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\ No newline at end of file
diff --git a/courses/libs/plotly-binding-4.9.1/plotly.js b/courses/libs/plotly-binding-4.9.1/plotly.js
new file mode 100644
index 0000000..a625ab2
--- /dev/null
+++ b/courses/libs/plotly-binding-4.9.1/plotly.js
@@ -0,0 +1,935 @@
+
+HTMLWidgets.widget({
+ name: "plotly",
+ type: "output",
+
+ initialize: function(el, width, height) {
+ return {};
+ },
+
+ resize: function(el, width, height, instance) {
+ if (instance.autosize) {
+ var width = instance.width || width;
+ var height = instance.height || height;
+ Plotly.relayout(el.id, {width: width, height: height});
+ }
+ },
+
+ renderValue: function(el, x, instance) {
+
+ // Plotly.relayout() mutates the plot input object, so make sure to
+ // keep a reference to the user-supplied width/height *before*
+ // we call Plotly.plot();
+ var lay = x.layout || {};
+ instance.width = lay.width;
+ instance.height = lay.height;
+ instance.autosize = lay.autosize || true;
+
+ /*
+ / 'inform the world' about highlighting options this is so other
+ / crosstalk libraries have a chance to respond to special settings
+ / such as persistent selection.
+ / AFAIK, leaflet is the only library with such intergration
+ / https://github.com/rstudio/leaflet/pull/346/files#diff-ad0c2d51ce5fdf8c90c7395b102f4265R154
+ */
+ var ctConfig = crosstalk.var('plotlyCrosstalkOpts').set(x.highlight);
+
+ if (typeof(window) !== "undefined") {
+ // make sure plots don't get created outside the network (for on-prem)
+ window.PLOTLYENV = window.PLOTLYENV || {};
+ window.PLOTLYENV.BASE_URL = x.base_url;
+
+ // Enable persistent selection when shift key is down
+ // https://stackoverflow.com/questions/1828613/check-if-a-key-is-down
+ var persistOnShift = function(e) {
+ if (!e) window.event;
+ if (e.shiftKey) {
+ x.highlight.persistent = true;
+ x.highlight.persistentShift = true;
+ } else {
+ x.highlight.persistent = false;
+ x.highlight.persistentShift = false;
+ }
+ };
+
+ // Only relevant if we haven't forced persistent mode at command line
+ if (!x.highlight.persistent) {
+ window.onmousemove = persistOnShift;
+ }
+ }
+
+ var graphDiv = document.getElementById(el.id);
+
+ // TODO: move the control panel injection strategy inside here...
+ HTMLWidgets.addPostRenderHandler(function() {
+
+ // lower the z-index of the modebar to prevent it from highjacking hover
+ // (TODO: do this via CSS?)
+ // https://github.com/ropensci/plotly/issues/956
+ // https://www.w3schools.com/jsref/prop_style_zindex.asp
+ var modebars = document.querySelectorAll(".js-plotly-plot .plotly .modebar");
+ for (var i = 0; i < modebars.length; i++) {
+ modebars[i].style.zIndex = 1;
+ }
+ });
+
+ // inject a "control panel" holding selectize/dynamic color widget(s)
+ if (x.selectize || x.highlight.dynamic && !instance.plotly) {
+ var flex = document.createElement("div");
+ flex.class = "plotly-crosstalk-control-panel";
+ flex.style = "display: flex; flex-wrap: wrap";
+
+ // inject the colourpicker HTML container into the flexbox
+ if (x.highlight.dynamic) {
+ var pickerDiv = document.createElement("div");
+
+ var pickerInput = document.createElement("input");
+ pickerInput.id = el.id + "-colourpicker";
+ pickerInput.placeholder = "asdasd";
+
+ var pickerLabel = document.createElement("label");
+ pickerLabel.for = pickerInput.id;
+ pickerLabel.innerHTML = "Brush color ";
+
+ pickerDiv.appendChild(pickerLabel);
+ pickerDiv.appendChild(pickerInput);
+ flex.appendChild(pickerDiv);
+ }
+
+ // inject selectize HTML containers (one for every crosstalk group)
+ if (x.selectize) {
+ var ids = Object.keys(x.selectize);
+
+ for (var i = 0; i < ids.length; i++) {
+ var container = document.createElement("div");
+ container.id = ids[i];
+ container.style = "width: 80%; height: 10%";
+ container.class = "form-group crosstalk-input-plotly-highlight";
+
+ var label = document.createElement("label");
+ label.for = ids[i];
+ label.innerHTML = x.selectize[ids[i]].group;
+ label.class = "control-label";
+
+ var selectDiv = document.createElement("div");
+ var select = document.createElement("select");
+ select.multiple = true;
+
+ selectDiv.appendChild(select);
+ container.appendChild(label);
+ container.appendChild(selectDiv);
+ flex.appendChild(container);
+ }
+ }
+
+ // finally, insert the flexbox inside the htmlwidget container,
+ // but before the plotly graph div
+ graphDiv.parentElement.insertBefore(flex, graphDiv);
+
+ if (x.highlight.dynamic) {
+ var picker = $("#" + pickerInput.id);
+ var colors = x.highlight.color || [];
+ // TODO: let users specify options?
