{"id":1120937,"date":"2025-01-08T19:03:42","date_gmt":"2025-01-08T11:03:42","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1120937.html"},"modified":"2025-01-08T19:03:45","modified_gmt":"2025-01-08T11:03:45","slug":"%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8python%e7%88%ac%e5%8e%bb%e6%89%8b%e6%9c%ba%e6%95%b0%e6%8d%ae%e5%ba%93","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1120937.html","title":{"rendered":"\u5982\u4f55\u4f7f\u7528python\u722c\u53bb\u624b\u673a\u6570\u636e\u5e93"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25083406\/ad4b3f6e-9d50-4235-b81e-af254490a3fc.webp\" alt=\"\u5982\u4f55\u4f7f\u7528python\u722c\u53bb\u624b\u673a\u6570\u636e\u5e93\" \/><\/p>\n<p><p> <strong>\u5982\u4f55\u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93<\/strong><\/p>\n<\/p>\n<p><p><strong>\u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u3001\u7406\u89e3\u76ee\u6807\u7f51\u7ad9\u7ed3\u6784\u3001\u5904\u7406\u53cd\u722c\u866b\u673a\u5236\u3001\u6570\u636e\u89e3\u6790\u4e0e\u5b58\u50a8\u3002<\/strong> \u5176\u4e2d\uff0c<strong>\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93<\/strong>\u662f\u6700\u57fa\u7840\u4e5f\u662f\u6700\u91cd\u8981\u7684\u4e00\u6b65\uff0c\u76f4\u63a5\u5f71\u54cd\u540e\u7eed\u7684\u722c\u53d6\u6548\u7387\u548c\u7ed3\u679c\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u63a2\u8ba8\u5982\u4f55\u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93\u7684\u5404\u4e2a\u6b65\u9aa4\u548c\u6ce8\u610f\u4e8b\u9879\u3002<\/p>\n<\/p>\n<h2><strong>\u4e00\u3001\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93<\/strong><\/h2>\n<p><p>\u5728\u9009\u62e9\u5de5\u5177\u548c\u5e93\u65f6\uff0c\u9996\u5148\u8981\u8003\u8651\u7684\u662f\u722c\u53d6\u4efb\u52a1\u7684\u590d\u6742\u5ea6\u548c\u6570\u636e\u91cf\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u7f51\u9875\u6570\u636e\u722c\u53d6\u4efb\u52a1\uff0c\u5e38\u7528\u7684Python\u5e93\u5305\u62ec\uff1a<strong>Requests\u3001BeautifulSoup\u3001Scrapy\u3001Selenium<\/strong>\u3002<\/p>\n<\/p>\n<p><h3>Requests\u5e93<\/h3>\n<\/p>\n<p><p>Requests\u5e93\u662f\u6700\u5e38\u7528\u7684HTTP\u5e93\u4e4b\u4e00\uff0c\u652f\u6301\u53d1\u9001HTTP\u8bf7\u6c42\uff0c\u8f7b\u677e\u83b7\u53d6\u7f51\u9875\u5185\u5bb9\u3002\u5b83\u7684\u4f7f\u7528\u975e\u5e38\u7b80\u5355\uff0c\u975e\u5e38\u9002\u5408\u521d\u5b66\u8005\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<p>response = requests.get(&#39;https:\/\/example.com&#39;)<\/p>\n<p>print(response.text)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>BeautifulSoup\u5e93<\/h3>\n<\/p>\n<p><p>BeautifulSoup\u662f\u4e00\u4e2a\u7528\u4e8e\u89e3\u6790HTML\u548cXML\u6587\u6863\u7684\u5e93\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u4ece\u7f51\u9875\u4e2d\u63d0\u53d6\u6570\u636e\u3002\u5b83\u901a\u5e38\u4e0eRequests\u5e93\u7ed3\u5408\u4f7f\u7528\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from