{"id":939457,"date":"2024-12-26T20:35:53","date_gmt":"2024-12-26T12:35:53","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/939457.html"},"modified":"2024-12-26T20:35:55","modified_gmt":"2024-12-26T12:35:55","slug":"python%e5%a6%82%e4%bd%95%e8%b0%83%e5%8f%96csv","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/939457.html","title":{"rendered":"python\u5982\u4f55\u8c03\u53d6csv"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25074503\/74442289-3c1e-4936-99b3-1eed2c024116.webp\" alt=\"python\u5982\u4f55\u8c03\u53d6csv\" \/><\/p>\n<p><p> <strong>Python\u8c03\u53d6CSV\u6587\u4ef6\u7684\u51e0\u79cd\u5e38\u7528\u65b9\u6cd5<\/strong>\u5305\u62ec\uff1a\u4f7f\u7528\u5185\u7f6e\u7684<code>csv<\/code>\u6a21\u5757\u3001\u4f7f\u7528<code>pandas<\/code>\u5e93\u3001\u4f7f\u7528<code>numpy<\/code>\u5e93\u3001\u4ee5\u53ca\u4f7f\u7528<code>openpyxl<\/code>\u5e93\u3002<strong>\u63a8\u8350\u4f7f\u7528<code>pandas<\/code>\u5e93\uff0c\u56e0\u4e3a\u5b83\u529f\u80fd\u5f3a\u5927\u3001\u4f7f\u7528\u7b80\u5355\uff0c\u5e76\u4e14\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\u6027\u80fd\u4f18\u8d8a\u3002<\/strong> \u5728\u8be6\u7ec6\u63cf\u8ff0<code>pandas<\/code>\u5e93\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u7b80\u5355\u4ecb\u7ecd\u5176\u4ed6\u51e0\u79cd\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><p><code>pandas<\/code>\u5e93\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python\u6570\u636e\u5206\u6790\u5e93\uff0c\u63d0\u4f9b\u4e86\u6570\u636e\u7ed3\u6784\u548c\u6570\u636e\u5206\u6790\u5de5\u5177\u3002\u901a\u8fc7<code>pandas<\/code>\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u53ef\u4ee5\u5c06\u5176\u8f6c\u6362\u4e3aDataFrame\uff0c\u8fd9\u79cd\u6570\u636e\u7ed3\u6784\u7c7b\u4f3c\u4e8eExcel\u8868\u683c\uff0c\u975e\u5e38\u9002\u5408\u6570\u636e\u64cd\u4f5c\u548c\u5206\u6790\u3002\u4f7f\u7528<code>pandas<\/code>\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u57fa\u672c\u6b65\u9aa4\u5982\u4e0b\uff1a<\/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>df = pd.read_csv(&#39;file_path.csv&#39;)<\/p>\n<h2><strong>\u663e\u793a\u524d\u4e94\u884c\u6570\u636e<\/strong><\/h2>\n<p>print(df.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f7f\u7528<code>pandas<\/code>\u5e93\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/strong><\/p>\n<\/p>\n<ol>\n<li><strong>\u9ad8\u6548\u8bfb\u53d6\u548c\u5904\u7406\u6570\u636e<\/strong>\uff1a<code>pandas<\/code>\u80fd\u591f\u5feb\u901f\u8bfb\u53d6\u5927\u578bCSV\u6587\u4ef6\uff0c\u5e76\u5c06\u6570\u636e\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\u4f9b\u8fdb\u4e00\u6b65\u5206\u6790\u3002<\/li>\n<li><strong>\u6570\u636e\u6e05\u6d17\u548c\u9884\u5904\u7406\u529f\u80fd\u5f3a\u5927<\/strong>\uff1a\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u51fd\u6570\u7528\u4e8e\u5904\u7406\u7f3a\u5931\u503c\u3001\u6570\u636e\u7b5b\u9009\u3001\u6570\u636e\u8f6c\u6362\u7b49\u3002<\/li>\n<li><strong>\u5f3a\u5927\u7684\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u529f\u80fd<\/strong>\uff1a\u53ef\u4ee5\u8f7b\u677e\u