+ var opts = {
+ value: colors[0],
+ showColour: "both",
+ palette: "limited",
+ allowedCols: colors.join(" "),
+ width: "20%",
+ height: "10%"
+ };
+ picker.colourpicker({changeDelay: 0});
+ picker.colourpicker("settings", opts);
+ picker.colourpicker("value", opts.value);
+ // inform crosstalk about a change in the current selection colour
+ var grps = x.highlight.ctGroups || [];
+ for (var i = 0; i < grps.length; i++) {
+ crosstalk.group(grps[i]).var('plotlySelectionColour')
+ .set(picker.colourpicker('value'));
+ }
+ picker.on("change", function() {
+ for (var i = 0; i < grps.length; i++) {
+ crosstalk.group(grps[i]).var('plotlySelectionColour')
+ .set(picker.colourpicker('value'));
+ }
+ });
+ }
+ }
+
+ // if no plot exists yet, create one with a particular configuration
+ if (!instance.plotly) {
+
+ var plot = Plotly.plot(graphDiv, x);
+ instance.plotly = true;
+
+ } else {
+
+ // this is essentially equivalent to Plotly.newPlot(), but avoids creating
+ // a new webgl context
+ // https://github.com/plotly/plotly.js/blob/2b24f9def901831e61282076cf3f835598d56f0e/src/plot_api/plot_api.js#L531-L532
+
+ // TODO: restore crosstalk selections?
+ Plotly.purge(graphDiv);
+ // TODO: why is this necessary to get crosstalk working?
+ graphDiv.data = undefined;
+ graphDiv.layout = undefined;
+ var plot = Plotly.plot(graphDiv, x);
+ }
+
+ // Trigger plotly.js calls defined via `plotlyProxy()`
+ plot.then(function() {
+ if (HTMLWidgets.shinyMode) {
+ Shiny.addCustomMessageHandler("plotly-calls", function(msg) {
+ var gd = document.getElementById(msg.id);
+ if (!gd) {
+ throw new Error("Couldn't find plotly graph with id: " + msg.id);
+ }
+ // This isn't an official plotly.js method, but it's the only current way to
+ // change just the configuration of a plot
+ // https://community.plot.ly/t/update-config-function/9057
+ if (msg.method == "reconfig") {
+ Plotly.react(gd, gd.data, gd.layout, msg.args);
+ return;
+ }
+ if (!Plotly[msg.method]) {
+ throw new Error("Unknown method " + msg.method);
+ }
+ var args = [gd].concat(msg.args);
+ Plotly[msg.method].apply(null, args);
+ });
+ }
+
+ // plotly's mapbox API doesn't currently support setting bounding boxes
+ // https://www.mapbox.com/mapbox-gl-js/example/fitbounds/
+ // so we do this manually...
+ // TODO: make sure this triggers on a redraw and relayout as well as on initial draw
+ var mapboxIDs = graphDiv._fullLayout._subplots.mapbox || [];
+ for (var i = 0; i < mapboxIDs.length; i++) {
+ var id = mapboxIDs[i];
+ var mapOpts = x.layout[id] || {};
+ var args = mapOpts._fitBounds || {};
+ if (!args) {
+ continue;
+ }
+ var mapObj = graphDiv._fullLayout[id]._subplot.map;
+ mapObj.fitBounds(args.bounds, args.options);
+ }
+
+ });
+
+ // Attach attributes (e.g., "key", "z") to plotly event data
+ function eventDataWithKey(eventData) {
+ if (eventData === undefined || !eventData.hasOwnProperty("points")) {
+ return null;
+ }
+ return eventData.points.map(function(pt) {
+ var obj = {
+ curveNumber: pt.curveNumber,
+ pointNumber: pt.pointNumber,
+ x: pt.x,
+ y: pt.y
+ };
+
+ // If 'z' is reported with the event data, then use it!
