tidy_bernoulli: Tidy Randomly Generated Bernoulli Distribution Tibble

In TidyDensity: Functions for Tidy Analysis and Generation of Random Data

Tidy Randomly Generated Bernoulli Distribution Tibble

Description

This function will generate n random points from a Bernoulli distribution with a user provided, .prob, and number of random simulations to be produced. The function returns a tibble with the simulation number column the x column which corresponds to the n randomly generated points, the d_, p_ and q_ data points as well.

The data is returned un-grouped.

The columns that are output are:

• sim_number The current simulation number.

• x The current value of n for the current simulation.

• y The randomly generated data point.

• dx The x value from the stats::density() function.

• dy The y value from the stats::density() function.

• p The values from the resulting p_ function of the distribution family.

• q The values from the resulting q_ function of the distribution family.

Usage

tidy_bernoulli(.n = 50, .prob = 0.1, .num_sims = 1)

Arguments

.n	The number of randomly generated points you want.
.prob	The probability of success/failure.
.num_sims	The number of randomly generated simulations you want.

Details

This function uses the rbinom(), and its underlying p, d, and q functions. The Bernoulli distribution is a special case of the Binomial distribution with size = 1 hence this is why the binom functions are used and set to size = 1.

Value

A tibble of randomly generated data.

Author(s)

Steven P. Sanderson II, MPH

See Also

https://en.wikipedia.org/wiki/Bernoulli_distribution

Other Discrete Distribution: tidy_binomial(), tidy_hypergeometric(), tidy_negative_binomial(), tidy_poisson(), tidy_zero_truncated_binomial(), tidy_zero_truncated_negative_binomial(), tidy_zero_truncated_poisson()

Other Bernoulli: util_bernoulli_param_estimate(), util_bernoulli_stats_tbl()

Examples

tidy_bernoulli()

TidyDensity documentation built on Nov. 2, 2023, 5:38 p.m.