{"id":1129753,"date":"2025-01-08T20:32:22","date_gmt":"2025-01-08T12:32:22","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1129753.html"},"modified":"2025-01-08T20:32:26","modified_gmt":"2025-01-08T12:32:26","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e7%88%ac%e4%b8%8a%e4%b8%87%e6%9d%a1%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1129753.html","title":{"rendered":"\u5982\u4f55\u7528python\u722c\u4e0a\u4e07\u6761\u6570\u636e"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25100051\/5b6be55d-1a03-4c33-b1ef-7e46d3b43b8e.webp\" alt=\"\u5982\u4f55\u7528python\u722c\u4e0a\u4e07\u6761\u6570\u636e\" \/><\/p>\n<p><p> <strong>\u5982\u4f55\u7528Python\u722c\u4e0a\u4e07\u6761\u6570\u636e<\/strong><\/p>\n<\/p>\n<p><p><strong>\u4f7f\u7528Python\u722c\u4e0a\u4e07\u6761\u6570\u636e\u7684\u5173\u952e\u5728\u4e8e\u638c\u63e1\u6b63\u786e\u7684\u722c\u866b\u5de5\u5177\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u3001\u5904\u7406\u53cd\u722c\u673a\u5236\u3001\u548c\u7ba1\u7406\u6570\u636e\u5b58\u50a8\u3002<\/strong> \u5176\u4e2d\uff0c\u9009\u62e9\u5408\u9002\u7684\u722c\u866b\u5de5\u5177\u3001\u5982Scrapy\u6216BeautifulSoup\uff0c\u80fd\u591f\u663e\u8457\u63d0\u5347\u722c\u866b\u6548\u7387\u3002\u4e0b\u9762\u8be6\u7ec6\u89e3\u91ca\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u722c\u53d6\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u9009\u62e9\u5408\u9002\u7684\u722c\u866b\u5de5\u5177<\/h3>\n<\/p>\n<p><h4>1. Scrapy<\/h4>\n<\/p>\n<p><p>Scrapy \u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u4e14\u7075\u6d3b\u7684\u722c\u866b\u6846\u67b6\uff0c\u975e\u5e38\u9002\u5408\u5927\u89c4\u6a21\u6570\u636e\u722c\u53d6\u3002\u5b83\u652f\u6301\u591a\u7ebf\u7a0b\u6293\u53d6\uff0c\u901f\u5ea6\u5feb\uff0c\u4e14\u6709\u4e30\u5bcc\u7684\u6269\u5c55\u529f\u80fd\uff0c\u53ef\u4ee5\u5904\u7406\u590d\u6742\u7684\u7f51\u9875\u7ed3\u6784\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u5b89\u88c5\u4e0e\u914d\u7f6e<\/strong>\uff1a\u4f7f\u7528 <code>pip install scrapy<\/code> \u8fdb\u884c\u5b89\u88c5\uff0c\u521b\u5efa\u9879\u76ee\u540e\u901a\u8fc7\u7f16\u5199spider\u6765\u5b9a\u4e49\u722c\u53d6\u903b\u8f91\u3002<\/li>\n<li><strong>\u793a\u4f8b\u4ee3\u7801<\/strong>\uff1a\n<pre><code class=\"language-python\">import scrapy<\/p>\n<p>class MySpider(scrapy.Spider):<\/p>\n<p>    name = &#39;my_spider&#39;<\/p>\n<p>    start_urls = [&#39;http:\/\/example.com&#39;]<\/p>\n<p>    def parse(self, response):<\/p>\n<p>        for item in response.css(&#39;div.item&#39;):<\/p>\n<p>            yield {<\/p>\n<p>                &#39;title&#39;: item.css(&#39;span.title::text&#39;).get(),<\/p>\n<p>                &#39;link&#39;: item.css(&#39;a::attr(href)&#39;).get(),<\/p>\n<p>            }<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h4>2. BeautifulSoup<\/h4>\n<\/p>\n<p><p>BeautifulSoup \u662f\u4e00\u4e2a\u7528\u4e8e\u89e3\u6790HTML\u548cXML\u6587\u6863\u7684\u5e93\uff0c\u9002\u5408\u5c0f\u89c4\u6a21\u6570\u636e\u722c\u53d6\u6216\u9700\u8981\u7075\u6d3b\u5904\u7406\u7f51\u9875\u5185\u5bb9\u7684\u60c5\u51b5\u3002\u5b83\u4e0erequests\u5e93\u642d\u914d\u4f7f\u7528\uff0c\u80fd\u591f\u5feb\u901f\u6293\u53d6\u5e76\u89e3\u6790\u7f51\u9875\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u5b89\u88c5\u4e0e\u914d\u7f6e<\/strong>\uff1a\u4f7f\u7528 <code>pip install beautifulsoup4 