<\/p>\n<p>excellent_students = cleaned_data[cleaned_data[&#39;score&#39;] &gt;= 80]<\/p>\n<p>excellent_count = len(excellent_students)<\/p>\n<h2><strong>\u67e5\u770b\u4f18\u826f\u4eba\u6570<\/strong><\/h2>\n<p>print(f&quot;\u4f18\u826f\u4eba\u6570: {excellent_count}&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol>\n<li>\n<p><strong>\u7b5b\u9009\u4f18\u826f\u5b66\u751f<\/strong>\uff1a\u6839\u636e\u8bc4\u4ef7\u6807\u51c6\uff0c\u7b5b\u9009\u51fa\u6210\u7ee9\u572880\u5206\u53ca\u4ee5\u4e0a\u7684\u5b66\u751f\u3002\u8fd9\u91cc\u4f7f\u7528\u4e86Pandas\u7684\u6761\u4ef6\u7b5b\u9009\u529f\u80fd\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u7edf\u8ba1\u4f18\u826f\u4eba\u6570<\/strong>\uff1a\u7edf\u8ba1\u7b5b\u9009\u540e\u7684\u5b66\u751f\u4eba\u6570\uff0c\u5f97\u5230\u4f18\u826f\u5b66\u751f\u7684\u603b\u4eba\u6570\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><h2>\u4e94\u3001\u8ba1\u7b97\u4f18\u826f\u7387<\/h2>\n<\/p>\n<p><p>\u6700\u540e\u4e00\u6b65\u662f\u8ba1\u7b97\u4f18\u826f\u7387\u3002\u4f18\u826f\u7387\u662f\u6307\u4f18\u826f\u5b66\u751f\u4eba\u6570\u5360\u603b\u5b66\u751f\u4eba\u6570\u7684\u6bd4\u4f8b\u3002\u8ba1\u7b97\u65b9\u6cd5\u662f\u7528\u4f18\u826f\u5b66\u751f\u4eba\u6570\u9664\u4ee5\u603b\u5b66\u751f\u4eba\u6570\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u8ba1\u7b97\u603b\u4eba\u6570<\/p>\n<p>total_students = len(cleaned_data)<\/p>\n<h2><strong>\u8ba1\u7b97\u4f18\u826f\u7387<\/strong><\/h2>\n<p>excellent_rate = (excellent_count \/ total_students) * 100<\/p>\n<h2><strong>\u67e5\u770b\u4f18\u826f\u7387<\/strong><\/h2>\n<p>print(f&quot;\u4f18\u826f\u7387: {excellent_rate:.2f}%&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol>\n<li>\n<p><strong>\u8ba1\u7b97\u603b\u4eba\u6570<\/strong>\uff1a\u7edf\u8ba1\u6570\u636e\u4e2d\u7684\u603b\u5b66\u751f\u4eba\u6570\uff0c\u4f5c\u4e3a\u8ba1\u7b97\u4f18\u826f\u7387\u7684\u5206\u6bcd\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u8ba1\u7b97\u4f18\u826f\u7387<\/strong>\uff1a\u7528\u4f18\u826f\u5b66\u751f\u4eba\u6570\u9664\u4ee5\u603b\u5b66\u751f\u4eba\u6570\uff0c\u5f97\u5230\u4f18\u826f\u7387\uff0c\u5e76\u4e58\u4ee5100\u8f6c\u6362\u4e3a\u767e\u5206\u6bd4\u5f62\u5f0f\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<hr>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Python\u7edf\u8ba1\u8bfe\u7a0b\u4f18\u826f\u7387\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5305\u62ec\u786e\u5b9a\u8bc4\u4ef7\u6807\u51c6\u3001\u5bfc\u5165\u6570\u636e\u3001\u6e05\u6d17\u6570\u636e\u3001\u7edf\u8ba1\u4f18\u826f\u4eba\u6570\u548c\u8ba1\u7b97\u4f18\u826f\u7387\u3002\u6bcf\u4e00\u6b65\u90fd\u81f3\u5173\u91cd\u8981\uff0c\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u7edf\u8ba1\u7ed3\u679c\u7684\u53ef\u9760\u6027\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u8ba1\u7b97\u8bfe\u7a0b\u7684\u4f18\u826f\u7387\uff1f<\/strong><br \/>\u8ba1\u7b97\u8bfe\u7a0b\u7684\u4f18\u826f\u7387\u901a\u5e38\u6d89\u53ca\u5230\u5c06\u4f18\u79c0\u548c\u826f\u597d\u7684\u6210\u7ee9\u8fdb\u884c\u7edf\u8ba1\u3002\u9996\u5148\uff0c\u9700\u8981\u5b9a\u4e49\u54ea\u4e9b\u5206\u6570\u8303\u56f4\u88ab\u89c6\u4e3a\u4f18\u826f\uff0c\u6bd4\u598290\u5206\u4ee5\u4e0a\u4e3a\u4f18\u79c0\uff0c80-89\u5206\u4e3a\u826f\u597d\u3002\u7136\u540e\uff0c\u904d\u5386\u6240\u6709\u5b66\u751f\u7684\u6210\u7ee9\uff0c\u7edf\u8ba1\u7b26\u5408\u4f18\u826f\u6807\u51c6\u7684\u5b66\u751f\u6570\u91cf\uff0c\u6700\u540e\u7528\u7b26\u5408\u4f18\u826f\u6807\u51c6\u7684\u5b66\u751f\u6570\u91cf\u9664\u4ee5\u603b\u5b66\u751f\u4eba\u6570\uff0c\u4e58\u4ee5100\u5373\u53ef\u5f97\u5230\u4f18\u826f\u7387\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u5982\u4f55\u5904\u7406\u5b66\u751f\u6210\u7ee9\u6570\u636e\uff1f<\/strong><br \/>\u5904\u7406\u5b66\u751f\u6210\u7ee9\u6570\u636e\u53ef\u4ee5\u4f7f\u7528Python\u7684pandas\u5e93\u3002\u9996\u5148\uff0c\u5c06\u6210\u7ee9\u6570\u636e\u5bfc\u5165\u4e3aDataFrame\u683c\u5f0f\u3002\u63a5\u4e0b\u6765\uff0c\u53ef\u4ee5\u4f7f\u7528\u6761\u4ef6\u7b5b\u9009\u529f\u80fd\u6765\u9009\u51fa\u4f18\u826f\u6210\u7ee9\u7684\u5b66\u751f\uff0c\u5e76\u901a\u8fc7<code>len()<\/code>\u51fd\u6570\u7edf\u8ba1\u6570\u91cf\u3002\u4f7f\u7528<code>shape<\/code>\u5c5e\u6027\u6765\u83b7\u53d6\u603b\u5b66\u751f\u4eba\u6570\uff0c\u8fd9\u6837\u53ef\u4ee5\u8f7b\u677e\u8ba1\u7b97\u4f18\u826f\u7387\u3002<\/p>\n<p><strong>\u5982\u4f55\u53ef\u89c6\u5316\u8bfe\u7a0b\u4f18\u826f\u7387\u7edf\u8ba1\u7ed3\u679c\uff1f<\/strong><br 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