Package: healthyR.ai 0.1.0.9000

healthyR.ai: The Machine Learning and AI Modeling Companion to 'healthyR'

Hospital machine learning and ai data analysis workflow tools, modeling, and automations. This library provides many useful tools to review common administrative hospital data. Some of these include predicting length of stay, and readmits. The aim is to provide a simple and consistent verb framework that takes the guesswork out of everything.

Authors:Steven Sanderson [aut, cre, cph]

healthyR.ai_0.1.0.9000.tar.gz
healthyR.ai_0.1.0.9000.zip(r-4.5)healthyR.ai_0.1.0.9000.zip(r-4.4)healthyR.ai_0.1.0.9000.zip(r-4.3)
healthyR.ai_0.1.0.9000.tgz(r-4.4-any)healthyR.ai_0.1.0.9000.tgz(r-4.3-any)
healthyR.ai_0.1.0.9000.tar.gz(r-4.5-noble)healthyR.ai_0.1.0.9000.tar.gz(r-4.4-noble)
healthyR.ai_0.1.0.9000.tgz(r-4.4-emscripten)healthyR.ai_0.1.0.9000.tgz(r-4.3-emscripten)
healthyR.ai.pdf |healthyR.ai.html✨
healthyR.ai/json (API)
NEWS

# Install 'healthyR.ai' in R:
install.packages('healthyR.ai', repos = c('https://spsanderson.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/spsanderson/healthyr.ai/issues

Pkgdown:https://www.spsanderson.com

On CRAN:

aiartificial-intelligencehealthcareanalyticshealthyrhealthyversemachine-learning

7.19 score 16 stars 1 packages 36 scripts 445 downloads 102 exports 191 dependencies

Last updated 3 months agofrom:029e1c33a9. Checks:OK: 6 ERROR: 1. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 10 2024
R-4.5-winOKNov 10 2024
R-4.5-linuxOKNov 10 2024
R-4.4-winOKNov 10 2024
R-4.4-macOKNov 10 2024
R-4.3-winOKNov 10 2024
R-4.3-macERRORNov 10 2024

Exports::=.data%>%as_labelas_namecolor_blindenquoenquosexprgenerate_mesh_dataget_juiced_datahai_auto_c50hai_auto_cubisthai_auto_earthhai_auto_glmnethai_auto_knnhai_auto_rangerhai_auto_svm_polyhai_auto_svm_rbfhai_auto_wflw_metricshai_auto_xgboosthai_c50_data_prepperhai_control_charthai_cubist_data_prepperhai_data_imputehai_data_polyhai_data_scalehai_data_transformhai_data_trighai_default_classification_metric_sethai_default_regression_metric_sethai_density_hist_plothai_density_plothai_density_qq_plothai_distribution_comparison_tblhai_earth_data_prepperhai_fourier_augmenthai_fourier_discrete_augmenthai_fourier_discrete_vechai_fourier_vechai_get_density_data_tblhai_get_dist_data_tblhai_glmnet_data_prepperhai_histogram_facet_plothai_hyperbolic_augmenthai_hyperbolic_vechai_kmeans_automlhai_kmeans_automl_predicthai_kmeans_mapped_tblhai_kmeans_objhai_kmeans_scree_data_tblhai_kmeans_scree_plothai_kmeans_scree_plthai_kmeans_tidy_tblhai_kmeans_user_item_tblhai_knn_data_prepperhai_kurtosis_vechai_polynomial_augmenthai_range_statistichai_ranger_data_prepperhai_scale_color_colorblindhai_scale_fill_colorblindhai_scale_zero_one_augmenthai_scale_zero_one_vechai_scale_zscore_augmenthai_scale_zscore_vechai_skewed_featureshai_skewness_vechai_svm_poly_data_prepperhai_svm_rbf_data_prepperhai_umap_listhai_umap_plothai_winsorized_move_augmenthai_winsorized_move_vechai_winsorized_truncate_augmenthai_winsorized_truncate_vechai_xgboost_data_prepperkmeans_mapped_tblkmeans_objkmeans_scree_data_tblkmeans_scree_pltkmeans_tidy_tblkmeans_user_item_tblpca_your_reciperequired_pkgs.step_hai_fourierrequired_pkgs.step_hai_fourier_discreterequired_pkgs.step_hai_hyperbolicrequired_pkgs.step_hai_scale_zero_onerequired_pkgs.step_hai_scale_zscorerequired_pkgs.step_hai_winsorized_moverequired_pkgs.step_hai_winsorized_truncatestep_hai_fourierstep_hai_fourier_discretestep_hai_hyperbolicstep_hai_scale_zero_onestep_hai_scale_zscorestep_hai_winsorized_movestep_hai_winsorized_truncatesymsymsumap_listumap_plt

