Clustering and Consensus Meta-Clustering


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Documentation for package ‘phynotype’ version 0.6.2

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phynotype-package phynotype: Clustering Workflows and Consensus Meta-Clustering
adjusted_rand_index Adjusted Rand Index
centers Cluster centers
ceteris_paribus Ceteris paribus profiles for clustering
cluster Fit a clustering solution
clusters Cluster assignments
explore Explore clustering structure
feature_importance Permutation feature importance for clustering
lime_explain LIME-style local explanations for clustering
membership Membership matrix
metacluster Fit a consensus meta-clustering solution
method_used Method used
mixed_distance Compute a mixed-type distance matrix
n_clusters Number of clusters
phynotype phynotype: Clustering Workflows and Consensus Meta-Clustering
phynotype-scales Discrete color/fill scales matching 'theme_phynotype'
plot_biplot Plot a cluster biplot
plot_clusters Plot clustered observations in 2D
plot_cluster_sizes Plot cluster sizes
plot_coassoc Plot the co-association matrix
plot_consensus Plot consensus clustering in 2D
plot_dendrogram Plot a clustering dendrogram
plot_feature_profiles Plot feature profiles by cluster
plot_silhouette Plot silhouette widths
predict.cluster_fit Predict cluster assignments for new observations
prepare_mixed_data Prepare mixed-type data for numeric clustering methods
prototypes Cluster prototypes
scale_color_phynotype Discrete color/fill scales matching 'theme_phynotype'
scale_fill_phynotype Discrete color/fill scales matching 'theme_phynotype'
sizes Cluster sizes
theme_phynotype phynotype ggplot2 theme
validate Validate clustering results