bs4 import BeautifulSoup<\/p>\n<p>import requests<\/p>\n<p>response = requests.get(&#39;https:\/\/example.com&#39;)<\/p>\n<p>soup = BeautifulSoup(response.text, &#39;html.parser&#39;)<\/p>\n<p>print(soup.title)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>Scrapy\u5e93<\/h3>\n<\/p>\n<p><p>Scrapy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u722c\u866b\u6846\u67b6\uff0c\u9002\u7528\u4e8e\u590d\u6742\u7684\u6570\u636e\u722c\u53d6\u4efb\u52a1\u3002\u5b83\u5177\u6709\u9ad8\u6548\u7684\u6570\u636e\u6293\u53d6\u548c\u5904\u7406\u80fd\u529b\uff0c\u9002\u5408\u5927\u89c4\u6a21\u722c\u53d6\u3002<\/p>\n<\/p>\n<p><h3>Selenium\u5e93<\/h3>\n<\/p>\n<p><p>Selenium\u662f\u4e00\u4e2a\u7528\u4e8e\u81ea\u52a8\u5316\u6d4b\u8bd5\u7684\u5de5\u5177\uff0c\u4f46\u4e5f\u5e38\u7528\u4e8e\u722c\u53d6\u52a8\u6001\u7f51\u9875\u3002\u5b83\u53ef\u4ee5\u6a21\u62df\u7528\u6237\u64cd\u4f5c\uff0c\u9002\u7528\u4e8e\u9700\u8981JS\u6e32\u67d3\u7684\u7f51\u9875\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from selenium import webdriver<\/p>\n<p>driver = webdriver.Chrome()<\/p>\n<p>driver.get(&#39;https:\/\/example.com&#39;)<\/p>\n<p>print(driver.page_source)<\/p>\n<p>driver.quit()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u4e8c\u3001\u7406\u89e3\u76ee\u6807\u7f51\u7ad9\u7ed3\u6784<\/strong><\/h2>\n<p><p>\u5728\u722c\u53d6\u6570\u636e\u4e4b\u524d\uff0c\u5fc5\u987b\u5148\u7406\u89e3\u76ee\u6807\u7f51\u7ad9\u7684\u7ed3\u6784\u3002\u8fd9\u5305\u62ec\uff1a<strong>URL\u6a21\u5f0f\u3001HTML\u7ed3\u6784\u3001\u6570\u636e\u6240\u5728\u7684\u6807\u7b7e<\/strong>\u3002\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u7684\u201c\u67e5\u770b\u9875\u9762\u6e90\u4ee3\u7801\u201d\u6216\u201c\u68c0\u67e5\u5143\u7d20\u201d\u529f\u80fd\u67e5\u770b\u3002<\/p>\n<\/p>\n<p><h2>URL\u6a21\u5f0f<\/h2>\n<\/p>\n<p><p>\u4e86\u89e3\u76ee\u6807\u7f51\u7ad9\u7684URL\u6a21\u5f0f\u6709\u52a9\u4e8e\u6784\u5efa\u722c\u53d6\u903b\u8f91\u3002\u4f8b\u5982\uff0c\u67d0\u624b\u673a\u6570\u636e\u5e93\u7f51\u7ad9\u7684URL\u6a21\u5f0f\u53ef\u80fd\u662f\uff1a<\/p>\n<\/p>\n<p><pre><code>https:\/\/example.com\/phones?page=1<\/p>\n<p>https:\/\/example.com\/phones?page=2<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h2>HTML\u7ed3\u6784<\/h2>\n<\/p>\n<p><p>\u901a\u8fc7\u67e5\u770bHTML\u6e90\u4ee3\u7801\uff0c\u53ef\u4ee5\u4e86\u89e3\u6570\u636e\u6240\u5728\u7684\u6807\u7b7e\u548c\u5c42\u6b21\u7ed3\u6784\u3002\u4f8b\u5982\uff0c\u624b\u673a\u4fe1\u606f\u53ef\u80fd\u4f4d\u4e8e<code>&lt;div class=&quot;phone-info&quot;&gt;<\/code>\u6807\u7b7e\u4e2d\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-html\">&lt;div