DeclareDesign (version 0.18.0)

draw_functions: Draw data, estimates, and estimands from a design

Description

Draw data, estimates, and estimands from a design

Usage

draw_data(design, data = NULL, start = 1, end = length(design))
draw_estimands(...)
draw_estimates(...)

Arguments

design

A design object, typically created using the + operator

data

A data.frame object with sufficient information to get the data, estimates, estimands, an assignment vector, or a sample.

start

(Defaults to 1) a scalar indicating which step in the design to begin with. By default all data steps are drawn, from step 1 to the last step of the design.

end

(Defaults to length(design)) a scalar indicating which step in the design to finish drawing data by.

...

A design or set of designs typically created using the + operator

Examples

# NOT RUN {
design <- declare_population(N = 100, u = rnorm(N)) +
  declare_potential_outcomes(Y ~ Z + u) +
  declare_estimand(ATE = mean(Y_Z_1 - Y_Z_0)) +
  declare_sampling(n = 75) +
  declare_assignment(m = 50) +
  declare_reveal(Y, Z) +
  declare_estimator(Y ~ Z, estimand = "ATE")

dat <- draw_data(design)

dat_no_sampling <- draw_data(design, end = 3)

draw_estimands(design)

draw_estimates(design)

# }

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