Python爬虫入门并不难,乃至入门亦很简单
<img src="https://p3-sign.toutiaoimg.com/pgc-image/RfBKmG6B9qh5yI~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=8%2B0%2BLww9FnRSwlcfsxtWBxu7yG4%3D" style="width: 50%; margin-bottom: 20px;"><p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">爬虫<span style="color: black;">此刻</span>的火热程度我就不说了,先说一下这门技术能干什么事儿,<span style="color: black;">重点</span>为以下三方面:</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">1.爬取数据,进行市场调研和<span style="color: black;">商场</span>分析</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">爬取知乎、豆瓣等网站的<span style="color: black;">优秀</span><span style="color: black;">专题</span>内容;抓取房产网站买卖信息,分析房价变化趋势、做<span style="color: black;">区别</span>区域的房价分析;爬取招聘网站职位信息,分析各行业人才需求<span style="color: black;">状况</span>及薪资水平。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">2.<span style="color: black;">做为</span><span style="color: black;">设备</span>学习、数据挖掘的原始数据</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">例如</span>你要做一个<span style="color: black;">举荐</span>系统,<span style="color: black;">那样</span>你<span style="color: black;">能够</span>去爬取<span style="color: black;">更加多</span>维度的数据,做出更好的模型。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">3.爬取<span style="color: black;">优秀</span>的资源:</strong><strong style="color: blue;"><span style="color: black;">照片</span>、文本、视频</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">爬取游戏内的精美<span style="color: black;">照片</span>,<span style="color: black;">得到</span><span style="color: black;">照片</span>资源以及评论文本数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">把握</span>正确的<span style="color: black;">办法</span>,在<span style="color: black;">短期</span>内做到能够爬取主流网站的数据,其实非常容易实现。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">但<span style="color: black;">意见</span>你从一<span style="color: black;">起始</span>就要有一个<span style="color: black;">详细</span>的<span style="color: black;">目的</span>,在<span style="color: black;">目的</span>的驱动下,你的学习才会更加<span style="color: black;">精细</span>和<span style="color: black;">有效</span>。<strong style="color: blue;"><span style="color: black;">这儿</span>给你一条平滑的、零<span style="color: black;">基本</span>快速入门的学习路径:</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">1.<span style="color: black;">认识</span>爬虫是怎么实现的</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">2.实现简单的信息爬取</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">3.应对特殊网站的反爬虫<span style="color: black;">办法</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">4.Scrapy 与 进阶分布式</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">01 <span style="color: black;">认识</span>爬虫是怎么实现的</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">大部分爬虫都是按“发送请求——<span style="color: black;">得到</span>页面——解析页面——抽取并储存内容”<span style="color: black;">这般</span>的流程来进行,这其实<span style="color: black;">亦</span>是模拟了<span style="color: black;">咱们</span><span style="color: black;">运用</span>浏览器获取网页信息的过程。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">简单<span style="color: black;">来讲</span>,<span style="color: black;">咱们</span>向服务器发送请求后,会得到返回的页面,<span style="color: black;">经过</span>解析页面之后,<span style="color: black;">咱们</span><span style="color: black;">能够</span>抽取<span style="color: black;">咱们</span>想要的那部分信息,并存储在指定的文档或数据库中。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">在这部分你<span style="color: black;">能够</span>简单<span style="color: black;">认识</span> HTTP 协议及网页<span style="color: black;">基本</span>知识,<span style="color: black;">例如</span> POST\GET、HTML、CSS、JS,简单<span style="color: black;">认识</span><span style="color: black;">就可</span>,不<span style="color: black;">必须</span>系统学习。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">02 实现简单的信息爬取</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">Python中爬虫<span style="color: black;">关联</span>的包<span style="color: black;">非常多</span>:urllib、requests、bs4、scrapy、pyspider 等,<span style="color: black;">意见</span>你从requests+Xpath <span style="color: black;">起始</span>,requests 负责连接网站,返回网页,Xpath 用于解析网页,便于抽取数据。