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body_diff: "[{\"diffs\":[[1,\"<html>\\\r\\\n<head>\\\r\\\n  <title>揭秘｜这个GitHub金融数据神器如何让量化投资效率提升500%？</title>\\\r\\\n  <basefont face=\\\"微软雅黑\\\" size=\\\"2\\\" />\\\r\\\n  <meta http-equiv=\\\"Content-Type\\\" content=\\\"text/html;charset=utf-8\\\" />\\\r\\\n  <meta name=\\\"exporter-version\\\" content=\\\"YXBJ Windows/608924 (zh-CN, DDL); Windows/10.0.0 (Win64); EDAMVersion=V2;\\\"/>\\\r\\\n  <meta name=\\\"content-class\\\" content=\\\"yinxiang.peso.superNote\\\"/>\\\r\\\n  <meta name=\\\"application-data:yinxiang.noteLayout\\\" content=\\\"{\\\"lineSpace\\\":\\\"recommend\\\",\\\"paragraphSpace\\\":\\\"recommend\\\"}\\\"/>\\\r\\\n  <style>\\\r\\\n\\tbody, td {\\\r\\\n\\t  font-family: 微软雅黑;\\\r\\\n\\t  font-size: 12pt;\\\r\\\n\\t}\\\r\\\n  </style>\\\r\\\n</head>\\\r\\\n<body>\\\r\\\n<a name=\\\"45266\\\"></a>\\\r\\\n<h1>揭秘｜这个GitHub金融数据神器如何让量化投资效率提升500%？</h1>\\\r\\\n\\\r\\\n<div><span><div><br/></div><p><br/></p><div style=\\\"--en-blockquote:true;box-sizing: border-box; padding-left: 19px; padding-top: 6px; padding-bottom: 6px; border-left: 3px solid #b4c0cc; background-position: initial initial; background-repeat: initial initial; margin-top: 6px\\\"><div>原文链接: <a href=\\\"https://mp.weixin.qq.com/s?__biz=MzkyNzgzMTY0NQ==&amp;mid=2247491220&amp;idx=1&amp;sn=78944567581e9ef0fb60da4a493304c8&amp;chksm=c3f15c736cd764535c8fd0eceb038e51bfa6a0de5749ac549eb92093eea5af70ac2242131720&amp;mpshare=1&amp;scene=1&amp;srcid=0727Oknbvctp2hKIz5bgoGTL&amp;sharer_shareinfo=a780d53e926220da56b7b296c18e50e8&amp;sharer_shareinfo_first=a780d53e926220da56b7b296c18e50e8#rd\\\" rev=\\\"en_rl_none\\\">https://mp.weixin.qq.com/s?__biz=MzkyNzgzMTY0NQ==&amp;mid=224749...</a></div></div><p><br/></p><div><br/></div><h1 style=\\\"other-props:eyJibG9ja0lkIjoiVFUyV1RPazhpazgifQ==;\\\"> 揭秘｜这个GitHub金融数据神器如何让量化投资效率提升500%？</h1><div>原创 it学无止境  it学无止境 </div><p><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\"><span style=\\\"color: rgb(6, 7, 31);\\\"><span style=\\\"font-weight: 400;\\\">13.6k星标，4.3k分支，TuShare正在重塑中国金融数据获取与量化分析的行业标准</span></span></span></span></p><img src=\\\"揭秘｜这个GitHub金融数据神器如何让量化投资效率提升500%？_files/640.png\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;--en-uploadstate:uploaded;\\\"/><h2 style=\\\"text-align:center;background-color:rgb(255, 255, 255);color:rgb(31, 35, 40);other-props:eyJibG9ja0lkIjoiRGxxeFJhWE1HTzAifQ==;\\\"><span style=\\\"font-size: 16px;\\\"><span style=\\\"font-family: -apple-system,BlinkMacSystemFont,Segoe UI,Noto Sans,Helvetica,Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji;\\\"><span style=\\\"color: rgb(31,35,40);\\\"><span style=\\\"font-weight: 600;\\\">关于</span></span></span></span></h2><p style=\\\"text-align:center;background-color:rgb(255, 255, 255);color:rgb(31, 35, 40);\\\"><span style=\\\"font-size: 16px;\\\"><span style=\\\"font-family: -apple-system,BlinkMacSystemFont,Segoe UI,Noto Sans,Helvetica,Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji;\\\"><span style=\\\"color: rgb(31,35,40);\\\"><span style=\\\"font-weight: 400;\\\">TuShare is a utility for crawling historical data of China stocks</span></span></span></span></p><div><span style=\\\"font-size: 13px;\\\">翻译👇</span></div><div>Tushare是一个抓取中国股票历史数据的工具。</div><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiOGh1UVN1aVpuWFcifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">问题导入：你还在为金融数据采集和分析头疼吗？</span></span></span></span></h2><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 400;\\\">在量化投资、金融分析、数据科学等领域，数据的获取与处理始终是最大痛点之一：</span></span></span></span></p><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">数据分散</span></span></span></span></div><div>：A股、港股、期货、基金、宏观等数据源各自为政，接口不统一</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">实时性差</span></span></span></div><div>：免费数据延迟高，付费数据成本高昂</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">处理繁琐</span></span></span></div><div>：数据清洗、格式转换、历史回测流程复杂</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">接口不友好</span></span></span></div><div>：API文档不全，开发效率低</div></li></ul><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">你是否也曾为这些问题苦恼？你在金融数据采集和分析中遇到过哪些“坑”？欢迎留言讨论你的真实经历！