{"id":8101,"date":"2025-04-15T12:09:40","date_gmt":"2025-04-15T04:09:40","guid":{"rendered":"https:\/\/www.cloudbypass.com\/tutorial\/?p=8101"},"modified":"2025-04-15T12:09:40","modified_gmt":"2025-04-15T04:09:40","slug":"kaggle%e6%95%b0%e6%8d%ae%e9%9b%86%e7%88%ac%e5%8f%96-%e5%a6%82%e4%bd%95%e6%89%b9%e9%87%8f%e4%b8%8b%e8%bd%bd%e7%ab%9e%e8%b5%9b%e6%95%b0%e6%8d%ae-2","status":"publish","type":"post","link":"https:\/\/www.cloudbypass.com\/tutorial\/8101.html","title":{"rendered":"Kaggle\u6570\u636e\u96c6\u722c\u53d6\u2014\u2014\u5982\u4f55\u6279\u91cf\u4e0b\u8f7d\u7ade\u8d5b\u6570\u636e"},"content":{"rendered":"\n<p>Kaggle \u662f\u5168\u7403\u77e5\u540d\u7684\u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u5e73\u53f0\uff0c\u63d0\u4f9b\u4e86\u5927\u91cf\u9ad8\u8d28\u91cf\u7684\u5f00\u653e\u6570\u636e\u96c6\u3002\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u5e08\u3001\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u548c\u7814\u7a76\u4eba\u5458\u6765\u8bf4\uff0c\u6279\u91cf\u4e0b\u8f7d\u8fd9\u4e9b\u6570\u636e\u96c6\u53ef\u4ee5\u6781\u5927\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002\u7136\u800c\uff0cKaggle \u91c7\u7528\u4e86&nbsp;<strong>Cloudflare<\/strong>&nbsp;\u9632\u62a4\u673a\u5236\uff0c\u76f4\u63a5\u4f7f\u7528\u722c\u866b\u8bbf\u95ee\u53ef\u80fd\u4f1a\u89e6\u53d1\u53cd\u722c\u9650\u5236\uff0c\u5bfc\u81f4IP\u88ab\u5c01\u6216\u8bbf\u95ee\u5931\u8d25\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u9ad8\u6548\u3001\u7a33\u5b9a\u5730\u6279\u91cf\u4e0b\u8f7dKaggle\u7ade\u8d5b\u6570\u636e\uff0c\u5e76\u63a2\u8ba8\u5982\u4f55<strong><a href=\"https:\/\/www.cloudbypass.com\/\" data-type=\"link\" data-id=\"https:\/\/www.cloudbypass.com\/\">\u7ed5\u8fc7Cloudflare<\/a><\/strong>\u7684\u9650\u5236\uff0c\u7ed3\u5408<strong>\u7a7f\u4e91API<\/strong>\u7b49\u5de5\u5177\uff0c\u786e\u4fdd\u722c\u866b\u987a\u5229\u8fd0\u884c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>1. Kaggle\u6570\u636e\u4e0b\u8f7d\u7684\u5e38\u89c4\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<p>\u5728\u8ba8\u8bba\u5982\u4f55\u7ed5\u8fc7Cloudflare\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u4e86\u89e3Kaggle\u6570\u636e\u7684\u5e38\u89c4\u4e0b\u8f7d\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.1 \u4f7f\u7528Kaggle\u5b98\u65b9API<\/strong><\/h3>\n\n\n\n<p>Kaggle \u63d0\u4f9b\u4e86\u5b98\u65b9\u7684Python\u5e93&nbsp;<code>kaggle<\/code>\uff0c\u53ef\u4ee5\u901a\u8fc7\u547d\u4ee4\u884c\u6216\u811a\u672c\u4e0b\u8f7d\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import kaggle\n\n# \u5b89\u88c5Kaggle API\uff08\u9700\u914d\u7f6eAPI Token\uff09\n!pip install kaggle\n!kaggle competitions download -c \"competition-name\"<\/pre>\n\n\n\n<p><strong>\u4f18\u70b9<\/strong>\uff1a\u5b98\u65b9\u652f\u6301\uff0c\u7a33\u5b9a\u53ef\u9760\u3002<br><strong>\u7f3a\u70b9<\/strong>\uff1a\u9700\u8981\u767b\u5f55Kaggle\u5e76\u914d\u7f6eAPI Key\uff0c\u4e14\u90e8\u5206\u7ade\u8d5b\u6570\u636e\u53ef\u80fd\u53d7\u6743\u9650\u9650\u5236\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1.2 \u624b\u52a8\u4e0b\u8f7d+\u81ea\u52a8\u5316\u811a\u672c<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u6570\u636e\u91cf\u8f83\u5c0f\uff0c\u53ef\u4ee5\u624b\u52a8\u4e0b\u8f7d\u540e\u4f7f\u7528Python\u811a\u672c\u89e3\u538b\u548c\u6574\u7406\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import zipfile\nimport os\n\nwith zipfile.ZipFile(\"data.zip\", \"r\") as zip_ref:\n    