+ if (pt.hasOwnProperty("z")) {
+ obj.z = pt.z;
+ }
+
+ if (pt.hasOwnProperty("customdata")) {
+ obj.customdata = pt.customdata;
+ }
+
+ /*
+ TL;DR: (I think) we have to select the graph div (again) to attach keys...
+
+ Why? Remember that crosstalk will dynamically add/delete traces
+ (see traceManager.prototype.updateSelection() below)
+ For this reason, we can't simply grab keys from x.data (like we did previously)
+ Moreover, we can't use _fullData, since that doesn't include
+ unofficial attributes. It's true that click/hover events fire with
+ pt.data, but drag events don't...
+ */
+ var gd = document.getElementById(el.id);
+ var trace = gd.data[pt.curveNumber];
+
+ if (!trace._isSimpleKey) {
+ var attrsToAttach = ["key"];
+ } else {
+ // simple keys fire the whole key
+ obj.key = trace.key;
+ var attrsToAttach = [];
+ }
+
+ for (var i = 0; i < attrsToAttach.length; i++) {
+ var attr = trace[attrsToAttach[i]];
+ if (Array.isArray(attr)) {
+ if (typeof pt.pointNumber === "number") {
+ obj[attrsToAttach[i]] = attr[pt.pointNumber];
+ } else if (Array.isArray(pt.pointNumber)) {
+ obj[attrsToAttach[i]] = attr[pt.pointNumber[0]][pt.pointNumber[1]];
+ } else if (Array.isArray(pt.pointNumbers)) {
+ obj[attrsToAttach[i]] = pt.pointNumbers.map(function(idx) { return attr[idx]; });
+ }
+ }
+ }
+ return obj;
+ });
+ }
+
+
+ var legendEventData = function(d) {
+ // if legendgroup is not relevant just return the trace
+ var trace = d.data[d.curveNumber];
+ if (!trace.legendgroup) return trace;
+
+ // if legendgroup was specified, return all traces that match the group
+ var legendgrps = d.data.map(function(trace){ return trace.legendgroup; });
+ var traces = [];
+ for (i = 0; i < legendgrps.length; i++) {
+ if (legendgrps[i] == trace.legendgroup) {
+ traces.push(d.data[i]);
+ }
+ }
+
+ return traces;
+ };
+
+
+ // send user input event data to shiny
+ if (HTMLWidgets.shinyMode && Shiny.setInputValue) {
+
+ // Some events clear other input values
+ // TODO: always register these?
+ var eventClearMap = {
+ plotly_deselect: ["plotly_selected", "plotly_selecting", "plotly_brushed", "plotly_brushing", "plotly_click"],
+ plotly_unhover: ["plotly_hover"],
+ plotly_doubleclick: ["plotly_click"]
+ };
+
+ Object.keys(eventClearMap).map(function(evt) {
+ graphDiv.on(evt, function() {
+ var inputsToClear = eventClearMap[evt];
+ inputsToClear.map(function(input) {
+ Shiny.setInputValue(input + "-" + x.source, null, {priority: "event"});
+ });
+ });
+ });
+
+ var eventDataFunctionMap = {
+ plotly_click: eventDataWithKey,
+ plotly_sunburstclick: eventDataWithKey,
+ plotly_hover: eventDataWithKey,
+ plotly_unhover: eventDataWithKey,
+ // If 'plotly_selected' has already been fired, and you click
+ // on the plot afterwards, this event fires `undefined`?!?
