{"id":1164748,"date":"2025-01-15T15:11:35","date_gmt":"2025-01-15T07:11:35","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1164748.html"},"modified":"2025-01-15T15:11:38","modified_gmt":"2025-01-15T07:11:38","slug":"%e5%a6%82%e4%bd%95python%e8%8e%b7%e5%8f%96%e8%8b%b9%e6%9e%9ccms%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1164748.html","title":{"rendered":"\u5982\u4f55python\u83b7\u53d6\u82f9\u679ccms\u6570\u636e"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25205245\/d33759d0-a8c1-4e90-955e-dfb5289d073d.webp\" alt=\"\u5982\u4f55python\u83b7\u53d6\u82f9\u679ccms\u6570\u636e\" \/><\/p>\n<p><p> <strong>\u8981\u4f7f\u7528Python\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528API\u63a5\u53e3\u3001Web\u6293\u53d6\u3001\u4f7f\u7528\u73b0\u6709\u5e93\u3002<\/strong><\/p>\n<\/p>\n<p><p>\u5176\u4e2d\uff0c<strong>\u4f7f\u7528API\u63a5\u53e3<\/strong>\u662f\u6700\u4e3a\u4fbf\u6377\u548c\u7a33\u5b9a\u7684\u65b9\u6cd5\u3002\u82f9\u679cCMS\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\u63a5\u53e3\uff0c\u901a\u8fc7\u8fd9\u4e9b\u63a5\u53e3\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u83b7\u53d6\u5230\u5f71\u7247\u3001\u5206\u7c7b\u3001\u6807\u7b7e\u7b49\u5404\u7c7b\u6570\u636e\u3002\u4e0b\u9762\u8be6\u7ec6\u5c55\u5f00\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528API\u63a5\u53e3\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<h2><strong>\u4e00\u3001API\u63a5\u53e3\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e<\/strong><\/h2>\n<p><h2>1\u3001API\u63a5\u53e3\u6982\u8ff0<\/h2>\n<\/p>\n<p><p>\u82f9\u679cCMS\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684API\u63a5\u53e3\uff0c\u4fbf\u4e8e\u5f00\u53d1\u8005\u8c03\u7528\u548c\u83b7\u53d6\u6570\u636e\u3002API\u63a5\u53e3\u901a\u5e38\u5305\u62ec\u83b7\u53d6\u5f71\u7247\u5217\u8868\u3001\u5f71\u7247\u8be6\u60c5\u3001\u5206\u7c7b\u5217\u8868\u3001\u641c\u7d22\u5f71\u7247\u7b49\u529f\u80fd\u3002\u901a\u8fc7\u8fd9\u4e9bAPI\u63a5\u53e3\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u8f7b\u677e\u5730\u83b7\u53d6\u5230\u6240\u9700\u7684\u82f9\u679cCMS\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h2>2\u3001API\u63a5\u53e3\u8c03\u7528<\/h2>\n<\/p>\n<p><h3>\uff081\uff09\u83b7\u53d6\u5f71\u7247\u5217\u8868<\/h3>\n<\/p>\n<p><p>\u8981\u83b7\u53d6\u5f71\u7247\u5217\u8868\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0bAPI\u63a5\u53e3\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-plaintext\">http:\/\/yourdom<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>n.com\/api.php\/provide\/vod\/?ac=list<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8be5\u63a5\u53e3\u652f\u6301\u591a\u79cd\u67e5\u8be2\u53c2\u6570\uff0c\u5982\u9875\u7801\u3001\u6bcf\u9875\u6761\u6570\u3001\u5206\u7c7bID\u7b49\u3002\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<p>url = &quot;http:\/\/yourdomain.com\/api.php\/provide\/vod\/?ac=list&quot;<\/p>\n<p>params = {<\/p>\n<p>    &#39;pg&#39;: 1,  # \u9875\u7801<\/p>\n<p>    &#39;t&#39;: 1,   # \u5206\u7c7bID<\/p>\n<p>    &#39;h&#39;: 24   # \u6700\u8fd124\u5c0f\u65f6\u66f4\u65b0\u7684\u5f71\u7247<\/p>\n<p>}<\/p>\n<p>response = requests.get(url, params=params)<\/p>\n<p>data = response.json()<\/p>\n<p>print(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\uff082\uff09\u83b7\u53d6\u5f71\u7247\u8be6\u60c5<\/h3>\n<\/p>\n<p><p>\u8981\u83b7\u53d6\u67d0\u4e2a\u5f71\u7247\u7684\u8be6\u60c5\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0bAPI\u63a5\u53e3\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-plaintext\">http:\/\/yourdomain.com\/api.php\/provide\/vod\/?ac=detail&amp;ids=\u5f71\u7247ID<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">url = &quot;http:\/\/yourdomain.com\/api.php\/provide\/vod\/?ac=detail&quot;<\/p>\n<p>params = {<\/p>\n<p>    &#39;ids&#39;: &#39;12345&#39;  # \u5f71\u7247ID<\/p>\n<p>}<\/p>\n<p>response = requests.get(url, params=params)<\/p>\n<p>data = response.json()<\/p>\n<p>print(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\uff083\uff09\u83b7\u53d6\u5206\u7c7b\u5217\u8868<\/h3>\n<\/p>\n<p><p>\u8981\u83b7\u53d6\u5f71\u7247\u5206\u7c7b\u5217\u8868\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0bAPI\u63a5\u53e3\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-plaintext\">http:\/\/yourdomain.com\/api.php\/provide\/vod\/?ac=type<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">response = requests.get(&quot;http:\/\/yourdomain.com\/api.php\/provide\/vod\/?ac=type&quot;)<\/p>\n<p>data = response.json()<\/p>\n<p>print(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u5904\u7406API\u8fd4\u56de\u7684\u6570\u636e<\/h2>\n<\/p>\n<p><p>API\u63a5\u53e3\u8fd4\u56de\u7684\u6570\u636e\u901a\u5e38\u662fJSON\u683c\u5f0f\u7684\uff0c\u9700\u8981\u4f7f\u7528Python\u7684json\u6a21\u5757\u8fdb\u884c\u89e3\u6790\u3002\u89e3\u6790\u540e\u7684\u6570\u636e\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u5904\u7406\u548c\u5b58\u50a8\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7efc\u5408\u793a\u4f8b\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u83b7\u53d6\u5f71\u7247\u5217\u8868\u5e76\u63d0\u53d6\u5176\u4e2d\u7684\u5f71\u7247\u540d\u79f0\u548c\u5f71\u7247ID\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<p>import json<\/p>\n<p>url = &quot;http:\/\/yourdomain.com\/api.php\/provide\/vod\/?ac=list&quot;<\/p>\n<p>params = {<\/p>\n<p>    &#39;pg&#39;: 1,<\/p>\n<p>    &#39;t&#39;: 1,<\/p>\n<p>    &#39;h&#39;: 24<\/p>\n<p>}<\/p>\n<p>response = requests.get(url, params=params)<\/p>\n<p>data = response.json()<\/p>\n<p>if data.get(&#39;code&#39;) == 1:  # \u786e\u8ba4API\u8bf7\u6c42\u6210\u529f<\/p>\n<p>    for vod in data.get(&#39;list&#39;, []):<\/p>\n<p>        print(f&quot;\u5f71\u7247\u540d\u79f0: {vod.get(&#39;vod_name&#39;)}, \u5f71\u7247ID: {vod.get(&#39;vod_id&#39;)}&quot;)<\/p>\n<p>else:<\/p>\n<p>    print(&quot;API\u8bf7\u6c42\u5931\u8d25&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u4e8c\u3001WEB\u6293\u53d6\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e<\/strong><\/h2>\n<p><h2>1\u3001Web\u6293\u53d6\u6982\u8ff0<\/h2>\n<\/p>\n<p><p>\u9664\u4e86\u4f7f\u7528API\u63a5\u53e3\u5916\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7Web\u6293\u53d6\u7684\u65b9\u5f0f\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\u3002Web\u6293\u53d6\u6280\u672f\u6d89\u53ca\u5230\u53d1\u9001HTTP\u8bf7\u6c42\u3001\u89e3\u6790HTML\u5185\u5bb9\u3001\u63d0\u53d6\u6240\u9700\u6570\u636e\u7b49\u6b65\u9aa4\u3002\u901a\u5e38\u4f7f\u7528\u7684\u5e93\u6709requests\u548cBeautifulSoup\u3002<\/p>\n<\/p>\n<p><h2>2\u3001\u53d1\u9001HTTP\u8bf7\u6c42<\/h2>\n<\/p>\n<p><p>\u4f7f\u7528requests\u5e93\u53d1\u9001HTTP\u8bf7\u6c42\u83b7\u53d6\u7f51\u9875\u5185\u5bb9\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<p>url = &quot;http:\/\/yourdomain.com\/vodtype\/1.html&quot;<\/p>\n<p>response = requests.get(url)<\/p>\n<p>html_content = response.content<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u89e3\u6790HTML\u5185\u5bb9<\/h2>\n<\/p>\n<p><p>\u4f7f\u7528BeautifulSoup\u89e3\u6790HTML\u5185\u5bb9\u5e76\u63d0\u53d6\u6240\u9700\u7684\u6570\u636e\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from bs4 import BeautifulSoup<\/p>\n<p>soup = BeautifulSoup(html_content, &#39;html.parser&#39;)<\/p>\n<p>vod_list = soup.find_all(&#39;div&#39;, class_=&#39;vodlist&#39;)<\/p>\n<p>for vod in vod_list:<\/p>\n<p>    vod_name = vod.find(&#39;span&#39;, class_=&#39;vodname&#39;).text<\/p>\n<p>    vod_id = vod.find(&#39;a&#39;)[&#39;href&#39;].split(&#39;\/&#39;)[-1].split(&#39;.&#39;)[0]<\/p>\n<p>    print(f&quot;\u5f71\u7247\u540d\u79f0: {vod_name}, \u5f71\u7247ID: {vod_id}&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>4\u3001\u5904\u7406\u6293\u53d6\u7684\u6570\u636e<\/h2>\n<\/p>\n<p><p>\u5904\u7406\u6293\u53d6\u5230\u7684\u6570\u636e\u5e76\u5b58\u50a8\u5230\u6570\u636e\u5e93\u6216\u6587\u4ef6\u4e2d\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import sqlite3<\/p>\n<h2><strong>\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/strong><\/h2>\n<p>conn = sqlite3.connect(&#39;applecms.db&#39;)<\/p>\n<p>cursor = conn.cursor()<\/p>\n<h2><strong>\u521b\u5efa\u8868<\/strong><\/h2>\n<p>cursor.execute(&#39;&#39;&#39;CREATE