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Continuous Distribution Data Generating Functions

Functions that generate random data from continuous distributions and return tibbles

tidy_beta()
Tidy Randomly Generated Beta Distribution Tibble
tidy_burr()
Tidy Randomly Generated Burr Distribution Tibble
tidy_cauchy()
Tidy Randomly Generated Cauchy Distribution Tibble
tidy_chisquare()
Tidy Randomly Generated Chisquare (Non-Central) Distribution Tibble
tidy_exponential()
Tidy Randomly Generated Exponential Distribution Tibble
tidy_f()
Tidy Randomly Generated F Distribution Tibble
tidy_gamma()
Tidy Randomly Generated Gamma Distribution Tibble
tidy_generalized_beta()
Tidy Randomly Generated Generalized Beta Distribution Tibble
tidy_generalized_pareto()
Tidy Randomly Generated Generalized Pareto Distribution Tibble
tidy_geometric()
Tidy Randomly Generated Geometric Distribution Tibble
tidy_inverse_burr()
Tidy Randomly Generated Inverse Burr Distribution Tibble
tidy_inverse_exponential()
Tidy Randomly Generated Inverse Exponential Distribution Tibble
tidy_inverse_gamma()
Tidy Randomly Generated Inverse Gamma Distribution Tibble
tidy_inverse_normal()
Tidy Randomly Generated Inverse Gaussian Distribution Tibble
tidy_inverse_pareto()
Tidy Randomly Generated Inverse Pareto Distribution Tibble
tidy_inverse_weibull()
Tidy Randomly Generated Inverse Weibull Distribution Tibble
tidy_logistic()
Tidy Randomly Generated Logistic Distribution Tibble
tidy_lognormal()
Tidy Randomly Generated Lognormal Distribution Tibble
tidy_normal()
Tidy Randomly Generated Gaussian Distribution Tibble
tidy_paralogistic()
Tidy Randomly Generated Paralogistic Distribution Tibble
tidy_pareto()
Tidy Randomly Generated Pareto Distribution Tibble
tidy_pareto1()
Tidy Randomly Generated Pareto Single Parameter Distribution Tibble
tidy_t()
Tidy Randomly Generated T Distribution Tibble
tidy_triangular()
Generate Tidy Data from Triangular Distribution
tidy_uniform()
Tidy Randomly Generated Uniform Distribution Tibble
tidy_weibull()
Tidy Randomly Generated Weibull Distribution Tibble
tidy_zero_truncated_geometric()
Tidy Randomly Generated Zero Truncated Geometric Distribution Tibble

Discrete Distribution Data Generating Functions

Functions that generate random data from discrete distributions and return tibbles

tidy_bernoulli()
Tidy Randomly Generated Bernoulli Distribution Tibble
tidy_binomial()
Tidy Randomly Generated Binomial Distribution Tibble
tidy_hypergeometric()
Tidy Randomly Generated Hypergeometric Distribution Tibble
tidy_negative_binomial()
Tidy Randomly Generated Negative Binomial Distribution Tibble
tidy_poisson()
Tidy Randomly Generated Poisson Distribution Tibble
tidy_zero_truncated_binomial()
Tidy Randomly Generated Binomial Distribution Tibble
tidy_zero_truncated_negative_binomial()
Tidy Randomly Generated Binomial Distribution Tibble
tidy_zero_truncated_poisson()
Tidy Randomly Generated Zero Truncated Poisson Distribution Tibble

Empirical Data Functions

tidy_empirical()
Tidy Empirical
tidy_distribution_comparison()
Compare Empirical Data to Distributions

Multiple Distribution Tibble

Generate multiple simulations of the same distribution with different parameters

tidy_combine_distributions()
Combine Multiple Tidy Distributions of Different Types
tidy_multi_single_dist()
Generate Multiple Tidy Distributions of a single type

Mixture Model Data

Function for creating mixture model data

tidy_mixture_density()
Tidy Mixture Data

Bootstrap

Functions for bootstrapping data

bootstrap_density_augment()
Bootstrap Density Tibble
bootstrap_p_augment()
Augment Bootstrap P
bootstrap_p_vec()
Compute Bootstrap P of a Vector
bootstrap_q_augment()
Augment Bootstrap Q
bootstrap_q_vec()
Compute Bootstrap Q of a Vector
bootstrap_stat_plot()
Bootstrap Stat Plot
bootstrap_unnest_tbl()
Unnest Tidy Bootstrap Tibble
tidy_bootstrap()
Bootstrap Empirical Data

Parameter Estimation Functions

Functions that help to estimate parameters from raw data.