8fdb\u884c\u6570\u636e\u7edf\u8ba1\u3001\u5206\u7ec4\u3001\u805a\u5408\u7b49\u64cd\u4f5c\uff0c\u5e76\u4e0e\u5176\u4ed6\u6570\u636e\u53ef\u89c6\u5316\u5e93\u7ed3\u5408\u4f7f\u7528\u3002<\/li>\n<\/ol>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecdPython\u4e2d\u5982\u4f55\u901a\u8fc7\u4e0d\u540c\u65b9\u6cd5\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5e76\u6bd4\u8f83\u5b83\u4eec\u7684\u7279\u70b9\u548c\u9002\u7528\u573a\u666f\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u4f7f\u7528CSV\u6a21\u5757<\/h3>\n<\/p>\n<p><p>Python\u5185\u7f6e\u7684<code>csv<\/code>\u6a21\u5757\u662f\u5904\u7406CSV\u6587\u4ef6\u7684\u57fa\u7840\u5de5\u5177\uff0c\u9002\u5408\u5904\u7406\u7b80\u5355\u7684CSV\u6587\u4ef6\u3002\u5b83\u63d0\u4f9b\u4e86<code>reader<\/code>\u548c<code>DictReader<\/code>\u4e24\u79cd\u8bfb\u53d6\u65b9\u5f0f\u3002<\/p>\n<\/p>\n<p><h4>1. \u4f7f\u7528<code>reader<\/code>\u65b9\u6cd5<\/h4>\n<\/p>\n<p><p><code>csv.reader<\/code>\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u4e00\u4e2a\u53ef\u8fed\u4ee3\u5bf9\u8c61\uff0c\u6bcf\u6b21\u8fed\u4ee3\u8fd4\u56de\u4e00\u884c\u6570\u636e\uff0c\u884c\u6570\u636e\u662f\u4e00\u4e2a\u5217\u8868\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<p>with open(&#39;file_path.csv&#39;, mode=&#39;r&#39;, newline=&#39;&#39;) as file:<\/p>\n<p>    csv_reader = csv.reader(file)<\/p>\n<p>    for row in csv_reader:<\/p>\n<p>        print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u4f7f\u7528<code>DictReader<\/code>\u65b9\u6cd5<\/h4>\n<\/p>\n<p><p><code>csv.DictReader<\/code>\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5c06\u884c\u6570\u636e\u8f6c\u6362\u4e3a\u5b57\u5178\uff0c\u5217\u540d\u4f5c\u4e3a\u952e\uff0c\u503c\u4e3a\u5bf9\u5e94\u7684\u5355\u5143\u683c\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<p>with open(&#39;file_path.csv&#39;, mode=&#39;r&#39;, newline=&#39;&#39;) as file:<\/p>\n<p>    csv_reader = csv.DictReader(file)<\/p>\n<p>    for row in csv_reader:<\/p>\n<p>        print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f18\u70b9\uff1a<\/strong> \u7b80\u5355\u6613\u7528\uff0c\u9002\u5408\u5c0f\u578b\u6570\u636e\u6587\u4ef6\u3002<br \/><strong>\u7f3a\u70b9\uff1a<\/strong> \u5904\u7406\u5927\u578b\u6570\u636e\u6587\u4ef6\u65f6\u6027\u80fd\u8f83\u4f4e\uff0c\u7f3a\u4e4f\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u529f\u80fd\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u4f7f\u7528Pandas\u5e93<\/h3>\n<\/p>\n<p><p><code>pandas<\/code>\u5e93\u662f\u6570\u636e\u79d1\u5b66\u548c\u6570\u636e\u5206\u6790\u4e2d\u6700\u5e38\u7528\u7684\u5de5\u5177\u4e4b\u4e00\u3002\u5b83\u901a\u8fc7<code>read_csv()<\/code>\u51fd\u6570\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684CSV\u6587\u4ef6\u8bfb\u53d6\u529f\u80fd\u3002<\/p>\n<\/p>\n<p><h4>1. \u57fa\u672c\u7528\u6cd5<\/h4>\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>df = pd.read_csv(&#39;file_path.csv&#39;)<\/p>\n<h2><strong>\u67e5\u770b\u524d\u4e94\u884c\u6570\u636e<\/strong><\/h2>\n<p>print(df.