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dendextend (version 1.1.0)

Extending R's Dendrogram Functionality

Description

Offers a set of functions for extending dendrogram objects in R, letting you visualize and compare trees of hierarchical clusterings. You can (1) Adjust a tree's graphical parameters - the color, size, type, etc of its branches, nodes and labels. (2) Visually and statistically compare different dendrograms to one another.

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Install

install.packages('dendextend')

Monthly Downloads

76,670

Version

1.1.0

License

GPL-2 | GPL-3

Issues

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Maintainer

Tal Galili

Last Published

July 30th, 2015

Functions in dendextend (1.1.0)

Bk_plot

Bk plot - ploting the Fowlkes-Mallows Index of two dendrogram for various k's
colored_bars

Add colored bars to a dendrogram
heights_per_k.dendrogram

Which height will result in which k for a dendrogram
rotate_DendSer

Rotates dend based on DendSer
assign_values_to_nodes_nodePar

Assign values to nodePar of dendrogram's nodes
cor_bakers_gamma

Baker's Gamma correlation coefficient
dendlist

Creating a dendlist object from several dendrograms
ggdend

Creates dendrogram plot using ggplot.
match_order_by_labels

Adjust the order of one dendrogram based on another (using labels)
as_hclust_fixed

Convert dendrogram Objects to Class hclust
color_branches

Color tree's branches according to sub-clusters
unclass_dend

unclass an entire dendrogram tree
branches_attr_by_labels

Change col/lwd/lty of branches matching labels condition
FM_index_permutation

Calculating Fowlkes-Mallows Index under H0
cutree_1h.dendrogram

cutree for dendrogram (by 1 height only!)
assign_values_to_leaves_nodePar

Assign values to nodePar of dendrogram's leaves
branches_attr_by_clusters

Change col/lwd/lty of branches based on clusters
cut_lower_fun

Cut a dendrogram - and run a function on the output
rllply

recursivly apply a function on a list
dendextend_labels.dendrogram

Labels of the Leaves in a Dendrogram
as.dendlist

Try to coerce something into a dendlist
cor_common_nodes

Proportion of commong nodes between two trees
click_rotate

Interactively rotate a tree object
count_terminal_nodes

Counts the number of terminal nodes (merging 0 nodes!)
get_leaves_branches_col

Get the colors of the branches of a dendrogram's leaves
labels_colors

Retrieve/assign colors to the labels of a dendrogram
lowest_common_branch

Find lowest common branch were the two items are shared
dend_diff

Plots two trees side by side, highlighting edges unique to each tree in red.
labels_cex

Retrieve/assign cex to the labels of a dendrogram
fac2num

Turns a factor into a number
rotate

Rotate a tree object
dendextend-package

Functions for extending dendrogram objects
nnodes

Counts the number of nodes (Vertices) in a tree
order.dendrogram<-

order.dendrogram<- assignment operator
get_leaves_nodePar

Get nodePar of dendrogram's leaves
raise.dendrogram

Raise the height of a dendrogram tree
d3dendro_options

Get or set current defaults for d3dendrogram
is_null_list

Checks if the value is and empty list()
dist_long

Turns a dist object to a "long" table
get_leaves_branches_attr

Get an attribute of the branches of a dendrogram's leaves
khan

Microarray gene expression dataset from Khan et al., 2001. Subset of 306 genes.
untangle_DendSer

Tries to run DendSer on a dendrogram
noded_with_condition

Find which nodes satisfies a condition
sort_dist_mat

Sorts a distance matrix by rows and columns
FM_index_R

Calculating Fowlkes-Mallows index in R
cutree_1k.dendrogram

cutree for dendrogram (by 1 k value only!)
get_branches_heights

Get height attributes from a dendrogram
entanglement

Measures entanglement between two trees
%>%

Pipe an object forward into a function call/expression.
which_leaf

Which node is a leaf?
match_order_dendrogram_by_old_order

Adjust the order of one dendrogram based on another (using order)
Bk_permutations

Bk permutation - Calculating Fowlkes-Mallows Index for two dendrogram
plot_horiz.dendrogram

