{"id":1115979,"date":"2025-01-08T18:11:59","date_gmt":"2025-01-08T10:11:59","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1115979.html"},"modified":"2025-01-08T18:12:02","modified_gmt":"2025-01-08T10:12:02","slug":"python%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e5%a6%82%e4%bd%95%e7%bb%98%e5%88%b6%e6%8a%98%e7%ba%bf%e5%9b%be","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1115979.html","title":{"rendered":"python\u6570\u636e\u5206\u6790\u5982\u4f55\u7ed8\u5236\u6298\u7ebf\u56fe"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25080516\/61382c37-20a6-40f5-866e-ea81e49058ea.webp\" alt=\"python\u6570\u636e\u5206\u6790\u5982\u4f55\u7ed8\u5236\u6298\u7ebf\u56fe\" \/><\/p>\n<p><p> <strong>Python\u6570\u636e\u5206\u6790\u7ed8\u5236\u6298\u7ebf\u56fe\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u5305\u62ec\u4f7f\u7528Matplotlib\u3001Seaborn\u548cPandas\u7b49\u5e93\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u4ecb\u7ecd\uff1a\u4f7f\u7528Matplotlib\u5e93\u3001\u4f7f\u7528Pandas\u5e93\u3001\u4f7f\u7528Seaborn\u5e93\u3002<\/strong> \u5176\u4e2d\uff0cMatplotlib\u662f\u6700\u57fa\u7840\u548c\u5e7f\u6cdb\u4f7f\u7528\u7684\u5e93\u4e4b\u4e00\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7ed8\u56fe\u529f\u80fd\u3002\u4e0b\u9762\u6211\u4eec\u4ee5Matplotlib\u5e93\u4e3a\u4f8b\uff0c\u8be6\u7ec6\u8bb2\u89e3\u5982\u4f55\u7528Python\u7ed8\u5236\u6298\u7ebf\u56fe\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u4f7f\u7528Matplotlib\u5e93<\/h3>\n<\/p>\n<p><p>Matplotlib\u662fPython\u4e2d\u6700\u4e3a\u5e38\u7528\u7684\u7ed8\u56fe\u5e93\u4e4b\u4e00\uff0c\u80fd\u591f\u751f\u6210\u5404\u79cd\u7c7b\u578b\u7684\u56fe\u8868\u3002\u4e0b\u9762\u6211\u4eec\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Matplotlib\u7ed8\u5236\u6298\u7ebf\u56fe\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b89\u88c5Matplotlib<\/h4>\n<\/p>\n<p><p>\u5728\u4f7f\u7528Matplotlib\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b89\u88c5\u8fd9\u4e2a\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">pip install matplotlib<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u5bfc\u5165\u5e93\u5e76\u7ed8\u5236\u57fa\u672c\u6298\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5bfc\u5165Matplotlib\u5e93\uff0c\u5e76\u7ed8\u5236\u4e00\u4e2a\u57fa\u672c\u7684\u6298\u7ebf\u56fe\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>x = [1, 2, 3, 4, 5]<\/p>\n<p>y = [2, 3, 5, 7, 11]<\/p>\n<h2><strong>\u521b\u5efa\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>plt.plot(x, y)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Basic Line Plot&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e24\u4e2a\u5217\u8868x\u548cy\uff0c\u5206\u522b\u8868\u793aX\u8f74\u548cY\u8f74\u7684\u6570\u636e\u3002\u7136\u540e\u4f7f\u7528<code>plt.plot()<\/code>\u51fd\u6570\u521b\u5efa\u6298\u7ebf\u56fe\uff0c\u5e76\u4f7f\u7528<code>plt.title()<\/code>\u3001<code>plt.xlabel()<\/code>\u548c<code>plt.ylabel()<\/code>\u51fd\u6570\u6dfb\u52a0\u6807\u9898\u548c\u8f74\u6807\u7b7e\u3002\u6700\u540e\uff0c\u4f7f\u7528<code>plt.show()<\/code>\u51fd\u6570\u663e\u793a\u56fe\u8868\u3002<\/p>\n<\/p>\n<p><h4>3. \u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>\u9664\u4e86\u7ed8\u5236\u57fa\u672c\u7684\u6298\u7ebf\u56fe\u4e4b\u5916\uff0cMatplotlib\u8fd8\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u81ea\u5b9a\u4e49\u9009\u9879\uff0c\u53ef\u4ee5\u8c03\u6574\u56fe\u8868\u7684\u6837\u5f0f\u3001\u989c\u8272\u548c\u6807\u8bb0\u7b49\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>x = [1, 2, 3, 4, 5]<\/p>\n<p>y = [2, 3, 5, 7, 11]<\/p>\n<h2><strong>\u521b\u5efa\u6298\u7ebf\u56fe\u5e76\u81ea\u5b9a\u4e49\u6837\u5f0f<\/strong><\/h2>\n<p>plt.plot(x, y, color=&#39;red&#39;, linestyle=&#39;--&#39;, marker=&#39;o&#39;, markerfacecolor=&#39;blue&#39;, markersize=10)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Customized Line Plot&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u591a\u4e2a\u53c2\u6570\u6765\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\u7684\u6837\u5f0f\uff1a<\/p>\n<\/p>\n<ul>\n<li><code>color=&#39;red&#39;<\/code>\uff1a\u8bbe\u7f6e\u7ebf\u6761\u989c\u8272\u4e3a\u7ea2\u8272\u3002<\/li>\n<li><code>linestyle=&#39;--&#39;<\/code>\uff1a\u8bbe\u7f6e\u7ebf\u6761\u6837\u5f0f\u4e3a\u865a\u7ebf\u3002<\/li>\n<li><code>marker=&#39;o&#39;<\/code>\uff1a\u8bbe\u7f6e\u6807\u8bb0\u6837\u5f0f\u4e3a\u5706\u5708\u3002<\/li>\n<li><code>markerfacecolor=&#39;blue&#39;<\/code>\uff1a\u8bbe\u7f6e\u6807\u8bb0\u586b\u5145\u989c\u8272\u4e3a\u84dd\u8272\u3002<\/li>\n<li><code>markersize=10<\/code>\uff1a\u8bbe\u7f6e\u6807\u8bb0\u5927\u5c0f\u3002<\/li>\n<\/ul>\n<p><p>\u901a\u8fc7\u8fd9\u4e9b\u53c2\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u8c03\u6574\u56fe\u8868\u7684\u5916\u89c2\uff0c\u4f7f\u5176\u66f4\u52a0\u7b26\u5408\u6211\u4eec\u7684\u9700\u6c42\u3002<\/p>\n<\/p>\n<p><h4>4. \u6dfb\u52a0\u591a\u4e2a\u6298\u7ebf<\/h4>\n<\/p>\n<p><p>\u6709\u65f6\u5019\uff0c\u6211\u4eec\u9700\u8981\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e2d\u7ed8\u5236\u591a\u6761\u6298\u7ebf\uff0c\u4ee5\u4fbf\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>x = [1, 2, 3, 4, 5]<\/p>\n<p>y1 = [2, 3, 5, 7, 11]<\/p>\n<p>y2 = [1, 4, 6, 8, 10]<\/p>\n<h2><strong>\u521b\u5efa\u591a\u6761\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>plt.plot(x, y1, label=&#39;Line 1&#39;, color=&#39;red&#39;)<\/p>\n<p>plt.plot(x, y2, label=&#39;Line 2&#39;, color=&#39;blue&#39;)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Multiple Line Plot&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u6dfb\u52a0\u56fe\u4f8b<\/strong><\/h2>\n<p>plt.legend()<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e24\u7ec4Y\u8f74\u6570\u636ey1\u548cy2\uff0c\u5e76\u4f7f\u7528<code>plt.plot()<\/code>\u51fd\u6570\u5206\u522b\u7ed8\u5236\u4e24\u6761\u6298\u7ebf\u3002\u901a\u8fc7<code>label<\/code>\u53c2\u6570\uff0c\u6211\u4eec\u4e3a\u6bcf\u6761\u6298\u7ebf\u6dfb\u52a0\u4e86\u6807\u7b7e\uff0c\u5e76\u4f7f\u7528<code>plt.legend()<\/code>\u51fd\u6570\u6dfb\u52a0\u56fe\u4f8b\uff0c\u4ece\u800c\u533a\u5206\u4e0d\u540c\u7684\u6298\u7ebf\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u4f7f\u7528Pandas\u5e93<\