class=&quot;phone-info&quot;&gt;<\/p>\n<p>    &lt;h2 class=&quot;phone-name&quot;&gt;Phone Model&lt;\/h2&gt;<\/p>\n<p>    &lt;span class=&quot;phone-price&quot;&gt;$499&lt;\/span&gt;<\/p>\n<p>&lt;\/div&gt;<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u4e09\u3001\u5904\u7406\u53cd\u722c\u866b\u673a\u5236<\/strong><\/h2>\n<p><p>\u8bb8\u591a\u7f51\u7ad9\u90fd\u6709\u53cd\u722c\u866b\u673a\u5236\uff0c\u5e38\u89c1\u7684\u6709\uff1a<strong>IP\u5c01\u7981\u3001\u9a8c\u8bc1\u7801\u3001\u52a8\u6001\u52a0\u8f7d\u5185\u5bb9<\/strong>\u3002\u9700\u8981\u91c7\u53d6\u76f8\u5e94\u63aa\u65bd\u6765\u7ed5\u8fc7\u8fd9\u4e9b\u673a\u5236\u3002<\/p>\n<\/p>\n<p><h3>IP\u5c01\u7981<\/h3>\n<\/p>\n<p><p>\u901a\u8fc7\u4f7f\u7528\u4ee3\u7406IP\u6c60\uff0c\u53ef\u4ee5\u6709\u6548\u7ed5\u8fc7IP\u5c01\u7981\u3002\u53ef\u4ee5\u4f7f\u7528\u8bf8\u5982<code>requests<\/code>\u5e93\u7684\u4ee3\u7406\u529f\u80fd\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">proxies = {<\/p>\n<p>    &#39;http&#39;: &#39;http:\/\/10.10.1.10:3128&#39;,<\/p>\n<p>    &#39;https&#39;: &#39;http:\/\/10.10.1.10:1080&#39;,<\/p>\n<p>}<\/p>\n<p>response = requests.get(&#39;https:\/\/example.com&#39;, proxies=proxies)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u9a8c\u8bc1\u7801<\/h3>\n<\/p>\n<p><p>\u5bf9\u4e8e\u9700\u8981\u9a8c\u8bc1\u7801\u7684\u7f51\u7ad9\uff0c\u53ef\u4ee5\u4f7f\u7528OCR\u6280\u672f\u8bc6\u522b\u9a8c\u8bc1\u7801\uff0c\u6216\u8005\u901a\u8fc7Selenium\u6a21\u62df\u4eba\u5de5\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<p><h3>\u52a8\u6001\u52a0\u8f7d\u5185\u5bb9<\/h3>\n<\/p>\n<p><p>\u4f7f\u7528Selenium\u6216Scrapy-Splash\u5e93\uff0c\u53ef\u4ee5\u5904\u7406JS\u6e32\u67d3\u7684\u52a8\u6001\u5185\u5bb9\u3002<\/p>\n<\/p>\n<h2><strong>\u56db\u3001\u6570\u636e\u89e3\u6790\u4e0e\u5b58\u50a8<\/strong><\/h2>\n<p><p>\u5728\u6210\u529f\u83b7\u53d6\u7f51\u9875\u5185\u5bb9\u540e\uff0c\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u89e3\u6790\u548c\u5b58\u50a8\u3002\u89e3\u6790\u8fc7\u7a0b\u901a\u5e38\u4f7f\u7528BeautifulSoup\u6216lxml\u5e93\u3002\u5b58\u50a8\u65b9\u5f0f\u6709\u591a\u79cd\uff0c\u5e38\u89c1\u7684\u6709\uff1a<strong>CSV\u6587\u4ef6\u3001\u6570\u636e\u5e93\uff08\u5982MySQL\u3001MongoDB\uff09<\/strong>\u3002<\/p>\n<\/p>\n<p><h3>\u6570\u636e\u89e3\u6790<\/h3>\n<\/p>\n<p><p>\u4f7f\u7528BeautifulSoup\u89e3\u6790HTML\u5185\u5bb9\uff0c\u63d0\u53d6\u6240\u9700\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from bs4 import BeautifulSoup<\/p>\n<p>import requests<\/p>\n<p>response = requests.get(&#39;https:\/\/example.com&#39;)<\/p>\n<p>soup = BeautifulSoup(response.text, &#39;html.parser&#39;)<\/p>\n<p>phones = soup.find_all(&#39;div&#39;, class_=&#39;phone-info&#39;)<\/p>\n<p>for phone in phones:<\/p>\n<p>    name = phone.find(&#39;h2&#39;, class_=&#39;phone-name&#39;).text<\/p>\n<p>    price = phone.find(&#39;span&#39;, class_=&#39;phone-price&#39;).text<\/p>\n<p>    print(name, price)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u6570\u636e\u5b58\u50a8<\/h3>\n<\/p>\n<p><p>\u53ef\u4ee5\u5c06\u6570\u636e\u5b58\u50a8\u5230CSV\u6587\u4ef6\u4e2d\uff0c\u4e5f\u53ef\u4ee5\u5b58\u50a8\u5230\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<\/p>\n<p><h4>\u5b58\u50a8\u5230CSV\u6587\u4ef6<\/h4>\n<\/p>\n<p><p>\u4f7f\u7528<code>csv<\/code>\u6a21\u5757\u53ef\u4ee5\u5c06\u6570\u636e\u5b58\u50a8\u5230CSV\u6587\u4ef6\u4e2d\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<p>data = [<\/p>\n<p>    [&#39;Phone Model&#39;, &#39;Price&#39;],<\/p>\n<p>    [&#39;Phone1&#39;, &#39;$499&#39;],<\/p>\n<p>    [&#39;Phone2&#39;, &#39;$599&#39;]<\/p>\n<p>]<\/p>\n<p>with open(&#39;phones.csv&#39;, &#39;w&#39;, newline=&#39;&#39;) as file:<\/p>\n<p>    writer = csv.writer(file)<\/p>\n<p>    writer.writerows(data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>\u5b58\u50a8\u5230\u6570\u636e\u5e93<\/h4>\n<\/p>\n<p><p>\u4f7f\u7528<code>pymysql<\/code>\u6216<code>sqlalchemy<\/code>\u5e93\u53ef\u4ee5\u5c06\u6570\u636e\u5b58\u50a8\u5230MySQL\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pymysql<\/p>\n<p>connection = pymysql.connect(host=&#39;localhost&#39;,<\/p>\n<p>                             user=&#39;user&#39;,<\/p>\n<p>                             password=&#39;passwd&#39;,<\/p>\n<p>                             db=&#39;phones_db&#39;)<\/p>\n<p>try:<\/p>\n<p>    with connection.cursor() as cursor:<\/p>\n<p>        sql = &quot;INSERT INTO phones (model, price) VALUES (%s, %s)&quot;<\/p>\n<p>        cursor.execute(sql, (&#39;Phone1&#39;, &#39;$499&#39;))<\/p>\n<p>        connection.commit()<\/p>\n<p>finally:<\/p>\n<p>    connection.close()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u4e94\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n<p><p>\u5728\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u5e38\u89c1\u95ee\u9898\uff0c\u5305\u62ec\uff1a<strong>\u5185\u5bb9\u5206\u9875\u3001\u6570\u636e\u53bb\u91cd\u3001\u722c\u53d6\u6548\u7387<\/strong>\u3002<\/p>\n<\/p>\n<p><h3>\u5185\u5bb9\u5206\u9875<\/h3>\n<\/p>\n<p><p>\u5bf9\u4e8e\u5206\u9875\u5185\u5bb9\uff0c\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u5faa\u73af\uff0c\u6839\u636eURL\u6a21\u5f0f\u9010\u9875\u722c\u53d6\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">for page in range(1, 6):<\/p>\n<p>    url = f&#39;https:\/\/example.com\/phones?page={page}&#39;<\/p>\n<p>    response = requests.get(url)<\/p>\n<p>    soup = BeautifulSoup(response.text, &#39;html.parser&#39;)<\/p>\n<p>    # \u89e3\u6790\u6570\u636e<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u6570\u636e\u53bb\u91cd<\/h3>\n<\/p>\n<p><p>\u5728\u5b58\u50a8\u6570\u636e\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u96c6\u5408\u6216\u6570\u636e\u5e93\u7684\u552f\u4e00\u6027\u7ea6\u675f\u6765\u53bb\u91cd\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">seen = set()<\/p>\n<p>for phone in phones:<\/p>\n<p>    name = phone.find(&#39;h2&#39;, class_=&#39;phone-name&#39;).text<\/p>\n<p>    if name not in seen:<\/p>\n<p>        seen.add(name)<\/p>\n<p>        # \u5b58\u50a8\u6570\u636e<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u722c\u53d6\u6548\u7387<\/h3>\n<\/p>\n<p><p>\u901a\u8fc7\u591a\u7ebf\u7a0b\u6216\u5206\u5e03\u5f0f\u722c\u866b\uff0c\u53ef\u4ee5\u63d0\u9ad8\u722c\u53d6\u6548\u7387\u3002Scrapy\u6846\u67b6\u5185\u7f6e\u4e86\u5f02\u6b65\u5904\u7406\u548c\u5206\u5e03\u5f0f\u722c\u866b\u7684\u652f\u6301\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import threading<\/p>\n<p>def fetch_data(url):<\/p>\n<p>    response = requests.get(url)<\/p>\n<p>    soup = BeautifulSoup(response.text, &#39;html.parser&#39;)<\/p>\n<p>    # \u89e3\u6790\u6570\u636e<\/p>\n<p>threads = []<\/p>\n<p>for page in range(1, 6):<\/p>\n<p>    url = f&#39;https:\/\/example.com\/phones?page={page}&#39;<\/p>\n<p>    thread = threading.Thread(target=fetch_data, args=(url,))<\/p>\n<p>    threads.append(thread)<\/p>\n<p>    thread.start()<\/p>\n<p>for thread in threads:<\/p>\n<p>    thread.join()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<h2><strong>\u516d\u3001\u603b\u7ed3<\/strong><\/h2>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u51e0\u4e2a\u6b65\u9aa4\uff0c\u53ef\u4ee5\u6210\u529f\u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93\u3002\u5173\u952e\u5728\u4e8e\uff1a<strong>\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u3001\u7406\u89e3\u76ee\u6807\u7f51\u7ad9\u7ed3\u6784\u3001\u5904\u7406\u53cd\u722c\u866b\u673a\u5236\u3001\u6570\u636e\u89e3\u6790\u4e0e\u5b58\u50a8<\/strong>\u3002\u5728\u5b9e\u9645\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u5404\u79cd\u95ee\u9898\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u60c5\u51b5\u8fdb\u884c\u8c03\u6574\u548c\u4f18\u5316\u3002\u5e0c\u671b\u672c\u6587\u80fd\u4e3a\u5927\u5bb6\u63d0\u4f9b\u4e00\u4e2a\u6e05\u6670\u7684\u601d\u8def\u548c\u5b9e\u7528\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u8fde\u63a5\u624b\u673a\u6570\u636e\u5e93\uff1f<\/strong><br \/>\u8981\u8fde\u63a5\u624b\u673a\u6570\u636e\u5e93\uff0c\u901a\u5e38\u9700\u8981\u4f7f\u7528ADB\uff08Android Debug