{"id":968586,"date":"2024-12-27T05:08:27","date_gmt":"2024-12-26T21:08:27","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/968586.html"},"modified":"2024-12-27T05:08:29","modified_gmt":"2024-12-26T21:08:29","slug":"python%e4%b8%ad%e5%a6%82%e4%bd%95%e8%af%bb%e5%8f%96%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/968586.html","title":{"rendered":"python\u4e2d\u5982\u4f55\u8bfb\u53d6\u6570\u636e"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24183301\/78b19b7a-374a-416c-b1ae-861b4aac089a.webp\" alt=\"python\u4e2d\u5982\u4f55\u8bfb\u53d6\u6570\u636e\" \/><\/p>\n<p><p> <strong>\u5728Python\u4e2d\u8bfb\u53d6\u6570\u636e\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u5305\u62ec\u4f7f\u7528\u5185\u7f6e\u7684open\u51fd\u6570\u3001pandas\u5e93\u3001numpy\u5e93\u7b49\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u52bf\uff0c\u4f8b\u5982\uff1aopen\u51fd\u6570\u7528\u4e8e\u8bfb\u53d6\u7eaf\u6587\u672c\u6587\u4ef6\u3001pandas\u5e93\u9002\u5408\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u5982CSV\u6587\u4ef6\u3001numpy\u5e93\u5219\u9002\u5408\u8bfb\u53d6\u6570\u503c\u6570\u636e\u3002<\/strong>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u65b9\u6cd5\u8bfb\u53d6\u6570\u636e\uff0c\u5e76\u5bf9pandas\u5e93\u7684\u4f7f\u7528\u505a\u6df1\u5165\u63a2\u8ba8\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528OPEN\u51fd\u6570\u8bfb\u53d6\u6587\u672c\u6587\u4ef6<\/p>\n<\/p>\n<p><p>Python\u7684\u5185\u7f6e\u51fd\u6570open\u662f\u8bfb\u53d6\u6587\u672c\u6587\u4ef6\u7684\u57fa\u7840\u65b9\u6cd5\u3002\u901a\u8fc7open\u51fd\u6570\uff0c\u53ef\u4ee5\u8f7b\u677e\u6253\u5f00\u3001\u8bfb\u53d6\u548c\u5173\u95ed\u6587\u4ef6\u3002<\/p>\n<\/p>\n<ol>\n<li>\u6253\u5f00\u6587\u4ef6<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528open\u51fd\u6570\u6253\u5f00\u6587\u4ef6\u65f6\uff0c\u9700\u8981\u6307\u5b9a\u6587\u4ef6\u8def\u5f84\u548c\u6a21\u5f0f\uff08\u5982&#39;r&#39;\u8868\u793a\u8bfb\u53d6\u6a21\u5f0f\uff09\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">file = open(&#39;example.txt&#39;, &#39;r&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u8bfb\u53d6\u5185\u5bb9<\/li>\n<\/ol>\n<p><p>\u53ef\u4ee5\u4f7f\u7528read\u3001readline\u6216readlines\u65b9\u6cd5\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>read<\/strong>\uff1a\u8bfb\u53d6\u6574\u4e2a\u6587\u4ef6\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">content = file.read()<\/p>\n<p>print(content)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ul>\n<li><strong>readline<\/strong>\uff1a\u9010\u884c\u8bfb\u53d6\u6587\u4ef6\uff0c\u6bcf\u6b21\u8c03\u7528\u8bfb\u53d6\u4e00\u884c\u3002<\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">line = file.readline()<\/p>\n<p>while line:<\/p>\n<p>    print(line, end=&#39;&#39;)<\/p>\n<p>    line = file.readline()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ul>\n<li><strong>readlines<\/strong>\uff1a\u5c06\u6587\u4ef6\u7684\u6bcf\u4e00\u884c\u4f5c\u4e3a\u4e00\u4e2a\u5143\u7d20\u5b58\u5165\u5217\u8868\u3002<\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">lines = file.readlines()<\/p>\n<p>for line in lines:<\/p>\n<p>    print(line, end=&#39;&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u5173\u95ed\u6587\u4ef6<\/li>\n<\/ol>\n<p><p>\u5b8c\u6210\u8bfb\u53d6\u540e\uff0c\u8bb0\u5f97\u5173\u95ed\u6587\u4ef6\u4ee5\u91ca\u653e\u8d44\u6e90\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">file.close()<\/p>\n<p><\/code><\/pre>\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\u7279\u522b\u9002\u5408\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5982CSV\u6587\u4ef6\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5bfc\u5165pandas\u5e93<\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u8bfb\u53d6CSV\u6587\u4ef6<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528pandas\u7684read_csv\u51fd\u6570\u53ef\u4ee5\u8f7b\u677e\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2aDataFrame\u5bf9\u8c61\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<ol