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如何用rpy2绘制回归线

[英]How to plot regression line with rpy2

In R, one can use the following command for plotting regression line: 在R中,可以使用以下命令绘制回归线:

res=lm(height~age)
abline(res)

As suggested by http://msenux.redwoods.edu/math/R/regression.php 正如http://msenux.redwoods.edu/math/R/regression.php所建议的那样

How can I do the same thing with rpy2? 我怎么能用rpy2做同样的事情? I tried 我试过了

from rpy2 import robjects
r = robjects.r
r.png('test.png')
x = range(10)
y = range(10)
r.plot(x, y)
r.abline(r.lm(x, y))

but got complained by rpy2: 但被rpy2抱怨:

Error in formula.default(object, env = baseenv()) : invalid formula
Traceback (most recent call last):
  File "plot_ratio_price.py", line 34, in <module>
    r.abline(r.lm(x, y))
  File "/Library/Python/2.7/site-packages/rpy2/robjects/functions.py", line 82, in __call__
    return super(SignatureTranslatedFunction, self).__call__(*args, **kwargs)
  File "/Library/Python/2.7/site-packages/rpy2/robjects/functions.py", line 34, in __call__
    res = super(Function, self).__call__(*new_args, **new_kwargs)
rpy2.rinterface.RRuntimeError: Error in formula.default(object, env = baseenv()) : invalid formula

Any hints? 任何提示? Thanks! 谢谢!

Following on to @joran's comment, Rpy2 requires you provide a special object for the formula. 继续@joran的评论之后,Rpy2要求你为公式提供一个特殊的对象。 The documentation says that the class robjects.Formula represents an R formula . 文档说robjects.Formula代表一个R公式 So prior to your last line (the call to r.abline ) you need to create a Formula object and pass that in to your lm() call. 因此,在您的最后一行(对r.abline的调用)之前,您需要创建一个Formula对象并将其传递给您的lm()调用。

By the way, your problem code looks close enough to the rpy2 example that you might consider using it as a template: 顺便说一句,您的问题代码看起来足够接近您可能考虑将其用作模板的rpy2示例:

import array
from rpy2.robjects import IntVector, Formula
from rpy2.robjects.packages import importr
stats = importr('stats')

x = IntVector(range(1, 10))
y = IntVector(range(1, 10))

fmla = Formula('y ~ x')
env = fmla.environment
env['x'] = x
env['y'] = y

fit = stats.lm(fmla)

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