</span></span></span></span></p><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiLV90WVR1aHBfNTAifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">技术解析：TuShare的架构与核心能力</span></span></span></span></h2><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiN0I2VFNHamVocG8ifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">一、技术架构全景</span></span></span></span></h3><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 400;\\\">TuShare以Python为核心，采用模块化设计，支持多种数据源聚合，具备高扩展性和易用性：</span></span></span></span></p><img src=\\\"揭秘｜这个GitHub金融数据神器如何让量化投资效率提升500%？_files/640 [1].png\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;--en-uploadstate:uploaded;\\\"/><ul><li><div><span style=\\\"font-size: 13px;\\\"><span style=\\\"font-family: Segoe WPC,Segoe UI,Microsoft YaHei,sans-serif;\\\"><span style=\\\"color: rgb(0,0,0);\\\"><span style=\\\"font-weight: 600;\\\">API层</span>：统一入口，支持RESTful和Python调用</span></span></span></div></li></ul><ul><li><div><span style=\\\"font-size: 13px;\\\"><span style=\\\"font-family: Segoe WPC,Segoe UI,Microsoft YaHei,sans-serif;\\\"><span style=\\\"color: rgb(0,0,0);\\\"><span style=\\\"font-weight: 600;\\\">数据接口层</span>：对接新浪、腾讯、交易所等多源数据</span></span></span></div></li></ul><ul><li><div><span style=\\\"font-size: 13px;\\\"><span style=\\\"font-family: Segoe WPC,Segoe UI,Microsoft YaHei,sans-serif;\\\"><span style=\\\"color: rgb(0,0,0);\\\"><span style=\\\"font-weight: 600;\\\">数据处理层</span>：自动清洗、格式化、缺失值处理</span></span></span></div></li></ul><ul><li><div><span style=\\\"font-size: 13px;\\\"><span style=\\\"font-family: Segoe WPC,Segoe UI,Microsoft YaHei,sans-serif;\\\"><span style=\\\"color: rgb(0,0,0);\\\"><span style=\\\"font-weight: 600;\\\">本地存储</span>：支持Pandas、CSV、数据库等多种格式</span></span></span></div></li></ul><ul><li><div><span style=\\\"font-size: 13px;\\\"><span style=\\\"font-family: Segoe WPC,Segoe UI,Microsoft YaHei,sans-serif;\\\"><span style=\\\"color: rgb(0,0,0);\\\"><span style=\\\"font-weight: 600;\\\">分析与可视化</span>：无缝对接Pandas、Matplotlib、Jupyter等主流工具</span></span></span></div></li></ul><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoicVdJc1R5RTkwMHgifQ==;\\\"></h3><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiVDMwV1NXelpBLU0ifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">二、核心功能亮点</span></span></span></span></h3><h4 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiRE9sLVR1amxQMFIifQ==;\\\"><span style=\\\"font-size: 18px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">1. 全市场数据覆盖</span></span></span></span></h4><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">品种齐全</span></span></span></span></div><div>：A股、港股、美股、期货、基金、债券、外汇、宏观经济、新闻舆情等</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">数据类型丰富</span></span></span></div><div>：实时行情、历史K线、分红、财报、资金流向等</div></li></ul><h4 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiZ3RHLVJ1RW8xVTkifQ==;\\\"><span style=\\\"font-size: 18px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">2. 实时与历史数据支持</span></span></span></span></h4><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">实时性</span></span></span></span></div><div>：毫秒级实时行情、Tick级历史数据</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">历史回溯</span></span></span></div><div>：支持多周期K线、分红、财报等历史数据获取</div></li></ul><h4 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiYjlnU1JTdXVBZG8ifQ==;\\\"><span style=\\\"font-size: 18px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">3. 一行代码获取数据（极简API设计）</span></span></span></span></h4><div style=\\\"--en-codeblock:true;--en-blockId:7PDKT-e-HTT;--en-meta:{&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true};box-sizing: border-box; padding: 8px; font-family: Monaco, Menlo, Consolas, &quot;Courier New&quot;, monospace; font-size: 12px; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial; margin-top: 6px;\\\">import tushare as ts# 获取A股日K线df = ts.get_k_data('600848', start='2022-01-01', end='2022-12-31')print(df.head())</div><h4 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiY0ZZUFJtbko2VjIifQ==;\\\"><span style=\\\"font-size: 18px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">4. 