blockr.lm

Linear modeling blocks for blockr.

Installation

# Install from GitHub
pak::pak("blockr-org/blockr.lm")

Blocks

Block	Description	Input	Output
new_lm_block()	Fit linear model with formula builder	data.frame	lm object
new_coef_block()	Coefficients table with CI	lm object	data.frame
new_anova_block()	ANOVA decomposition table	lm object	data.frame
new_diagnostic_plot_block()	4-panel diagnostic plots	lm object	plot
new_residual_explorer_block()	Interactive residual plot	lm object	plotly

Usage

library(blockr)

run_app(

blocks = c(
    data = new_dataset_block("mtcars"),
    model = new_lm_block(
      response = "mpg",
      predictors = c("cyl", "hp", "wt")
    ),
    coef = new_coef_block(conf_int = TRUE),
    anova = new_anova_block(),
    plots = new_diagnostic_plot_block(),
    resid = new_residual_explorer_block()
  ),
  links = c(
    new_link("data", "model", "data"),
    new_link("model", "coef", "data"),
    new_link("model", "anova", "data"),
    new_link("model", "plots", "data"),
    new_link("model", "resid", "data")
  )
)

Workflow

data.frame ──► new_lm_block() ──► new_coef_block()
                    │
                    ├──► new_anova_block()
                    │
                    ├──► new_diagnostic_plot_block()
                    │
                    └──► new_residual_explorer_block()