TABLE IF NOT EXISTS vod (<\/p>\n<p>    id INTEGER PRIMARY KEY AUTOINCREMENT,<\/p>\n<p>    vod_name TEXT,<\/p>\n<p>    vod_id TEXT<\/p>\n<p>)&#39;&#39;&#39;)<\/p>\n<h2><strong>\u63d2\u5165\u6570\u636e<\/strong><\/h2>\n<p>for vod in vod_list:<\/p>\n<p>    vod_name = vod.find(&#39;span&#39;, class_=&#39;vodname&#39;).text<\/p>\n<p>    vod_id = vod.find(&#39;a&#39;)[&#39;href&#39;].split(&#39;\/&#39;)[-1].split(&#39;.&#39;)[0]<\/p>\n<p>    cursor.execute(&quot;INSERT INTO vod (vod_name, vod_id) VALUES (?, ?)&quot;, (vod_name, vod_id))<\/p>\n<h2><strong>\u63d0\u4ea4\u4e8b\u52a1<\/strong><\/h2>\n<p>conn.commit()<\/p>\n<h2><strong>\u5173\u95ed\u8fde\u63a5<\/strong><\/h2>\n<p>conn.close()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u4e09\u3001\u4f7f\u7528\u73b0\u6709\u5e93\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e<\/strong><\/h2>\n<p><h2>1\u3001\u73b0\u6709\u5e93\u6982\u8ff0<\/h2>\n<\/p>\n<p><p>\u5728Python\u793e\u533a\u4e2d\uff0c\u5df2\u6709\u4e00\u4e9b\u73b0\u6210\u7684\u5e93\u53ef\u4ee5\u7528\u6765\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\u3002\u8fd9\u4e9b\u5e93\u5c01\u88c5\u4e86API\u63a5\u53e3\u548cWeb\u6293\u53d6\u7684\u529f\u80fd\uff0c\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u66f4\u52a0\u65b9\u4fbf\u5730\u83b7\u53d6\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h2>2\u3001\u4f7f\u7528\u73b0\u6709\u5e93\u83b7\u53d6\u6570\u636e<\/h2>\n<\/p>\n<p><p>\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528\u67d0\u4e9b\u7b2c\u4e09\u65b9\u5e93\u6765\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import applecms<\/p>\n<h2><strong>\u521b\u5efaAPI\u5ba2\u6237\u7aef<\/strong><\/h2>\n<p>client = applecms.Client(api_base_url=&#39;http:\/\/yourdomain.com\/api.php&#39;)<\/p>\n<h2><strong>\u83b7\u53d6\u5f71\u7247\u5217\u8868<\/strong><\/h2>\n<p>vod_list = client.get_vod_list(page=1, type_id=1, hours=24)<\/p>\n<p>for vod in vod_list:<\/p>\n<p>    print(f&quot;\u5f71\u7247\u540d\u79f0: {vod[&#39;vod_name&#39;]}, \u5f71\u7247ID: {vod[&#39;vod_id&#39;]}&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u5904\u7406\u548c\u5b58\u50a8\u6570\u636e<\/h2>\n<\/p>\n<p><p>\u5904\u7406\u548c\u5b58\u50a8\u6570\u636e\u7684\u65b9\u5f0f\u4e0e\u524d\u9762\u63d0\u5230\u7684API\u63a5\u53e3\u548cWeb\u6293\u53d6\u7684\u65b9\u6cd5\u7c7b\u4f3c\uff0c\u53ef\u4ee5\u5c06\u83b7\u53d6\u5230\u7684\u6570\u636e\u5b58\u50a8\u5230\u6570\u636e\u5e93\u6216\u6587\u4ef6\u4e2d\uff0c\u4fbf\u4e8e\u540e\u7eed\u4f7f\u7528\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import sqlite3<\/p>\n<h2><strong>\u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5<\/strong><\/h2>\n<p>conn = sqlite3.connect(&#39;applecms.db&#39;)<\/p>\n<p>cursor = conn.cursor()<\/p>\n<h2><strong>\u521b\u5efa\u8868<\/strong><\/h2>\n<p>cursor.execute(&#39;&#39;&#39;CREATE TABLE IF NOT EXISTS vod (<\/p>\n<p>    id INTEGER PRIMARY KEY AUTOINCREMENT,<\/p>\n<p>    vod_name TEXT,<\/p>\n<p>    vod_id TEXT<\/p>\n<p>)&#39;&#39;&#39;)<\/p>\n<h2><strong>\u63d2\u5165\u6570\u636e<\/strong><\/h2>\n<p>for vod in vod_list:<\/p>\n<p>    cursor.execute(&quot;INSERT INTO vod (vod_name, vod_id) VALUES (?, ?)&quot;, (vod[&#39;vod_name&#39;], vod[&#39;vod_id&#39;]))<\/p>\n<h2><strong>\u63d0\u4ea4\u4e8b\u52a1<\/strong><\/h2>\n<p>conn.commit()<\/p>\n<h2><strong>\u5173\u95ed\u8fde\u63a5<\/strong><\/h2>\n<p>conn.close()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u56db\u3001\u6570\u636e\u5904\u7406\u548c\u5206\u6790<\/strong><\/h2>\n<p><p>\u83b7\u53d6\u5230\u82f9\u679cCMS\u6570\u636e\u540e\uff0c\u53ef\u4ee5\u5bf9\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h2>1\u3001\u6570\u636e\u6e05\u6d17<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u6e05\u6d17\u662f\u6570\u636e\u5904\u7406\u7684\u91cd\u8981\u6b65\u9aa4\uff0c\u4e3b\u8981\u5305\u62ec\u53bb\u91cd\u3001\u5904\u7406\u7f3a\u5931\u503c\u3001\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u7b49\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<h2><strong>\u8bfb\u53d6\u6570\u636e<\/strong><\/h2>\n<p>data = pd.read_csv(&#39;vod_data.csv&#39;)<\/p>\n<h2><strong>\u53bb\u91cd<\/strong><\/h2>\n<p>data.drop_duplicates(inplace=True)<\/p>\n<h2><strong>\u5904\u7406\u7f3a\u5931\u503c<\/strong><\/h2>\n<p>data.fillna(method=&#39;ffill&#39;, inplace=True)<\/p>\n<h2><strong>\u6570\u636e\u683c\u5f0f\u8f6c\u6362<\/strong><\/h2>\n<p>data[&#39;release_date&#39;] = pd.to_datetime(data[&#39;release_date&#39;])<\/p>\n<h2><strong>\u4fdd\u5b58\u6e05\u6d17\u540e\u7684\u6570\u636e<\/strong><\/h2>\n<p>data.to_csv(&#39;clean_vod_data.csv&#39;, index=False)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>2\u3001\u6570\u636e\u5206\u6790<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u5206\u6790\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u4f8b\u5982\u5f71\u7247\u7684\u5206\u7c7b\u5206\u5e03\u3001\u5f71\u7247\u7684\u8bc4\u5206\u5206\u5e03\u7b49\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><h3>\uff081\uff09\u5f71\u7247\u5206\u7c7b\u5206\u5e03<\/h3>\n<\/p>\n<p><pre><code class=\"language-python\">import matplotlib.pyplot as plt<\/p>\n<h2><strong>\u8bfb\u53d6\u6570\u636e<\/strong><\/h2>\n<p>data = pd.read_csv(&#39;clean_vod_data.csv&#39;)<\/p>\n<h2><strong>\u8ba1\u7b97\u5206\u7c7b\u5206\u5e03<\/strong><\/h2>\n<p>category_distribution = data[&#39;category&#39;].value_counts()<\/p>\n<h2><strong>\u7ed8\u5236\u67f1\u72b6\u56fe<\/strong><\/h2>\n<p>category_distribution.plot(kind=&#39;bar&#39;)<\/p>\n<p>plt.title(&#39;\u5f71\u7247\u5206\u7c7b\u5206\u5e03&#39;)<\/p>\n<p>plt.xlabel(&#39;\u5206\u7c7b&#39;)<\/p>\n<p>plt.ylabel(&#39;\u6570\u91cf&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\uff082\uff09\u5f71\u7247\u8bc4\u5206\u5206\u5e03<\/h3>\n<\/p>\n<p><pre><code class=\"language-python\"># \u8ba1\u7b97\u8bc4\u5206\u5206\u5e03<\/p>\n<p>rating_distribution = data[&#39;rating&#39;].value_counts()<\/p>\n<h2><strong>\u7ed8\u5236\u997c\u56fe<\/strong><\/h2>\n<p>rating_distribution.plot(kind=&#39;pie&#39;, autopct=&#39;%1.1f%%&#39;)<\/p>\n<p>plt.title(&#39;\u5f71\u7247\u8bc4\u5206\u5206\u5e03&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>3\u3001\u6570\u636e\u53ef\u89c6\u5316<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u53ef\u89c6\u5316\u53ef\u4ee5\u76f4\u89c2\u5730\u5c55\u793a\u6570\u636e\u5206\u6790\u7684\u7ed3\u679c\uff0c\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u6570\u636e\u3002\u5e38\u7528\u7684\u53ef\u89c6\u5316\u5de5\u5177\u6709matplotlib\u3001seaborn\u7b49\u3002<\/p>\n<\/p>\n<p><h3>\uff081\uff09\u5f71\u7247\u66f4\u65b0\u8d8b\u52bf<\/h3>\n<\/p>\n<p><pre><code class=\"language-python\"># \u8ba1\u7b97\u5f71\u7247\u66f4\u65b0\u8d8b\u52bf<\/p>\n<p>update_trend = data.groupby(data[&#39;release_date&#39;].dt.to_period(&#39;M&#39;)).size()<\/p>\n<h2><strong>\u7ed8\u5236\u6298\u7ebf\u56fe<\/strong><\/h2>\n<p>update_trend.plot(kind=&#39;line&#39;)<\/p>\n<p>plt.title(&#39;\u5f71\u7247\u66f4\u65b0\u8d8b\u52bf&#39;)<\/p>\n<p>plt.xlabel(&#39;\u6708\u4efd&#39;)<\/p>\n<p>plt.ylabel(&#39;\u6570\u91cf&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\uff082\uff09\u5f71\u7247\u8bc4\u5206\u5206\u5e03<\/h3>\n<\/p>\n<p><pre><code class=\"language-python\">import seaborn as sns<\/p>\n<h2><strong>\u7ed8\u5236\u8bc4\u5206\u5206\u5e03\u56fe<\/strong><\/h2>\n<p>sns.histplot(data[&#39;rating&#39;], kde=True)<\/p>\n<p>plt.title(&#39;\u5f71\u7247\u8bc4\u5206\u5206\u5e03&#39;)<\/p>\n<p>plt.xlabel(&#39;\u8bc4\u5206&#39;)<\/p>\n<p>plt.ylabel(&#39;\u6570\u91cf&#39;)<\/p>\n<p>plt.show()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u4e94\u3001\u5e38\u89c1\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6cd5<\/strong><\/h2>\n<p><h2>1\u3001API\u8bf7\u6c42\u5931\u8d25<\/h2>\n<\/p>\n<p><p>API\u8bf7\u6c42\u5931\u8d25\u901a\u5e38\u662f\u7531\u4e8e\u7f51\u7edc\u95ee\u9898\u3001API\u5730\u5740\u9519\u8bef\u3001\u53c2\u6570\u9519\u8bef\u7b49\u539f\u56e0\u5f15\u8d77\u7684\u3002\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5\u7f51\u7edc\u8fde\u63a5\u3001\u786e\u8ba4API\u5730\u5740\u548c\u53c2\u6570\u662f\u5426\u6b63\u786e\u6765\u89e3\u51b3\u3002<\/p>\n<\/p>\n<p><h2>2\u3001\u7f51\u9875\u6293\u53d6\u5931\u8d25<\/h2>\n<\/p>\n<p><p>\u7f51\u9875\u6