util_bernoulli_param_estimate()
Estimate Bernoulli Parameters
util_beta_param_estimate()
Estimate Beta Parameters
util_binomial_param_estimate()
Estimate Binomial Parameters
util_burr_param_estimate()
Estimate Burr Parameters
util_cauchy_param_estimate()
Estimate Cauchy Parameters
util_chisquare_param_estimate()
Estimate Chisquare Parameters
util_exponential_param_estimate()
Estimate Exponential Parameters
util_f_param_estimate()
Estimate F Distribution Parameters
util_gamma_param_estimate()
Estimate Gamma Parameters
util_generalized_beta_param_estimate()
Estimate Generalized Beta Parameters
util_generalized_pareto_param_estimate()
Estimate Generalized Pareto Parameters
util_geometric_param_estimate()
Estimate Geometric Parameters
util_hypergeometric_param_estimate()
Estimate Hypergeometric Parameters
util_inverse_burr_param_estimate()
Estimate Inverse Burr Parameters
util_inverse_pareto_param_estimate()
Estimate Inverse Pareto Parameters
util_inverse_weibull_param_estimate()
Estimate Inverse Weibull Parameters
util_logistic_param_estimate()
Estimate Logistic Parameters
util_lognormal_param_estimate()
Estimate Lognormal Parameters
util_negative_binomial_param_estimate()
Estimate Negative Binomial Parameters
util_normal_param_estimate()
Estimate Normal Gaussian Parameters
util_paralogistic_param_estimate()
Estimate Paralogistic Parameters
util_pareto1_param_estimate()
Estimate Pareto Parameters
util_pareto_param_estimate()
Estimate Pareto Parameters
util_poisson_param_estimate()
Estimate Poisson Parameters
util_triangular_param_estimate()
Estimate Triangular Parameters
util_t_param_estimate()
Estimate t Distribution Parameters
util_uniform_param_estimate()
Estimate Uniform Parameters
util_weibull_param_estimate()
Estimate Weibull Parameters
util_zero_truncated_binomial_param_estimate()
Estimate Zero Truncated Binomial Parameters
util_zero_truncated_geometric_param_estimate()
Estimate Zero-Truncated Geometric Parameters
util_zero_truncated_negative_binomial_param_estimate()
Estimate Zero Truncated Negative Binomial Parameters
util_zero_truncated_poisson_param_estimate()
Estimate Zero Truncated Poisson Parameters

Distribution Statistics

Functions that generate a tibble of distribution statistics

util_bernoulli_stats_tbl()
Distribution Statistics
util_beta_stats_tbl()
Distribution Statistics
util_binomial_stats_tbl()
Distribution Statistics
util_burr_stats_tbl()
Distribution Statistics
util_cauchy_stats_tbl()
Distribution Statistics
util_chisquare_stats_tbl()
Distribution Statistics
util_exponential_stats_tbl()
Distribution Statistics
util_f_stats_tbl()
Distribution Statistics
util_gamma_stats_tbl()
Distribution Statistics
util_generalized_beta_stats_tbl()
Distribution Statistics
util_generalized_pareto_stats_tbl()
Distribution Statistics
util_geometric_stats_tbl()
Distribution Statistics
util_hypergeometric_stats_tbl()
Distribution Statistics
util_inverse_burr_stats_tbl()
Distribution Statistics
util_inverse_pareto_stats_tbl()
Distribution Statistics
util_inverse_weibull_stats_tbl()
Distribution Statistics
util_logistic_stats_tbl()
Distribution Statistics
util_lognormal_stats_tbl()
Distribution Statistics
util_negative_binomial_stats_tbl()
Distribution Statistics
util_normal_stats_tbl()
Distribution Statistics
util_paralogistic_stats_tbl()
Distribution Statistics for Paralogistic Distribution
util_pareto1_stats_tbl()
Distribution Statistics for Pareto1 Distribution
util_pareto_stats_tbl()
Distribution Statistics
util_poisson_stats_tbl()
Distribution Statistics
util_triangular_stats_tbl()
Distribution Statistics
util_t_stats_tbl()
Distribution Statistics
util_uniform_stats_tbl()
Distribution Statistics
util_weibull_stats_tbl()
Distribution Statistics
util_zero_truncated_binomial_stats_tbl()
Distribution Statistics for Zero Truncated Binomial Distribution
util_zero_truncated_geometric_stats_tbl()
Distribution Statistics for Zero-Truncated Geometric
util_zero_truncated_negative_binomial_stats_tbl()
Distribution Statistics for Zero-Truncated Negative Binomial
util_zero_truncated_poisson_stats_tbl()
Distribution Statistics

Random Walk Functions

Functions that generate random walk data and return tibbles

tidy_random_walk()
Tidy Random Walk

Plotting Functions

Functions that generate plots of the tidy_ distribution functions.

bootstrap_stat_plot()
Bootstrap Stat Plot
tidy_autoplot()
Automatic Plot of Density Data
tidy_combined_autoplot()
Automatic Plot of Combined Multi Dist Data
tidy_four_autoplot()
Automatic Plot of Density Data
tidy_multi_dist_autoplot()
Automatic Plot of Multi Dist Data
tidy_random_walk_autoplot()
Automatic Plot of Random Walk Data
triangle_plot()
Triangle Distribution PDF Plot
color_blind()
Provide Colorblind Compliant Colors
td_scale_color_colorblind()
Provide Colorblind Compliant Colors
td_scale_fill_colorblind()
Provide Colorblind Compliant Colors