Bridge\uff09\u5de5\u5177\u3002\u9996\u5148\u786e\u4fdd\u4f60\u5df2\u7ecf\u5728\u7535\u8111\u4e0a\u5b89\u88c5\u4e86ADB\uff0c\u5e76\u4e14\u624b\u673a\u5904\u4e8e\u5f00\u53d1\u8005\u6a21\u5f0f\u3002\u901a\u8fc7ADB\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u6765\u8bbf\u95ee\u624b\u673a\u7684\u6570\u636e\u5e93\u6587\u4ef6\u3002\u4f7f\u7528Python\u7684<code>subprocess<\/code>\u6a21\u5757\u53ef\u4ee5\u65b9\u4fbf\u5730\u4e0eADB\u4ea4\u4e92\uff0c\u4ece\u800c\u5b9e\u73b0\u6570\u636e\u5e93\u7684\u8bbf\u95ee\u3002<\/p>\n<p><strong>\u5728\u624b\u673a\u4e0a\u722c\u53d6\u6570\u636e\u5e93\u6570\u636e\u9700\u8981\u6ce8\u610f\u54ea\u4e9b\u6743\u9650\uff1f<\/strong><br \/>\u5728\u8fdb\u884c\u6570\u636e\u5e93\u722c\u53d6\u65f6\uff0c\u786e\u4fdd\u4f60\u7684\u5e94\u7528\u6709\u8db3\u591f\u7684\u6743\u9650\u8bbf\u95ee\u6570\u636e\u5e93\u3002\u5bf9\u4e8eAndroid\u8bbe\u5907\uff0c\u901a\u5e38\u9700\u8981\u5728Manifest\u6587\u4ef6\u4e2d\u58f0\u660e<code>READ_EXTERNAL_STORAGE<\/code>\u548c<code>WRITE_EXTERNAL_STORAGE<\/code>\u6743\u9650\u3002\u5982\u679c\u662fiOS\u8bbe\u5907\uff0c\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u7279\u5b9a\u7684API\u6765\u8bbf\u95ee\u6570\u636e\uff0c\u786e\u4fdd\u9075\u5faaApple\u7684\u9690\u79c1\u653f\u7b56\u3002<\/p>\n<p><strong>\u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93\u7684\u5e38\u89c1\u5e93\u6709\u54ea\u4e9b\uff1f<\/strong><br \/>Python\u4e2d\u6709\u591a\u4e2a\u5e93\u53ef\u7528\u4e8e\u6570\u636e\u5e93\u64cd\u4f5c\uff0c\u5e38\u7528\u7684\u5305\u62ec<code>sqlite3<\/code>\uff0c\u7528\u4e8e\u5904\u7406SQLite\u6570\u636e\u5e93\uff1b<code>pandas<\/code>\uff0c\u53ef\u7528\u4e8e\u6570\u636e\u5206\u6790\u548c\u5904\u7406\uff1b\u4ee5\u53ca<code>SQLAlchemy<\/code>\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f3a\u5927\u7684ORM\u5e93\uff0c\u80fd\u591f\u7b80\u5316\u6570\u636e\u5e93\u7684\u64cd\u4f5c\u3002\u6839\u636e\u4f60\u9700\u8981\u5904\u7406\u7684\u6570\u636e\u5e93\u7c7b\u578b\uff0c\u9009\u62e9\u5408\u9002\u7684\u5e93\u6765\u8fdb\u884c\u6570\u636e\u722c\u53d6\u548c\u5206\u6790\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5982\u4f55\u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93 \u4f7f\u7528Python\u722c\u53d6\u624b\u673a\u6570\u636e\u5e93\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u5e93\u3001\u7406\u89e3\u76ee\u6807\u7f51\u7ad9 [&hellip;]","protected":false},"author":3,"featured_media":1120943,"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\/1120937"}],"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=1120937"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1120937\/revisions"}],"predecessor-version":[{"id":1120944,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1120937\/revisions\/1120944"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1120943"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1120937"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1120937"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1120937"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}