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">倘若</span>你用过 BeautifulSoup,会<span style="color: black;">发掘</span> Xpath 要省事不少,一层一层<span style="color: black;">检测</span>元素代码的工作,全都省略了。<span style="color: black;">把握</span>之后,你会<span style="color: black;">发掘</span>爬虫的基本<span style="color: black;">招数</span>都差不多,<span style="color: black;">通常</span>的静态网站<span style="color: black;">基本</span>不在话下,像知乎、豆瓣等网站的公开信息都<span style="color: black;">能够</span>爬取下来。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">当然<span style="color: black;">倘若</span>你<span style="color: black;">必须</span>爬取异步加载的网站,<span style="color: black;">能够</span>学习浏览器抓包分析真实请求<span style="color: black;">或</span>学习Selenium来实现自动化爬取,<span style="color: black;">这般</span>,知乎、时光网、猫途鹰这些动态的网站<span style="color: black;">亦</span>基本没问题了。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">你还<span style="color: black;">必须</span><span style="color: black;">认识</span> Python 的<span style="color: black;">基本</span>知识,<span style="color: black;">例如</span>:<strong style="color: blue;">文件读写操作</strong>:用来读取参数、<span style="color: black;">保留</span>爬取内容<strong style="color: blue;">list(列表)、dict(字典)</strong>:用来序列化爬取的数据<strong style="color: blue;"><span style="color: black;">要求</span>判断(if/else)</strong>:<span style="color: black;">处理</span>爬虫中的判断<span style="color: black;">是不是</span>执行<strong style="color: blue;">循环和迭代(for ……while)</strong>:用来循环爬虫<span style="color: black;">过程</span></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">03 应对特殊网站的反爬机制</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">爬虫过程中<span style="color: black;">亦</span>会经历<span style="color: black;">有些</span>绝望啊,<span style="color: black;">例如</span>被网站封IP、<span style="color: black;">例如</span><span style="color: black;">各样</span>奇怪的验证码、userAgent<span style="color: black;">拜访</span>限制、<span style="color: black;">各样</span>动态加载等等。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">遇到这些反爬虫的手段,当然还<span style="color: black;">必须</span><span style="color: black;">有些</span>高级的技巧来应对,常规的<span style="color: black;">例如</span><span style="color: black;">拜访</span>频率<span style="color: black;">掌控</span>、<span style="color: black;">运用</span>代理IP池、抓包、验证码的OCR处理等等。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">例如</span><span style="color: black;">咱们</span>经常<span style="color: black;">发掘</span>有的网站翻页后url并不变化,这<span style="color: black;">一般</span><span style="color: black;">便是</span>异步加载。<span style="color: black;">咱们</span>用<span style="color: black;">研发</span>者工具去分析网页加载信息,<span style="color: black;">一般</span>能够得到意外的收获。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">常常</span>网站在<span style="color: black;">有效</span><span style="color: black;">研发</span>和反爬虫之间会偏向前者,这<span style="color: black;">亦</span>为爬虫<span style="color: black;">供给</span>了空间,<span style="color: black;">把握</span>这些应对反爬虫的技巧,绝大部分的网站<span style="color: black;">已然</span>难不到你了。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">04 Scrapy 与进阶分布式</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">运用</span> requests+xpath 和抓包大法确实<span style="color: black;">能够</span><span style="color: black;">处理</span>很多网站信息的爬取,<span style="color: black;">然则</span><span style="color: black;">针对</span>信息量比<span style="color: black;">很强</span><span style="color: black;">或</span><span style="color: black;">必须</span>分模块爬取的话,就会<span style="color: black;">显出</span>寸步难行。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">后来应用到了强大的 Scrapy 框架,它不仅能<span style="color: black;">方便</span>地构建 Request,还有强大的 Selector 能够方便地解析 Response,然而最让人惊喜的还是<strong style="color: blue;">它超高的性能,<span style="color: black;">能够</span>将爬虫工程化、模块化</strong>。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">学会 Scrapy,自己去尝试搭建了简单的爬虫框架,在做大规模数据爬取的时候能够结构化、工程化地思考大规模的爬取问题,这使我<span style="color: black;">能够</span>从爬虫工程的维度去思考问题。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">再后来<span style="color: black;">起始</span><span style="color: black;">逐步</span>接触到分布式爬虫,这个东西听着挺唬人,但其实<span style="color: black;">便是</span>利用多线程的原理让多个爬虫<span style="color: black;">同期</span>工作,能够实现更高的效率。