zip_ref.extractall(\"dataset\")<\/pre>\n\n\n\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u5c11\u91cf\u6570\u636e\uff0c\u65e0\u9700\u9891\u7e41\u722c\u53d6\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2. \u7ed5\u8fc7Cloudflare\u9650\u5236\u7684\u722c\u866b\u65b9\u6848<\/strong><\/h2>\n\n\n\n<p>\u5982\u679cKaggle\u9650\u5236\u4e86API\u8c03\u7528\uff0c\u6216\u8005\u9700\u8981\u6279\u91cf\u722c\u53d6\u7ade\u8d5b\u9875\u9762\u6570\u636e\uff08\u5982\u6392\u884c\u699c\u3001\u6570\u636e\u96c6\u63cf\u8ff0\u7b49\uff09\uff0c\u53ef\u80fd\u4f1a\u9047\u5230&nbsp;<strong>Cloudflare\u53cd\u722c<\/strong>&nbsp;\u7684\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u51e0\u79cd\u6709\u6548\u7684\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u4f7f\u7528\u4ee3\u7406IP\u6c60\uff08\u7a7f\u4e91API\uff09<\/strong><\/h3>\n\n\n\n<p>Cloudflare \u4f1a\u68c0\u6d4b\u9ad8\u9891\u8bbf\u95ee\u7684IP\u5e76\u5c01\u7981\uff0c\u56e0\u6b64\u4f7f\u7528\u4ee3\u7406IP\u8f6e\u6362\u662f\u5173\u952e\u3002<strong>\u7a7f\u4e91API<\/strong>&nbsp;\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u4ee3\u7406IP\u670d\u52a1\uff0c\u652f\u6301\u81ea\u52a8\u5207\u6362IP\uff0c\u907f\u514d\u88ab\u5c01\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import requests\nfrom fp.fp import FreeProxy\n\n# \u4f7f\u7528\u7a7f\u4e91API\u6216\u514d\u8d39\u4ee3\u7406\uff08\u793a\u4f8b\uff09\nproxy = FreeProxy().get()\nproxies = {\"http\": proxy, \"https\": proxy}\n\nresponse = requests.get(\"https:\/\/www.kaggle.com\/competitions\", proxies=proxies)\nprint(response.text)<\/pre>\n\n\n\n<p><strong>\u4f18\u52bf<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u52a8\u5207\u6362IP\uff0c<strong>\u7ed5\u8fc7Cloudflare<\/strong>\u7684IP\u68c0\u6d4b<\/li>\n\n\n\n<li>\u652f\u6301\u9ad8\u5e76\u53d1\uff0c\u9002\u5408\u5927\u89c4\u6a21\u722c\u53d6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 \u6a21\u62df\u6d4f\u89c8\u5668\u884c\u4e3a\uff08Selenium + Puppeteer\uff09<\/strong><\/h3>\n\n\n\n<p>Cloudflare \u53ef\u80fd\u68c0\u6d4bHeadless\u6d4f\u89c8\u5668\uff0c\u56e0\u6b64\u9700\u8981\u8c03\u6574Selenium\u7684\u6307\u7eb9\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from selenium import webdriver\nfrom selenium.webdriver.chrome.options import Options\n\noptions = Options()\noptions.add_argument(\"--disable-blink-features=AutomationControlled\")\ndriver = webdriver.Chrome(options=options)\ndriver.get(\"https:\/\/www.kaggle.com\/competitions\")<\/pre>\n\n\n\n<p><strong>\u4f18\u5316\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u968f\u673aUser-Agent<\/li>\n\n\n\n<li>\u6dfb\u52a0\u5408\u7406\u7684\u8bbf\u95ee\u5ef6\u8fdf<\/li>\n\n\n\n<li>\u4f7f\u7528\u65e0\u5934\u6a21\u5f0f\uff08Headless\uff09\u51cf\u5c11\u8d44\u6e90\u5360\u7528<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.3 \u8bf7\u6c42\u5934\u4f18\u5316\uff08\u907f\u514d\u88ab\u8bc6\u522b\u4e3a\u722c\u866b\uff09<\/strong><\/h3>\n\n\n\n<p>Cloudflare \u4f1a\u68c0\u67e5HTTP\u8bf7\u6c42\u5934\uff0c\u56e0\u6b64\u9700\u8981\u6a21\u62df\u6d4f\u89c8\u5668\u8bf7\u6c42\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">headers = {\n    \"User-Agent\": \"Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/91.0.4472.124 Safari\/537.36\",\n    \"Accept-Language\": \"en-US,en;q=0.9\",\n}\nresponse = requests.get(url, headers=headers)<\/pre>\n\n\n\n<p><strong>\u5173\u952e\u70b9<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5e38\u89c1\u6d4f\u89c8\u5668\u7684User-Agent<\/li>\n\n\n\n<li>\u6dfb\u52a0Referer\u3001Accept-Encoding\u7b49\u5b57\u6bb5<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3. \u5b8c\u6574Kaggle\u6570\u636e\u722c\u53d6\u5b9e\u6218<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u722c\u53d6\u7ade\u8d5b\u5217\u8868<\/strong><\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\">import requests\nfrom bs4 import BeautifulSoup\n\nurl = \"https:\/\/www.kaggle.com\/competitions\"\nresponse = requests.get(url, headers=headers, proxies=proxies)\nsoup = BeautifulSoup(response.text, \"html.parser\")\n\ncompetitions = []\nfor comp in soup.select(\".competition-item\"):\n    title = comp.find(\"h3\").text\n    link = \"https:\/\/www.kaggle.com\" + comp.find(\"a\")[\"href\"]\n    