• Price Transform 价格转换(TA-lib)


      TA-Lib模块中提供的价格转换函数有四个,主要用于计算开盘价、收盘价、最高价、最低价之间的均值,具体如下表所示。

    AVGPRICE:average Price, 平均价格函数:ta.AVGPRICE(open,high,low,close)

    MEDPRICE:Median Price, 中位数价格:ta.MEDPRICE(high,low)

    TYPPRICE:Typical Price,代表性价格:ta.TYPPRICE(high,low,close)

    WCLPRICE:Weighted Close Price, 加权收盘价:ta.WCLPRICE(high,low,close)

    import pandas as pd
    import numpy as np
    import matplotlib.pyplot as plt
    import talib as ta
    import tushare as ts
    
    plt.rcParams['font.sans-serif'] = ['SimHei']
    plt.rcParams['axes.unicode_minus'] = False
    
    def get_data(code, start='2015-01-01'):
        df = ts.get_k_data(code, start)
        df.index = pd.to_datetime(df.date)
        df = df.sort_index()
        return df
    
    df = get_data('sh')[['open','close','high','low']]
    
    # 开盘价,最高价,最低价,收盘价的均值
    df['average'] = ta.AVGPRICE(df.open, df.high, df.low, df.close)
    # 最高价,最低价中位数
    df['median'] = ta.MEDPRICE(df.high, df.low)
    # 最高价,最低价,收盘价均值
    df['typical'] = ta.TYPPRICE(df.high, df.low, df.close)
    # 最高价,最低价,收盘价的加权
    df['weight'] = ta.WCLPRICE(df.high, df.low, df.close)
    
    df.head()
    
    df.loc['2019-01-01':,['close','average','median','typical','weight']
    ].plot(figsize=(12,6))
    ax = plt.gca()
    ax.spines['right'].set_color('none')
    ax.spines['top'].set_color('none')
    plt.title('上证指数及其价格转换', fontsize=15)
    plt.xlabel('')
    plt.show()

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  • 原文地址:https://www.cnblogs.com/wintalau/p/11617750.html
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