Function reference • healthyR.ai

Plotting Functions

Functions for plotting

hai_control_chart(): Create a control chart

hai_density_hist_plot(): Density Histogram Plot

hai_density_plot(): Density Histogram Plot

hai_density_qq_plot(): Density QQ Plot

hai_histogram_facet_plot(): Histogram Facet Plot

hai_kmeans_scree_plt() kmeans_scree_plt() hai_kmeans_scree_plot(): K-Means Scree Plot

hai_umap_plot() umap_plt(): UMAP and K-Means Cluster Visualization

color_blind(): Provide Colorblind Compliant Colors

hai_scale_color_colorblind(): Provide Colorblind Compliant Colors

hai_scale_fill_colorblind(): Provide Colorblind Compliant Colors

Clustering Functions

Functions for Clustering and Analysis

K-Means

hai_kmeans_automl(): Automatic K-Means H2O

hai_kmeans_automl_predict(): Automatic K-Means H2O

hai_kmeans_mapped_tbl() kmeans_mapped_tbl(): K-Means Mapping Function

hai_kmeans_obj() kmeans_obj(): K-Means Object

hai_kmeans_scree_data_tbl() kmeans_scree_data_tbl(): K-Means Scree Plot Data Table

hai_kmeans_scree_plt() kmeans_scree_plt() hai_kmeans_scree_plot(): K-Means Scree Plot

hai_kmeans_tidy_tbl() kmeans_tidy_tbl(): K-Means Object Tidy Functions

hai_kmeans_user_item_tbl() kmeans_user_item_tbl(): K-Means User Item Tibble

UMAP

hai_umap_list() umap_list(): UMAP Projection

hai_umap_plot() umap_plt(): UMAP and K-Means Cluster Visualization

Boiler Plate functions

Functions for automatic Recipes, Workflows and Tuned models.

hai_auto_c50(): Boilerplate Workflow

hai_auto_cubist(): Boilerplate Workflow

hai_auto_earth(): Boilerplate Workflow

hai_auto_glmnet(): Boilerplate Workflow

hai_auto_knn(): Boilerplate Workflow

hai_auto_ranger(): Boilerplate Workflow

hai_auto_svm_poly(): Boilerplate Workflow

hai_auto_svm_rbf(): Boilerplate Workflow

hai_auto_wflw_metrics(): Collect Metrics from Boilerplat Workflows

hai_auto_xgboost(): Boilerplate Workflow

Dimensionality Reduction

Functions for dimension reduction

pca_your_recipe(): Perform PCA

Data Wrangling

get_juiced_data(): Get the Juiced Data

Data Preprocessors

hai_c50_data_prepper(): Prep Data for C5.0 - Recipe

hai_cubist_data_prepper(): Prep Data for Cubist - Recipe

hai_data_impute(): Data Preprocessor - Imputation

hai_data_poly(): Data Preprocessor - Polynomial Function

hai_data_scale(): Data Preprocessor - Scale/Normalize

hai_data_transform(): Data Preprocessor - Transformation Functions

hai_data_trig(): Data Preprocessor - Trigonometric Functions

hai_earth_data_prepper(): Prep Data for Earth - Recipe

hai_glmnet_data_prepper(): Prep Data for glmnet - Recipe

hai_knn_data_prepper(): Prep Data for k-NN - Recipe

hai_ranger_data_prepper(): Prep Data for Ranger - Recipe

hai_svm_poly_data_prepper(): Prep Data for SVM_Poly - Recipe

hai_svm_rbf_data_prepper(): Prep Data for SVM_RBF - Recipe

hai_xgboost_data_prepper(): Prep Data for XGBoost - Recipe

Recipe Steps

Functions to add recipe steps

step_hai_fourier(): Recipes Step Fourier Generator

step_hai_fourier_discrete(): Recipes Step Fourier Discrete Generator

step_hai_hyperbolic(): Recipes Step Hyperbolic Generator

step_hai_scale_zero_one(): Recipes Data Scale to Zero and One

step_hai_scale_zscore(): Recipes Data Scale by Z-Score

step_hai_winsorized_move(): Recipes Step Winsorized Move Generator

step_hai_winsorized_truncate(): Recipes Step Winsorized Truncate Generator

Table Functions

Functions that return tibbles

hai_distribution_comparison_tbl(): Compare Data Against Distributions

hai_get_density_data_tbl(): Get Density Data Helper

hai_get_dist_data_tbl(): Get Distribution Data Helper

hai_kmeans_mapped_tbl() kmeans_mapped_tbl(): K-Means Mapping Function

hai_kmeans_scree_data_tbl() kmeans_scree_data_tbl(): K-Means Scree Plot Data Table

hai_kmeans_tidy_tbl() kmeans_tidy_tbl(): K-Means Object Tidy Functions

hai_kmeans_user_item_tbl() kmeans_user_item_tbl(): K-Means User Item Tibble

Vectorized Functions

hai_fourier_discrete_vec(): Vector Function Discrete Fourier

hai_fourier_vec(): Vector Function Fourier

hai_hyperbolic_vec(): Vector Function Hyperbolic

hai_kurtosis_vec(): Compute Kurtosis of a Vector

hai_scale_zero_one_vec(): Vector Function Scale to Zero and One

hai_scale_zscore_vec(): Vector Function Scale to Zero and One

hai_skewness_vec(): Compute Skewness of a Vector

hai_winsorized_move_vec(): Vector Function Winsorize Move

hai_winsorized_truncate_vec(): Vector Function Winsorize Truncate

Augmenting Functions

hai_fourier_augment(): Augment Function Fourier

hai_fourier_discrete_augment(): Augment Function Fourier Discrete

hai_hyperbolic_augment(): Augment Function Hyperbolic

hai_polynomial_augment(): Augment Polynomial Features

hai_scale_zero_one_augment(): Augment Function Scale Zero One

hai_scale_zscore_augment(): Augment Function Scale Zero One

hai_winsorized_move_augment(): Augment Function Winsorize Move

hai_winsorized_truncate_augment(): Augment Function Winsorize Truncate

Miscellaneous Functions

hai_range_statistic(): Get the range statistic

hai_skewed_features(): Get Skewed Feature Columns

Metric Sets

hai_default_classification_metric_set(): Metric Set

hai_default_regression_metric_set(): Metric Set