{"id":921377,"date":"2024-12-26T14:11:56","date_gmt":"2024-12-26T06:11:56","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/921377.html"},"modified":"2024-12-26T14:11:58","modified_gmt":"2024-12-26T06:11:58","slug":"python%e5%a6%82%e4%bd%95%e8%af%bb%e5%8f%96csv%e6%96%87%e4%bb%b6","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/921377.html","title":{"rendered":"python\u5982\u4f55\u8bfb\u53d6csv\u6587\u4ef6"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24210352\/1edecfff-57b0-4052-b91b-364f571d4bf3.webp\" alt=\"python\u5982\u4f55\u8bfb\u53d6csv\u6587\u4ef6\" \/><\/p>\n<p><p> Python\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u65b9\u6cd5\u6709\u5f88\u591a\u79cd\uff0c<strong>\u5e38\u7528\u7684\u5305\u62ec\uff1a\u4f7f\u7528\u5185\u7f6e\u7684csv\u6a21\u5757\u3001\u4f7f\u7528pandas\u5e93\u3001\u4f7f\u7528numpy\u5e93<\/strong>\u3002\u5728\u8fd9\u4e09\u4e2a\u65b9\u6cd5\u4e2d\uff0cpandas\u5e93\u662f\u6700\u4e3a\u5f3a\u5927\u548c\u7075\u6d3b\u7684\u9009\u62e9\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u80fd\u591f\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u8fd8\u80fd\u5bf9\u6570\u636e\u8fdb\u884c\u5404\u79cd\u590d\u6742\u7684\u64cd\u4f5c\u548c\u5206\u6790\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528\u8fd9\u4e09\u79cd\u65b9\u6cd5\u8bfb\u53d6CSV\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528CSV\u6a21\u5757\u8bfb\u53d6CSV\u6587\u4ef6<\/p>\n<\/p>\n<p><p>Python\u5185\u7f6e\u7684csv\u6a21\u5757\u662f\u5904\u7406CSV\u6587\u4ef6\u7684\u57fa\u672c\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u8bfb\u53d6\u548c\u5199\u5165CSV\u6587\u4ef6\u7684\u529f\u80fd\u3002\u4f7f\u7528csv\u6a21\u5757\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5bfc\u5165CSV\u6a21\u5757<\/strong><br \/>\u8981\u4f7f\u7528csv\u6a21\u5757\uff0c\u9996\u5148\u9700\u8981\u5bfc\u5165\u5b83\u3002csv\u6a21\u5757\u662fPython\u6807\u51c6\u5e93\u7684\u4e00\u90e8\u5206\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u5b89\u88c5\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6253\u5f00CSV\u6587\u4ef6<\/strong><br \/>\u4f7f\u7528Python\u7684\u5185\u7f6e\u51fd\u6570open()\u6765\u6253\u5f00CSV\u6587\u4ef6\u3002\u4e3a\u4e86\u786e\u4fdd\u6587\u4ef6\u5728\u4f7f\u7528\u540e\u6b63\u786e\u5173\u95ed\uff0c\u53ef\u4ee5\u4f7f\u7528with\u8bed\u53e5\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">with open(&#39;example.csv&#39;, mode=&#39;r&#39;, encoding=&#39;utf-8&#39;) as file:<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u521b\u5efaCSV\u9605\u8bfb\u5668\u5bf9\u8c61<\/strong><br \/>\u4f7f\u7528csv.reader()\u51fd\u6570\u521b\u5efa\u4e00\u4e2a\u9605\u8bfb\u5668\u5bf9\u8c61\uff0c\u8be5\u5bf9\u8c61\u5c06\u7528\u4e8e\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u5185\u5bb9\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">reader = csv.reader(file)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u8bfb\u53d6CSV\u6587\u4ef6\u5185\u5bb9<\/strong><br \/>\u901a\u8fc7\u904d\u5386reader\u5bf9\u8c61\uff0c\u53ef\u4ee5\u9010\u884c\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">for row in