Movatterモバイル変換


[0]ホーム

URL:


Skip to content

Navigation Menu

Sign in
Appearance settings

Search code, repositories, users, issues, pull requests...

Provide feedback

We read every piece of feedback, and take your input very seriously.

Saved searches

Use saved searches to filter your results more quickly

Sign up
Appearance settings

Add support formira object from themice package. #494

Labels
@ABohynDOE

Description

@ABohynDOE

mira objects (MultiplyImputedRepeatedAnalyses) are created when pooling analysis over several imputations.
These object are created with themice package, which is a reference for multiple imputation in R.
Unfortunately, such objects are not supported (yet) in thereport package.

library(mice)library(report)imp<- mice(airquality,m=5,maxit=5,seed=123)mod<- with(imp, lm(Ozone~Solar.R+Wind+Temp+Month))report(mod)#> Error: Oops, objects of class [mira, matrix] are not supported (yet) by report() :(#>#> Want to help? Check out https://easystats.github.io/report/articles/new_models.html

Created on 2025-08-27 withreprex v2.1.0

However, each individual model (i.e. the models fitted on single imputations) works with thereport() function, so making it work with themira object should not be too difficult I think.

fit<-mod$analyses[[1]]report(fit)#> Warning: Could not recover model data from environment. Please make sure your#>   data is available in your workspace.#>   Trying to retrieve data from the model frame now.#> We fitted a linear model (estimated using OLS) to predict Ozone with Solar.R,#> Wind, Temp and Month (formula: Ozone ~ Solar.R + Wind + Temp + Month). The#> model explains a statistically significant and substantial proportion of#> variance (R2 = 0.54, F(4, 148) = 42.59, p < .001, adj. R2 = 0.52). The model's#> intercept, corresponding to Solar.R = 0, Wind = 0, Temp = 0 and Month = 0, is#> at -52.03 (95% CI [-91.71, -12.36], t(148) = -2.59, p = 0.011). Within this#> model:#>#>   - The effect of Solar R is statistically non-significant and positive (beta =#> 0.02, 95% CI [-0.02, 0.06], t(148) = 0.96, p = 0.336; Std. beta = 0.06, 95% CI#> [-0.06, 0.18])#>   - The effect of Wind is statistically significant and negative (beta = -3.19,#> 95% CI [-4.32, -2.06], t(148) = -5.58, p < .001; Std. beta = -0.35, 95% CI#> [-0.48, -0.23])#>   - The effect of Temp is statistically significant and positive (beta = 1.71,#> 95% CI [1.22, 2.20], t(148) = 6.95, p < .001; Std. beta = 0.51, 95% CI [0.36,#> 0.65])#>   - The effect of Month is statistically non-significant and negative (beta =#> -1.79, 95% CI [-4.59, 1.01], t(148) = -1.26, p = 0.208; Std. beta = -0.08, 95%#> CI [-0.20, 0.04])#>#> Standardized parameters were obtained by fitting the model on a standardized#> version of the dataset. 95% Confidence Intervals (CIs) and p-values were#> computed using a Wald t-distribution approximation.

Created on 2025-08-27 withreprex v2.1.0

Metadata

Metadata

Assignees

No one assigned

    Labels

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions


      [8]ページ先頭

      ©2009-2025 Movatter.jp