EVOLUTION-MANAGER

Edit File: colorspace.html

<!DOCTYPE html>

<head>

<title>colorspace: A Toolbox for Manipulating and Assessing Colors and Palettes</title>

// Only run this code in IE 8
if (!!window.navigator.userAgent.match("MSIE 8")) {
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};
</script>
<script>/*! jQuery UI - v1.11.4 - 2016-01-05
* http://jqueryui.com
* Includes: core.js, widget.js, mouse.js, position.js, draggable.js, droppable.js, resizable.js, selectable.js, sortable.js, accordion.js, autocomplete.js, button.js, dialog.js, menu.js, progressbar.js, selectmenu.js, slider.js, spinner.js, tabs.js, tooltip.js, effect.js, effect-blind.js, effect-bounce.js, effect-clip.js, effect-drop.js, effect-explode.js, effect-fade.js, effect-fold.js, effect-highlight.js, effect-puff.js, effect-pulsate.js, effect-scale.js, effect-shake.js, effect-size.js, effect-slide.js, effect-transfer.js
* Copyright jQuery Foundation and other contributors; Licensed MIT */

.tocify {
width: 20%;
max-height: 90%;
overflow: auto;
margin-left: 2%;
position: fixed;
border: 1px solid #ccc;
webkit-border-radius: 6px;
moz-border-radius: 6px;
border-radius: 6px;
}

.tocify ul, .tocify li {
list-style: none;
margin: 0;
padding: 0;
border: none;
line-height: 30px;
}

.tocify-header {
text-indent: 10px;
}

.tocify-subheader {
text-indent: 20px;
display: none;
}

.tocify-subheader li {
font-size: 12px;
}

.tocify-subheader .tocify-subheader {
text-indent: 30px;
}

.tocify-subheader .tocify-subheader .tocify-subheader {
text-indent: 40px;
}

.tocify .tocify-item > a, .tocify .nav-list .nav-header {
margin: 0px;
}

.tocify .tocify-item a, .tocify .list-group-item {
padding: 5px;
}
.tocify .nav-pills > li {
float: none;
}

</style>
<script>/* jquery Tocify - v1.9.1 - 2013-10-22
 * http://www.gregfranko.com/jquery.tocify.js/
 * Copyright (c) 2013 Greg Franko; Licensed MIT */

// Immediately-Invoked Function Expression (IIFE) [Ben Alman Blog Post](http://benalman.com/news/2010/11/immediately-invoked-function-expression/) that calls another IIFE that contains all of the plugin logic.  I used this pattern so that anyone viewing this code would not have to scroll to the bottom of the page to view the local parameters that were passed to the main IIFE.
(function(tocify) {

// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
    "use strict";

// Calls the second IIFE and locally passes in the global jQuery, window, and document objects
    tocify(window.jQuery, window, document);

}

// Locally passes in `jQuery`, the `window` object, the `document` object, and an `undefined` variable.  The `jQuery`, `window` and `document` objects are passed in locally, to improve performance, since javascript first searches for a variable match within the local variables set before searching the global variables set.  All of the global variables are also passed in locally to be minifier friendly. `undefined` can be passed in locally, because it is not a reserved word in JavaScript.
  (function($, window, document, undefined) {

// ECMAScript 5 Strict Mode: [John Resig Blog Post](http://ejohn.org/blog/ecmascript-5-strict-mode-json-and-more/)
    "use strict";

var tocClassName = "tocify",
      tocClass = "." + tocClassName,
      tocFocusClassName = "tocify-focus",
      tocHoverClassName = "tocify-hover",
      hideTocClassName = "tocify-hide",
      hideTocClass = "." + hideTocClassName,
      headerClassName = "tocify-header",
      headerClass = "." + headerClassName,
      subheaderClassName = "tocify-subheader",
      subheaderClass = "." + subheaderClassName,
      itemClassName = "tocify-item",
      itemClass = "." + itemClassName,
      extendPageClassName = "tocify-extend-page",
      extendPageClass = "." + extendPageClassName;

// Calling the jQueryUI Widget Factory Method
    $.widget("toc.tocify", {

//Plugin version
      version: "1.9.1",

// These options will be used as defaults
      options: {

// **context**: Accepts String: Any jQuery selector
        // The container element that holds all of the elements used to generate the table of contents
        context: "body",

// **ignoreSelector**: Accepts String: Any jQuery selector
        // A selector to any element that would be matched by selectors that you wish to be ignored
        ignoreSelector: null,

// **selectors**: Accepts an Array of Strings: Any jQuery selectors
        // The element's used to generate the table of contents.  The order is very important since it will determine the table of content's nesting structure
        selectors: "h1, h2, h3",

// **showAndHide**: Accepts a boolean: true or false
        // Used to determine if elements should be shown and hidden
        showAndHide: true,

// **showEffect**: Accepts String: "none", "fadeIn", "show", or "slideDown"
        // Used to display any of the table of contents nested items
        showEffect: "slideDown",

// **showEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
        // The time duration of the show animation
        showEffectSpeed: "medium",

// **hideEffect**: Accepts String: "none", "fadeOut", "hide", or "slideUp"
        // Used to hide any of the table of contents nested items
        hideEffect: "slideUp",

// **hideEffectSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
        // The time duration of the hide animation
        hideEffectSpeed: "medium",