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">其实学习到<span style="color: black;">这儿</span>,你基本<span style="color: black;">能够</span>说<span style="color: black;">便是</span>一个爬虫老司机了,外行看很难,但其实并<span style="color: black;">无</span><span style="color: black;">那样</span><span style="color: black;">繁杂</span>。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">由于</span>爬虫这种技术,既不<span style="color: black;">必须</span>你系统地精通一门语言,<span style="color: black;">亦</span>不<span style="color: black;">必须</span>多么高深的数据库技术,<span style="color: black;">有效</span>的姿势<span style="color: black;">便是</span>从<span style="color: black;">实质</span>的项目中去学习这些零散的知识点,你能<span style="color: black;">保准</span>每次学到的都是最<span style="color: black;">必须</span>的那部分。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">当然<span style="color: black;">独一</span>麻烦的是,在<span style="color: black;">详细</span>的问题中,<span style="color: black;">怎样</span>找到<span style="color: black;">详细</span><span style="color: black;">必须</span>的那部分学习资源、<span style="color: black;">怎样</span>筛选和甄别,是<span style="color: black;">非常多</span>初学者面临的一个大问题。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">不外</span><span style="color: black;">不消</span>担心,<span style="color: black;">咱们</span>准备了一门非常系统的爬虫课程,除了为你<span style="color: black;">供给</span>一条清晰的学习路径,<span style="color: black;">咱们</span>甄选了最实用的学习资源以及庞大的主流爬虫案例库。<span style="color: black;">短期</span>的学习,你就能够很好地<span style="color: black;">把握</span>爬虫这个技能,获取你想得到的数据。</p><img src="https://p3-sign.toutiaoimg.com/pgc-image/RfF2b2t9uA4HlG~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=ha26lfGoHT0yW56x%2FU7OoC2j2zg%3D" style="width: 50%; margin-bottom: 20px;"><img src="https://p3-sign.toutiaoimg.com/pgc-image/R6A1R4n7fcN3Wc~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=%2Bsrmr90P2819KRyRBiWK1SNDLrQ%3D" style="width: 50%; margin-bottom: 20px;">
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<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">课程大纲</strong></p><img src="https://p3-sign.toutiaoimg.com/pgc-image/Rf4H1t34iaJzXR~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=CPhW%2F%2Bs%2BmWSIALtKAnwEv6dhFzY%3D" style="width: 50%; margin-bottom: 20px;"><img src="https://p3-sign.toutiaoimg.com/pgc-image/Rf4H2Kt7XX9BDw~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=0JabFzfz91VXpocALPDncakmFkc%3D" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">有效</span>的学习路径</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">一上来就讲理论、语法、编程语言是非常不<span style="color: black;">恰当</span>的,<span style="color: black;">咱们</span>会直接从<span style="color: black;">详细</span>的案例入手,<span style="color: black;">经过</span><span style="color: black;">实质</span>的操作,学习<span style="color: black;">详细</span>的知识点。<span style="color: black;">咱们</span>为你规划了一条系统的学习路径,让你<span style="color: black;">再也不</span>面对零散的知识点。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><span style="color: black;">例如</span><span style="color: black;">咱们</span>会直接教你网页解析,减少你不必要的<span style="color: black;">检测</span>网页元素的操作,这些看似细节,但可能是<span style="color: black;">非常多</span>人都会踩的坑。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">20+实战案例边学边练</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">- 超多案例,覆盖主流网站 -</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">课程中<span style="color: black;">供给</span>了<span style="color: black;">日前</span>最<span style="color: black;">平常</span>的网站爬虫案例:豆瓣、知乎、瓜子二手车、赶集网、链家网、王者荣耀……<span style="color: black;">每一个</span>案例在课程视频中都有<span style="color: black;">仔细</span>分析,老师带你完成每一步操作,专治<span style="color: black;">各样</span> “看得懂案例,写不出代码” 。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">项目一:赶集网实战项目</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">学会<span style="color: black;">运用</span>正则表达式提取<span style="color: black;">全部</span>网页的数据。