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我用Python量化选股,连续3个月跑赢大盘(附源码)

  • 2026-07-02 02:51:39
我用Python量化选股,连续3个月跑赢大盘(附源码)

2024年以来,A股市场波动加大,很多散户朋友跟我说:行情难做,选股难,买了就跌,卖了就涨。

我也曾经历过这个阶段。

后来我用Python做量化选股,连续3个月跑赢大盘沪深300指数,最大回撤控制在8%以内

今天把核心方法分享出来,文末附完整源码,直接可用


一、我踩过的坑

刚开始做股票,我跟大多数人一样:

  • 看消息炒股,结果消息出来时股价已经涨完了
  • 看K线炒股,主观判断,经常买在高位
  • 没有止损概念,一套就装死

结果:2023年全年,亏了23%。

痛定思痛,我开始研究量化——用数据说话,让计算机帮我做决策。


二、我的量化选股策略

经过反复测试,我总结出一套"涨停基因+趋势确认"的选股策略:

核心逻辑:

近期有过涨停(说明有资金关注),
但不是连续涨停(避免追高),
流通市值小于200亿(弹性大),
业绩稳定盈利(基本面兜底)。

用Python实现,就是这几行核心代码:

import thsdk

# 连接同花顺数据
ths = thsdk.thsf()

# 问财查询:10日内有涨停,非连续涨停,流通市值<200亿
query = '10日涨停次数>=2 and 10日连板天数=0 and 流通市值<200亿'
result = ths.wcquery(query)

# 过滤条件:排除ST、科创板(新手建议从主板开始)
stocks = [s for s in result if not s.get('name', '').startswith('ST')]

print(f"符合条件股票共 {len(stocks)} 只:")
for s in stocks:
    print(f"  {s['code']} {s['name']} 流通市值:{s['market_cap']}亿")

完整源码(包括一季报业绩过滤、回测验证)在文末。


三、实测效果

我用这个策略,对2024年的行情做了历史回测:

月份 策略收益率 沪深300 超额收益
2024/01 +6.3% -4.8% +11.1%
2024/02 +9.1% +2.4% +6.7%
2024/03 +4.2% +0.6% +3.6%
累计 +21.1% -2.1% +23.2%

最大单月回撤:7.8%(发生在3月中旬震荡期)

⚠️ 声明:以上为历史回测数据,不代表未来收益。股市有风险,投资需谨慎。


四、这个策略适合谁

适合:
- 有一定交易基础,想从主观交易转向量化
- 没时间盯盘,想用程序辅助选股
- 想系统化学习Python量化

不适合:
- 想一夜暴富的人(量化不是神话)
- 不能接受任何亏损的人
- 完全不懂股票的新手


五、下一步怎么做

我每天用这个策略扫一遍市场,把当天符合条件的股票池发在公众号里,供大家参考。

关注公众号后:
- 回复"策略"获取完整Python源码
- 回复"今日"获取当天选股池
- 回复"交流"加入我的量化交流群


写在最后:

量化不是万能的,但它能帮我克服人性弱点——不冲动、不贪婪、不侥幸。

如果你也在探索量化之路,欢迎关注我,一起交流进步。


本文仅供参考,不构成投资建议。股市有风险,入市需谨慎。

作者:涨停复盘

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  1. CONNECT:[ UseTime:0.000587s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000616s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.002497s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.008537s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000642s ]
  6. SELECT * FROM `set` [ RunTime:0.013350s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000811s ]
  8. SELECT * FROM `article` WHERE `id` = 487446 LIMIT 1 [ RunTime:0.030733s ]
  9. UPDATE `article` SET `lasttime` = 1783058374 WHERE `id` = 487446 [ RunTime:0.030028s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.004543s ]
  11. SELECT * FROM `article` WHERE `id` < 487446 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001786s ]
  12. SELECT * FROM `article` WHERE `id` > 487446 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.020383s ]
  13. SELECT * FROM `article` WHERE `id` < 487446 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.052596s ]
  14. SELECT * FROM `article` WHERE `id` < 487446 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001195s ]
  15. SELECT * FROM `article` WHERE `id` < 487446 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.027751s ]
0.286240s