Dependencies:abindanytimeaskpassbackportsbase64encBHbigDbitbit64bitopsbroombslibcachemcallrcheckmateclassclicliprclockcodetoolscolorspacecommonmarkconflictedcpp11crayoncrosstalkcurldata.tabledescdiagramdialsDiceDesigndigestdistributionaldoFuturedoParalleldplyrdygraphsevaluateextraDistrfansifarverfastmapfontawesomeforcatsforeachforecastfracdifffsfurrrfuturefuture.applygenericsggplot2ggrepelglobalsgluegowerGPfitgridExtragtgtableh2ohardhathighrhmshtmltoolshtmlwidgetshttrinferinlineipredisobanditeratorsjanitorjquerylibjsonlitejuicyjuiceKernSmoothknitrlabelinglaterlatticelavalazyevallhslifecyclelistenvlmtestloolubridatemagrittrmarkdownMASSMatrixmatrixStatsmemoisemgcvmimemodeldatamodelenvmodeltimemunsellnlmennetnumDerivopensslpadrparallellyparsnippatchworkpillarpkgbuildpkgconfigplotlyposteriorprettyunitsprocessxprodlimprogressprogressrpromisesprophetpspurrrquadprogquantmodQuickJSRR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppParallelRcppRollRCurlreactablereactRreadrrecipesrlangrmarkdownrpartrsamplerstanrstantoolsrstudioapisassscalessfdshapeslidersnakecaseSQUAREMStanHeadersstringistringrsurvivalsystensorAtibbletidymodelstidyrtidyselecttimechangetimeDatetimetktinytextseriestsfeaturesTTRtunetzdburcautf8V8vctrsviridisLitevroomwarpwithrworkflowsworkflowsetsxfunxgboostxml2xtsyamlyardstickzoo

Auto K-Means with healthyR.ai

Steven P. Sanderson II, MPH

Rendered fromauto-kmeans.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2022-02-24
Started: 2022-02-22

Clustering with K-Means and UMAP

Steven P. Sanderson II, MPH

Rendered fromkmeans-umap.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2022-09-30
Started: 2022-09-30

Getting Started with healthyR.ai

Steven P. Sanderson II, MPH

Rendered fromgetting-started.Rmdusingknitr::rmarkdownon Nov 10 2024.

