你能用python帮我实现“中证1000,筹码集中度70小于10%,主板,非ST,收盘价大于10均线,市值从小到大排名”这个股票交易策略吗
时间: 2024-03-14 15:48:20 浏览: 336
可以的,你需要先安装Python的相关库,比如pandas、tushare、numpy等。然后按照以下步骤进行实现:
1. 使用Tushare获取中证1000的股票代码列表和股票基本信息:
```python
import tushare as ts
# 获取中证1000股票列表
stock_list = ts.get_zz1000s()
# 获取股票基本信息
basic_info = ts.get_stock_basics()
```
2. 筛选符合条件的股票:
```python
import numpy as np
# 计算筹码集中度
basic_info['concentration'] = basic_info['holders'].div(basic_info['totalShare']*10000)
# 筛选符合条件的股票
selected_stocks = basic_info[
(basic_info['concentration'] <= 0.1) &
(basic_info['name'].str.contains('ST') == False) &
(basic_info['industry'].str.contains('主板')) &
(basic_info['close'] > basic_info['ma10']) &
(basic_info.index.isin(stock_list['code']))
].sort_values('mktcap')
```
3. 对符合条件的股票按照市值从小到大排名:
```python
selected_stocks = selected_stocks.reset_index()
selected_stocks = selected_stocks[['code', 'name', 'industry', 'mktcap']]
selected_stocks.index = np.arange(1, len(selected_stocks)+1)
```
4. 输出结果:
```python
print(selected_stocks)
```
这样就可以得到符合条件的股票列表,并按照市值从小到大排名了。注意,以上代码仅供参考,具体实现可能还需要根据实际情况进行调整。
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