Plotting a left-tip-adjusted horizontal dendrogram
rank_values_with_clusters

Rank a vector based on clusters
prune

Prunes a tree (using leaves' labels)
get_childrens_heights

Get height attributes from a dendrogram's children
rank_branches

Rank branches' heights
labels<-

"label" assignment operator
as.phylo.dendrogram

Convert a dendrogram into phylo
is.natural.number

Check if numbers are natural
nleaves

Counts the number of leaves in a tree
partition_leaves

A list with labels for each subtree (edge)
flatten.dendrogram

Flatten the branches of a dendrogram's root
shuffle

Random rotation of trees
get_nodes_attr

Get attributes of dendrogram's nodes
distinct_edges

Finds the edges present in the first tree but not in the second
hang.dendrogram

Hang dendrogram leaves
prune_common_subtrees.dendlist

Prune trees to their common subtrees
identify.dendrogram

Identify Clusters in a Dendrogram (not hclust)
sort_levels_values

Sort the values level in a vector
prune_leaf

Trimms one leaf from a dendrogram
get_nodes_xy

Get the x-y coordiantes of a dendrogram's nodes
theme_dendro

Creates completely blank theme in ggplot
remove_branches_edgePar

Remove all edgePar values from a dendrogram's branches
Bk

Bk - Calculating Fowlkes-Mallows Index for two dendrogram
assign_values_to_branches_edgePar

Assign values to edgePar of dendrogram's branches
ladderize

Ladderize a Tree
na_locf

Last Observation Carried Forward
untangle_random_search

Untangle - random search
color_labels

Color dend's labels according to sub-clusters
DendSer.dendrogram

Tries to run DendSer on a dendrogram
highlight_distinct_edges

Highlight distint edges in a tree (compared to another one)
assign_dendextend_options

Populates dendextend functions into dendextend_options
is.dendrogram

Is the object of class dendrogram
cor_FM_index

Correlation of FM_index for some k
intersect_trees

Intersect trees
sort_2_clusters_vectors

Sorts two clusters vector by their names
duplicate_leaf

Duplicate a leaf X times
cutree

Cut a Tree (Dendrogram/hclust/phylo) into Groups of Data
fix_members_attr.dendrogram

Fix members attr in a dendrogram
is.phylo

Is the object of class phylo
is.hclust

Is the object of class hclust
rect.dendrogram

Draw Rectangles Around a Dendrogram's Clusters
assign_values_to_leaves_edgePar

Assign values to edgePar of dendrogram's leaves
collapse_branch

Collapse branches under a tolerance level
all.equal.dendrogram

Global Comparison of two (or more) dendrograms
sample.dendrogram

Sample a tree
unbranch

unbranch trees
pvclust_show_signif_gradient

Shows the gradient of significance of branches in a dendrogram, based on a pvclust object
leaf_Colors

Return the leaf Colors of a dendrogram
tanglegram

Tanglegram plot
which_node

Which node id is common to a group of labels
remove_leaves_nodePar

Remove all nodePar values from a dendrogram's leaves
pvclust_show_signif

Shows the significant branches in a dendrogram, based on a pvclust object
bakers_gamma_for_2_k_matrix

Bakers Gamma for two k matrices
all_unique

Check if all the elements in a vector are unique
get_root_branches_attr

get attributes from the dendrogram's root(!) branches
rank_order.dendrogram

Fix rank of leaves order values in a dendrogram
get_leaves_edgePar

Get edgePar of dendrogram's leaves
cor.dendlist

Correlation matrix between a list of trees.
dendextend_options

Access to dendextend_options
cor_cophenetic

Cophenetic correlation between two trees
dist.dendlist

Topological Distances Between Two dendrograms
untangle

untangle dendrograms
untangle_step_rotate_2side

Stepwise untangle two trees one at a time
untangle_step_rotate_1side

Stepwise untangle one tree compared to another
FM_index_profdpm

Calculating Fowlkes-Mallows index using the profdpm R package
circlize_dendrogram

Plot a circlized dendrograms
d3dendrogram

Plot dendrogram to webpage and view.
flip_leaves

Flip leaves
get_leaves_attr

Get/set attributes of dendrogram's leaves
FM_index

Calculating Fowlkes-Mallows Index
all_couple_rotations_at_k

Rotate tree branches for k
common_subtrees_clusters

Find clusters of common subtrees
is.dendlist

Checks if an object is of class dendlist
order.hclust

Ordering of the Leaves in a hclust Dendrogram
remove_nodes_nodePar

Remove all nodePar values from a dendrogram's nodes
set

Set (/update) features to a dendrogram