高性能数据处理</span></span></span></span></h4><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">内置Pandas支持</span></span></span></span></div><div>：直接输出DataFrame，支持大数据量批量处理</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">开放生态</span></span></span></div><div>：无缝对接Matplotlib、Seaborn、Jupyter等工具</div></li></ul><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiNEtVQVFHbmdrdmMifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">应用场景：从量化投资到金融科技创新</span></span></span></span></h2><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><br/></p><table style=\\\"--en-fitwindow:false;border-left:1px solid #d9d9d9;border-top:1px solid #d9d9d9;border-collapse:collapse;width:570px;\\\" width=\\\"570px\\\"><colgroup><col style=\\\"width: 190px;\\\"></col><col style=\\\"width: 190px;\\\"></col><col style=\\\"width: 190px;\\\"></col></colgroup><tbody><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">场景</span></span></span></span></div></th><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">痛点</span></span></span></div></th><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">解决方案</span></span></span></div></th></tr><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 600;\\\">量化投资策略开发</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">高质量历史数据难获取，实时信号延迟</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">一键获取K线、Tick、财报数据；支持与backtrader、vn.py等框架无缝集成</span></span></span></div></td></tr><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 600;\\\">金融数据可视化</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">数据格式不统一，分析流程繁琐</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">直接输出Pandas DataFrame，快速生成行情图、资金流向图、行业热力图</span></span></span></div></td></tr><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 600;\\\">金融AI建模</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">AI模型训练需大规模结构化数据</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">批量拉取多品种、多周期数据，支持深度学习特征工程；结合Jupyter提升实验效率</span></span></span></div></td></tr></tbody></table><p><br/></p><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">你最关心的金融数据应用场景是什么？欢迎在评论区留言交流！</span></span></span></span></p><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiSFZOOFQtWFlVWnoifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">操作指南：3分钟上手TuShare</span></span></span></span></h2><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiRjlRRVNldDVwYW0ifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">第一步：环境准备</span></span></span></span></h3><div style=\\\"--en-codeblock:true;--en-blockId:C3itSOvx6-e;--en-meta:{&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true};box-sizing: border-box; padding: 8px; font-family: Monaco, Menlo, Consolas, &quot;Courier New&quot;, monospace; font-size: 12px; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial; margin-top: 6px;\\\">pip install tushare</div><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiOTZFTVNLMFVsdEoifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">第二步：快速获取数据</span></span></span></span></h3><div style=\\\"--en-codeblock:true;--en-blockId:rgzWRegn7DH;--en-meta:{&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true};box-sizing: border-box; padding: 8px; font-family: Monaco, Menlo, Consolas, &quot;Courier New&quot;, monospace; font-size: 12px; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial; margin-top: 6px;\\\">import tushare as ts# 获取A股日K线df = ts.get_k_data('600848', start='2022-01-01', end='2022-12-31')print(df.head())</div><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiVmNuOFMyUEZrZDkifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">第三步：实时行情与多品种支持</span></span></span></span></h3><div style=\\\"--en-codeblock:true;--en-blockId:akcfSCR-xRY;--en-meta:{&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true};box-sizing: border-box; padding: 8px; font-family: Monaco, Menlo, Consolas, &quot;Courier New&quot;, monospace; font-size: 12px; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial; margin-top: 6px;\\\"># 获取实时行情df = ts.get_realtime_quotes(['600848','000980','000981'])print(df[['code','name','price','bid','ask','volume','amount','time']])</div><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiUDVvNVFlRWZyRXAifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">第四步：进阶用法</span></span></span></span></h3><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">官方文档</span></span></span></span></div><div>：https://tushare.pro/document/2</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">API手册</span></span></span></div><div>：https://tushare.pro/document/1</div></li></ul><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiOVVYaFFxbldaV0wifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">技术深度：数据流与接口原理</span></span></span></span></h2><img src=\\\"揭秘｜这个GitHub金融数据神器如何让量化投资效率提升500%？