// **smoothScroll**: Accepts a boolean: true or false
        // Determines if a jQuery animation should be used to scroll to specific table of contents items on the page
        smoothScroll: true,

// **smoothScrollSpeed**: Accepts Number (milliseconds) or String: "slow", "medium", or "fast"
        // The time duration of the smoothScroll animation
        smoothScrollSpeed: "medium",

// **scrollTo**: Accepts Number (pixels)
        // The amount of space between the top of page and the selected table of contents item after the page has been scrolled
        scrollTo: 0,

// **showAndHideOnScroll**: Accepts a boolean: true or false
        // Determines if table of contents nested items should be shown and hidden while scrolling
        showAndHideOnScroll: true,

// **highlightOnScroll**: Accepts a boolean: true or false
        // Determines if table of contents nested items should be highlighted (set to a different color) while scrolling
        highlightOnScroll: true,

// **highlightOffset**: Accepts a number
        // The offset distance in pixels to trigger the next active table of contents item
        highlightOffset: 40,

// **theme**: Accepts a string: "bootstrap", "jqueryui", or "none"
        // Determines if Twitter Bootstrap, jQueryUI, or Tocify classes should be added to the table of contents
        theme: "bootstrap",

// **extendPage**: Accepts a boolean: true or false
        // If a user scrolls to the bottom of the page and the page is not tall enough to scroll to the last table of contents item, then the page height is increased
        extendPage: true,

// **extendPageOffset**: Accepts a number: pixels
        // How close to the bottom of the page a user must scroll before the page is extended
        extendPageOffset: 100,

// **history**: Accepts a boolean: true or false
        // Adds a hash to the page url to maintain history
        history: true,

// **scrollHistory**: Accepts a boolean: true or false
        // Adds a hash to the page url, to maintain history, when scrolling to a TOC item
        scrollHistory: false,

// **hashGenerator**: How the hash value (the anchor segment of the URL, following the
        // # character) will be generated.
        //
        // "compact" (default) - #CompressesEverythingTogether
        // "pretty" - #looks-like-a-nice-url-and-is-easily-readable
        // function(text, element){} - Your own hash generation function that accepts the text as an
        // argument, and returns the hash value.
        hashGenerator: "compact",

// **highlightDefault**: Accepts a boolean: true or false
        // Set's the first TOC item as active if no other TOC item is active.
        highlightDefault: true

// _Create
      // -------
      //      Constructs the plugin.  Only called once.
      _create: function() {

var self = this;

self.extendPageScroll = true;

// Internal array that keeps track of all TOC items (Helps to recognize if there are duplicate TOC item strings)
        self.items = [];

// Generates the HTML for the dynamic table of contents
        self._generateToc();

// Adds CSS classes to the newly generated table of contents HTML
        self._addCSSClasses();

self.webkit = (function() {

for (var prop in window) {

if (prop) {

if (prop.toLowerCase().indexOf("webkit") !== -1) {

return true;

}

return false;

}());

// Adds jQuery event handlers to the newly generated table of contents
        self._setEventHandlers();

// Binding to the Window load event to make sure the correct scrollTop is calculated
        $(window).load(function() {

// Sets the active TOC item
          self._setActiveElement(true);

// Once all animations on the page are complete, this callback function will be called
          $("html, body").promise().done(function() {

setTimeout(function() {

self.extendPageScroll = false;

}, 0);

});

// _generateToc
      // ------------
      //      Generates the HTML for the dynamic table of contents
      _generateToc: function() {

// _Local variables_

// Stores the plugin context in the self variable
        var self = this,

// All of the HTML tags found within the context provided (i.e. body) that match the top level jQuery selector above
          firstElem,

// Instantiated variable that will store the top level newly created unordered list DOM element
          ul,
          ignoreSelector = self.options.ignoreSelector;

// Determine the element to start the toc with
        // get all the top level selectors
        firstElem = [];
        var selectors = this.options.selectors.replace(/ /g, "").split(",");
        // find the first set that have at least one non-ignored element
        for(var i = 0; i < selectors.length; i++) {
          var foundSelectors = $(this.options.context).find(selectors[i]);
          for (var s = 0; s < foundSelectors.length; s++) {
            if (!$(foundSelectors[s]).is(ignoreSelector)) {
              firstElem = foundSelectors;
              break;
            }
          }
          if (firstElem.length> 0)
            break;
        }

if (!firstElem.length) {

self.element.addClass(hideTocClassName);

return;

}

self.element.addClass(tocClassName);

// Loops through each top level selector
        firstElem.each(function(index) {

//If the element matches the ignoreSelector then we skip it
          if ($(this).is(ignoreSelector)) {
            return;
          }

// Creates an unordered list HTML element and adds a dynamic ID and standard class name
          ul = $("<ul/>", {
            "id": headerClassName + index,
            "class": headerClassName
          }).