requests<\/code> \u8fdb\u884c\u5b89\u88c5\u3002<\/li>\n<li><strong>\u793a\u4f8b\u4ee3\u7801<\/strong>\uff1a\n<pre><code class=\"language-python\">import requests<\/p>\n<p>from bs4 import BeautifulSoup<\/p>\n<p>response = requests.get(&#39;http:\/\/example.com&#39;)<\/p>\n<p>soup = BeautifulSoup(response.content, &#39;html.parser&#39;)<\/p>\n<p>for item in soup.select(&#39;div.item&#39;):<\/p>\n<p>    title = item.select_one(&#39;span.title&#39;).get_text()<\/p>\n<p>    link = item.select_one(&#39;a&#39;)[&#39;href&#39;]<\/p>\n<p>    print({&#39;title&#39;: title, &#39;link&#39;: link})<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h3>\u4e8c\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd<\/h3>\n<\/p>\n<p><h4>1. \u591a\u7ebf\u7a0b\u4e0e\u5f02\u6b65\u722c\u53d6<\/h4>\n<\/p>\n<p><p>\u4e3a\u4e86\u52a0\u5feb\u722c\u53d6\u901f\u5ea6\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u7ebf\u7a0b\u6216\u5f02\u6b65\u722c\u53d6\u5de5\u5177\u5982 <code>concurrent.futures<\/code> \u6a21\u5757\u6216 <code><a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>ohttp<\/code> \u5e93\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>\u591a\u7ebf\u7a0b\u793a\u4f8b<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from concurrent.futures import ThreadPoolExecutor<\/p>\n<p>import requests<\/p>\n<p>def fetch(url):<\/p>\n<p>    response = requests.get(url)<\/p>\n<p>    return response.content<\/p>\n<p>urls = [&#39;http:\/\/example.com\/page1&#39;, &#39;http:\/\/example.com\/page2&#39;]<\/p>\n<p>with ThreadPoolExecutor(max_workers=5) as executor:<\/p>\n<p>    results = executor.map(fetch, urls)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5f02\u6b65\u722c\u53d6\u793a\u4f8b<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import aiohttp<\/p>\n<p>import asyncio<\/p>\n<p>async def fetch(session, url):<\/p>\n<p>    async with session.get(url) as response:<\/p>\n<p>        return await response.text()<\/p>\n<p>async def main():<\/p>\n<p>    async with aiohttp.ClientSession() as session:<\/p>\n<p>        urls = [&#39;http:\/\/example.com\/page1&#39;, &#39;http:\/\/example.com\/page2&#39;]<\/p>\n<p>        tasks = [fetch(session, url) for url in urls]<\/p>\n<p>        results = await asyncio.gather(*tasks)<\/p>\n<p>asyncio.run(main())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h4>2. \u8bf7\u6c42\u5934\u4e0e\u4ee3\u7406\u6c60<\/h4>\n<\/p>\n<p><p>\u5927\u89c4\u6a21\u722c\u53d6\u65f6\uff0c\u7f51\u7ad9\u53ef\u80fd\u4f1a\u6709\u53cd\u722c\u673a\u5236\uff0c\u901a\u8fc7\u5b9a\u671f\u66f4\u6539\u8bf7\u6c42\u5934\u548c\u4f7f\u7528\u4ee3\u7406\u6c60\u53ef\u4ee5\u6709\u6548\u89c4\u907f\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>\u8bf7\u6c42\u5934\u8bbe\u7f6e<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">headers = {<\/p>\n<p>    &#39;User-Agent&#39;: &#39;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/58.0.3029.110 Safari\/537.3&#39;<\/p>\n<p>}<\/p>\n<p>response = requests.get(&#39;http:\/\/example.com&#39;, headers=headers)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u4ee3\u7406\u6c60\u4f7f\u7528<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">proxies = {<\/p>\n<p>    &#39;http&#39;: &#39;http:\/\/10.10.10.10:8000&#39;,<\/p>\n<p>    &#39;https&#39;: &#39;http:\/\/10.10.10.10:8000&#39;,<\/p>\n<p>}<\/p>\n<p>response = requests.get(&#39;http:\/\/example.com&#39;, proxies=proxies)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h3>\u4e09\u3001\u5904\u7406\u53cd\u722c\u673a\u5236<\/h3>\n<\/p>\n<p><h4>1. \u6a21\u62df\u4eba\u7c7b\u884c\u4e3a<\/h4>\n<\/p>\n<p><p>\u901a\u8fc7\u589e\u52a0\u5ef6\u65f6\u3001\u968f\u673a\u5316\u8bf7\u6c42\u987a\u5e8f\u7b49\u65b9\u5f0f\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\uff0c\u53ef\u4ee5\u6709\u6548\u89c4\u907f\u90e8\u5206\u53cd\u722c\u673a\u5236\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u589e\u52a0\u5ef6\u65f6<\/strong>\uff1a\n<pre><code class=\"language-python\">import time<\/p>\n<p>import random<\/p>\n<p>time.sleep(random.uniform(1, 3))<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h4>2. \u4f7f\u7528\u9a8c\u8bc1\u7801\u8bc6\u522b<\/h4>\n<\/p>\n<p><p>\u5bf9\u4e8e\u9700\u8981\u9a8c\u8bc1\u7801\u7684\u7f51\u7ad9\uff0c\u53ef\u4ee5\u4f7f\u7528\u7b2c\u4e09\u65b9\u9a8c\u8bc1\u7801\u8bc6\u522b\u670d\u52a1\uff0c\u5982\u6253\u7801\u5e73\u53f0\uff0c\u6216\u8005\u4f7f\u7528OCR\u5de5\u5177\u5982Tesseract\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u793a\u4f8b\u4ee3\u7801<\/strong>\uff1a\n<pre><code class=\"language-python\">from PIL import Image<\/p>\n<p>import pytesseract<\/p>\n<p>image = Image.open(&#39;captcha.png&#39;)<\/p>\n<p>text = pytesseract.image_to_string(image)<\/p>\n<p>print(text)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h3>\u56db\u3001\u7ba1\u7406\u6570\u636e\u5b58\u50a8<\/h3>\n<\/p>\n<p><h4>1. \u4f7f\u7528\u6570\u636e\u5e93\u5b58\u50a8<\/h4>\n<\/p>\n<p><p>\u5927\u89c4\u6a21\u6570\u636e\u722c\u53d6\u540e\u9700\u8981\u9ad8\u6548\u7ba1\u7406\u548c\u5b58\u50a8\u6570\u636e\uff0c\u63a8\u8350\u4f7f\u7528\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08\u5982MySQL\uff09\u6216NoSQL\u6570\u636e\u5e93\uff08\u5982MongoDB\uff09\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>MySQL\u793a\u4f8b<\/strong>\uff1a<\/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;db&#39;,<\/p>\n<p>                             charset=&#39;utf8mb4&#39;)<\/p>\n<p>with connection.cursor() as cursor:<\/p>\n<p>    sql = &quot;INSERT INTO `table` (`title`, `link`) VALUES (%s, %s)&quot;<\/p>\n<p>    cursor.execute(sql, (&#39;title&#39;, &#39;http:\/\/example.com&#39;))<\/p>\n<p>connection.commit()<\/p>\n<p>connection.close()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>MongoDB\u793a\u4f8b<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from pymongo import MongoClient<\/p>\n<p>client = MongoClient(&#39;localhost&#39;, 27017)<\/p>\n<p>db = client[&#39;mydatabase&#39;]<\/p>\n<p>collection = db[&#39;mycollection&#39;]<\/p>\n<p>collection.insert_one({&#39;title&#39;: &#39;title&#39;, &#39;link&#39;: &#39;http:\/\/example.com&#39;})<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h4>2. \u6570\u636e\u6e05\u6d17\u4e0e\u53bb\u91cd<\/h4>\n<\/p>\n<p><p>\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\uff0c\u9700\u8981\u5bf9\u722c\u53d6\u7684\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u4e0e\u53bb\u91cd\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>\u6570\u636e\u6e05\u6d17\u793a\u4f8b<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<p>data = pd.read_csv(&#39;data.csv&#39;)<\/p>\n<p>data.dropna(inplace=True)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u53bb\u91cd\u793a\u4f8b<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">data.drop_duplicates(subset=[&#39;link&#39;], keep=&#39;first&#39;, inplace=True)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h3>\u4e94\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<\/p>\n<p><h4>1. \u7f51\u7ad9\u53cd\u722c\u7b56\u7565<\/h4>\n<\/p>\n<p><p>\u5927\u90e8\u5206\u7f51\u7ad9\u4f1a\u6709\u5404\u79cd\u53cd\u722c\u7b56\u7565\uff0c\u5982IP\u5c01\u7981\u3001\u9a8c\u8bc1\u7801\u3001\u52a8\u6001\u5185\u5bb9\u52a0\u8f7d\u7b49\u3002\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e0a\u8ff0\u7684\u8bf7\u6c42\u5934\u8bbe\u7f6e\u3001\u4ee3\u7406\u6c60\u3001\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\u7b49\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><h4>2. \u52a8\u6001\u5185\u5bb9\u52a0\u8f7d<\/h4>\n<\/p>\n<p><p>\u5bf9\u4e8e\u4f7f\u7528JavaScript\u52a0\u8f7d\u52a8\u6001\u5185\u5bb9\u7684\u7f51\u7ad9\uff0c\u53ef\u4ee5\u4f7f\u7528Selenium\u6216Splash\u7b49\u5de5\u5177\u6765\u6a21\u62df\u6d4f\u89c8\u5668\u884c\u4e3a\uff0c\u83b7\u53d6\u5b8c\u6574\u7f51\u9875\u5185\u5bb9\u3002<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Selenium\u793a\u4f8b<\/strong>\uff1a<\/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;http:\/\/example.com&#39;)<\/p>\n<p>content = driver.page_source<\/p>\n<p>driver.quit()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>Splash\u793a\u4f8b<\/strong>\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<p>splash_url = &#39;http:\/\/localhost:8050\/render.html&#39;<\/p>\n<p>response = requests.get(splash_url, params={&#39;url&#39;: &#39;http:\/\/example.com&#39;})<\/p>\n<p>print(response.text)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><h4>3. \u6570\u636e\u91cf\u8fc7\u5927<\/h4>\n<\/p>\n<p><p>\u5f53\u722c\u53d6\u7684\u6570\u636e\u91cf\u8fc7\u5927\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u5185\u5b58\u4e0d\u8db3\u7b49\u95ee\u9898\u3002\u53ef\u4ee5\u901a\u8fc7\u5206\u6279\u6b21\u722c\u53d6\u3001\u5b9a\u671f\u5c06\u6570\u636e\u5b58\u50a8\u5230\u6570\u636e\u5e93\u7b49\u65b9\u5f0f\u89e3\u51b3\u3002<\/p>\n<\/p>\n<ul>\n<li><strong>\u5206\u6279\u6b21\u722c\u53d6\u793a\u4f8b<\/strong>\uff1a\n<pre><code class=\"language-python\">urls = [&#39;http:\/\/example.com\/page{}&#39;.format(i) for i in range(1, 10001)]<\/p>\n<p>for i in range(0, len(urls), 100):<\/p>\n<p>    batch_urls = urls[i:i+100]<\/p>\n<p>    # \u722c\u53d6\u5f53\u524d\u6279\u6b21\u7684URL<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ul>\n<p><p>\u901a\u8fc7\u4e0a\u8ff0\u65b9\u6cd5\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u4f7f\u7528Python\u722c\u53d6\u4e0a\u4e07\u6761\u6570\u636e\u3002\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u3001\u5904\u7406\u53cd\u722c\u673a\u5236\u3001\u7ba1\u7406\u6570\u636e\u5b58\u50a8\uff0c\u90fd\u662f\u6210\u529f\u7684\u5173\u952e\u3002\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u591f\u5e2e\u52a9\u4f60\u66f4\u597d\u5730\u7406\u89e3\u548c\u5b9e\u65bd\u5927\u89c4\u6a21\u6570\u636e\u722c\u53d6\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684Python\u5e93\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u722c\u53d6\uff1f<\/strong><br \/>\u5728\u8fdb\u884c\u5927\u89c4\u6a21\u6570\u636e\u722c\u53d6\u65f6\uff0c\u9009\u62e9\u5408\u9002\u7684Python\u5e93\u662f\u5173\u952e\u3002\u5e38\u7528\u7684\u5e93\u5305\u62ecRequests\u548cBeautifulSoup\uff0c\u5b83\u4eec\u9002\u5408\u5904\u7406\u7b80\u5355\u7684\u7f51\u9875\u6570\u636e\u63d0\u53d6\u3002\u5982\u679c\u9700\u8981\u5904\u7406\u52a8\u6001\u52a0\u8f7d\u7684\u5185\u5bb9\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528Selenium\u6216Scrapy\u3002Scrapy\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6846\u67b6\uff0c\u4e13\u4e3a\u5927\u89c4\u6a21\u6293\u53d6\u8bbe\u8ba1\uff0c\u652f\u6301\u5f02\u6b65\u8bf7\u6c42\u548c\u6570\u636e\u5b58\u50a8\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u6293\u53d6\u4e0a\u4e07\u6761\u6570\u636e\u7684\u573a\u666f\u3002<\/p>\n<p><strong>\u5728\u722c\u53d6\u5927\u91cf\u6570\u636e\u65f6\uff0c\u5982\u4f55\u7ba1\u7406\u8bf7\u6c42\u9891\u7387\u4ee5\u907f\u514d\u88ab\u5c01\u7981\uff1f<\/strong><br \/>\u4e3a\u4e86\u907f\u514d\u88ab\u76ee\u6807\u7f51\u7ad9\u5c01\u7981\uff0c\u63a7\u5236\u8bf7\u6c42\u9891\u7387\u975e\u5e38\u91cd\u8981\u3002\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e\u8bf7\u6c42\u95f4\u9694\u3001\u4f7f\u7528\u4ee3\u7406\u3001\u4ee5\u53ca\u968f\u673a\u5316\u8bf7\u6c42\u65f6\u95f4\u6765\u964d\u4f4e\u88ab\u68c0\u6d4b\u7684\u98ce\u9669\u3002\u4f7f\u7528time.sleep()\u51fd\u6570\u53ef\u4ee5\u5728\u6bcf\u6b21\u8bf7\u6c42\u4e4b\u95f4\u6dfb\u52a0\u5ef6\u8fdf\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u65cb\u8f6c\u4ee3\u7406\u6c60\u53ef\u4ee5\u5e2e\u52a9\u5728\u591a\u4e2aIP\u5730\u5740\u4e4b\u95f4\u5206\u6563\u8bf7\u6c42\uff0c\u4ece\u800c\u51cf\u5c11\u88ab\u5c01\u7981\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p><strong>\u5982\u4f55\u5b58\u50a8\u548c\u5904\u7406\u722c\u53d6\u5230\u7684\u5927\u91cf\u6570\u636e\uff1f<\/strong><br \/>\u722c\u53d6\u5230\u7684\u5927\u91cf\u6570\u636e\u9700\u8981\u6709\u6548\u7684\u5b58\u50a8\u548c\u5904\u7406\u65b9\u5f0f\u3002\u53ef\u4ee5\u9009\u62e9\u5c06\u6570\u636e\u5b58\u50a8\u5728CSV\u6587\u4ef6\u3001SQLite\u6570\u636e\u5e93\u6216MongoDB\u7b49\u6570\u636e\u5e93\u4e2d\u3002\u5bf9\u4e8e\u7ed3\u6784\u5316\u6570\u636e\uff0cCSV\u6587\u4ef6\u662f\u4e00\u4e2a\u7b80\u5355\u6613\u7528\u7684\u9009\u62e9\uff1b\u800c\u5bf9\u4e8e\u9700\u8981\u9891\u7e41\u67e5\u8be2\u548c\u64cd\u4f5c\u7684\u6570\u636e\uff0c\u6570\u636e\u5e93\u5219\u66f4\u4e3a\u5408\u9002\u3002\u5728\u6570\u636e\u5904\u7406\u65b9\u9762\uff0c\u53ef\u4ee5\u4f7f\u7528Pandas\u5e93\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u5206\u6790\uff0c\u63d0\u5347\u6570\u636e\u7684\u53ef\u7528\u6027\u548c\u4ef7\u503c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5982\u4f55\u7528Python\u722c\u4e0a\u4e07\u6761\u6570\u636e \u4f7f\u7528Python\u722c\u4e0a\u4e07\u6761\u6570\u636e\u7684\u5173\u952e\u5728\u4e8e\u638c\u63e1\u6b63\u786e\u7684\u722c\u866b\u5de5\u5177\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u3001\u5904\u7406\u53cd [&hellip;]","protected":false},"author":3,"featured_media":1129766,"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\/1129753"}],"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=1129753"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1129753\/revisions"}],"predecessor-version":[{"id":1129768,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1129753\/revisions\/1129768"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1129766"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1129753"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1129753"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1129753"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}