source.binary.data {RCTrep}

A dataset of simulated observational data, where outcome is binary variable. The data is filtered after compared to target.binary.data

Description

A dataset of simulated observational data, where outcome is binary variable. The data is filtered after compared to target.binary.data

Usage

source.binary.data

Format

A data frame with 2624 rows and 9 variables.

x1

binary variable, x1 ~ rbinom(5000,1,0.2)

x2

binary variable, x2 ~ rbinom(5000,1,0.2)

x3

binary variable, x3 ~ rbinom(5000,1,0.8)

x4

binary variable, x4 ~ rbinom(5000,1,0.8)

x5

binary variable, x5 ~ rbinom(5000,1,0.7)

x6

binary variable, x6 ~ rbinom(5000,1,0.8)

z

binary variable. pp = x1*x2+x3*x4+5*x5+x6, p(z=1) = p = 1/(1+e^-(pp-mean(pp))/sd(pp)*sqrt(3)/pi), z ~ rbinom(5000,1,p)

y

binary variable. pp = x1 + (6*x2+x6+2)*z, p(y=1) = p = 1/(1+e^-(pp-mean(pp))/sd(pp)*sqrt(3)/pi), y ~ rbinom(5000,1,p)

pt

a continuous variable within 0 and 1, specifying the probability of p(z=1) given x1,x2,x3,x4,x5,x6