// Appends a top level list item HTML element to the previously created HTML header
          append(self._nestElements($(this), index));

// Add the created unordered list element to the HTML element calling the plugin
          self.element.append(ul);

// Finds all of the HTML tags between the header and subheader elements
          $(this).nextUntil(this.nodeName.toLowerCase()).each(function() {

// If there are no nested subheader elemements
            if ($(this).find(self.options.selectors).length === 0) {

// Loops through all of the subheader elements
              $(this).filter(self.options.selectors).each(function() {

//If the element matches the ignoreSelector then we skip it
                if ($(this).is(ignoreSelector)) {
                  return;
                }

self._appendSubheaders.call(this, self, ul);

});

}

// If there are nested subheader elements
            else {

// Loops through all of the subheader elements
              $(this).find(self.options.selectors).each(function() {

//If the element matches the ignoreSelector then we skip it
                if ($(this).is(ignoreSelector)) {
                  return;
                }

self._appendSubheaders.call(this, self, ul);

});

}

});

_setActiveElement: function(pageload) {

var self = this,

hash = window.location.hash.substring(1),

elem = self.element.find('li[data-unique="' + hash + '"]');

if (hash.length) {

// Removes highlighting from all of the list item's
          self.element.find("." + self.focusClass).removeClass(self.focusClass);

// Highlights the current list item that was clicked
          elem.addClass(self.focusClass);

// Triggers the click event on the currently focused TOC item
          elem.click();

} else {

// Removes highlighting from all of the list item's
          self.element.find("." + self.focusClass).removeClass(self.focusClass);

if (!hash.length && pageload && self.options.highlightDefault) {

// Highlights the first TOC item if no other items are highlighted
            self.element.find(itemClass).first().addClass(self.focusClass);

}

return self;

// _nestElements
      // -------------
      //      Helps create the table of contents list by appending nested list items
      _nestElements: function(self, index) {

var arr, item, hashValue;

arr = $.grep(this.items, function(item) {

return item === self.text();

});

// If there is already a duplicate TOC item
        if (arr.length) {

// Adds the current TOC item text and index (for slight randomization) to the internal array
          this.items.push(self.text() + index);

}

// If there not a duplicate TOC item
        else {

// Adds the current TOC item text to the internal array
          this.items.push(self.text());

}

hashValue = this._generateHashValue(arr, self, index);

// Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
        item = $("<li/>", {

// Sets a common class name to the list item
          "class": itemClassName,

"data-unique": hashValue

});

if (this.options.theme !== "bootstrap3") {

item.append($("<a/>", {

"text": self.text()

}));

} else {

item.text(self.text());

}

// Adds an HTML anchor tag before the currently traversed HTML element
        self.before($("<div/>", {

// Sets a name attribute on the anchor tag to the text of the currently traversed HTML element (also making sure that all whitespace is replaced with an underscore)
          "name": hashValue,

"data-unique": hashValue

}));

return item;

// _generateHashValue
      // ------------------
      //      Generates the hash value that will be used to refer to each item.
      _generateHashValue: function(arr, self, index) {

var hashValue = "",
          hashGeneratorOption = this.options.hashGenerator;

if (hashGeneratorOption === "pretty") {

// prettify the text
          hashValue = self.text().toLowerCase().replace(/\s/g, "-");

// fix double hyphens
          while (hashValue.indexOf("--") > -1) {
            hashValue = hashValue.replace(/--/g, "-");
          }

// fix colon-space instances
          while (hashValue.indexOf(":-") > -1) {
            hashValue = hashValue.replace(/:-/g, "-");
          }

} else if (typeof hashGeneratorOption === "function") {

// call the function
          hashValue = hashGeneratorOption(self.text(), self);

} else {

// compact - the default
          hashValue = self.text().replace(/\s/g, "");

}

// add the index if we need to
        if (arr.length) {
          hashValue += "" + index;
        }

// return the value
        return hashValue;

// _appendElements
      // ---------------
      //      Helps create the table of contents list by appending subheader elements

_appendSubheaders: function(self, ul) {

// The current element index
        var index = $(this).index(self.options.selectors),

// Finds the previous header DOM element
          previousHeader = $(self.options.selectors).eq(index - 1),

currentTagName = +$(this).prop("tagName").charAt(1),

previousTagName = +previousHeader.prop("tagName").charAt(1),

lastSubheader;

// If the current header DOM element is smaller than the previous header DOM element or the first subheader
        if (currentTagName < previousTagName) {

// Selects the last unordered list HTML found within the HTML element calling the plugin
          self.element.find(subheaderClass + "[data-tag=" + currentTagName + "]").last().append(self._nestElements($(this), index));

}

// If the current header DOM element is the same type of header(eg. h4) as the previous header DOM element
        else if (currentTagName === previousTagName) {

ul.find(itemClass).last().after(self._nestElements($(this), index));

} else {

// Selects the last unordered list HTML found within the HTML element calling the plugin
          ul.find(itemClass).last().

// Appends an unorderedList HTML element to the dynamic `unorderedList` variable and sets a common class name
          after($("<ul/>", {

"class": subheaderClassName,

"data-tag": currentTagName

})).next(subheaderClass).