start=\"3\">\n<li>\u67e5\u770b\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u8bfb\u53d6\u6570\u636e\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528head\u65b9\u6cd5\u67e5\u770b\u524d\u51e0\u884c\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">print(df.head())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"4\">\n<li>\u5904\u7406\u6570\u636e<\/li>\n<\/ol>\n<p><p>Pandas\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u65b9\u6cd5\u6765\u5904\u7406\u548c\u5206\u6790\u6570\u636e\uff0c\u5982\u8fc7\u6ee4\u3001\u6392\u5e8f\u3001\u805a\u5408\u7b49\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u8fc7\u6ee4\u6570\u636e<\/strong><\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">filtered_data = df[df[&#39;column_name&#39;] &gt; value]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ul>\n<li><strong>\u6392\u5e8f\u6570\u636e<\/strong><\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">sorted_data = df.sort_values(by=&#39;column_name&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ul>\n<li><strong>\u6570\u636e\u805a\u5408<\/strong><\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">aggregated_data = df.groupby(&#39;column_name&#39;).sum()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e09\u3001\u4f7f\u7528NUMPY\u8bfb\u53d6\u6570\u503c\u6570\u636e<\/p>\n<\/p>\n<p><p>Numpy\u662f\u4e00\u4e2a\u4e13\u4e3a\u6570\u503c\u8ba1\u7b97\u8bbe\u8ba1\u7684\u5e93\uff0c\u5e38\u7528\u4e8e\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5bfc\u5165numpy\u5e93<\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u8bfb\u53d6\u6570\u636e<\/li>\n<\/ol>\n<p><p>numpy\u63d0\u4f9b\u4e86\u591a\u79cd\u8bfb\u53d6\u6570\u636e\u7684\u51fd\u6570\uff0c\u5982loadtxt\u548cgenfromtxt\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>loadtxt<\/strong>\uff1a\u9002\u5408\u8bfb\u53d6\u7b80\u5355\u7684\u6570\u503c\u6570\u636e\u3002<\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">data = np.loadtxt(&#39;data.txt&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ul>\n<li><strong>genfromtxt<\/strong>\uff1a\u9002\u5408\u5904\u7406\u590d\u6742\u6570\u636e\uff0c\u5305\u62ec\u7f3a\u5931\u503c\u3002<\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">data = np.genfromtxt(&#39;data.txt&#39;, delimiter=&#39;,&#39;, skip_header=1)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u5904\u7406\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u8bfb\u53d6\u6570\u636e\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528numpy\u7684\u591a\u79cd\u65b9\u6cd5\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u5982\u6c42\u548c\u3001\u5e73\u5747\u3001\u6807\u51c6\u5dee\u7b49\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">sum_data = np.sum(data)<\/p>\n<p>mean_data = np.mean(data)<\/p>\n<p>std_data = np.std(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u56db\u3001\u4f7f\u7528JSON\u6a21\u5757\u8bfb\u53d6JSON\u6587\u4ef6<\/p>\n<\/p>\n<p><p>JSON\uff08JavaScript Object Notation\uff09\u662f\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u4ea4\u6362\u683c\u5f0f\uff0cPython\u63d0\u4f9b\u4e86json\u6a21\u5757\u7528\u4e8e\u8bfb\u53d6\u548c\u5199\u5165JSON\u6587\u4ef6\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5bfc\u5165json\u6a21\u5757<\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import json<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u8bfb\u53d6JSON\u6587\u4ef6<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528open\u51fd\u6570\u6253\u5f00\u6587\u4ef6\uff0c\u5e76\u7528json.load\u8bfb\u53d6\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">with open(&#39;data.json&#39;, &#39;r&#39;) as file:<\/p>\n<p>    data = json.load(file)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u5904\u7406\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u8bfb\u53d6\u7684JSON\u6570\u636e\u901a\u5e38\u662f\u5b57\u5178\u6216\u5217\u8868\uff0c\u53ef\u4ee5\u76f4\u63a5\u8bbf\u95ee\u548c\u5904\u7406\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">print(data[&#39;key&#39;])<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e94\u3001\u4f7f\u7528SQLALCHEMY\u8bfb\u53d6\u6570\u636e\u5e93<\/p>\n<\/p>\n<p><p>SQLAlchemy\u662fPython\u7684ORM\uff08\u5bf9\u8c61\u5173\u7cfb\u6620\u5c04\uff09\u5de5\u5177\uff0c\u652f\u6301\u591a\u79cd\u6570\u636e\u5e93\u7684\u8fde\u63a5\u548c\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5SQLAlchemy<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528pip\u547d\u4ee4\u5b89\u88c5SQLAlchemy\u5e93\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-shell\">pip install sqlalchemy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528create_engine\u51fd\u6570\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from sqlalchemy import create_engine<\/p>\n<p>engine = create_engine(&#39;sqlite:\/\/\/example.db&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u8bfb\u53d6\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528pandas\u7684read_sql\u51fd\u6570\u8bfb\u53d6\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">df = pd.read_sql(&#39;SELECT * FROM table_name&#39;, engine)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u516d\u3001\u4f7f\u7528HDF5\u5e93\u8bfb\u53d6\u5927\u89c4\u6a21\u6570\u636e<\/p>\n<\/p>\n<p><p>HDF5\u662f\u4e00\u79cd\u7528\u4e8e\u5b58\u50a8\u548c\u7ba1\u7406\u5927\u89c4\u6a21\u6570\u636e\u7684\u6587\u4ef6\u683c\u5f0f\uff0cPython\u63d0\u4f9b\u4e86h5py\u5e93\u7528\u4e8e\u8bfb\u53d6HDF5\u6587\u4ef6\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5h5py\u5e93<\/li>\n<\/ol>\n<p><pre><code class=\"language-shell\">pip install h5py<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u8bfb\u53d6HDF5\u6587\u4ef6<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528h5py\u5e93\u7684File\u5bf9\u8c61\u8bfb\u53d6HDF5\u6587\u4ef6\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import h5py<\/p>\n<p>with h5py.File(&#39;data.h5&#39;, &#39;r&#39;) as file:<\/p>\n<p>    dataset = file[&#39;dataset_name&#39;]<\/p>\n<p>    data = dataset[:]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u5904\u7406\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u8bfb\u53d6\u7684\u6570\u636e\u901a\u5e38\u662fnumpy\u6570\u7ec4\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c\u6570\u503c\u8ba1\u7b97\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">sum_data = np.sum(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e03\u3001\u4f7f\u7528APIs\u83b7\u53d6\u5728\u7ebf\u6570\u636e<\/p>\n<\/p>\n<p><p>\u8bb8\u591a\u5728\u7ebf\u670d\u52a1\u63d0\u4f9bRESTful API\u63a5\u53e3\uff0cPython\u7684requests\u5e93\u53ef\u4ee5\u7528\u4e8e\u83b7\u53d6\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5requests\u5e93<\/li>\n<\/ol>\n<p><pre><code class=\"language-shell\">pip install requests<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u53d1\u9001HTTP\u8bf7\u6c42<\/li>\n<\/ol>\n<p><p>\u4f7f\u7528requests\u5e93\u7684get\u51fd\u6570\u53d1\u9001HTTP\u8bf7\u6c42\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<p>response = requests.get(&#39;https:\/\/api.example.com\/data&#39;)<\/p>\n<p>data = response.json()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u5904\u7406\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u83b7\u53d6\u7684\u6570\u636e\u901a\u5e38\u662fJSON\u683c\u5f0f\uff0c\u53ef\u4ee5\u76f4\u63a5\u8bbf\u95ee\u548c\u5904\u7406\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">print(data[&#39;key&#39;])<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u603b\u7ed3<\/strong><\/p>\n<\/p>\n<p><p>Python\u63d0\u4f9b\u4e86\u591a\u79cd\u8bfb\u53d6\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7c7b\u578b\u548c\u683c\u5f0f\u7684\u6570\u636e\u3002\u5bf9\u4e8e\u6587\u672c\u6587\u4ef6\uff0c\u4f7f\u7528\u5185\u7f6e\u7684open\u51fd\u6570\u5373\u53ef\uff1b\u5bf9\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u5982CSV\uff0cpandas\u662f\u6700\u4f73\u9009\u62e9\uff1b\u800c\u5bf9\u4e8e\u6570\u503c\u6570\u636e\uff0cnumpy\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002\u6b64\u5916\uff0cPython\u8fd8\u652f\u6301\u8bfb\u53d6JSON\u3001\u6570\u636e\u5e93\u3001HDF5\u6587\u4ef6\u4ee5\u53ca\u901a\u8fc7API\u83b7\u53d6\u5728\u7ebf\u6570\u636e\u3002\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5728Python\u4e2d\u6709\u54ea\u4e9b\u5e38\u89c1\u7684\u6570\u636e\u8bfb\u53d6\u65b9\u5f0f\uff1f<\/strong><br \/>Python\u63d0\u4f9b\u4e86\u591a\u79cd\u8bfb\u53d6\u6570\u636e\u7684\u65b9\u5f0f\uff0c\u4e3b\u8981\u5305\u62ec\u4f7f\u7528\u5185\u7f6e\u7684<code>open()<\/code>\u51fd\u6570\u8bfb\u53d6\u6587\u672c\u6587\u4ef6\uff0c\u5229\u7528<code>pandas<\/code>\u5e93\u8bfb\u53d6CSV\u548cExcel\u6587\u4ef6\uff0c\u4ee5\u53ca\u4f7f\u7528<code>json<\/code>\u5e93\u8bfb\u53d6JSON\u683c\u5f0f\u7684\u6570\u636e\u3002\u6b64\u5916\uff0c\u6570\u636e\u5e93\u8fde\u63a5\u5e93\u5982<code>sqlite3<\/code>\u548c<code>SQLAlchemy<\/code>\u4e5f\u53ef\u4ee5\u7528\u4e8e\u4ece\u6570\u636e\u5e93\u4e2d\u8bfb\u53d6\u6570\u636e\u3002\u6839\u636e\u6570\u636e\u7684\u683c\u5f0f\u548c\u5b58\u50a8\u65b9\u5f0f\uff0c\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u5c06\u5927\u5927\u7b80\u5316\u6570\u636e\u8bfb\u53d6\u7684\u8fc7\u7a0b\u3002<\/p>\n<p><strong>\u5982\u4f55\u4f7f\u7528Pandas\u8bfb\u53d6CSV\u6587\u4ef6\uff1f<\/strong><br \/>\u4f7f\u7528Pandas\u5e93\u8bfb\u53d6CSV\u6587\u4ef6\u975e\u5e38\u7b80\u5355\u3002\u53ea\u9700\u5b89\u88c5Pandas\u5e93\uff0c\u7136\u540e\u4f7f\u7528<code>pd.read_csv(&#39;\u6587\u4ef6\u8def\u5f84&#39;)<\/code>\u51fd\u6570\uff0c\u5373\u53ef\u5c06CSV\u6587\u4ef6\u8bfb\u5165\u4e3aDataFrame\u5bf9\u8c61\u3002DataFrame\u662fPandas\u4e2d\u7528\u4e8e\u5b58\u50a8\u8868\u683c\u6570\u636e\u7684\u4e3b\u8981\u7ed3\u6784\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u8f7b\u677e\u5730\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u3002\u901a\u8fc7\u6307\u5b9a\u53c2\u6570\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u63a7\u5236\u5206\u9694\u7b26\u3001\u662f\u5426\u5305\u542b\u6807\u9898\u884c\u7b49\u8bbe\u7f6e\uff0c\u4ee5\u6ee1\u8db3\u7279\u5b9a\u7684\u6570\u636e\u9700\u6c42\u3002<\/p>\n<p><strong>\u5728\u8bfb\u53d6\u6570\u636e\u65f6\uff0c\u5982\u4f55\u5904\u7406\u7f3a\u5931\u503c\uff1f<\/strong><br \/>\u5728\u6570\u636e\u8bfb\u53d6\u8fc7\u7a0b\u4e2d\uff0c\u7f3a\u5931\u503c\u662f\u4e00\u4e2a\u5e38\u89c1\u7684\u95ee\u9898\u3002\u4f7f\u7528Pandas\u8bfb\u53d6\u6570\u636e\u65f6\uff0c\u53ef\u4ee5\u901a\u8fc7<code>na_values<\/code>\u53c2\u6570\u6307\u5b9a\u54ea\u4e9b\u503c\u89c6\u4e3a\u7f3a\u5931\u3002\u6b64\u5916\uff0cPandas\u63d0\u4f9b\u4e86<code>dropna()<\/code>\u548c<code>fillna()<\/code>\u7b49\u51fd\u6570\uff0c\u5206\u522b\u7528\u4e8e\u5220\u9664\u7f3a\u5931\u503c\u548c\u586b\u5145\u7f3a\u5931\u503c\u3002\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u7f3a\u5931\u503c\u5904\u7406\u65b9\u6cd5\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728Python\u4e2d\u8bfb\u53d6\u6570\u636e\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u5305\u62ec\u4f7f\u7528\u5185\u7f6e\u7684open\u51fd\u6570\u3001pandas\u5e93\u3001numpy\u5e93\u7b49\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709 [&hellip;]","protected":false},"author":3,"featured_media":968593,"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\/968586"}],"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=968586"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/968586\/revisions"}],"predecessor-version":[{"id":968595,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/968586\/revisions\/968595"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/968593"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=968586"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=968586"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=968586"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}