+ // That might be considered a plotly.js bug, but it doesn't make
+ // sense for this input change to occur if `d` is falsy because,
+ // even in the empty selection case, `d` is truthy (an object),
+ // and the 'plotly_deselect' event will reset this input
+ plotly_selected: function(d) { if (d) { return eventDataWithKey(d); } },
+ plotly_selecting: function(d) { if (d) { return eventDataWithKey(d); } },
+ plotly_brushed: function(d) {
+ if (d) { return d.range ? d.range : d.lassoPoints; }
+ },
+ plotly_brushing: function(d) {
+ if (d) { return d.range ? d.range : d.lassoPoints; }
+ },
+ plotly_legendclick: legendEventData,
+ plotly_legenddoubleclick: legendEventData,
+ plotly_clickannotation: function(d) { return d.fullAnnotation }
+ };
+
+ var registerShinyValue = function(event) {
+ var eventDataPreProcessor = eventDataFunctionMap[event] || function(d) { return d ? d : el.id };
+ // some events are unique to the R package
+ var plotlyJSevent = (event == "plotly_brushed") ? "plotly_selected" : (event == "plotly_brushing") ? "plotly_selecting" : event;
+ // register the event
+ graphDiv.on(plotlyJSevent, function(d) {
+ Shiny.setInputValue(
+ event + "-" + x.source,
+ JSON.stringify(eventDataPreProcessor(d)),
+ {priority: "event"}
+ );
+ });
+ }
+
+ var shinyEvents = x.shinyEvents || [];
+ shinyEvents.map(registerShinyValue);
+ }
+
+ // Given an array of {curveNumber: x, pointNumber: y} objects,
+ // return a hash of {
+ // set1: {value: [key1, key2, ...], _isSimpleKey: false},
+ // set2: {value: [key3, key4, ...], _isSimpleKey: false}
+ // }
+ function pointsToKeys(points) {
+ var keysBySet = {};
+ for (var i = 0; i < points.length; i++) {
+
+ var trace = graphDiv.data[points[i].curveNumber];
+ if (!trace.key || !trace.set) {
+ continue;
+ }
+
+ // set defaults for this keySet
+ // note that we don't track the nested property (yet) since we always
+ // emit the union -- http://cpsievert.github.io/talks/20161212b/#21
+ keysBySet[trace.set] = keysBySet[trace.set] || {
+ value: [],
+ _isSimpleKey: trace._isSimpleKey
+ };
+
+ // Use pointNumber by default, but aggregated traces should emit pointNumbers
+ var ptNum = points[i].pointNumber;
+ var hasPtNum = typeof ptNum === "number";
+ var ptNum = hasPtNum ? ptNum : points[i].pointNumbers;
+
+ // selecting a point of a "simple" trace means: select the
+ // entire key attached to this trace, which is useful for,
+ // say clicking on a fitted line to select corresponding observations
+ var key = trace._isSimpleKey ? trace.key : Array.isArray(ptNum) ? ptNum.map(function(idx) { return trace.key[idx]; }) : trace.key[ptNum];
+ // http://stackoverflow.com/questions/10865025/merge-flatten-an-array-of-arrays-in-javascript
+ var keyFlat = trace._isNestedKey ? [].concat.apply([], key) : key;
+
+ // TODO: better to only add new values?
+ keysBySet[trace.set].value = keysBySet[trace.set].value.concat(keyFlat);
+ }
+
+ return keysBySet;
+ }
+
+
+ x.highlight.color = x.highlight.color || [];
+ // make sure highlight color is an array
+ if (!Array.isArray(x.highlight.color)) {
+ x.highlight.color = [x.highlight.color];
+ }
+
+ var traceManager = new TraceManager(graphDiv, x.highlight);
+
+ // Gather all *unique* sets.
+ var allSets = [];
+ for (var curveIdx = 0; curveIdx < x.data.length; curveIdx++) {
+ var newSet = x.data[curveIdx].set;
+ if (newSet) {
+ if (allSets.indexOf(newSet) === -1) {
+ allSets.push(newSet);
+ }
+ }
+ }
+
+ // register event listeners for all sets
+ for (var i = 0; i < allSets.length; i++) {
+
+ var set = allSets[i];
+ var selection = new crosstalk.SelectionHandle(set);
+ var filter = new crosstalk.FilterHandle(set);
+
+ var filterChange = function(e) {
+ removeBrush(el);
+ traceManager.updateFilter(set, e.value);
+ };
+ filter.on("change", filterChange);
+
+
+ var selectionChange = function(e) {
+
+ // Workaround for 'plotly_selected' now firing previously selected
+ // points (in addition to new ones) when holding shift key. In our case,
+ // we just want the new keys
+ if (x.highlight.on === "plotly_selected" && x.highlight.persistentShift) {
+ // https://stackoverflow.com/questions/1187518/how-to-get-the-difference-between-two-arrays-in-javascript
+ Array.prototype.diff = function(a) {
+ return this.filter(function(i) {return a.indexOf(i) < 0;});
+ };
+ e.value = e.value.diff(e.oldValue);
+ }
+
+ // array of "event objects" tracking the selection history
+ // this is used to avoid adding redundant selections
+ var selectionHistory = crosstalk.var("plotlySelectionHistory").get() || [];
+
+ // Construct an event object "defining" the current event.
+ var event = {
+ receiverID: traceManager.gd.id,
+ plotlySelectionColour: crosstalk.group(set).var("plotlySelectionColour").get()
+ };
+ event[set] = e.value;
+ // TODO: is there a smarter way to check object equality?
