DeclareDesign (version 0.18.0)

diagnosis_helpers: Explore your design diagnosis

Description

Explore your design diagnosis

Usage

get_diagnosands(diagnosis)
get_simulations(diagnosis)

Arguments

diagnosis

A design diagnosis created by diagnose_design.

Examples

# NOT RUN {
my_population <- declare_population(N = 500, noise = rnorm(N))

my_potential_outcomes <- declare_potential_outcomes(
  Y_Z_0 = noise, Y_Z_1 = noise +
  rnorm(N, mean = 2, sd = 2))

my_assignment <- declare_assignment()

my_estimand <- declare_estimand(ATE = mean(Y_Z_1 - Y_Z_0))

my_estimator <- declare_estimator(Y ~ Z, estimand = my_estimand)

my_reveal <- declare_reveal()

design <- my_population +
  my_potential_outcomes +
  my_estimand +
  my_assignment +
  my_reveal +
  my_estimator

# }
# NOT RUN {
# using built-in defaults:
diagnosis <- diagnose_design(design)
diagnosis
# }
# NOT RUN {
# using a user-defined diagnosand
my_diagnosand <- declare_diagnosands(absolute_error = mean(abs(estimate - estimand)))

# }
# NOT RUN {
diagnosis <- diagnose_design(design, diagnosands = my_diagnosand)
diagnosis

get_diagnosands(diagnosis)

get_simulations(diagnosis)

reshape_diagnosis(diagnosis)

# }
# NOT RUN {
# }