easystats / easystats/parameters
model_parameters(): show both raw and standardized coefficients
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Description
Ala https://gist.github.com/bwiernik/55571550aa45d57ddaf7cd680c3211c3
library(dplyr, warn.conflicts = FALSE)
library(parameters)
mod <- lm(mpg ~ disp + wt, data = mtcars)
# Both
left_join(
parameters(mod),
select(
parameters(mod, standardize = "refit"),
Parameter, "Std. Coefficient" = Coefficient,
"Std._CI_low" = CI_low, "Std._CI_high" = CI_high
),
by = "Parameter"
)
#> Parameter | Coefficient | SE | 95% CI | t(29) | p | Std. Coefficient | Std. 95% CI
#> ----------------------------------------------------------------------------------------------------------
#> (Intercept) | 34.96 | 2.16 | [30.53, 39.39] | 16.15 | < .001 | 1.85e-17 | [-0.17, 0.17]
#> disp | -0.02 | 9.19e-03 | [-0.04, 0.00] | -1.93 | 0.064 | -0.36 | [-0.75, 0.02]
#> wt | -3.35 | 1.16 | [-5.73, -0.97] | -2.88 | 0.007 | -0.54 | [-0.93, -0.16]
#>
#> Uncertainty intervals (equal-tailed) and p values (two-tailed) computed using a
#> Wald t-distribution approximation.
I'm thinking an argument like add_standardized. FALSE (default) to replace raw coefficients with standardized (if any), TRUE to add the retain the raw results and add standardized coefficients and CI (if any).
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start with the parameters() entry point and its existing standardize handling. Trace how raw coefficients, standardized coefficients, and confidence intervals are assembled; done means an option can retain raw results while adding standardized results and intervals, without changing the default behavior.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- r
- Domain
- data
- Issue type
- Feature
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100