+ if (selectionHistory.length > 0) {
+ var ev = JSON.stringify(event);
+ for (var i = 0; i < selectionHistory.length; i++) {
+ var sel = JSON.stringify(selectionHistory[i]);
+ if (sel == ev) {
+ return;
+ }
+ }
+ }
+
+ // accumulate history for persistent selection
+ if (!x.highlight.persistent) {
+ selectionHistory = [event];
+ } else {
+ selectionHistory.push(event);
+ }
+ crosstalk.var("plotlySelectionHistory").set(selectionHistory);
+
+ // do the actual updating of traces, frames, and the selectize widget
+ traceManager.updateSelection(set, e.value);
+ // https://github.com/selectize/selectize.js/blob/master/docs/api.md#methods_items
+ if (x.selectize) {
+ if (!x.highlight.persistent || e.value === null) {
+ selectize.clear(true);
+ }
+ selectize.addItems(e.value, true);
+ selectize.close();
+ }
+ }
+ selection.on("change", selectionChange);
+
+ // Set a crosstalk variable selection value, triggering an update
+ var turnOn = function(e) {
+ if (e) {
+ var selectedKeys = pointsToKeys(e.points);
+ // Keys are group names, values are array of selected keys from group.
+ for (var set in selectedKeys) {
+ if (selectedKeys.hasOwnProperty(set)) {
+ selection.set(selectedKeys[set].value, {sender: el});
+ }
+ }
+ }
+ };
+ if (x.highlight.debounce > 0) {
+ turnOn = debounce(turnOn, x.highlight.debounce);
+ }
+ graphDiv.on(x.highlight.on, turnOn);
+
+ graphDiv.on(x.highlight.off, function turnOff(e) {
+ // remove any visual clues
+ removeBrush(el);
+ // remove any selection history
+ crosstalk.var("plotlySelectionHistory").set(null);
+ // trigger the actual removal of selection traces
+ selection.set(null, {sender: el});
+ });
+
+ // register a callback for selectize so that there is bi-directional
+ // communication between the widget and direct manipulation events
+ if (x.selectize) {
+ var selectizeID = Object.keys(x.selectize)[i];
+ var items = x.selectize[selectizeID].items;
+ var first = [{value: "", label: "(All)"}];
+ var opts = {
+ options: first.concat(items),
+ searchField: "label",
+ valueField: "value",
+ labelField: "label",
+ maxItems: 50
+ };
+ var select = $("#" + selectizeID).find("select")[0];
+ var selectize = $(select).selectize(opts)[0].selectize;
+ // NOTE: this callback is triggered when *directly* altering
+ // dropdown items
+ selectize.on("change", function() {
+ var currentItems = traceManager.groupSelections[set] || [];
+ if (!x.highlight.persistent) {
+ removeBrush(el);
+ for (var i = 0; i < currentItems.length; i++) {
+ selectize.removeItem(currentItems[i], true);
+ }
+ }
+ var newItems = selectize.items.filter(function(idx) {
+ return currentItems.indexOf(idx) < 0;
+ });
+ if (newItems.length > 0) {
+ traceManager.updateSelection(set, newItems);
+ } else {
+ // Item has been removed...
+ // TODO: this logic won't work for dynamically changing palette
+ traceManager.updateSelection(set, null);
+ traceManager.updateSelection(set, selectize.items);
+ }
+ });
+ }
+ } // end of selectionChange
+
+ } // end of renderValue
+}); // end of widget definition
+
+/**
+ * @param graphDiv The Plotly graph div
+ * @param highlight An object with options for updating selection(s)
+ */
+function TraceManager(graphDiv, highlight) {
+ // The Plotly graph div
+ this.gd = graphDiv;
+
+ // Preserve the original data.
+ // TODO: try using Lib.extendFlat() as done in
+ // https://github.com/plotly/plotly.js/pull/1136
+ this.origData = JSON.parse(JSON.stringify(graphDiv.data));
+
+ // avoid doing this over and over
+ this.origOpacity = [];
+ for (var i = 0; i < this.origData.length; i++) {
+ this.origOpacity[i] = this.origData[i].opacity === 0 ? 0 : (this.origData[i].opacity || 1);
+ }
+
+ // key: group name, value: null or array of keys representing the
+ // most recently received selection for that group.