// Appends a list item HTML element to the last unordered list HTML element found within the HTML element calling the plugin
          append(self._nestElements($(this), index));
        }

// _setEventHandlers
      // ----------------
      //      Adds jQuery event handlers to the newly generated table of contents
      _setEventHandlers: function() {

// _Local variables_

// Stores the plugin context in the self variable
        var self = this,

// Instantiates a new variable that will be used to hold a specific element's context
          $self,

// Instantiates a new variable that will be used to determine the smoothScroll animation time duration
          duration;

// Event delegation that looks for any clicks on list item elements inside of the HTML element calling the plugin
        this.element.on("click.tocify", "li", function(event) {

if (self.options.history) {

window.location.hash = $(this).attr("data-unique");

}

// Removes highlighting from all of the list item's
          self.element.find("." + self.focusClass).removeClass(self.focusClass);

// Highlights the current list item that was clicked
          $(this).addClass(self.focusClass);

// If the showAndHide option is true
          if (self.options.showAndHide) {

var elem = $('li[data-unique="' + $(this).attr("data-unique") + '"]');

self._triggerShow(elem);

}

self._scrollTo($(this));

});

// Mouseenter and Mouseleave event handlers for the list item's within the HTML element calling the plugin
        this.element.find("li").on({

// Mouseenter event handler
          "mouseenter.tocify": function() {

// Adds a hover CSS class to the current list item
            $(this).addClass(self.hoverClass);

// Makes sure the cursor is set to the pointer icon
            $(this).css("cursor", "pointer");

// Mouseleave event handler
          "mouseleave.tocify": function() {

if (self.options.theme !== "bootstrap") {

// Removes the hover CSS class from the current list item
              $(this).removeClass(self.hoverClass);

}

}
        });

// only attach handler if needed (expensive in IE)
        if (self.options.extendPage || self.options.highlightOnScroll || self.options.scrollHistory || self.options.showAndHideOnScroll) {
          // Window scroll event handler
          $(window).on("scroll.tocify", function() {

// Once all animations on the page are complete, this callback function will be called
            $("html, body").promise().done(function() {

// Local variables

// Stores how far the user has scrolled
              var winScrollTop = $(window).scrollTop(),

// Stores the height of the window
                winHeight = $(window).height(),

// Stores the height of the document
                docHeight = $(document).height(),

scrollHeight = $("body")[0].scrollHeight,

// Instantiates a variable that will be used to hold a selected HTML element
                elem,

lastElem,

lastElemOffset,

currentElem;

if (self.options.extendPage) {

// If the user has scrolled to the bottom of the page and the last toc item is not focused
                if ((self.webkit && winScrollTop >= scrollHeight - winHeight - self.options.extendPageOffset) || (!self.webkit && winHeight + winScrollTop > docHeight - self.options.extendPageOffset)) {

if (!$(extendPageClass).length) {

lastElem = $('div[data-unique="' + $(itemClass).last().attr("data-unique") + '"]');

if (!lastElem.length) return;

// Gets the top offset of the page header that is linked to the last toc item
                    lastElemOffset = lastElem.offset().top;

// Appends a div to the bottom of the page and sets the height to the difference of the window scrollTop and the last element's position top offset
                    $(self.options.context).append($("<div/>", {

"class": extendPageClassName,

"height": Math.abs(lastElemOffset - winScrollTop) + "px",

"data-unique": extendPageClassName

}));

if (self.extendPageScroll) {

currentElem = self.element.find('li.' + self.focusClass);

self._scrollTo($('div[data-unique="' + currentElem.attr("data-unique") + '"]'));

}

// The zero timeout ensures the following code is run after the scroll events
              setTimeout(function() {

// _Local variables_

// Stores the distance to the closest anchor
                var closestAnchorDistance = null,

// Stores the index of the closest anchor
                  closestAnchorIdx = null,

// Keeps a reference to all anchors
                  anchors = $(self.options.context).find("div[data-unique]"),

anchorText;

// Determines the index of the closest anchor
                anchors.each(function(idx) {
                  var distance = Math.abs(($(this).next().length ? $(this).next() : $(this)).offset().top - winScrollTop - self.options.highlightOffset);
                  if (closestAnchorDistance == null || distance < closestAnchorDistance) {
                    closestAnchorDistance = distance;
                    closestAnchorIdx = idx;
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                    return false;
                  }
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anchorText = $(anchors[closestAnchorIdx]).attr("data-unique");

// Stores the list item HTML element that corresponds to the currently traversed anchor tag
                elem = $('li[data-unique="' + anchorText + '"]');

// If the `highlightOnScroll` option is true and a next element is found
                if (self.options.highlightOnScroll && elem.length) {

// Removes highlighting from all of the list item's
                  self.element.find("." + self.focusClass).removeClass(self.focusClass);

// Highlights the corresponding list item
                  elem.addClass(self.focusClass);

}

if (self.options.scrollHistory) {

if (window.location.hash !== "#" + anchorText) {

window.location.replace("#" + anchorText);

}
                }

// If the `showAndHideOnScroll` option is true
                if (self.options.showAndHideOnScroll && self.options.showAndHide) {

self._triggerShow(elem, true);

}

}, 0);

});

});
        }

// Show
      // ----
      //      Opens the current sub-header
      show: function(elem, scroll) {

// Stores the plugin context in the `self` variable
        var self = this,
          element = elem;

// If the sub-header is not already visible
        if (!elem.is(":visible")) {

// If the current element does not have any nested subheaders, is not a header, and its parent is not visible
          if (!elem.find(subheaderClass).length && !elem.parent().is(headerClass) && !elem.parent().is(":visible")) {

// Sets the current element to all of the subheaders within the current header
            elem = elem.parents(subheaderClass).add(elem);