293\u53d6\u5931\u8d25\u53ef\u80fd\u662f\u7531\u4e8e\u76ee\u6807\u7f51\u9875\u7ed3\u6784\u53d1\u751f\u53d8\u5316\u3001IP\u88ab\u5c01\u7981\u7b49\u539f\u56e0\u5f15\u8d77\u7684\u3002\u53ef\u4ee5\u901a\u8fc7\u66f4\u65b0\u89e3\u6790\u89c4\u5219\u3001\u4f7f\u7528\u4ee3\u7406IP\u7b49\u65b9\u6cd5\u6765\u89e3\u51b3\u3002<\/p>\n<\/p>\n<p><h2>3\u3001\u6570\u636e\u5b58\u50a8\u5931\u8d25<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u5b58\u50a8\u5931\u8d25\u901a\u5e38\u662f\u7531\u4e8e\u6570\u636e\u5e93\u8fde\u63a5\u95ee\u9898\u3001\u6570\u636e\u683c\u5f0f\u4e0d\u4e00\u81f4\u7b49\u539f\u56e0\u5f15\u8d77\u7684\u3002\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5\u6570\u636e\u5e93\u8fde\u63a5\u3001\u786e\u8ba4\u6570\u636e\u683c\u5f0f\u662f\u5426\u4e00\u81f4\u6765\u89e3\u51b3\u3002<\/p>\n<\/p>\n<p><h2>4\u3001\u6570\u636e\u5206\u6790\u7ed3\u679c\u4e0d\u51c6\u786e<\/h2>\n<\/p>\n<p><p>\u6570\u636e\u5206\u6790\u7ed3\u679c\u4e0d\u51c6\u786e\u53ef\u80fd\u662f\u7531\u4e8e\u6570\u636e\u6e05\u6d17\u4e0d\u5f7b\u5e95\u3001\u5206\u6790\u65b9\u6cd5\u4e0d\u5f53\u7b49\u539f\u56e0\u5f15\u8d77\u7684\u3002\u53ef\u4ee5\u901a\u8fc7\u91cd\u65b0\u6e05\u6d17\u6570\u636e\u3001\u9009\u62e9\u5408\u9002\u7684\u5206\u6790\u65b9\u6cd5\u6765\u89e3\u51b3\u3002<\/p>\n<\/p>\n<h2><strong>\u516d\u3001\u603b\u7ed3<\/strong><\/h2>\n<p><p>\u4f7f\u7528Python\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\u7684\u65b9\u6cd5\u4e3b\u8981\u5305\u62ec<strong>\u4f7f\u7528API\u63a5\u53e3\u3001Web\u6293\u53d6\u3001\u4f7f\u7528\u73b0\u6709\u5e93<\/strong>\u3002\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u65b9\u4fbf\u5730\u83b7\u53d6\u5230\u82f9\u679cCMS\u7684\u5404\u7c7b\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\uff0c\u5e76\u7075\u6d3b\u8fd0\u7528\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u6280\u672f\uff0c\u63d0\u9ad8\u6570\u636e\u5229\u7528\u6548\u7387\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u8fde\u63a5\u5230\u82f9\u679cCMS\u6570\u636e\u5e93\uff1f<\/strong><br \/>\u8981\u8fde\u63a5\u5230\u82f9\u679cCMS\u6570\u636e\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u7684\u6570\u636e\u5e93\u8fde\u63a5\u5e93\uff0c\u5982MySQL Connector\u6216SQLAlchemy\u3002\u9996\u5148\uff0c\u786e\u4fdd\u5df2\u5b89\u88c5\u6240\u9700\u7684\u5e93\u3002\u7136\u540e\uff0c\u60a8\u9700\u8981\u63d0\u4f9b\u6570\u636e\u5e93\u7684\u4e3b\u673a\u540d\u3001\u7528\u6237\u540d\u3001\u5bc6\u7801\u548c\u6570\u636e\u5e93\u540d\u79f0\u3002\u4f7f\u7528\u8fd9\u4e9b\u4fe1\u606f\uff0c\u60a8\u5c31\u53ef\u4ee5\u5efa\u7acb\u8fde\u63a5\u5e76\u6267\u884cSQL\u67e5\u8be2\u4ee5\u83b7\u53d6\u6570\u636e\u3002<\/p>\n<p><strong>\u82f9\u679cCMS\u7684\u6570\u636e\u7ed3\u6784\u662f\u600e\u6837\u7684\uff1f<\/strong><br \/>\u82f9\u679cCMS\u7684\u6570\u636e\u7ed3\u6784\u901a\u5e38\u5305\u62ec\u591a\u4e2a\u8868\u683c\uff0c\u4f8b\u5982\u7528\u6237\u8868\u3001\u5185\u5bb9\u8868\u3001\u5206\u7c7b\u8868\u7b49\u3002\u6bcf\u4e2a\u8868\u683c\u5305\u542b\u4e0e\u7279\u5b9a\u6570\u636e\u76f8\u5173\u7684\u5b57\u6bb5\uff0c\u5982ID\u3001\u6807\u9898\u3001\u63cf\u8ff0\u3001\u89c6\u9891\u94fe\u63a5\u7b49\u3002\u7406\u89e3\u8fd9\u4e9b\u8868\u683c\u7684\u5173\u7cfb\u80fd\u591f\u5e2e\u52a9\u60a8\u66f4\u6709\u6548\u5730\u63d0\u53d6\u6240\u9700\u7684\u6570\u636e\u3002<\/p>\n<p><strong>\u5982\u4f55\u5728Python\u4e2d\u5904\u7406\u4ece\u82f9\u679cCMS\u83b7\u53d6\u7684\u6570\u636e\uff1f<\/strong><br \/>\u5728\u83b7\u53d6\u6570\u636e\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Python\u7684pandas\u5e93\u8fdb\u884c\u6570\u636e\u5904\u7406\u3002\u901a\u8fc7\u5c06\u6570\u636e\u52a0\u8f7d\u5230DataFrame\u4e2d\uff0c\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u3001\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002\u6b64\u5916\uff0c\u60a8\u8fd8\u53ef\u4ee5\u5c06\u5904\u7406\u540e\u7684\u6570\u636e\u5bfc\u51fa\u4e3aCSV\u6216Excel\u6587\u4ef6\uff0c\u4ee5\u4fbf\u4e8e\u540e\u7eed\u4f7f\u7528\u3002<\/p>\n<p><strong>\u5982\u4f55\u786e\u4fdd\u4ece\u82f9\u679cCMS\u83b7\u53d6\u7684\u6570\u636e\u662f\u6700\u65b0\u7684\uff1f<\/strong><br \/>\u4e3a\u786e\u4fdd\u6570\u636e\u7684\u5b9e\u65f6\u6027\uff0c\u60a8\u53ef\u4ee5\u5b9a\u671f\u8bbe\u7f6e\u4e00\u4e2a\u4efb\u52a1\uff0c\u4f7f\u7528Python\u7684\u8c03\u5ea6\u5e93\u5982Schedule\u6216APScheduler\u6765\u81ea\u52a8\u5316\u6570\u636e\u83b7\u53d6\u3002\u8fd9\u79cd\u65b9\u5f0f\u53ef\u4ee5\u8ba9\u60a8\u5b9a\u671f\u68c0\u67e5\u6570\u636e\u5e93\u66f4\u65b0\u5e76\u83b7\u53d6\u6700\u65b0\u7684\u6570\u636e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u8981\u4f7f\u7528Python\u83b7\u53d6\u82f9\u679cCMS\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528API\u63a5\u53e3\u3001Web\u6293\u53d6\u3001\u4f7f\u7528\u73b0\u6709\u5e93\u3002 \u5176\u4e2d\uff0c\u4f7f\u7528API\u63a5\u53e3\u662f\u6700\u4e3a [&hellip;]","protected":false},"author":3,"featured_media":1164754,"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\/1164748"}],"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=1164748"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164748\/revisions"}],"predecessor-version":[{"id":1164759,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164748\/revisions\/1164759"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1164754"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1164748"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1164748"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1164748"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}