/h3>\n<\/p>\n<p><p>Pandas\u662fPython\u4e2d\u5e38\u7528\u7684\u6570\u636e\u5206\u6790\u5e93\uff0c\u9664\u4e86\u6570\u636e\u5904\u7406\u529f\u80fd\u5916\uff0c\u8fd8\u5185\u7f6e\u4e86\u4e00\u4e9b\u7b80\u5355\u7684\u7ed8\u56fe\u529f\u80fd\u3002\u4e0b\u9762\u6211\u4eec\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Pandas\u7ed8\u5236\u6298\u7ebf\u56fe\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b89\u88c5Pandas<\/h4>\n<\/p>\n<p><p>\u5728\u4f7f\u7528Pandas\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b89\u88c5\u8fd9\u4e2a\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">pip install pandas<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u5bfc\u5165\u5e93\u5e76\u7ed8\u5236\u57fa\u672c\u6298\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5bfc\u5165Pandas\u5e93\uff0c\u5e76\u7ed8\u5236\u4e00\u4e2a\u57fa\u672c\u7684\u6298\u7ebf\u56fe\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>data = {&#39;X&#39;: [1, 2, 3, 4, 5], &#39;Y&#39;: [2, 3, 5, 7, 11]}<\/p>\n<p>df = pd.DataFrame(data)<\/p>\n<h2><strong>\u521b\u5efa\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>df.plot(x=&#39;X&#39;, y=&#39;Y&#39;, kind=&#39;line&#39;)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Basic Line Plot using Pandas&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u5b57\u5178\u521b\u5efa\u4e86\u4e00\u4e2aDataFrame\u5bf9\u8c61df\uff0c\u5e76\u4f7f\u7528<code>df.plot()<\/code>\u51fd\u6570\u7ed8\u5236\u6298\u7ebf\u56fe\u3002\u901a\u8fc7<code>x<\/code>\u548c<code>y<\/code>\u53c2\u6570\uff0c\u6211\u4eec\u6307\u5b9a\u4e86X\u8f74\u548cY\u8f74\u7684\u6570\u636e\u5217\u3002\u6700\u540e\uff0c\u4f7f\u7528Matplotlib\u7684\u51fd\u6570\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e\uff0c\u5e76\u663e\u793a\u56fe\u8868\u3002<\/p>\n<\/p>\n<p><h4>3. \u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>Pandas\u7684\u7ed8\u56fe\u529f\u80fd\u57fa\u4e8eMatplotlib\uff0c\u56e0\u6b64\u53ef\u4ee5\u4f7f\u7528Matplotlib\u7684\u53c2\u6570\u6765\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\u7684\u6837\u5f0f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>data = {&#39;X&#39;: [1, 2, 3, 4, 5], &#39;Y&#39;: [2, 3, 5, 7, 11]}<\/p>\n<p>df = pd.DataFrame(data)<\/p>\n<h2><strong>\u521b\u5efa\u6298\u7ebf\u56fe\u5e76\u81ea\u5b9a\u4e49\u6837\u5f0f<\/strong><\/h2>\n<p>df.plot(x=&#39;X&#39;, y=&#39;Y&#39;, kind=&#39;line&#39;, color=&#39;red&#39;, linestyle=&#39;--&#39;, marker=&#39;o&#39;, markerfacecolor=&#39;blue&#39;, markersize=10)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Customized Line Plot using Pandas&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5728<code>df.plot()<\/code>\u51fd\u6570\u4e2d\u6dfb\u52a0\u4e86\u591a\u4e2a\u53c2\u6570\uff0c\u6765\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\u7684\u6837\u5f0f\uff0c\u4e0e\u4f7f\u7528Matplotlib\u65f6\u7684\u65b9\u6cd5\u7c7b\u4f3c\u3002<\/p>\n<\/p>\n<p><h4>4. \u6dfb\u52a0\u591a\u4e2a\u6298\u7ebf<\/h4>\n<\/p>\n<p><p>Pandas\u4e5f\u652f\u6301\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e2d\u7ed8\u5236\u591a\u6761\u6298\u7ebf\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>data = {&#39;X&#39;: [1, 2, 3, 4, 5], &#39;Y1&#39;: [2, 3, 5, 7, 11], &#39;Y2&#39;: [1, 4, 6, 8, 10]}<\/p>\n<p>df = pd.DataFrame(data)<\/p>\n<h2><strong>\u521b\u5efa\u591a\u6761\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>df.plot(x=&#39;X&#39;, y=[&#39;Y1&#39;, &#39;Y2&#39;], kind=&#39;line&#39;)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Multiple Line Plot using Pandas&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5728<code>df.plot()<\/code>\u51fd\u6570\u4e2d\u4f7f\u7528\u4e86\u5217\u8868<code>[&#39;Y1&#39;, &#39;Y2&#39;]<\/code>\uff0c\u6307\u5b9a\u4e86\u591a\u4e2aY\u8f74\u6570\u636e\u5217\uff0c\u4ece\u800c\u7ed8\u5236\u591a\u6761\u6298\u7ebf\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u4f7f\u7528Seaborn\u5e93<\/h3>\n<\/p>\n<p><p>Seaborn\u662f\u57fa\u4e8eMatplotlib\u7684\u9ad8\u7ea7\u7ed8\u56fe\u5e93\uff0c\u63d0\u4f9b\u4e86\u66f4\u52a0\u7b80\u6d01\u548c\u7f8e\u89c2\u7684\u7ed8\u56fe\u63a5\u53e3\u3002\u4e0b\u9762\u6211\u4eec\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Seaborn\u7ed8\u5236\u6298\u7ebf\u56fe\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b89\u88c5Seaborn<\/h4>\n<\/p>\n<p><p>\u5728\u4f7f\u7528Seaborn\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b89\u88c5\u8fd9\u4e2a\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">pip install seaborn<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u5bfc\u5165\u5e93\u5e76\u7ed8\u5236\u57fa\u672c\u6298\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5bfc\u5165Seaborn\u5e93\uff0c\u5e76\u7ed8\u5236\u4e00\u4e2a\u57fa\u672c\u7684\u6298\u7ebf\u56fe\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import seaborn as sns<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>x = [1, 2, 3, 4, 5]<\/p>\n<p>y = [2, 3, 5, 7, 11]<\/p>\n<h2><strong>\u521b\u5efa\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>sns.lineplot(x=x, y=y)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Basic Line Plot using Seaborn&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528<code>sns.lineplot()<\/code>\u51fd\u6570\u7ed8\u5236\u6298\u7ebf\u56fe\uff0c\u5e76\u4f7f\u7528Matplotlib\u7684\u51fd\u6570\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e\uff0c\u5e76\u663e\u793a\u56fe\u8868\u3002<\/p>\n<\/p>\n<p><h4>3. \u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe<\/h4>\n<\/p>\n<p><p>Seaborn\u4e5f\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u81ea\u5b9a\u4e49\u9009\u9879\uff0c\u53ef\u4ee5\u8c03\u6574\u56fe\u8868\u7684\u6837\u5f0f\u3001\u989c\u8272\u548c\u6807\u8bb0\u7b49\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import seaborn as sns<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>x = [1, 2, 3, 4, 5]<\/p>\n<p>y = [2, 3, 5, 7, 11]<\/p>\n<h2><strong>\u521b\u5efa\u6298\u7ebf\u56fe\u5e76\u81ea\u5b9a\u4e49\u6837\u5f0f<\/strong><\/h2>\n<p>sns.lineplot(x=x, y=y, color=&#39;red&#39;, marker=&#39;o&#39;, markersize=10)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Customized Line Plot using