}

// If the current element does not have any nested subheaders and is not a header
          else if (!elem.children(subheaderClass).length && !elem.parent().is(headerClass)) {

// Sets the current element to the closest subheader
            elem = elem.closest(subheaderClass);

}

//Determines what jQuery effect to use
          switch (self.options.showEffect) {

//Uses `no effect`
            case "none":

elem.show();

break;

//Uses the jQuery `show` special effect
            case "show":

elem.show(self.options.showEffectSpeed);

break;

//Uses the jQuery `slideDown` special effect
            case "slideDown":

elem.slideDown(self.options.showEffectSpeed);

break;

//Uses the jQuery `fadeIn` special effect
            case "fadeIn":

elem.fadeIn(self.options.showEffectSpeed);

break;

//If none of the above options were passed, then a `jQueryUI show effect` is expected
            default:

elem.show();

break;

}

// If the current subheader parent element is a header
        if (elem.parent().is(headerClass)) {

// Hides all non-active sub-headers
          self.hide($(subheaderClass).not(elem));

}

// If the current subheader parent element is not a header
        else {

// Hides all non-active sub-headers
          self.hide($(subheaderClass).not(elem.closest(headerClass).find(subheaderClass).not(elem.siblings())));

}

// Maintains chainablity
        return self;

// Hide
      // ----
      //      Closes the current sub-header
      hide: function(elem) {

// Stores the plugin context in the `self` variable
        var self = this;

//Determines what jQuery effect to use
        switch (self.options.hideEffect) {

// Uses `no effect`
          case "none":

elem.hide();

break;

// Uses the jQuery `hide` special effect
          case "hide":

elem.hide(self.options.hideEffectSpeed);

break;

// Uses the jQuery `slideUp` special effect
          case "slideUp":

elem.slideUp(self.options.hideEffectSpeed);

break;

// Uses the jQuery `fadeOut` special effect
          case "fadeOut":

elem.fadeOut(self.options.hideEffectSpeed);

break;

// If none of the above options were passed, then a `jqueryUI hide effect` is expected
          default:

elem.hide();

break;

}

// Maintains chainablity
        return self;
      },

// _triggerShow
      // ------------
      //      Determines what elements get shown on scroll and click
      _triggerShow: function(elem, scroll) {

var self = this;

// If the current element's parent is a header element or the next element is a nested subheader element
        if (elem.parent().is(headerClass) || elem.next().is(subheaderClass)) {

// Shows the next sub-header element
          self.show(elem.next(subheaderClass), scroll);

}

// If the current element's parent is a subheader element
        else if (elem.parent().is(subheaderClass)) {

// Shows the parent sub-header element
          self.show(elem.parent(), scroll);

}

// Maintains chainability
        return self;

// _addCSSClasses
      // --------------
      //      Adds CSS classes to the newly generated table of contents HTML
      _addCSSClasses: function() {

// If the user wants a jqueryUI theme
        if (this.options.theme === "jqueryui") {

this.focusClass = "ui-state-default";

this.hoverClass = "ui-state-hover";

//Adds the default styling to the dropdown list
          this.element.addClass("ui-widget").find(".toc-title").addClass("ui-widget-header").end().find("li").addClass("ui-widget-content");

}

// If the user wants a twitterBootstrap theme
        else if (this.options.theme === "bootstrap") {

this.element.find(headerClass + "," + subheaderClass).addClass("nav nav-list");

this.focusClass = "active";

}

// If the user wants a twitterBootstrap theme
        else if (this.options.theme === "bootstrap3") {

this.element.find(headerClass + "," + subheaderClass).addClass("list-group");

this.element.find(itemClass).addClass("list-group-item");

this.focusClass = "active";

}

// If a user does not want a prebuilt theme
        else {

// Adds more neutral classes (instead of jqueryui)

this.focusClass = tocFocusClassName;

this.hoverClass = tocHoverClassName;

}

//Maintains chainability
        return this;

// setOption
      // ---------
      //      Sets a single Tocify option after the plugin is invoked
      setOption: function() {

// Calls the jQueryUI Widget Factory setOption method
        $.Widget.prototype._setOption.apply(this, arguments);

// setOptions
      // ----------
      //      Sets a single or multiple Tocify options after the plugin is invoked
      setOptions: function() {

// Calls the jQueryUI Widget Factory setOptions method
        $.Widget.prototype._setOptions.apply(this, arguments);

// _scrollTo
      // ---------
      //      Scrolls to a specific element
      _scrollTo: function(elem) {

var self = this,
          duration = self.options.smoothScroll || 0,
          scrollTo = self.options.scrollTo,
          currentDiv = $('div[data-unique="' + elem.attr("data-unique") + '"]');

if (!currentDiv.length) {

return self;

}

// Once all animations on the page are complete, this callback function will be called
        $("html, body").promise().done(function() {

// Animates the html and body element scrolltops
          $("html, body").animate({

// Sets the jQuery `scrollTop` to the top offset of the HTML div tag that matches the current list item's `data-unique` tag
            "scrollTop": currentDiv.offset().top - ($.isFunction(scrollTo) ? scrollTo.call() : scrollTo) + "px"

}, {

// Sets the smoothScroll animation time duration to the smoothScrollSpeed option
            "duration": duration

});