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u8bfb\u53d6\u7279\u5b9a\u5217<\/h4>\n<\/p>\n<p><p>\u53ef\u4ee5\u901a\u8fc7<code>usecols<\/code>\u53c2\u6570\u6307\u5b9a\u9700\u8981\u8bfb\u53d6\u7684\u5217\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;file_path.csv&#39;, usecols=[&#39;Column1&#39;, &#39;Column2&#39;])<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3. \u5904\u7406\u7f3a\u5931\u503c<\/h4>\n<\/p>\n<p><p>\u53ef\u4ee5\u901a\u8fc7<code>na_values<\/code>\u53c2\u6570\u6307\u5b9a\u54ea\u4e9b\u503c\u8868\u793a\u7f3a\u5931\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;file_path.csv&#39;, na_values=[&#39;N\/A&#39;, &#39;NA&#39;])<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>4. \u6570\u636e\u7c7b\u578b\u8f6c\u6362<\/h4>\n<\/p>\n<p><p>\u53ef\u4ee5\u901a\u8fc7<code>dtype<\/code>\u53c2\u6570\u6307\u5b9a\u5217\u7684\u6570\u636e\u7c7b\u578b\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;file_path.csv&#39;, dtype={&#39;Column1&#39;: int, &#39;Column2&#39;: float})<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f18\u70b9\uff1a<\/strong> \u529f\u80fd\u5f3a\u5927\uff0c\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\uff0c\u63d0\u4f9b\u4e30\u5bcc\u7684\u6570\u636e\u64cd\u4f5c\u548c\u5206\u6790\u529f\u80fd\u3002<br \/><strong>\u7f3a\u70b9\uff1a<\/strong> \u9700\u8981\u5b89\u88c5<code>pandas<\/code>\u5e93\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u4f7f\u7528Numpy\u5e93<\/h3>\n<\/p>\n<p><p><code>numpy<\/code>\u5e93\u662fPython\u4e2d\u5904\u7406\u6570\u503c\u6570\u636e\u7684\u57fa\u7840\u5e93\u4e4b\u4e00\u3002\u867d\u7136<code>numpy<\/code>\u6ca1\u6709\u4e13\u95e8\u7684CSV\u8bfb\u53d6\u51fd\u6570\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7<code>numpy.genfromtxt()<\/code>\u51fd\u6570\u8bfb\u53d6CSV\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><h4>\u4f7f\u7528<code>genfromtxt<\/code>\u51fd\u6570<\/h4>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p>data = np.genfromtxt(&#39;file_path.csv&#39;, delimiter=&#39;,&#39;, dtype=None, names=True, encoding=&#39;utf-8&#39;)<\/p>\n<p>print(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f18\u70b9\uff1a<\/strong> \u9002\u5408\u6570\u503c\u8ba1\u7b97\uff0c\u652f\u6301\u7f3a\u5931\u503c\u5904\u7406\u3002<br \/><strong>\u7f3a\u70b9\uff1a<\/strong> \u5bf9\u4e8e\u590d\u6742\u6570\u636e\u7ed3\u6784\u548c\u975e\u6570\u503c\u6570\u636e\u652f\u6301\u8f83\u5f31\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u4f7f\u7528Openpyxl\u5e93<\/h3>\n<\/p>\n<p><p><code>openpyxl<\/code>\u5e93\u4e3b\u8981\u7528\u4e8e\u5904\u7406Excel\u6587\u4ef6\uff0c\u4f46\u4e5f\u53ef\u4ee5\u7528\u4e8e\u8bfb\u53d6CSV\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><h4>\u8bfb\u53d6CSV\u6587\u4ef6<\/h4>\n<\/p>\n<p><pre><code class=\"language-python\">from openpyxl import Workbook<\/p>\n<p>wb = Workbook()<\/p>\n<p>ws = wb.active<\/p>\n<p>with open(&#39;file_path.csv&#39;, &#39;r&#39;) as file:<\/p>\n<p>    for row in file:<\/p>\n<p>        ws.append(row.strip().split(&#39;,&#39;))<\/p>\n<p>for row in ws.iter_rows(values_only=True):<\/p>\n<p>    