Seaborn&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5728<code>sns.lineplot()<\/code>\u51fd\u6570\u4e2d\u6dfb\u52a0\u4e86\u591a\u4e2a\u53c2\u6570\uff0c\u6765\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\u7684\u6837\u5f0f\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cSeaborn\u7684\u81ea\u5b9a\u4e49\u9009\u9879\u4e0eMatplotlib\u7565\u6709\u4e0d\u540c\uff0c\u4f46\u57fa\u672c\u539f\u7406\u76f8\u4f3c\u3002<\/p>\n<\/p>\n<p><h4>4. \u6dfb\u52a0\u591a\u4e2a\u6298\u7ebf<\/h4>\n<\/p>\n<p><p>Seaborn\u4e5f\u652f\u6301\u5728\u540c\u4e00\u4e2a\u56fe\u8868\u4e2d\u7ed8\u5236\u591a\u6761\u6298\u7ebf\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import seaborn as sns<\/p>\n<p>import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u6570\u636e<\/strong><\/h2>\n<p>x = [1, 2, 3, 4, 5]<\/p>\n<p>y1 = [2, 3, 5, 7, 11]<\/p>\n<p>y2 = [1, 4, 6, 8, 10]<\/p>\n<h2><strong>\u521b\u5efa\u591a\u6761\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>sns.lineplot(x=x, y=y1, label=&#39;Line 1&#39;, color=&#39;red&#39;)<\/p>\n<p>sns.lineplot(x=x, y=y2, label=&#39;Line 2&#39;, color=&#39;blue&#39;)<\/p>\n<h2><strong>\u6dfb\u52a0\u6807\u9898\u548c\u6807\u7b7e<\/strong><\/h2>\n<p>plt.title(&#39;Multiple Line Plot using Seaborn&#39;)<\/p>\n<p>plt.xlabel(&#39;X-axis&#39;)<\/p>\n<p>plt.ylabel(&#39;Y-axis&#39;)<\/p>\n<h2><strong>\u663e\u793a\u56fe\u8868<\/strong><\/h2>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u4e24\u6b21<code>sns.lineplot()<\/code>\u51fd\u6570\uff0c\u5206\u522b\u7ed8\u5236\u4e24\u6761\u6298\u7ebf\uff0c\u5e76\u901a\u8fc7<code>label<\/code>\u53c2\u6570\u6dfb\u52a0\u6807\u7b7e\uff0c\u4ece\u800c\u533a\u5206\u4e0d\u540c\u7684\u6298\u7ebf\u3002<\/p>\n<\/p>\n<p><h3>\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u672c\u6587\u4ecb\u7ecd\u4e86\u4f7f\u7528Python\u7ed8\u5236\u6298\u7ebf\u56fe\u7684\u4e09\u79cd\u5e38\u7528\u65b9\u6cd5\uff0c\u5305\u62ecMatplotlib\u3001Pandas\u548cSeaborn\u5e93\u3002Matplotlib\u63d0\u4f9b\u4e86\u6700\u57fa\u7840\u548c\u4e30\u5bcc\u7684\u7ed8\u56fe\u529f\u80fd\uff0cPandas\u5185\u7f6e\u4e86\u4e00\u4e9b\u7b80\u5355\u7684\u7ed8\u56fe\u529f\u80fd\uff0c\u65b9\u4fbf\u6570\u636e\u5206\u6790\u65f6\u4f7f\u7528\uff0cSeaborn\u5219\u63d0\u4f9b\u4e86\u66f4\u52a0\u7b80\u6d01\u548c\u7f8e\u89c2\u7684\u7ed8\u56fe\u63a5\u53e3\u3002\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u7ed8\u5236\u548c\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\uff0c\u4ece\u800c\u66f4\u597d\u5730\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u5c55\u793a\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u7ed8\u5236\u6298\u7ebf\u56fe\uff1f<\/strong><br \/>\u7ed8\u5236\u6298\u7ebf\u56fe\u901a\u5e38\u4f7f\u7528Matplotlib\u6216Seaborn\u5e93\u3002\u9996\u5148\uff0c\u786e\u4fdd\u5df2\u7ecf\u5b89\u88c5\u8fd9\u4e9b\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7<code>pip install matplotlib seaborn<\/code>\u6765\u5b89\u88c5\u3002\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528<code>plt.plot()<\/code>\u51fd\u6570\u4f20\u5165X\u8f74\u548cY\u8f74\u7684\u6570\u636e\uff0c\u7136\u540e\u8c03\u7528<code>plt.show()<\/code>\u6765\u663e\u793a\u56fe\u5f62\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code