问题
In the R session below, summary(model)
shows the formula as model_str
. How do I get it to show as mpg ~ cyl + hp
while still being able to set the model formula via a string?
> data(mtcars)
> names(mtcars)
[1] "mpg" "cyl" "disp" "hp" "drat" "wt" "qsec" "vs" "am" "gear" "carb"
> model_str <- 'mpg ~ cyl + hp'
> model <- lm(model_str, data=mtcars)
> summary(model)
Call:
lm(formula = model_str, data = mtcars)
Residuals:
Min 1Q Median 3Q Max
-4.4948 -2.4901 -0.1828 1.9777 7.2934
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 36.90833 2.19080 16.847 < 2e-16 ***
cyl -2.26469 0.57589 -3.933 0.00048 ***
hp -0.01912 0.01500 -1.275 0.21253
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 3.173 on 29 degrees of freedom
Multiple R-squared: 0.7407, Adjusted R-squared: 0.7228
F-statistic: 41.42 on 2 and 29 DF, p-value: 3.162e-09
回答1:
Use do.call
so that model_str
gets evaluated before being sent to lm
but quote mtcars
so that it is not (otherwise there would be a huge output showing the actual values in mtcars
).
do.call("lm", list(as.formula(model_str), data = quote(mtcars)))
giving:
Call:
lm(formula = mpg ~ cyl + hp, data = mtcars)
Coefficients:
(Intercept) cyl hp
36.90833 -2.26469 -0.01912
回答2:
It's a bit of a hack and so probably fragile, but modifying the formula
element of the call
element of the model works:
model$call$formula <- formula(model_str)
summary(model)
## Call:
## lm(formula = mpg ~ cyl + hp, data = mtcars)
回答3:
You can build and evaluate the call directly in a single line:
eval(as.call(list(quote(lm), formula = model_str, data = quote(mtcars))))
#>
#> Call:
#> lm(formula = "mpg ~ cyl + hp", data = mtcars)
#>
#> Coefficients:
#> (Intercept) cyl hp
#> 36.90833 -2.26469 -0.01912
回答4:
Use str2lang
, then do.call
.
fo <- str2lang("mpg ~ hp + am")
do.call("lm", list(fo, quote(mtcars)))
#
# Call:
# lm(formula = mpg ~ hp + am, data = mtcars)
#
# Coefficients:
# (Intercept) hp am
# 26.58491 -0.05889 5.27709
来源:https://stackoverflow.com/questions/64487754/how-to-pass-string-formula-to-rs-lm-and-see-the-formula-in-the-summary