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

Description Usage Arguments Examples

Description

Draw data, estimates, and inquiries from a design

Usage

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Arguments

design

A design object, typically created using the + operator

data

A data.frame object with sufficient information to get the data, estimates, inquiries, 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

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design <- 
  declare_model(
    N = 100, 
    U = rnorm(N),
    potential_outcomes(Y ~ Z + U)
  ) +
  declare_inquiry(ATE = mean(Y_Z_1 - Y_Z_0)) +
  declare_sampling(S = complete_rs(N, n = 75), legacy = FALSE) +
  declare_assignment(Z = complete_ra(N, m = 50), legacy = FALSE) +
  declare_measurement(Y = reveal_outcomes(Y ~ Z)) +
  declare_estimator(Y ~ Z, inquiry = "ATE")

dat <- draw_data(design)

dat_no_sampling <- draw_data(design, end = 3)

draw_inquiries(design)

draw_estimates(design)

DeclareDesign documentation built on Feb. 15, 2021, 1:07 a.m.