Last update: 2022-11-15
Started: 2021-06-23

Readme and manuals

Help Manual

Help pageTopics
Provide Colorblind Compliant Colorscolor_blind
Generate Mesh Datagenerate_mesh_data
Get the Juiced Dataget_juiced_data
Boilerplate Workflowhai_auto_c50
Boilerplate Workflowhai_auto_cubist
Boilerplate Workflowhai_auto_earth
Boilerplate Workflowhai_auto_glmnet
Boilerplate Workflowhai_auto_knn
Boilerplate Workflowhai_auto_ranger
Boilerplate Workflowhai_auto_svm_poly
Boilerplate Workflowhai_auto_svm_rbf
Collect Metrics from Boilerplat Workflowshai_auto_wflw_metrics
Boilerplate Workflowhai_auto_xgboost
Prep Data for C5.0 - Recipehai_c50_data_prepper
Create a control charthai_control_chart
Prep Data for Cubist - Recipehai_cubist_data_prepper
Data Preprocessor - Imputationhai_data_impute
Data Preprocessor - Polynomial Functionhai_data_poly
Data Preprocessor - Scale/Normalizehai_data_scale
Data Preprocessor - Transformation Functionshai_data_transform
Data Preprocessor - Trigonometric Functionshai_data_trig
Metric Sethai_default_classification_metric_set
Metric Sethai_default_regression_metric_set
Density Histogram Plothai_density_hist_plot
Density Histogram Plothai_density_plot
Density QQ Plothai_density_qq_plot
Compare Data Against Distributionshai_distribution_comparison_tbl
Prep Data for Earth - Recipehai_earth_data_prepper
Augment Function Fourierhai_fourier_augment
Augment Function Fourier Discretehai_fourier_discrete_augment
Vector Function Discrete Fourierhai_fourier_discrete_vec
Vector Function Fourierhai_fourier_vec
Get Density Data Helperhai_get_density_data_tbl
Get Distribution Data Helperhai_get_dist_data_tbl
Prep Data for glmnet - Recipehai_glmnet_data_prepper
Histogram Facet Plothai_histogram_facet_plot
Augment Function Hyperbolichai_hyperbolic_augment
Vector Function Hyperbolichai_hyperbolic_vec
Automatic K-Means H2Ohai_kmeans_automl
Automatic K-Means H2Ohai_kmeans_automl_predict
K-Means Mapping Functionhai_kmeans_mapped_tbl kmeans_mapped_tbl
K-Means Objecthai_kmeans_obj kmeans_obj
K-Means Scree Plot Data Tablehai_kmeans_scree_data_tbl kmeans_scree_data_tbl
K-Means Scree Plothai_kmeans_scree_plot hai_kmeans_scree_plt kmeans_scree_plt
K-Means Object Tidy Functionshai_kmeans_tidy_tbl kmeans_tidy_tbl
K-Means User Item Tibblehai_kmeans_user_item_tbl kmeans_user_item_tbl
Prep Data for k-NN - Recipehai_knn_data_prepper
Compute Kurtosis of a Vectorhai_kurtosis_vec
Augment Polynomial Featureshai_polynomial_augment
Get the range statistichai_range_statistic
Prep Data for Ranger - Recipehai_ranger_data_prepper
Provide Colorblind Compliant Colorshai_scale_color_colorblind
Provide Colorblind Compliant Colorshai_scale_fill_colorblind
Augment Function Scale Zero Onehai_scale_zero_one_augment
Vector Function Scale to Zero and Onehai_scale_zero_one_vec
Augment Function Scale Zero Onehai_scale_zscore_augment
Vector Function Scale to Zero and Onehai_scale_zscore_vec
Get Skewed Feature Columnshai_skewed_features
Compute Skewness of a Vectorhai_skewness_vec
Prep Data for SVM_Poly - Recipehai_svm_poly_data_prepper
Prep Data for SVM_RBF - Recipehai_svm_rbf_data_prepper
UMAP Projectionhai_umap_list umap_list
UMAP and K-Means Cluster Visualizationhai_umap_plot umap_plt
Augment Function Winsorize Movehai_winsorized_move_augment
Vector Function Winsorize Movehai_winsorized_move_vec
Augment Function Winsorize Truncatehai_winsorized_truncate_augment
Vector Function Winsorize Truncatehai_winsorized_truncate_vec
Prep Data for XGBoost - Recipehai_xgboost_data_prepper
Perform PCApca_your_recipe
Recipes Step Fourier Generatorstep_hai_fourier
Recipes Step Fourier Discrete Generatorstep_hai_fourier_discrete
Recipes Step Hyperbolic Generatorstep_hai_hyperbolic
Recipes Data Scale to Zero and Onestep_hai_scale_zero_one
Recipes Data Scale by Z-Scorestep_hai_scale_zscore
Recipes Step Winsorized Move Generatorstep_hai_winsorized_move
Recipes Step Winsorized Truncate Generatorstep_hai_winsorized_truncate