reader:<\/p>\n<p>    print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u5728\u4f7f\u7528csv\u6a21\u5757\u65f6\uff0c\u9700\u8981\u6ce8\u610fCSV\u6587\u4ef6\u7684\u7f16\u7801\u65b9\u5f0f\uff0c\u4ee5\u907f\u514d\u8bfb\u53d6\u8fc7\u7a0b\u4e2d\u7684\u7f16\u7801\u9519\u8bef\u3002\u8fd8\u9700\u8981\u5904\u7406CSV\u6587\u4ef6\u7684\u5206\u9694\u7b26\u3001\u5f15\u7528\u5b57\u7b26\u7b49\u53c2\u6570\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u683c\u5f0f\u7684CSV\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528Pandas\u8bfb\u53d6CSV\u6587\u4ef6<\/p>\n<\/p>\n<p><p>Pandas\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u5206\u6790\u5e93\uff0c\u63d0\u4f9b\u4e86\u66f4\u52a0\u7075\u6d3b\u548c\u9ad8\u6548\u7684\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u65b9\u6cd5\u3002\u4f7f\u7528pandas\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5b89\u88c5\u5e76\u5bfc\u5165Pandas\u5e93<\/strong><br \/>\u5982\u679c\u5c1a\u672a\u5b89\u88c5pandas\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u5bfc\u5165pandas\u5e93\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install pandas<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><br \/>\u4f7f\u7528pandas\u63d0\u4f9b\u7684read_csv()\u51fd\u6570\u8bfb\u53d6CSV\u6587\u4ef6\u3002\u8fd9\u662fpandas\u6700\u5e38\u7528\u7684\u8bfb\u53d6\u6587\u4ef6\u7684\u65b9\u6cd5\uff0c\u529f\u80fd\u975e\u5e38\u5f3a\u5927\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;example.csv&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u67e5\u770b\u6570\u636e<\/strong><br \/>\u8bfb\u53d6CSV\u6587\u4ef6\u540e\uff0c\u6570\u636e\u88ab\u5b58\u50a8\u5728\u4e00\u4e2aDataFrame\u5bf9\u8c61\u4e2d\u3002\u53ef\u4ee5\u4f7f\u7528head()\u65b9\u6cd5\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">print(df.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>Pandas\u7684read_csv()\u51fd\u6570\u652f\u6301\u5404\u79cd\u53c2\u6570\uff0c\u5305\u62ec\u6307\u5b9a\u5206\u9694\u7b26\u3001\u5904\u7406\u7f3a\u5931\u503c\u3001\u89e3\u6790\u65e5\u671f\u7b49\u3002\u8fd9\u4f7f\u5f97pandas\u5728\u5904\u7406\u590d\u6742CSV\u6587\u4ef6\u65f6\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u4f7f\u7528Numpy\u8bfb\u53d6CSV\u6587\u4ef6<\/p>\n<\/p>\n<p><p>Numpy\u662f\u4e00\u4e2a\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u7684\u57fa\u7840\u5e93\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u8bfb\u53d6\u7b80\u5355\u7684CSV\u6587\u4ef6\u3002\u4f7f\u7528numpy\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5b89\u88c5\u5e76\u5bfc\u5165Numpy\u5e93<\/strong><br \/>\u5982\u679c\u5c1a\u672a\u5b89\u88c5numpy\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u5bfc\u5165numpy\u5e93\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install numpy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u4f7f\u7528genfromtxt()\u51fd\u6570\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><br \/>Numpy\u63d0\u4f9b\u4e86genfromtxt()\u51fd\u6570\u7528\u4e8e\u8bfb\u53d6CSV\u6587\u4ef6\u3002\u8be5\u51fd\u6570\u53ef\u4ee5\u5c06CSV\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u8bfb\u53d6\u5230\u4e00\u4e2aNumpy\u6570\u7ec4\u4e2d\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">data = np.genfromtxt(&#39;example.csv&#39;, delimiter=&#39;,&#39;, skip_header=1)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u67e5\u770b\u6570\u636e<\/strong><br \/>\u8bfb\u53d6\u7684\u6570\u636e\u5b58\u50a8\u5728\u4e00\u4e2aNumpy\u6570\u7ec4\u4e2d\uff0c\u53ef\u4ee5\u76f4\u63a5\u67e5\u770b\u6216\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u5904\u7406\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">print(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u867d\u7136numpy\u9002\u5408\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\uff0c\u4f46\u5176\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u529f\u80fd\u4e0d\u5982pandas\u5f3a\u5927\u3002\u901a\u5e38\u60c5\u51b5\u4e0b\uff0cpandas\u662f\u5904\u7406CSV\u6587\u4ef6\u7684\u9996\u9009\u5de5\u5177\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u5904\u7406CSV\u6587\u4ef6\u4e2d\u7684\u7279\u5b9a\u95ee\u9898<\/p>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cCSV\u6587\u4ef6\u53ef\u80fd\u4f1a\u9047\u5230\u5404\u79cd\u95ee\u9898\uff0c\u4f8b\u5982\u7f3a\u5931\u503c\u3001\u7f16\u7801\u95ee\u9898\u3001\u6570\u636e\u7c7b\u578b\u8f6c\u6362\u7b49\u3002\u4e0b\u9762\u4ecb\u7ecd\u4e00\u4e9b\u5e38\u89c1\u95ee\u9898\u7684\u5904\u7406\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5904\u7406\u7f3a\u5931\u503c<\/strong><br \/>\u5728CSV\u6587\u4ef6\u4e2d\uff0c\u7f3a\u5931\u503c\u901a\u5e38\u4ee5\u7a7a\u5b57\u7b26\u4e32\u6216\u7279\u5b9a\u7b26\u53f7\u8868\u793a\u3002\u4f7f\u7528pandas\u8bfb\u53d6CSV\u6587\u4ef6\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528na_values\u53c2\u6570\u6307\u5b9a\u7f3a\u5931\u503c\u7684\u8868\u793a\u65b9\u5f0f\uff0c\u5e76\u4f7f\u7528fillna()\u65b9\u6cd5\u586b\u5145\u7f3a\u5931\u503c\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;example.csv&#39;, na_values=[&#39;NA&#39;, &#39;&#39;])<\/p>\n<p>df.fillna(0, inplace=True)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5904\u7406\u7f16\u7801\u95ee\u9898<\/strong><br \/>\u5982\u679cCSV\u6587\u4ef6\u4f7f\u7528\u975e\u9ed8\u8ba4\u7684UTF-8\u7f16\u7801\uff0c\u8bfb\u53d6\u65f6\u53ef\u80fd\u4f1a\u51fa\u73b0\u7f16\u7801\u9519\u8bef\u3002\u53ef\u4ee5\u901a\u8fc7\u6307\u5b9aencoding\u53c2\u6570\u89e3\u51b3\u8be5\u95ee\u9898\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;example.csv&#39;, encoding=&#39;latin1&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u7c7b\u578b\u8f6c\u6362<\/strong><br \/>\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0cpandas\u4f1a\u81ea\u52a8\u63a8\u65ad\u6570\u636e\u7c7b\u578b\u3002\u5982\u679c\u9700\u8981\u5f3a\u5236\u8f6c\u6362\u6570\u636e\u7c7b\u578b\uff0c\u53ef\u4ee5\u4f7f\u7528dtype\u53c2\u6570\u6216astype()\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_csv(&#39;example.csv&#39;, dtype={&#39;column_name&#39;: int})<\/p>\n<p>df[&#39;column_name&#39;] = df[&#39;column_name&#39;].astype(float)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e94\u3001\u603b\u7ed3<\/p>\n<\/p>\n<p><p>Python\u63d0\u4f9b\u4e86\u591a\u79cd\u65b9\u6cd5\u8bfb\u53d6CSV\u6587\u4ef6\uff0c<strong>csv\u6a21\u5757\u9002\u5408\u5904\u7406\u7b80\u5355\u7684CSV\u6587\u4ef6\uff0cpandas\u5e93\u5219\u662f\u5904\u7406\u590d\u6742\u548c\u5927\u89c4\u6a21\u6570\u636e\u7684\u9996\u9009\u5de5\u5177\uff0cnumpy\u4e5f\u53ef\u4ee5\u7528\u4e8e\u8bfb\u53d6\u548c\u5904\u7406\u79d1\u5b66\u8ba1\u7b97\u9700\u8981\u7684CSV\u6570\u636e<\/strong>\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002\u901a\u8fc7\u4e0d\u65ad\u7ec3\u4e60\u548c\u5b9e\u8df5\uff0c\u638c\u63e1\u8fd9\u4e9b\u5de5\u5177\u7684\u4f7f\u7528\uff0c\u5c06\u5927\u5927\u63d0\u9ad8\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u7684\u80fd\u529b\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\u8bfb\u53d6CSV\u6587\u4ef6\u901a\u5e38\u4f7f\u7528\u5185\u7f6e\u7684<code>csv<\/code>\u6a21\u5757\u6216\u8005<code>pandas<\/code>\u5e93\u3002\u4f7f\u7528<code>csv<\/code>\u6a21\u5757\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7<code>csv.reader<\/code>\u6216<code>csv.DictReader<\/code>\u6765\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3002\u82e5\u9009\u62e9<code>pandas<\/code>\u5e93\uff0c\u5219\u53ef\u4ee5\u4f7f\u7528<code>pandas.read_csv()<\/code>\u51fd\u6570\uff0c\u8fd9\u6837\u53ef\u4ee5\u65b9\u4fbf\u5730\u5904\u7406\u6570\u636e\u5e76\u8fdb\u884c\u5206\u6790\u3002<\/p>\n<p><strong>\u4f7f\u7528<code>pandas<\/code>\u5e93\u8bfb\u53d6CSV\u6587\u4ef6\u6709\u4ec0\u4e48\u4f18\u52bf\uff1f<\/strong><br \/>\u4f7f\u7528<code>pandas<\/code>\u5e93\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u5176\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\u3002<code>pandas<\/code>\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5141\u8bb8\u7528\u6237\u8f7b\u677e\u5730\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u3001\u8f6c\u6362\u548c\u53ef\u89c6\u5316\u3002\u6b64\u5916\uff0c<code>pandas<\/code>\u80fd\u591f\u81ea\u52a8\u5904\u7406\u7f3a\u5931\u503c\uff0c\u5e76\u4e14\u652f\u6301\u591a\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u4f7f\u5f97\u5b83\u5728\u6570\u636e\u79d1\u5b66\u548c\u5206\u6790\u9886\u57df\u975e\u5e38\u53d7\u6b22\u8fce\u3002<\/p>\n<p><strong>\u5982\u4f55\u5904\u7406CSV\u6587\u4ef6\u4e2d\u7684\u7f3a\u5931\u503c\uff1f<\/strong><br \/>\u5728\u8bfb\u53d6CSV\u6587\u4ef6\u540e\uff0c\u5982\u679c\u53d1\u73b0\u6570\u636e\u4e2d\u5b58\u5728\u7f3a\u5931\u503c\uff0c\u53ef\u4ee5\u4f7f\u7528<code>pandas<\/code>\u63d0\u4f9b\u7684<code>dropna()<\/code>\u6216<code>fillna()<\/code>\u65b9\u6cd5\u6765\u5904\u7406\u3002<code>dropna()<\/code>\u53ef\u4ee5\u5220\u9664\u5305\u542b\u7f3a\u5931\u503c\u7684\u884c\u6216\u5217\uff0c\u800c<code>fillna()<\/code>\u53ef\u4ee5\u7528\u6307\u5b9a\u7684\u503c\u66ff\u6362\u7f3a\u5931\u6570\u636e\u3002\u8fd9\u4e9b\u529f\u80fd\u4f7f\u5f97\u6570\u636e\u5904\u7406\u53d8\u5f97\u66f4\u52a0\u7075\u6d3b\u548c\u9ad8\u6548\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u65b9\u6cd5\u6709\u5f88\u591a\u79cd\uff0c\u5e38\u7528\u7684\u5305\u62ec\uff1a\u4f7f\u7528\u5185\u7f6e\u7684csv\u6a21\u5757\u3001\u4f7f\u7528pandas\u5e93\u3001\u4f7f\u7528numpy 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