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  • 相关系数

    皮尔逊积矩相关系数,又称“相关系数”,

    取值范围为[-1,1],r=0,没有相关性。

    -1:表示方向完全相反

    1:表示方向相同,并且完全一样

    0:表示没有相关性

    函数签名:

    numpy.corrcoef(xy=Nonerowvar=Truebias=<no value>ddof=<no value>)

    rowvar:True,表示每行代表一个变量,列中包含观测值。否则,关系将被转置:每列表示一个变量,而行包含观测值。

    参考:

    https://www.osgeo.cn/numpy/reference/generated/numpy.corrcoef.html # 中文说明文档

    https://numpy.org/doc/stable/reference/generated/numpy.corrcoef.html  # 英文说明文档

    内容如下:

    numpy.corrcoef
    numpy.corrcoef(x, y=None, rowvar=True, bias=<no value>, ddof=<no value>)[source]
    Return Pearson product-moment correlation coefficients.
    
    Please refer to the documentation for cov for more detail. The relationship between the correlation coefficient matrix, R, and the covariance matrix, C, is
    
    R_{ij} = { C_{ij} } / { sqrt{ C_{ii} * C_{jj} } }
    
    Parameters
    xarray_like
    A 1-D or 2-D array containing multiple variables and observations. Each row of x represents a variable, and each column a single observation of all those variables. Also see rowvar below.
    
    yarray_like, optional
    An additional set of variables and observations. y has the same shape as x.
    
    rowvarbool, optional
    If rowvar is True (default), then each row represents a variable, with observations in the columns. Otherwise, the relationship is transposed: each column represents a variable, while the rows contain observations.
    
    bias_NoValue, optional
    Has no effect, do not use.
    
    Deprecated since version 1.10.0.
    
    ddof_NoValue, optional
    Has no effect, do not use.
    
    Deprecated since version 1.10.0.
    
    Returns
    Rndarray
    The correlation coefficient matrix of the variables.
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  • 原文地址:https://www.cnblogs.com/gwzz/p/13589555.html
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