reshape_diagnosis {DeclareDesign}

R Documentation

Clean up a diagnosis object for printing

Description

Take a diagnosis object and returns a pretty output table. If diagnosands are bootstrapped, se's are put in parentheses on a second line and rounded to digits.

Usage

reshape_diagnosis(diagnosis, digits = 2, select = NULL, exclude = NULL)

Arguments

diagnosis	A diagnosis object generated by diagnose_design.
digits	Number of digits.
select	List of columns to include in output. Defaults to all.
exclude	Set of columns to exclude from output. Defaults to none.

Value

A formatted text table with bootstrapped standard errors in parentheses.

Examples

effect_size <- 0.1
design <-
  declare_model(
    N = 100,
    U = rnorm(N),
    X = rnorm(N),
    potential_outcomes(Y ~ effect_size * Z + X + U)
  ) +
  declare_inquiry(ATE = mean(Y_Z_1 - Y_Z_0)) +
  declare_assignment(Z = complete_ra(N)) +
  declare_measurement(Y = reveal_outcomes(Y ~ Z)) +
  declare_estimator(Y ~ Z, inquiry = "ATE", label = "unadjusted") + 
  declare_estimator(Y ~ Z + X, inquiry = "ATE", label = "adjusted")

diagnosis <- diagnose_design(design, sims = 100)

reshape_diagnosis(diagnosis)

reshape_diagnosis(diagnosis, select = c("Bias", "Power"))

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