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unipept-heatmap

HeatMap built for the Unipept project. See http://unipept.ugent.be for more information. This HeatMap supports UPGMA-clustering and MOLO-reordering.

  • 2.0.0-beta.10
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Unipept heatmap

This repository contains a standalone version of the Unipept heatmap. The heatmap is part of the Unipept visualizations project and will be merged with that repository in the future.

Heatmap showcase

A live example of this heatmap can be found on ObservableHQ.

Features

  • Uses native Canvas to render the heatmap
  • Renders at maximum refresh rate for heatmaps with up to 300 * 300 elements
  • Zoomable and draggable
  • Supports clustering of the values to improve readability
  • Fully animated
  • Completely customizable

Requirements

All necessary requirements are automatically installed when installing this package through NPM.

Installation

npm install unipept-heatmap

This package can easilty be installed from NPM and comes with TypeScript typings by default.

Quickstart

Setting up the Unipept heatmap is very simple.

  1. Install the package through npm (see installation instructions).
  2. Add a div-element to the page in which your visualization should be displayed.
  3. Invoke the Heatmap constructor with a reference to the div-element, and pass the data that should be visualized.
  4. Call the cluster()-method on the newly created Heatmap-object to start clustering the heatmap. This method performs the UPGMA clustering technique and a heuristic to reorder the found clusters for a more comprehensive result.

API

The Unipept Heatmap has an extensive API that allows you to completely customize the appearance and behaviour of the visualization itself. We'll go over each of the different objects that are exposed by the API.

Heatmap

constructor

The constructor of the Heatmap class automatically starts rendering the heatmap upon invocation and has following signature:

  • elementIdentifier: HTMLElement: The HTMLElement in which the heatmap should be rendered.
  • values: number[][]: A two-dimensional array with all the values that should be visualized. The given numbers should all be in the [0, 1] interval.
  • rowLabels: string[]: Labels for the rows of the Heatmap.
  • columnLabels: string[]: Labels for the columns of the Heatmap.
  • options: HeatmapSettings (optional): Can be used to configure the Heatmap before rendering. See below for all options that are currently supported.
async cluster: Promise<void>

By calling cluster() upon a previously constructed heatmap object, the rows and columns of the heatmap are clustered using the UPGMA-algorithm, and reordered using the MOLO-heuristic. Rows are clustered first, then columns. The heatmap will render an animation to reorder the different rows and columns (if animations are enabled) clearing up what happens for the user.

reset

The complete visualization can be rerendered by calling reset().

toSVG

Export the heatmap to SVG. This function produces a valid SVG-string that can directly be downloaded or rendered. Note that it can a significant time to perform this function for very large heatmaps. It's recommended to wrap this function in a Worker thread to avoid blocking the main UI-thread in that case.

HeatmapValue

A HeatmapValue object represents one value (or one grid) in the heatmap. This interface keeps track of the decimal value, row index, column index and color for one square of the grid.

  • value: Decimal value that is being rendered on the heatmap.
  • rowId: Row index of the current position of this value in the heatmap grid.
  • colId: Column index of the current position of this value in the heatmap grid.
  • color: Color that's associated with this value.

HeatmapSettingss

A HeatmapSettings object can be used to fully configure the heatmap and specifies a variety of properties that can be used to complete change the heatmap:

  • width (optional, default = 800): Maximum width of the visualization in pixels.
  • height (optional, default = 800): Maximum height of the visualization in pixels.
  • enableTooltips (optional, default = true): Are tooltips shown when hovering over an element in the heatmap?
  • initialTextWidth (optional, default = 100): The amount of pixels that can maximally be used for row labels when initially rendering the heatmap.
  • initialTextHeight (optional, default = 100): The amount of pixels that can maximally be used for column labels when initially rendering the heatmap.
  • squarePadding (optional, default = 2): Padding between squares in the heatmap grid (in pixels). Set to 0 for no padding.
  • visualizationTextPadding (optional, default = 4): Padding between the visualization and the labels (in pixels). This padding is applied to both the row and column labels.
  • fontSize (optional, default = 14): Font size for labels, when current label is not highlighted. Size must be given in pixels.
  • labelColor (optional, default = "#404040"): Color of label text, when label is not highlighted. Value should be a valid HTML color string (hexadecimal).
  • highlightSelection (optional, default = true): Should the row, column and square that are currently being hovered by the mouse cursor be highlighted?
  • highlightFontSize (optional, default = 16): Font size for labels, when current label is highlighted. Size must be given in pixels.
  • highlightFontColor (optional, default = "black"): Color of label text, when label is highlighted. Value should be a valid HTML color string (hexadecimal).
  • className (optional, default = "heatmap"): Classname that's internally used for the object.
  • animationsEnabled (optional, default = true): Determines if animations should be rendered when rows and columns are reordered.
  • animationDuration (optional, default = 2000): Determines how long animations should take, if they are enabled. Time should be given in milliseconds.
  • transition (optional, default = Transition.easeInEaseOutCubic): Transition effect that should be applied to the reordering animation. Pass a predefined function from the Transition namespace, or provide your own function that maps a value from [0, 1] to [0, 1].
  • minColor (optional, default = "#EEEEEE"): Color value that should be used to render squares with the lowest possible value. All other values between min and max value will be colored with a color value interpolated between minColor and maxColor. Value should be a valid HTML color string.
  • maxColor (optional, default = "#1565C0"): Color value that should be used to render squares with the highest possible value. All other values between min and max value will be colored with a color value interpolated between minColor and maxColor. Value should be a valid HTML color string.
  • colorBuckets (optional, default = 50): How many distinct colors between minColor and maxColor should be used for the heatmap (this value thus determines the size of the color palette). Increasing this value will decrease the heatmap's performance.
  • getToolTip (optional, default = generic tooltip function) Returns the html to use as tooltip for a cell. Is called with a HeatmapValue that represents the current cell and the row and column objects associated with the highlighted cell as parameters. The result of getTooltipTitle is used for the header and getTooltipText is used for the body of the tooltip by default. This function needs to return a string representing HTML-code that will be executed and receives 3 parameters:
    • HeatmapValue: which represents the current cell over which the user is hovering.
    • HeatmapFeature: an element that represents the current row over which the user is hovering.
    • HeatmapFeature: an element that represents the current column over which the user is hovering. NOTE: Be very cautious in passing user input directly as a result of this function. Please always sanitize the user's input before returning it, as this might lead to reflected XSS-attacks.
  • getTooltipTitle (optional, default = generic title function) Returns text that's being used for the title of a tooltip. This tooltip provides information to the user about the value that's currently hovered by the mouse cursor. This function needs to return a string representing HTML-code that will be executed and receives 3 parameters:
    • HeatmapValue: which represents the current cell over which the user is hovering.
    • HeatmapFeature: an element that represents the current row over which the user is hovering.
    • HeatmapFeature: an element that represents the current column over which the user is hovering. NOTE: Be very cautious in passing user input directly as a result of this function. Please always sanitize the user's input before returning it, as this might lead to reflected XSS-attacks.
  • getTooltipText (optional, default = generic body function) Returns text that's being used for the body of a tooltip. This tooltip provides information to the user about the value that's currently hovered by the mouse cursor. This function needs to return a string representing HTML-code that will be executed and receives 3 parameters:
    • HeatmapValue: which represents the current cell over which the user is hovering.
    • HeatmapFeature: an element that represents the current row over which the user is hovering.
    • HeatmapFeature: an element that represents the current column over which the user is hovering. NOTE: Be very cautious in passing user input directly as a result of this function. Please always sanitize the user's input before returning it, as this might lead to reflected XSS-attacks.

Transition

This namespace provides a few different transitions that can be used to tweak the animations for this heatmap.

easeInEaseOutCubic

Cubic ease in, ease out transition

easeInCubic

Cubic ease in transition

easeOutCubic

Cubic ease out transition

easeInEaseOutElastic

Elastic ease in, ease out transition

easeInElastic

Elastic ease in transition

easeOutElastic

Elastic ease out transition

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Package last updated on 28 Jan 2021

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