print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f18\u70b9\uff1a<\/strong> \u53ef\u4ee5\u4e0eExcel\u6587\u4ef6\u5904\u7406\u7ed3\u5408\u4f7f\u7528\u3002<br \/><strong>\u7f3a\u70b9\uff1a<\/strong> \u5bf9CSV\u6587\u4ef6\u652f\u6301\u6709\u9650\uff0c\u9002\u7528\u573a\u666f\u8f83\u5c11\u3002<\/p>\n<\/p>\n<p><h3>\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u5728Python\u4e2d\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u65b9\u6cd5\u591a\u79cd\u591a\u6837\uff0c\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\u3002\u5bf9\u4e8e\u7b80\u5355\u7684\u6570\u636e\u8bfb\u53d6\u64cd\u4f5c\uff0cPython\u5185\u7f6e\u7684<code>csv<\/code>\u6a21\u5757\u5df2\u7ecf\u8db3\u591f\uff1b\u800c\u5bf9\u4e8e\u9700\u8981\u8fdb\u884c\u590d\u6742\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u7684\u573a\u666f\uff0c<code>pandas<\/code>\u5e93\u65e0\u7591\u662f\u6700\u4f73\u9009\u62e9\u3002<code>numpy<\/code>\u9002\u5408\u6570\u503c\u8ba1\u7b97\uff0c\u800c<code>openpyxl<\/code>\u5219\u53ef\u4ee5\u5728\u9700\u8981\u4e0eExcel\u6587\u4ef6\u7ed3\u5408\u4f7f\u7528\u65f6\u53d1\u6325\u4f5c\u7528\u3002\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u63d0\u9ad8\u6570\u636e\u5904\u7406\u6548\u7387\u548c\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u8bfb\u53d6CSV\u6587\u4ef6\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684<code>csv<\/code>\u6a21\u5757\u6216\u7b2c\u4e09\u65b9\u5e93\u5982<code>pandas<\/code>\u6765\u8bfb\u53d6CSV\u6587\u4ef6\u3002\u4f7f\u7528<code>csv<\/code>\u6a21\u5757\u65f6\uff0c\u9996\u5148\u9700\u8981\u5bfc\u5165\u6a21\u5757\u5e76\u6253\u5f00\u6587\u4ef6\uff0c\u7136\u540e\u4f7f\u7528<code>csv.reader()<\/code>\u6216<code>csv.DictReader()<\/code>\u8bfb\u53d6\u6570\u636e\u3002\u82e5\u9009\u62e9\u4f7f\u7528<code>pandas<\/code>\uff0c\u53ea\u9700\u8c03\u7528<code>pandas.read_csv()<\/code>\u51fd\u6570\uff0c\u5e76\u4f20\u5165\u6587\u4ef6\u8def\u5f84\u5373\u53ef\uff0cpandas\u4f1a\u5c06\u6570\u636e\u8f6c\u6362\u4e3aDataFrame\u683c\u5f0f\uff0c\u65b9\u4fbf\u540e\u7eed\u64cd\u4f5c\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u5982\u4f55\u5904\u7406\u8bfb\u53d6\u7684CSV\u6570\u636e\uff1f<\/strong><br \/>\u8bfb\u53d6CSV\u6570\u636e\u540e\uff0c\u5904\u7406\u7684\u65b9\u6cd5\u6709\u5f88\u591a\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f7f\u7528<code>csv<\/code>\u6a21\u5757\uff0c\u53ef\u4ee5\u901a\u8fc7\u5faa\u73af\u904d\u5386\u8bfb\u53d6\u7684\u884c\u8fdb\u884c\u6570\u636e\u5904\u7406\uff1b\u5982\u679c\u4f7f\u7528<code>pandas<\/code>\uff0c\u53ef\u4ee5\u5229\u7528DataFrame\u63d0\u4f9b\u7684\u5404\u79cd\u65b9\u6cd5\uff0c\u5982\u7b5b\u9009\u3001\u6392\u5e8f\u548c\u805a\u5408\u7b49\uff0c\u6765\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u6790\u548c\u64cd\u4f5c\u3002\u8fd9\u4e9b\u65b9\u6cd5\u4f7f\u5f97\u5bf9\u6570\u636e\u7684\u64cd\u4f5c\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u548c\u4fbf\u6377\u3002<\/p>\n<p><strong>\u5982\u4f55\u5904\u7406CSV\u6587\u4ef6\u4e2d\u7684\u7f3a\u5931\u503c\uff1f<\/strong><br 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