_files/640 [2].png\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks:%7B%22align%22%3A%22center%22%7D;--en-uploadstate:uploaded;\\\"/><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiNThkOVJtY1dUREIifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">核心设计</span></span></span></span></h3><ol><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">多源适配</span></span></span></span></div><div>：支持新浪、腾讯、交易所等多数据源自动切换</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">高并发抓取</span></span></span></div><div>：异步IO与多线程提升数据拉取效率</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">数据一致性</span></span></span></div><div>：自动去重、缺失值填充、字段标准化</div></li></ol><h3 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiYUxhMlNLelBTZVYifQ==;\\\"><span style=\\\"font-size: 20px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">性能与安全保障</span></span></span></span></h3><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><br/></p><table style=\\\"--en-fitwindow:false;border-left:1px solid #d9d9d9;border-top:1px solid #d9d9d9;border-collapse:collapse;width:950px;\\\" width=\\\"950px\\\"><colgroup><col style=\\\"width: 190px;\\\"></col><col style=\\\"width: 190px;\\\"></col><col style=\\\"width: 190px;\\\"></col><col style=\\\"width: 190px;\\\"></col><col style=\\\"width: 190px;\\\"></col></colgroup><tbody><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">数据类型</span></span></span></span></div></th><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">单次拉取速度</span></span></span></div></th><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">支持并发</span></span></span></div></th><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">数据完整性</span></span></span></div></th><th style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Medium;\\\"><span style=\\\"color: rgb(0, 24, 70);\\\"><span style=\\\"font-weight: 500;\\\">安全机制</span></span></span></div></th></tr><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">日K线</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">1万条/秒</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">✔️</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">高</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">API限流、Token</span></span></span></div></td></tr><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">实时行情</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">1000只/秒</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">✔️</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">高</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">HTTPS加密</span></span></span></div></td></tr><tr style=\\\"box-sizing:border-box; padding-top:0px; padding-right:0px; padding-bottom:0px; padding-left:0px; -webkit-font-smoothing:antialiased; font-family:-apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Ubuntu, &quot;Helvetica Neue&quot;, Helvetica, Arial, &quot;PingFang SC&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, &quot;Source Han Sans CN&quot;, sans-serif, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;; list-style-position:initial; list-style-image:initial; list-style-type:none; margin-top:0px; margin-right:0px; margin-bottom:0px; margin-left:0px;\\\"><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">财报/分红数据</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">5000条/秒</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">✔️</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">高</span></span></span></div></td><td style=\\\"--en-typeInfo:{&quot;type&quot;:&quot;text&quot;,&quot;data&quot;:{}};border-right:1px solid #d9d9d9;border-bottom:1px solid #d9d9d9;padding:10px;text-align:left;vertical-align:top;\\\"><div><span style=\\\"font-family: PingFangSC-Regular;\\\"><span style=\\\"color: rgb(18, 6, 73);\\\"><span style=\\\"font-weight: 