>qj dZddlmZmZmZmZmZmZmZm Z m Z m Z m Z m Z mZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZm Z m!Z!m"Z"gdZ#y)a Hierarchical clustering (:mod:`scipy.cluster.hierarchy`) ======================================================== .. currentmodule:: scipy.cluster.hierarchy These functions cut hierarchical clusterings into flat clusterings or find the roots of the forest formed by a cut by providing the flat cluster ids of each observation. .. autosummary:: :toctree: generated/ fcluster fclusterdata leaders These are routines for agglomerative clustering. .. autosummary:: :toctree: generated/ linkage single complete average weighted centroid median ward These routines compute statistics on hierarchies. .. autosummary:: :toctree: generated/ cophenet from_mlab_linkage inconsistent maxinconsts maxdists maxRstat to_mlab_linkage Routines for visualizing flat clusters. .. autosummary:: :toctree: generated/ dendrogram These are data structures and routines for representing hierarchies as tree objects. .. autosummary:: :toctree: generated/ ClusterNode leaves_list to_tree cut_tree optimal_leaf_ordering These are predicates for checking the validity of linkage and inconsistency matrices as well as for checking isomorphism of two flat cluster assignments. .. autosummary:: :toctree: generated/ is_valid_im is_valid_linkage is_isomorphic is_monotonic correspond num_obs_linkage Utility routines for plotting: .. autosummary:: :toctree: generated/ set_link_color_palette Utility classes: .. autosummary:: :toctree: generated/ DisjointSet -- data structure for incremental connectivity queries Warnings: .. autosummary:: :toctree: generated/ ClusterWarning )! ClusterNodeClusterWarning DisjointSetaveragecentroidcompletecophenet correspondcut_tree dendrogramfcluster fclusterdatafrom_mlab_linkage inconsistent is_isomorphic is_monotonic is_valid_imis_valid_linkageleaders leaves_listlinkagemaxRstatmaxdists maxinconstsmediannum_obs_linkageoptimal_leaf_orderingset_link_color_palettesingleto_mlab_linkageto_treewardweightedN)$__doc___hierarchy_implrrrrrrr r r r r rrrrrrrrrrrrrrrrrrr r!r"r#__all___/opt/rentech/trading_bot/.venv/lib/python3.12/site-packages/scipy/cluster/hierarchy/__init__.pyr*s@bF r(