ExampleDataBinary {pprof} | R Documentation |
Example data with binary outcomes
Description
A simulated data set containing 7994 observations, 5 continuous covariates and 100 providers.
Usage
data(ExampleDataBinary)
Format
A list containing the following elements:
- Y
a vector representing binary outcomes with 0 or 1. Generated from a Bernoulli distribution with the probability of success (
\boldsymbol{\mu}
), which is determined by applying the logistic function to the linear combination of provider effects and covariates.- ProvID
a vector representing identifier for each provider. The number of individuals per provider is generated from a Poisson distribution with mean 80, with a minimum value of 11.
- Z
a data frame containing 5 continuous variables. Generated from a multivariate normal distribution, where the mean is calculated as
(\gamma_i - \mu_{\gamma}) \cdot \rho / \sigma_{\gamma}
with\mu_{\gamma} = \log(4/11)
and\sigma_{\gamma} = 0.4
, and the correlation between covariates and provider effects is 0.1.
Examples
data(ExampleDataBinary)
head(ExampleDataBinary$Y)
head(ExampleDataBinary$ProvID)
head(ExampleDataBinary$Z)