+ this.groupSelections = {};
+
+ // selection parameters (e.g., transient versus persistent selection)
+ this.highlight = highlight;
+}
+
+TraceManager.prototype.close = function() {
+ // TODO: Unhook all event handlers
+};
+
+TraceManager.prototype.updateFilter = function(group, keys) {
+
+ if (typeof(keys) === "undefined" || keys === null) {
+
+ this.gd.data = JSON.parse(JSON.stringify(this.origData));
+
+ } else {
+
+ var traces = [];
+ for (var i = 0; i < this.origData.length; i++) {
+ var trace = this.origData[i];
+ if (!trace.key || trace.set !== group) {
+ continue;
+ }
+ var matchFunc = getMatchFunc(trace);
+ var matches = matchFunc(trace.key, keys);
+
+ if (matches.length > 0) {
+ if (!trace._isSimpleKey) {
+ // subsetArrayAttrs doesn't mutate trace (it makes a modified clone)
+ trace = subsetArrayAttrs(trace, matches);
+ }
+ traces.push(trace);
+ }
+ }
+ }
+
+ this.gd.data = traces;
+ Plotly.redraw(this.gd);
+
+ // NOTE: we purposely do _not_ restore selection(s), since on filter,
+ // axis likely will update, changing the pixel -> data mapping, leading
+ // to a likely mismatch in the brush outline and highlighted marks
+
+};
+
+TraceManager.prototype.updateSelection = function(group, keys) {
+
+ if (keys !== null && !Array.isArray(keys)) {
+ throw new Error("Invalid keys argument; null or array expected");
+ }
+
+ // if selection has been cleared, or if this is transient
+ // selection, delete the "selection traces"
+ var nNewTraces = this.gd.data.length - this.origData.length;
+ if (keys === null || !this.highlight.persistent && nNewTraces > 0) {
+ var tracesToRemove = [];
+ for (var i = 0; i < this.gd.data.length; i++) {
+ if (this.gd.data[i]._isCrosstalkTrace) tracesToRemove.push(i);
+ }
+ Plotly.deleteTraces(this.gd, tracesToRemove);
+ this.groupSelections[group] = keys;
+ } else {
+ // add to the groupSelection, rather than overwriting it
+ // TODO: can this be removed?
+ this.groupSelections[group] = this.groupSelections[group] || [];
+ for (var i = 0; i < keys.length; i++) {
+ var k = keys[i];
+ if (this.groupSelections[group].indexOf(k) < 0) {
+ this.groupSelections[group].push(k);
+ }
+ }
+ }
+
+ if (keys === null) {
+
+ Plotly.restyle(this.gd, {"opacity": this.origOpacity});
+
+ } else if (keys.length >= 1) {
+
+ // placeholder for new "selection traces"
+ var traces = [];
+ // this variable is set in R/highlight.R
+ var selectionColour = crosstalk.group(group).var("plotlySelectionColour").get() ||
+ this.highlight.color[0];
+
+ for (var i = 0; i < this.origData.length; i++) {
+ // TODO: try using Lib.extendFlat() as done in
+ // https://github.com/plotly/plotly.js/pull/1136
+ var trace = JSON.parse(JSON.stringify(this.gd.data[i]));
+ if (!trace.key || trace.set !== group) {
+ continue;
+ }
+ // Get sorted array of matching indices in trace.key
+ var matchFunc = getMatchFunc(trace);
+ var matches = matchFunc(trace.key, keys);
+
+ if (matches.length > 0) {
+ // If this is a "simple" key, that means select the entire trace
+ if (!trace._isSimpleKey) {
+ trace = subsetArrayAttrs(trace, matches);
+ }
+ // reach into the full trace object so we can properly reflect the
+ // selection attributes in every view
+ var d = this.gd._fullData[i];
+
+ /*
+ / Recursively inherit selection attributes from various sources,
+ / in order of preference:
+ / (1) official plotly.js selected attribute
+ / (2) highlight(selected = attrs_selected(...))
+ */
+ // TODO: it would be neat to have a dropdown to dynamically specify these!
+ $.extend(true, trace, this.highlight.selected);
+
+ // if it is defined, override color with the "dynamic brush color""
+ if (d.marker) {
+ trace.marker = trace.marker || {};
+ trace.marker.color = selectionColour || trace.marker.color || d.marker.color;
+ }
+ if (d.line) {
+ trace.line = trace.line || {};
+ trace.line.color = selectionColour || trace.line.color || d.line.color;
+ }
+ if (d.textfont) {
+ trace.textfont = trace.textfont || {};
+ trace.textfont.color = selectionColour || trace.textfont.color || d.textfont.color;
+ }
+ if (d.fillcolor) {
+ // TODO: should selectionColour inherit alpha from the existing fillcolor?