competitions.append({\"title\": title, \"url\": link})<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u6279\u91cf\u4e0b\u8f7d\u6570\u636e\u96c6<\/strong><\/h3>\n\n\n\n<p>\u7ed3\u5408Kaggle API + \u4ee3\u7406IP\uff1a<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<p>\u590d\u5236<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">import subprocess\nimport time\n\nfor comp in competitions:\n    cmd = f\"kaggle competitions download -c {comp['title']}\"\n    subprocess.run(cmd, shell=True)\n    time.sleep(5)  # \u907f\u514d\u8bf7\u6c42\u8fc7\u5feb<\/pre>\n\n\n\n<p><strong>\u6ce8\u610f\u4e8b\u9879<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a7\u5236\u8bf7\u6c42\u9891\u7387\uff08\u5efa\u8bae5-10\u79d2\/\u6b21\uff09<\/li>\n\n\n\n<li>\u4f7f\u7528<strong>\u7a7f\u4e91API<\/strong>\u52a8\u6001\u5207\u6362IP\uff0c\u9632\u6b62Cloudflare\u5c01\u7981<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>4. \u603b\u7ed3\u4e0e\u6700\u4f73\u5b9e\u8df5<\/strong><\/h2>\n\n\n\n<p>\u6279\u91cf\u722c\u53d6Kaggle\u6570\u636e\u65f6\uff0c<strong><a href=\"https:\/\/www.cloudbypass.com\/\" data-type=\"link\" data-id=\"https:\/\/www.cloudbypass.com\/\">Cloudflare\u9650\u5236\u600e\u4e48\u89e3\u9664<\/a><\/strong>\u662f\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u603b\u7ed3\u7684\u4f18\u5316\u65b9\u6848\uff1a<\/p>\n\n\n\n<p>\u2705&nbsp;<strong>\u4f18\u5148\u4f7f\u7528Kaggle\u5b98\u65b9API<\/strong>\uff08\u6700\u7a33\u5b9a\uff09<br>\u2705&nbsp;<strong>\u4ee3\u7406IP\u6c60\uff08\u5982\u7a7f\u4e91API\uff09<\/strong>&nbsp;\u7ed5\u8fc7IP\u5c01\u9501<br>\u2705&nbsp;<strong>\u6a21\u62df\u6d4f\u89c8\u5668\u884c\u4e3a<\/strong>&nbsp;\u964d\u4f4e\u68c0\u6d4b\u98ce\u9669<br>\u2705&nbsp;<strong>\u4f18\u5316\u8bf7\u6c42\u5934<\/strong>&nbsp;\u907f\u514d\u88ab\u8bc6\u522b\u4e3a\u722c\u866b<\/p>\n\n\n\n<p>\u5982\u679c\u9047\u5230\u4e25\u683c\u7684Cloudflare\u9632\u62a4\uff0c\u53ef\u4ee5\u7ed3\u5408&nbsp;<strong>Selenium + \u7a7f\u4e91API<\/strong>&nbsp;\u7684\u65b9\u5f0f\uff0c\u65e2\u80fd\u7ed5\u8fc7\u68c0\u6d4b\uff0c\u53c8\u80fd\u9ad8\u6548\u722c\u53d6\u6570\u636e\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kaggle \u662f\u5168\u7403\u77e5\u540d\u7684\u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u5e73\u53f0\uff0c\u63d0\u4f9b\u4e86\u5927\u91cf\u9ad8\u8d28\u91cf\u7684\u5f00\u653e\u6570\u636e\u96c6\u3002\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u5e08\u3001\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u548c\u7814\u7a76&#8230;<\/p>\n<p class=\"more-link-wrap\"><a href=\"https:\/\/www.cloudbypass.com\/tutorial\/8101.html\" class=\"more-link\">Read More<span class=\"screen-reader-text\"> &ldquo;Kaggle\u6570\u636e\u96c6\u722c\u53d6\u2014\u2014\u5982\u4f55\u6279\u91cf\u4e0b\u8f7d\u7ade\u8d5b\u6570\u636e&rdquo;<\/span> &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":3591,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42],"tags":[],"class_list":["post-8101","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cloudflare-turnstile-crack"],"_links":{"self":[{"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/posts\/8101","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/comments?post=8101"}],"version-history":[{"count":1,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/posts\/8101\/revisions"}],"predecessor-version":[{"id":8102,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/posts\/8101\/revisions\/8102"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/media\/3591"}],"wp:attachment":[{"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/media?parent=8101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/categories?post=8101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cloudbypass.com\/tutorial\/wp-json\/wp\/v2\/tags?post=8101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}