Statistic Functions

Functions that return a statistic

ci_hi()
Confidence Interval Generic
ci_lo()
Confidence Interval Generic
tidy_kurtosis_vec()
Compute Kurtosis of a Vector
tidy_range_statistic()
Get the range statistic
tidy_skewness_vec()
Compute Skewness of a Vector
tidy_stat_tbl()
Tidy Stats of Tidy Distribution

Table Functions

Functions that generate tibbles

tidy_distribution_summary_tbl()
Tidy Distribution Summary Statistics Tibble

Vector Functions

Functions that work on vectors

tidy_scale_zero_one_vec()
Vector Function Scale to Zero and One
bootstrap_p_vec()
Compute Bootstrap P of a Vector
bootstrap_q_vec()
Compute Bootstrap Q of a Vector
cgmean()
Cumulative Geometric Mean
chmean()
Cumulative Harmonic Mean
ckurtosis()
Cumulative Kurtosis
cmean()
Cumulative Mean
cmedian()
Cumulative Median
csd()
Cumulative Standard Deviation
cskewness()
Cumulative Skewness
cvar()
Cumulative Variance
tidy_kurtosis_vec()
Compute Kurtosis of a Vector
tidy_skewness_vec()
Compute Skewness of a Vector

Helper Functions

Helpers mainly for internal use

dist_type_extractor()
Extract Distribution Type from Tidy Distribution Object

Utilities

Utility Functions

check_duplicate_rows()
Check for Duplicate Rows in a Data Frame
convert_to_ts()
Convert Data to Time Series Format
quantile_normalize()
Perform quantile normalization on a numeric matrix/data.frame
tidy_mcmc_sampling()
Tidy MCMC Sampling
util_beta_aic()
Calculate Akaike Information Criterion (AIC) for Beta Distribution
util_binomial_aic()
Calculate Akaike Information Criterion (AIC) for Binomial Distribution
util_cauchy_aic()
Calculate Akaike Information Criterion (AIC) for Cauchy Distribution
util_chisq_aic()
Calculate Akaike Information Criterion (AIC) for Chi-Square Distribution
util_exponential_aic()
Calculate Akaike Information Criterion (AIC) for Exponential Distribution
util_f_aic()
Calculate Akaike Information Criterion (AIC) for F Distribution
util_gamma_aic()
Calculate Akaike Information Criterion (AIC) for Gamma Distribution
util_generalized_beta_aic()
Calculate Akaike Information Criterion (AIC) for Generalized Beta Distribution
util_generalized_pareto_aic()
Calculate Akaike Information Criterion (AIC) for Generalized Pareto Distribution
util_geometric_aic()
Calculate Akaike Information Criterion (AIC) for Geometric Distribution
util_hypergeometric_aic()
Calculate Akaike Information Criterion (AIC) for Hypergeometric Distribution
util_inverse_burr_aic()
Calculate Akaike Information Criterion (AIC) for Inverse Burr Distribution
util_inverse_pareto_aic()
Calculate Akaike Information Criterion (AIC) for Inverse Pareto Distribution
util_inverse_weibull_aic()
Calculate Akaike Information Criterion (AIC) for Inverse Weibull Distribution
util_logistic_aic()
Calculate Akaike Information Criterion (AIC) for Logistic Distribution
util_lognormal_aic()
Calculate Akaike Information Criterion (AIC) for Log-Normal Distribution
util_negative_binomial_aic()
Calculate Akaike Information Criterion (AIC) for Negative Binomial Distribution
util_normal_aic()
Calculate Akaike Information Criterion (AIC) for Normal Distribution
util_paralogistic_aic()
Calculate Akaike Information Criterion (AIC) for Paralogistic Distribution
util_pareto1_aic()
Calculate Akaike Information Criterion (AIC) for Pareto Distribution
util_pareto_aic()
Calculate Akaike Information Criterion (AIC) for Pareto Distribution
util_poisson_aic()
Calculate Akaike Information Criterion (AIC) for Poisson Distribution
util_triangular_aic()
Calculate Akaike Information Criterion (AIC) for Triangular Distribution
util_t_aic()
Calculate Akaike Information Criterion (AIC) for t Distribution
util_uniform_aic()
Calculate Akaike Information Criterion (AIC) for Uniform Distribution
util_weibull_aic()
Calculate Akaike Information Criterion (AIC) for Weibull Distribution
util_zero_truncated_binomial_aic()
Calculate Akaike Information Criterion (AIC) for Zero-Truncated Binomial Distribution
util_zero_truncated_geometric_aic()
Calculate Akaike Information Criterion (AIC) for Zero-Truncated Geometric Distribution
util_zero_truncated_negative_binomial_aic()
Calculate Akaike Information Criterion (AIC) for Zero-Truncated Negative Binomial Distribution
util_zero_truncated_poisson_aic()
Calculate Akaike Information Criterion (AIC) for zero-truncated poisson Distribution