+ trace.fillcolor = selectionColour || trace.fillcolor || d.fillcolor;
+ }
+ // attach a sensible name/legendgroup
+ trace.name = trace.name || keys.join("
");
+ trace.legendgroup = trace.legendgroup || keys.join("
");
+
+ // keep track of mapping between this new trace and the trace it targets
+ // (necessary for updating frames to reflect the selection traces)
+ trace._originalIndex = i;
+ trace._newIndex = this.gd._fullData.length + traces.length;
+ trace._isCrosstalkTrace = true;
+ traces.push(trace);
+ }
+ }
+
+ if (traces.length > 0) {
+
+ Plotly.addTraces(this.gd, traces).then(function(gd) {
+ // incrementally add selection traces to frames
+ // (this is heavily inspired by Plotly.Plots.modifyFrames()
+ // in src/plots/plots.js)
+ var _hash = gd._transitionData._frameHash;
+ var _frames = gd._transitionData._frames || [];
+
+ for (var i = 0; i < _frames.length; i++) {
+
+ // add to _frames[i].traces *if* this frame references selected trace(s)
+ var newIndices = [];
+ for (var j = 0; j < traces.length; j++) {
+ var tr = traces[j];
+ if (_frames[i].traces.indexOf(tr._originalIndex) > -1) {
+ newIndices.push(tr._newIndex);
+ _frames[i].traces.push(tr._newIndex);
+ }
+ }
+
+ // nothing to do...
+ if (newIndices.length === 0) {
+ continue;
+ }
+
+ var ctr = 0;
+ var nFrameTraces = _frames[i].data.length;
+
+ for (var j = 0; j < nFrameTraces; j++) {
+ var frameTrace = _frames[i].data[j];
+ if (!frameTrace.key || frameTrace.set !== group) {
+ continue;
+ }
+
+ var matchFunc = getMatchFunc(frameTrace);
+ var matches = matchFunc(frameTrace.key, keys);
+
+ if (matches.length > 0) {
+ if (!trace._isSimpleKey) {
+ frameTrace = subsetArrayAttrs(frameTrace, matches);
+ }
+ var d = gd._fullData[newIndices[ctr]];
+ if (d.marker) {
+ frameTrace.marker = d.marker;
+ }
+ if (d.line) {
+ frameTrace.line = d.line;
+ }
+ if (d.textfont) {
+ frameTrace.textfont = d.textfont;
+ }
+ ctr = ctr + 1;
+ _frames[i].data.push(frameTrace);
+ }
+ }
+
+ // update gd._transitionData._frameHash
+ _hash[_frames[i].name] = _frames[i];
+ }
+
+ });
+
+ // dim traces that have a set matching the set of selection sets
+ var tracesToDim = [],
+ opacities = [],
+ sets = Object.keys(this.groupSelections),
+ n = this.origData.length;
+
+ for (var i = 0; i < n; i++) {
+ var opacity = this.origOpacity[i] || 1;
+ // have we already dimmed this trace? Or is this even worth doing?
+ if (opacity !== this.gd._fullData[i].opacity || this.highlight.opacityDim === 1) {
+ continue;
+ }
+ // is this set an element of the set of selection sets?
+ var matches = findMatches(sets, [this.gd.data[i].set]);
+ if (matches.length) {
+ tracesToDim.push(i);
+ opacities.push(opacity * this.highlight.opacityDim);
+ }
+ }
+
+ if (tracesToDim.length > 0) {
+ Plotly.restyle(this.gd, {"opacity": opacities}, tracesToDim);
+ // turn off the selected/unselected API
+ Plotly.restyle(this.gd, {"selectedpoints": null});
+ }
+
+ }
+
+ }
+};
+
+/*
+Note: in all of these match functions, we assume needleSet (i.e. the selected keys)
+is a 1D (or flat) array. The real difference is the meaning of haystack.