// Maintains chainability
        return self;

}

});

})); //end of plugin
</script>
<script>

/**
 * jQuery Plugin: Sticky Tabs
 *
 * @author Aidan Lister <aidan@php.net>
 * adapted by Ruben Arslan to activate parent tabs too
 * http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/
 */
(function($) {
  "use strict";
  $.fn.rmarkdownStickyTabs = function() {
    var context = this;
    // Show the tab corresponding with the hash in the URL, or the first tab
    var showStuffFromHash = function() {
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      var $selector = $(selector, context);
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        $selector.tab('show');
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// Set the correct tab when the page loads
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// Set the correct tab when a user uses their back/forward button
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    });

// Change the URL when tabs are clicked
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    });

return this;
  };
}(jQuery));

window.buildTabsets = function(tocID) {

// build a tabset from a section div with the .tabset class
  function buildTabset(tabset) {

// check for fade and pills options
    var fade = tabset.hasClass("tabset-fade");
    var pills = tabset.hasClass("tabset-pills");
    var navClass = pills ? "nav-pills" : "nav-tabs";

// determine the heading level of the tabset and tabs
    var match = tabset.attr('class').match(/level(\d) /);
    if (match === null)
      return;
    var tabsetLevel = Number(match[1]);
    var tabLevel = tabsetLevel + 1;

// find all subheadings immediately below
    var tabs = tabset.find("div.section.level" + tabLevel);
    if (!tabs.length)
      return;

// create tablist and tab-content elements
    var tabList = $('<ul class="nav ' + navClass + '" role="tablist"></ul>');
    $(tabs[0]).before(tabList);
    var tabContent = $('<div class="tab-content"></div>');
    $(tabs[0]).before(tabContent);

// build the tabset
    var activeTab = 0;
    tabs.each(function(i) {

// get the tab div
      var tab = $(tabs[i]);

// get the id then sanitize it for use with bootstrap tabs
      var id = tab.attr('id');

// see if this is marked as the active tab
      if (tab.hasClass('active'))
        activeTab = i;

// remove any table of contents entries associated with
      // this ID (since we'll be removing the heading element)
      $("div#" + tocID + " li a[href='#" + id + "']").parent().remove();

// sanitize the id for use with bootstrap tabs
      id = id.replace(/[.\/?&!#<>]/g, '').replace(/\s/g, '_');
      tab.attr('id', id);

// get the heading element within it, grab it's text, then remove it
      var heading = tab.find('h' + tabLevel + ':first');
      var headingText = heading.html();
      heading.remove();

// build and append the tab list item
      var a = $('<a role="tab" data-toggle="tab">' + headingText + '</a>');
      a.attr('href', '#' + id);
      a.attr('aria-controls', id);
      var li = $('<li role="presentation"></li>');
      li.append(a);
      tabList.append(li);

// set it's attributes
      tab.attr('role', 'tabpanel');
      tab.addClass('tab-pane');
      tab.addClass('tabbed-pane');
      if (fade)
        tab.addClass('fade');

// move it into the tab content div
      tab.detach().appendTo(tabContent);
    });

// set active tab
    $(tabList.children('li')[activeTab]).addClass('active');
    var active = $(tabContent.children('div.section')[activeTab]);
    active.addClass('active');
    if (fade)
      active.addClass('in');

if (tabset.hasClass("tabset-sticky"))
      tabset.rmarkdownStickyTabs();
  }

// convert section divs with the .tabset class to tabsets
  var tabsets = $("div.section.tabset");
  tabsets.each(function(i) {
    buildTabset($(tabsets[i]));
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};

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<h1 class="title toc-ignore">colorspace: A Toolbox for Manipulating and Assessing Colors and Palettes</h1>
<h4 class="author"><em>Achim Zeileis, Jason C. Fisher, Kurt Hornik, Ross Ihaka, Claire D. McWhite, Paul Murrell, Reto Stauffer, Claus O. Wilke</em></h4>

