Skip to content

An alternative to pprint for generically visualizing heterogeneous, hierarchical data

License

Notifications You must be signed in to change notification settings

phronmophobic/treemap-clj

Repository files navigation

treemap-clj

An alternative to pprint for generically visualizing heterogeneous, hierarchical data

Built with membrane.

Web Demo

Try it! https://blog.phronemophobic.com/treemap/treemap-demo.html

Rationale

Treemaps are an underutilized visualization that are capable of generically summarizing data of many shapes and sizes. To date, they've mostly been used for displaying the files consuming all of your disk space, but with a few tweaks, treemaps can be a flexible tool for exploring and navigating messy data blobs.

For more background, check out treemaps are awesome!

Example Output

Example outputs for various sizes. Example data.

Example output

Installation

Leiningen dependency:

[com.phronemophobic/treemap-clj "0.2.6"]

deps.edn dependency:

com.phronemophobic/treemap-clj {:mvn/version "0.2.6"}

Usage

Creating a treemap can be broken down into 3 steps:

  1. layout
  2. render
  3. draw

API

Save a treemap as an image

(def obj {:a (range 5)
          :b (range 5)
          :c (range 5)})

;; layout the treemap rectangles
(require '[treemap-clj.core :as treemap])

(def tm (treemap/treemap obj
                         (treemap/make-rect 300 300)))
;; or

(def tm (treemap/keyed-treemap obj
                               (treemap/make-rect 300 300)))


;; render the treemap
(require '[treemap-clj.view :as tview])

;; render your desired layers
(def tm-rendered [(tview/render-depth tm)
                  ;; (tview/render-background-types tm)
                  ;; (tview/render-keys tm)
                  (tview/render-hierarchy-lines tm)
                  (tview/render-value-labels tm)
                  ])

;; save rendered treemap to image
(require 'membrane.java2d)

(membrane.java2d/save-to-image! "treemap.png" tm-rendered)

;; or draw to a buffered image
;; (membrane.java2d/draw-to-image tm-rendered)

Run the built in treemap explorer

Currently only available on Mac OSX and Ubuntu

From the command line: lein run -m treemap-clj.treem <edn or json file>

Note: you must have data.json (eg. [org.clojure/data.json "1.0.0"]) as a dependency to read json files.

From the repl:

(require '[treemap-clj.treem :as treem])

(def my-obj {:a 1})
(treem/app my-obj)

Rendering your own treemap layers

The layout and rendering steps are intentionally broken up in order to make it easy to use treemaps in different contexts.

Treemaps are layed out using treemap-clj.core/treemap or treemap-clj.core/keyed-treemap. Both functions return a single treemap-clj.core/Rect.

> (treemap-clj.core/treemap {:a 1} (treemap-clj.core/make-rect 100 100))
 {:x 0,
  :y 0,
  :w 85,
  :h 85,
  :obj {:a 1},
  :children
  ({:x 0,
    :y 0,
    :w 70N,
    :h 70N,
    :obj [:a 1],
    :children
    ({:x 0, :y 0, :w 60N, :h 25N, :obj :a, :children nil}
     {:x 0, :y 35N, :w 60N, :h 25N, :obj 1, :children nil})})}

Each rectangle has enough info to draw a rectangle (keys x, y, w, h) as well as the object it represents :obj.

The :children are offset by all of their parents' x and y coodinates.

Rendering a layer is as simple as treewalking. treemap-clj uses membrane for graphics, but you can use whichever graphics library you desire.

Render example using loop/recur

(require '[membrane.ui :as ui])
(def black [0 0 0])
(defn render-dots [rect]
  (loop [to-visit (seq [[0 0 rect]])
         view []]
    (if to-visit
      (let [[ox oy rect] (first to-visit)]
        (if-let [children (:children rect)]
          (let [ox (+ ox (:x rect))
                oy (+ oy (:y rect))]
            (recur (into (map #(vector ox oy %) children)
                         (next to-visit))
                   view))
          (recur (next to-visit)
                 (conj view
                       (ui/translate (+ ox (:x rect)) (+ oy (:y rect))
                                     (ui/filled-rectangle black 2 2 )
                                      )))))
      view)))

Render example using clojure.zip

clojure.zip makes treewalking very straightforward. This produces the same result as above.

(require '[membrane.ui :as ui])
(require '[clojure.zip :as z])
(def black [0 0 0])
(defn render-dots-zip [tm]
  (let [zip (z/zipper :children :children
                      (fn [rect children]
                        (ui/translate (:x rect)
                                      (:y rect)
                                      (vec children)))
                      tm)
        rect->dot (fn [rect]
                    (ui/translate
                     (:x rect) (:y rect)
                     (ui/filled-rectangle black 2 2 )))]
    (loop [zip zip]
      (if (z/end? zip)
        (z/root zip)
        (let [zip (if (z/branch? zip)
                    zip
                    (z/edit zip rect->dot))]
          (recur (z/next zip)))))
    )) 

Fixing the mac osx dock icon appearing

On macosx, keyed-treemap may cause an annoying java dock icon to appear. There are 2 ways to prevent this:

  1. add -Dapple.awt.UIElement=true to your jvm options
  2. Use the following snippet before calling keyed-treemap
(let [ui-element (System/getProperty "apple.awt.UIElement")]
  (when (nil? ui-element)
    (System/setProperty "apple.awt.UIElement" "true")))

Further Reading

Visualizing business information using generalized treemaps

Visualizing Business Data with Generalized Treemaps

Computing Voronoi Treemaps

Fast Dynamic Voronoi Treemaps

License

Copyright © 2020 Adrian Smith

This program and the accompanying materials are made available under the terms of the Eclipse Public License 2.0 which is available at http://www.eclipse.org/legal/epl-2.0.

This Source Code may also be made available under the following Secondary Licenses when the conditions for such availability set forth in the Eclipse Public License, v. 2.0 are satisfied: GNU General Public License as published by the Free Software Foundation, either version 2 of the License, or (at your option) any later version, with the GNU Classpath Exception which is available at https://www.gnu.org/software/classpath/license.html.

About

An alternative to pprint for generically visualizing heterogeneous, hierarchical data

Topics

Resources

License

Stars

Watchers

Forks

Packages

No packages published