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In the chart below with X axis and Y axis, which statement about the chart is incorrect?
A. There is an obvious non-linear relationship between X and Y
B. There are clear outlier points among the dots
C. X and Y have a positive correlation
D. No matter how X and Y are processed, linear regression is not suitable for analyzing the relationship between them
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Non-linear processing can be done first, followed by linear regression.

正确答案是 D: No matter how X and Y are processed, linear regression is not suitable for analyzing the relationship between them。

专业分析如下:

A: There is an obvious non-linear relationship between X and Y
这句话是正确的。从图表中可以看出,数据点并没有沿着一条直线分布,而是呈现出一种曲线的形态,这表明X和Y之间存在非线性关系。

B: There are clear outlier points among the dots
这句话也是正确的。从图表中可以看到,有一些数据点明显偏离了大部分数据点的分布,这些点可以被视为离群点。

C: X and Y have a positive correlation
这句话也是正确的。从图表中可以看出,随着X值的增加,Y值也在增加,表明X和Y之间存在正相关关系。

D: No matter how X and Y are processed, linear regression is not suitable for analyzing the relationship between them
这句话是不正确的。虽然原始数据可能显示出非线性关系,但通过适当的数据变换(例如对数变换、平方根变换等),有可能将非线性关系转化为线性关系,从而使线性回归变得适用。因此,不能断言无论如何处理数据,线性回归都不适用。