</div>

<div id="overview" class="section level2">
<h2>Overview</h2>
<p>The <em>colorspace</em> package provides a broad toolbox for selecting individual colors or color palettes, manipulating these colors, and employing them in various kinds of visualizations.</p>
<p>At the core of the package there are various utilities for computing with color spaces (as the name conveys). Thus, the package helps to map various three-dimensional representations of color to each other. A particularly important mapping is the one from the perceptually-based and device-independent color model HCL (Hue-Chroma-Luminance) to standard Red-Green-Blue (sRGB) which is the basis for color specifications in many systems based on the corresponding hex codes (e.g., in HTML but also in R). For completeness further standard color models are included as well in the package: <code>polarLUV()</code> (= HCL), <code>LUV()</code>, <code>polarLAB()</code>, <code>LAB()</code>, <code>XYZ()</code>, <code>RGB()</code>, <code>sRGB()</code>, <code>HLS()</code>, <code>HSV()</code>.</p>
<p>The HCL space (= polar coordinates in CIELUV) is particularly useful for specifying individual colors and color palettes as its three axes match those of the human visual system very well: Hue (= type of color, dominant wavelength), chroma (= colorfulness), luminance (= brightness).</p>
<p><img 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" width="384" style="display: block; margin: auto;" /></p>
<p>The <em>colorspace</em> package provides three types of palettes based on the HCL model:</p>
<ul>
<li><em>Qualitative:</em> Designed for coding categorical information, i.e., where no particular ordering of categories is available and every color should receive the same perceptual weight. Function: <code>qualitative_hcl()</code>.</li>
<li><em>Sequential:</em> Designed for coding ordered/numeric information, i.e., where colors go from high to low (or vice versa). Function: <code>sequential_hcl()</code>.</li>
<li><em>Diverging:</em> Designed for coding ordered/numeric information around a central neutral value, i.e., where colors diverge from neutral to two extremes. Function: <code>diverging_hcl()</code>.</li>
</ul>
<p>To aid choice and application of these palettes there are: scales for use with <em>ggplot2</em>; <em>shiny</em> (and <em>tcltk</em>) apps for interactive exploration; visualizations of palette properties; accompanying manipulation utilities (like desaturation, lighten/darken, and emulation of color vision deficiencies).</p>
<p>More detailed overviews and examples are provided in the articles:</p>
<ul>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/color_spaces.html">Color Spaces: S4 Classes and Utilities</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/hcl_palettes.html">HCL-Based Color Palettes</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/ggplot2_color_scales.html">HCL-Based Color Scales for <em>ggplot2</em></a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/palette_visualization.html">Palette Visualization and Assessment</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/hclwizard.html">Apps for Choosing Colors and Palettes Interactively</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/color_vision_deficiency.html">Color Vision Deficiency Emulation</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/manipulation_utilities.html">Color Manipulation and Utilities</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/approximations.html">Approximating Palettes from Other Packages</a></li>
<li><a href="http://colorspace.R-Forge.R-project.org/articles/endrainbow.html">Somewhere over the Rainbow</a></li>
</ul>
</div>
<div id="installation" class="section level2">
<h2>Installation</h2>
<p>The stable release version of <em>colorspace</em> is hosted on the Comprehensive R Archive Network (CRAN) at <a href="https://CRAN.R-project.org/package=colorspace" class="uri">https://CRAN.R-project.org/package=colorspace</a> and can be installed via</p>
<pre class="r"><code>install.packages(&quot;colorspace&quot;)</code></pre>
<p>The development version of <em>colorspace</em> is hosted on R-Forge at <a href="https://R-Forge.R-project.org/projects/colorspace/" class="uri">https://R-Forge.R-project.org/projects/colorspace/</a> in a Subversion (SVN) repository. It can be installed via</p>
<pre class="r"><code>install.packages(&quot;colorspace&quot;, repos = &quot;http://R-Forge.R-project.org&quot;)</code></pre>
<p>For Python users a beta re-implementation of the full <em>colorspace</em> package in Python 2/Python 3 is also available, see <a href="https://github.com/retostauffer/python-colorspace" class="uri">https://github.com/retostauffer/python-colorspace</a>.</p>
</div>
<div id="choosing-hcl-based-color-palettes" class="section level2">
<h2>Choosing HCL-based color palettes</h2>
<p>The <em>colorspace</em> package ships with a wide range of predefined color palettes, specified through suitable trajectories in the HCL (hue-chroma-luminance) color space. A quick overview can be gained easily with the <code>hcl_palettes()</code> function:</p>
<pre class="r"><code>library(&quot;colorspace&quot;)
hcl_palettes(plot = TRUE)</code></pre>
<p><img 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width="100%" style="display: block; margin: auto auto auto 0;" /></p>
<p>A suitable vector of colors can be easily computed by specifying the desired number of colors and the palette name (see the plot above), e.g.,</p>
<pre class="r"><code>q4 &lt;- qualitative_hcl(4, palette = &quot;Dark 3&quot;)
q4</code></pre>
<pre><code>## [1] &quot;#E16A86&quot; &quot;#909800&quot; &quot;#00AD9A&quot; &quot;#9183E6&quot;</code></pre>
<p>The functions <code>sequential_hcl()</code>, and <code>diverging_hcl()</code> work analogously. Additionally, their hue/chroma/luminance parameters can be modified, thus allowing for easy customization of each palette. Moreover, the <code>choose_palette()</code>/<code>hclwizard()</code> app provide convenient user interfaces to perform palette customization interactively. Finally, even more flexible diverging HCL palettes are provided by <code>divergingx_hcl()</code>.</p>
</div>
<div id="usage-with-base-graphics" class="section level2">
<h2>Usage with base graphics</h2>
<p>The color vectors returned by the HCL palette functions can usually be passed directly to most base graphics function, typically through the <code>col</code> argument. Here, the <code>q4</code> vector created above is used in a time series display:</p>