</p><img src="https://p6-sign.toutiaoimg.com/pgc-image/Rf4H2LE3mzhsHF~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=3ZSmDdU9fups9z9MgU%2FoUSqfHOA%3D" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">项目二:王者荣耀之战项目</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">1、破解王者荣耀高清壁纸下载链接。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">2、利用多线程高速下载高清壁纸。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">3、<span style="color: black;">根据</span>英雄名<span style="color: black;">叫作</span>存储对应壁纸。</p><img src="https://p3-sign.toutiaoimg.com/pgc-image/Rf4H2LbIjoWmiW~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=bbnxP2IRKeHuWf6LYpP3ei8AKE8%3D" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">项目三:链家网分布式爬虫</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">1、用Scrapy框架实现<span style="color: black;">商场</span>爬虫。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">2、用多台<span style="color: black;">设备</span>实现分布式爬虫。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">3、实现全国各个省市二手房信息的爬取。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">4、将爬取下来的数据存储到redis中。</p><img src="https://p3-sign.toutiaoimg.com/pgc-image/Rf4H2Lv20LlXx5~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=bUQcWN51tD%2B6a73RYdU%2F%2B%2BOiRaE%3D" style="width: 50%; margin-bottom: 20px;">
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">讲师介绍</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">黄勇老师</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">黄老师<span style="color: black;">持有</span><span style="color: black;">数年</span>实战<span style="color: black;">研发</span>经验,<span style="color: black;">善于</span>Python、C、C++、前端、iOS等技术语言,用Python<span style="color: black;">研发</span><span style="color: black;">太多</span>个大型企业网站,从零打造分布式爬虫架构。<span style="color: black;">日前</span>专注于Python<span style="color: black;">行业</span>的课程<span style="color: black;">开发</span>和<span style="color: black;">教育</span>工作,曾给网易、360、华为等多家大<span style="color: black;">机构</span>员工做过Python技术培训,<span style="color: black;">拥有</span>丰富的实战和<span style="color: black;">教育</span>经验。</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">【课程信息】</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">「 课程名<span style="color: black;">叫作</span> 」</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">《从零起步,系统<span style="color: black;">把握</span>Python网络爬虫》</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">「 学习周期 」</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;"><span style="color: black;">意见</span>每周<span style="color: black;">最少</span>学习8小时,<span style="color: black;">一月</span>内完成课程</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">「 上课形式 」</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">录播课程,可随时<span style="color: black;">起始</span>上课,反复观看</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">「 面向人群 」</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">零<span style="color: black;">基本</span>的小白,或<span style="color: black;">基本</span>薄弱的工程师</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">「 答疑形式 」</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">学习群老师随时答疑,即便是最初级的问题</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">#限量优惠#</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">限量99元</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">(原价599)</strong></p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;">每100人购买涨价10元</p>
<p style="font-size: 16px; color: black; line-height: 40px; text-align: left; margin-bottom: 15px;"><strong style="color: blue;">140余节课程,平均每课1元钱,<span style="color: black;">保持</span><span style="color: black;">一月</span>,系统<span style="color: black;">把握</span>Python进阶</strong></p><img src="https://p3-sign.toutiaoimg.com/pgc-image/R6A1R4n7fcN3Wc~noop.image?_iz=58558&from=article.pc_detail&lk3s=953192f4&x-expires=1723890833&x-signature=%2Bsrmr90P2819KRyRBiWK1SNDLrQ%3D" style="width: 50%; margin-bottom: 20px;">
你的留言真是温暖如春,让我感受到了无尽的支持与鼓励。 同意、说得对、没错、我也是这么想的等。 真情实感,其含义为认真了、走心了的意思,是如今的饭圈常用语。
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