class=\"language-python\">import matplotlib.pyplot as plt\n\nx = [1, 2, 3, 4, 5]\ny = [2, 3, 5, 1, 4]\nplt.plot(x, y)\nplt.title(&quot;\u793a\u4f8b\u6298\u7ebf\u56fe&quot;)\nplt.xlabel(&quot;X\u8f74&quot;)\nplt.ylabel(&quot;Y\u8f74&quot;)\nplt.show()\n<\/code><\/pre>\n<p>\u8fd9\u6837\u5c31\u53ef\u4ee5\u751f\u6210\u4e00\u5e45\u7b80\u5355\u7684\u6298\u7ebf\u56fe\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u5982\u4f55\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\u7684\u6837\u5f0f\uff1f<\/strong><br \/>\u81ea\u5b9a\u4e49\u6298\u7ebf\u56fe\u7684\u6837\u5f0f\u53ef\u4ee5\u901a\u8fc7Matplotlib\u63d0\u4f9b\u7684\u591a\u79cd\u53c2\u6570\u6765\u5b9e\u73b0\u3002\u53ef\u4ee5\u4fee\u6539\u7ebf\u6761\u989c\u8272\u3001\u7ebf\u578b\u3001\u6807\u8bb0\u6837\u5f0f\u7b49\u3002\u4f8b\u5982\uff0c\u4f7f\u7528<code>plt.plot(x, y, color=&#39;red&#39;, linestyle=&#39;--&#39;, marker=&#39;o&#39;)<\/code>\u6765\u8bbe\u7f6e\u7ebf\u6761\u4e3a\u7ea2\u8272\u3001\u865a\u7ebf\uff0c\u5e76\u5728\u6570\u636e\u70b9\u4e0a\u6dfb\u52a0\u5706\u5f62\u6807\u8bb0\u3002\u6b64\u5916\uff0c\u53ef\u4ee5\u6dfb\u52a0\u6807\u9898\u3001\u6807\u7b7e\u548c\u56fe\u4f8b\u7b49\uff0c\u589e\u5f3a\u56fe\u8868\u7684\u53ef\u8bfb\u6027\u3002<\/p>\n<p><strong>\u662f\u5426\u53ef\u4ee5\u5728\u540c\u4e00\u4e2a\u56fe\u4e2d\u7ed8\u5236\u591a\u6761\u6298\u7ebf\uff1f<\/strong><br \/>\u786e\u5b9e\u53ef\u4ee5\u5728\u540c\u4e00\u4e2a\u56fe\u4e2d\u7ed8\u5236\u591a\u6761\u6298\u7ebf\u3002\u53ea\u9700\u5728\u7ed8\u5236\u6bcf\u6761\u6298\u7ebf\u65f6\u8c03\u7528<code>plt.plot()<\/code>\u51fd\u6570\u5373\u53ef\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code class=\"language-python\">y2 = [3, 2, 4, 5, 3]\nplt.plot(x, y, label=&#39;\u6570\u636e\u96c61&#39;)\nplt.plot(x, y2, label=&#39;\u6570\u636e\u96c62&#39;, color=&#39;green&#39;)\nplt.title(&quot;\u591a\u6761\u6298\u7ebf\u56fe&quot;)\nplt.xlabel(&quot;X\u8f74&quot;)\nplt.ylabel(&quot;Y\u8f74&quot;)\nplt.legend()\nplt.show()\n<\/code><\/pre>\n<p>\u901a\u8fc7<code>plt.legend()<\/code>\u51fd\u6570\u53ef\u4ee5\u4e3a\u6bcf\u6761\u7ebf\u6dfb\u52a0\u56fe\u4f8b\uff0c\u5e2e\u52a9\u533a\u5206\u4e0d\u540c\u7684\u6570\u636e\u96c6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u6570\u636e\u5206\u6790\u7ed8\u5236\u6298\u7ebf\u56fe\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u5305\u62ec\u4f7f\u7528Matplotlib\u3001Seaborn\u548cPandas\u7b49\u5e93\u3002\u4ee5 [&hellip;]","protected":false},"author":3,"featured_media":1115983,"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\/1115979"}],"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=1115979"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1115979\/revisions"}],"predecessor-version":[{"id":1115984,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1115979\/revisions\/1115984"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1115983"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1115979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1115979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1115979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}