+findMatches() does the usual thing you'd expect for
+linked brushing on a scatterplot matrix. findSimpleMatches() returns a match iff
+haystack is a subset of the needleSet. findNestedMatches() returns
+*/
+
+function getMatchFunc(trace) {
+ return (trace._isNestedKey) ? findNestedMatches :
+ (trace._isSimpleKey) ? findSimpleMatches : findMatches;
+}
+
+// find matches for "flat" keys
+function findMatches(haystack, needleSet) {
+ var matches = [];
+ haystack.forEach(function(obj, i) {
+ if (obj === null || needleSet.indexOf(obj) >= 0) {
+ matches.push(i);
+ }
+ });
+ return matches;
+}
+
+// find matches for "simple" keys
+function findSimpleMatches(haystack, needleSet) {
+ var match = haystack.every(function(val) {
+ return val === null || needleSet.indexOf(val) >= 0;
+ });
+ // yes, this doesn't make much sense other than conforming
+ // to the output type of the other match functions
+ return (match) ? [0] : []
+}
+
+// find matches for a "nested" haystack (2D arrays)
+function findNestedMatches(haystack, needleSet) {
+ var matches = [];
+ for (var i = 0; i < haystack.length; i++) {
+ var hay = haystack[i];
+ var match = hay.every(function(val) {
+ return val === null || needleSet.indexOf(val) >= 0;
+ });
+ if (match) {
+ matches.push(i);
+ }
+ }
+ return matches;
+}
+
+function isPlainObject(obj) {
+ return (
+ Object.prototype.toString.call(obj) === '[object Object]' &&
+ Object.getPrototypeOf(obj) === Object.prototype
+ );
+}
+
+function subsetArrayAttrs(obj, indices) {
+ var newObj = {};
+ Object.keys(obj).forEach(function(k) {
+ var val = obj[k];
+
+ if (k.charAt(0) === "_") {
+ newObj[k] = val;
+ } else if (k === "transforms" && Array.isArray(val)) {
+ newObj[k] = val.map(function(transform) {
+ return subsetArrayAttrs(transform, indices);
+ });
+ } else if (k === "colorscale" && Array.isArray(val)) {
+ newObj[k] = val;
+ } else if (isPlainObject(val)) {
+ newObj[k] = subsetArrayAttrs(val, indices);
+ } else if (Array.isArray(val)) {
+ newObj[k] = subsetArray(val, indices);
+ } else {
+ newObj[k] = val;
+ }
+ });
+ return newObj;
+}
+
+function subsetArray(arr, indices) {
+ var result = [];
+ for (var i = 0; i < indices.length; i++) {
+ result.push(arr[indices[i]]);
+ }
+ return result;
+}
+
+// Convenience function for removing plotly's brush
+function removeBrush(el) {
+ var outlines = el.querySelectorAll(".select-outline");
+ for (var i = 0; i < outlines.length; i++) {
+ outlines[i].remove();
+ }
+}
+
+
+// https://davidwalsh.name/javascript-debounce-function
+
+// Returns a function, that, as long as it continues to be invoked, will not
+// be triggered. The function will be called after it stops being called for
+// N milliseconds. If `immediate` is passed, trigger the function on the
+// leading edge, instead of the trailing.
+function debounce(func, wait, immediate) {
+ var timeout;
+ return function() {
+ var context = this, args = arguments;
+ var later = function() {
+ timeout = null;
+ if (!immediate) func.apply(context, args);
+ };
+ var callNow = immediate && !timeout;
+ clearTimeout(timeout);
+ timeout = setTimeout(later, wait);
+ if (callNow) func.apply(context, args);
+ };
+};
diff --git a/courses/libs/plotly-htmlwidgets-css-1.49.4/plotly-htmlwidgets.css b/courses/libs/plotly-htmlwidgets-css-1.49.4/plotly-htmlwidgets.css
new file mode 100644
index 0000000..f35906d
--- /dev/null
+++ b/courses/libs/plotly-htmlwidgets-css-1.49.4/plotly-htmlwidgets.css
@@ -0,0 +1,9 @@
+/*
+just here so that plotly works
+correctly with ioslides.
+see https://github.com/ropensci/plotly/issues/463
+*/
+
+slide:not(.current) .plotly.html-widget{
+ display: none;
+}
diff --git a/courses/libs/plotly-main-1.49.4/plotly-latest.min.js b/courses/libs/plotly-main-1.49.4/plotly-latest.min.js
new file mode 100644
index 0000000..55d93bb
--- /dev/null
+++ b/courses/libs/plotly-main-1.49.4/plotly-latest.min.js
@@ -0,0 +1,7 @@
+/**
+* plotly.js v1.49.4
+* Copyright 2012-2019, Plotly, Inc.
+* All rights reserved.
+* Licensed under the MIT license
+*/
+!function(t){if("object"==typeof exports&&"undefined"!=typeof module)module.exports=t();else if("function"==typeof define&&define.amd)define([],t);else{("undefined"!=typeof window?window:"undefined"!=typeof global?global:"undefined"!=typeof self?self:this).Plotly=t()}}(function(){return function(){return function t(e,r,n){function i(o,s){if(!r[o]){if(!e[o]){var l="function"==typeof require&&require;if(!s&&l)return l(o,!0);if(a)return a(o,!0);var c=new Error("Cannot find module '"+o+"'");throw c.code="MODULE_NOT_FOUND",c}var u=r[o]={exports:{}};e[o][0].call(u.exports,function(t){return i(e[o][1][t]||t)},u,u.exports,t,e,r,n)}return r[o].exports}for(var a="function"==typeof require&&require,o=0;o
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