400;\\\">社区维护</span></span></span></div></td></tr></tbody></table><p><br/></p><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">API限流</span></span></span></span></div><div>：防止恶意刷取，保障服务稳定</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">Token机制</span></span></span></div><div>：Pro版支持用户身份认证与权限管理</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">社区维护</span></span></span></div><div>：活跃社区及时修复数据源变动</div></li></ul><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoiQjVBS1RlQ0dBNDQifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">未来展望：金融数据智能化的下一个风口</span></span></span></span></h2><ol><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">AI驱动的数据服务</span></span></span></span></div><div>：自动特征工程、智能数据清洗</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">云原生架构</span></span></span></div><div>：支持分布式部署与大数据存储</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">多语言SDK</span></span></span></div><div>：拓展至R、Java、Go等主流开发语言</div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"font-weight: 600;\\\">全球化数据覆盖</span></span></span></div><div>：支持美股、港股、加密货币等国际市场</div></li></ol><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoib3kyWVNPd2ROTlQifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">总结：为什么选择TuShare？</span></span></span></span></h2><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">核心优势</span></span></span><span style=\\\"color: rgb(6,7,31);\\\">：</span></span></div><div>✅ 一站式数据服务，覆盖全市场</div><div>✅ 极简API，开发效率提升500%</div><div>✅ 高性能抓取，支持大数据量分析</div><div>✅ 开源免费，BSD-3-Clause协议</div><div>✅ 社区活跃，持续更新</div><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">适用人群</span></span></span><span style=\\\"color: rgb(6,7,31);\\\">：</span></span></p><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 400;\\\">量化投资者</span></span></span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">金融数据分析师</span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">AI/大数据开发者</span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">金融科技产品经理</span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">教育与科研人员</span></span></div></li></ul><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 600;\\\">你在金融数据分析中遇到过哪些难题？TuShare能否解决你的痛点？欢迎在评论区留言交流！</span></span></span></span></p><hr/><h2 style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(5, 7, 59);other-props:eyJibG9ja0lkIjoieks3NFJ5d2J0MzQifQ==;\\\"><span style=\\\"font-size: 24px;\\\"><span style=\\\"font-family: PingFangSC-Semibold;\\\"><span style=\\\"color: rgb(5,7,59);\\\"><span style=\\\"font-weight: 600;\\\">相关资源</span></span></span></span></h2><ul><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\"><span style=\\\"color: rgb(6,7,31);\\\"><span style=\\\"font-weight: 400;\\\">GitHub项目地址</span></span></span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">官方文档</span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">API手册</span></span></div></li><li><div><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: PingFang-SC-Regular;\\\">社区交流</span></span></div></li></ul><hr/><p style=\\\"text-align:start;background-color:rgb(253, 253, 254);color:rgb(6, 7, 31);\\\"><span style=\\\"font-size: 15px;\\\"><span style=\\\"font-family: -apple-system, BlinkMacSystemFont, Segoe UI, Roboto, Ubuntu, Helvetica Neue, Helvetica, Arial, PingFang SC, Hiragino Sans GB, Microsoft YaHei UI, Microsoft YaHei, Source Han Sans CN, sans-serif, Apple Color Emoji, Segoe UI Emoji;\\\"><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#技术解析</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#开源项目</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#金融数据</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#量化投资</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#Python</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#数据分析</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#AI工具</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#数据可视化</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#FinTech</span></span><span style=\\\"font-weight: 600;\\\"> </span><span style=\\\"color: !important;\\\"><span style=\\\"font-weight: 600;\\\">#数据科学</span></span></span></span></p></span>\\\n</div></body></html>\\u0000\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":47756}]"
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