<pre class="r"><code>plot(log(EuStockMarkets), plot.type = &quot;single&quot;, col = q4, lwd = 2)
legend(&quot;topleft&quot;, colnames(EuStockMarkets), col = q4, lwd = 3, bty = &quot;n&quot;)</code></pre>
<p><img 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" width="100%" style="display: block; margin: auto auto auto 0;" /></p>
<p>As another example for a sequential palette, we demonstrate how to create a spine plot displaying the proportion of Titanic passengers that survived per class. The <code>Purples 3</code> palette is used, which is quite similar to the <strong>ColorBrewer.org</strong> palette <code>Purples</code>. Here, only two colors are employed, yielding a dark purple and light gray.</p>
<pre class="r"><code>ttnc &lt;- margin.table(Titanic, c(1, 4))[, 2:1]
spineplot(ttnc, col = sequential_hcl(2, palette = &quot;Purples 3&quot;))</code></pre>
<p><img src="data:image/png;base64,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" width="100%" style="display: block; margin: auto auto auto 0;" /></p>
</div>
<div id="usage-with-ggplot2" class="section level2">
<h2>Usage with <em>ggplot2</em></h2>
<p>To provide access to the HCL color palettes from within <em>ggplot2</em> graphics suitable discrete and/or continuous <em>gglot2</em> color scales are provided. The scales are named via the scheme <code>scale_&lt;aesthetic&gt;_&lt;datatype&gt;_&lt;colorscale&gt;()</code>, where <code>&lt;aesthetic&gt;</code> is the name of the aesthetic (<code>fill</code>, <code>color</code>, <code>colour</code>), <code>&lt;datatype&gt;</code> is the type of the variable plotted (<code>discrete</code> or <code>continuous</code>) and <code>&lt;colorscale&gt;</code> sets the type of the color scale used (<code>qualitative</code>, <code>sequential</code>, <code>diverging</code>, <code>divergingx</code>).</p>
<p>To illustrate their usage two simple examples are shown using the qualitative <code>Dark 3</code> and sequential <code>Purples 3</code> palettes that were also employed above. For the first example, semi-transparent shaded densities of the sepal length from the iris data are shown, grouped by species.</p>
<pre class="r"><code>library(&quot;ggplot2&quot;)
ggplot(iris, aes(x = Sepal.Length, fill = Species)) + geom_density(alpha = 0.6) +
  scale_fill_discrete_qualitative(palette = &quot;Dark 3&quot;)</code></pre>
<p><img 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" width="100%" style="display: block; margin: auto auto auto 0;" /></p>
<p>And for the second example the sequential palette is used to code the cut levels in a scatter of price by carat in the diamonds data (or rather a small subsample thereof). The scale function first generates six colors but then drops the first color because the light gray is too light here. (Alternatively, the chroma and luminance parameters could also be tweaked.)</p>
<pre class="r"><code>dsamp &lt;- diamonds[1 + 1:1000 * 50, ]
ggplot(dsamp, aes(carat, price, color = cut)) + geom_point() +
  scale_color_discrete_sequential(palette = &quot;Purples 3&quot;, nmax = 6, order = 2:6)</code></pre>
<p><img 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" width="100%" style="display: block; margin: auto auto auto 0;" /></p>
</div>
<div id="palette-visualization-and-assessment" class="section level2">
<h2>Palette visualization and assessment</h2>
<p>The <em>colorspace</em> package also provides a number of functions that aid visualization and assessment of its palettes.</p>
<ul>
<li><code>demoplot()</code> can display a palette (with arbitrary number of colors) in a range of typical and somewhat simplified statistical graphics.</li>
<li><code>hclplot()</code> converts the colors of a palette to the corresponding hue/chroma/luminance coordinates and displays them in HCL space with one dimension collapsed. The collapsed dimension is the luminance for qualitative palettes and the hue for sequential/diverging palettes.</li>
<li><code>specplot()</code> also converts the colors to hue/chroma/luminance coordinates but draws the resulting spectrum in a line plot.</li>
</ul>
<p>For the qualitative <code>Dark 3</code> palette from above the following plots can be obtained.</p>
<pre class="r"><code>demoplot(q4, &quot;bar&quot;)
hclplot(q4)
specplot(q4, type = &quot;o&quot;)</code></pre>
<p><img 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" width="100%" style="display: block; margin: auto;" /></p>
<p>The bar plot is used as a typical application for a qualitative palette (in addition to the time series and density plots used above). The other two displays show that luminance is (almost) constant in the palette while the hue changes linearly along the color “wheel”. Ideally, chroma would have also been constant to completely balance the colors. However, at this luminance the maximum chroma differs across hues so that the palette is fixed up to use less chroma for the yellow and green elements.</p>
<p>Note also that in a bar plot areas are shaded (and not just points or lines) so that lighter colors would be preferable. In the density plot above this was achieved through semi-transparency. Alternatively, luminance could be increased as is done in the <code>&quot;Pastel 1&quot;</code> or <code>&quot;Set 3&quot;</code> palettes.</p>
<p>Subsequently, the same types of assessment are carried out for the sequential <code>&quot;Purples 3&quot;</code> palette as employed above.</p>
<pre class="r"><code>s9 &lt;- sequential_hcl(9, &quot;Purples 3&quot;)
demoplot(s9, &quot;heatmap&quot;)
hclplot(s9)
specplot(s9, type = &quot;o&quot;)</code></pre>
<p><img 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width="100%" style="display: block; margin: auto;" /></p>
<p>Here, a heatmap (based on the well-known Maunga Whau volcano data) is used as a typical application for a sequential palette. The elevation of the volcano is brought out clearly, using dark colors to give emphasis to higher elevations.</p>
<p>The other two displays show that hue is constant in the palette while luminance and chroma vary. Luminance increases monotonically from dark to light (as required for a proper sequential palette). Chroma is triangular-shaped which allows to better distinguish the middle colors in the palette when compared to a monotonic chroma trajectory.</p>
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