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@azywong
Last active June 3, 2019 22:04
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test data
license: mit
// from github.com/usfvgl/defaults-centroid/
function getClassCentroid(data, selectedclass, xDomain, yDomain){
var classData = data.filter(function(d){
return d.class == selectedclass;
});
var xAvg = d3.mean(classData, function(d) {return d[xDomain]})
var yAvg = d3.mean(classData, function(d) {return d[yDomain]})
centroid = {"xAvg": xAvg,
"yAvg": yAvg,
"class": selectedclass}
return centroid;
}
function chart() {
var colorScheme = 0;
var colorSchemes = [
{
z: ["rgb(215,25,28)", "rgb(253,174,97)", "rgb(171,221,164)", "rgb(43,131,186)"],
z2: ["rgba(215,25,28, 0.5)", "rgba(253,174,97, 0.5)", "rgba(171,221,164, 0.5)", "rgba(43,131,186, 0.5)"]
},
{
z: ["rgb(228,26,28)", "rgb(55,126,184)", "rgb(77,175,74)", "rgb(152,78,163)"],
z2: ["rgba(228,26,28, 0.5)", "rgba(55,126,184, 0.5)", "rgba(77,175,74, 0.5)", "rgba(152,78,163, 0.5)"]
},
{
z: ["rgb(27,158,119)", "rgb(217,95,2)", "rgb(117,112,179)", "rgb(231,41,138)"],
z2: ["rgba(27,158,119, 0.5)", "rgba(217,95,2, 0.5)", "rgba(117,112,179, 0.5)", "rgba(231,41,138, 0.5)"]
}
]
var centroid_clicked = false;
var isMouseDown = false;
var isFaded = false,
startX,
startY,
dragX,
dragY,
tutorial = false,
timer,
circle_on,
selectedClass,
width,
height,
centroids = {},
radius = 35, // size of point
radiusWidth = 2, //width of open circle stroke
xDomain = "carat",
yDomain = "price",
zDomain = "cut",
autoPlay = false,
playing = false,
currentI = 0,
rpw = 10, //rows per second to animate
loop,
pause,
datasetSize,
drawPoints,
drawAnimationProgress,
play,
drawData = {
color: {},
point : {
solid: true,
opencircle: false,
alpha: false
},
buffers: {
solid: {},
opencircle: {},
alpha: {}
},
alpha: 0.3
};
var centroid_circles = [];
var margin = {top: 30, right: 20, bottom: 30, left: 20};
var canvasWidth = 900;
var canvasHeight = 450;
width = 900 - margin.right - margin.left, // default width
height = 450 - margin.top - margin.bottom; // default height
var blending_modes = {
"source-over": true,
"multiply": false,
"screen": false,
"overlay": false,
"darken": false,
"lighten": false,
"color-dodge": false,
"color-burn": false,
"hard-light": false,
"soft-light": false,
"difference": false,
"exclusion": false,
"hue": false,
"saturation": false,
"color": false,
"luminosity": false
}
function my(selection) {
my.clicks = 0;
my.startTime = null;
my.endTime = null;
selection.each(function(data) {
//scales
var x = d3.scaleLinear().range([margin.left, width]);
var y = d3.scaleLinear().range([height, margin.bottom]);
var z = d3.scaleOrdinal(colorSchemes[colorScheme].z);
var z2 = d3.scaleOrdinal(colorSchemes[colorScheme].z2);
var legendX = d3.scaleLinear().rangeRound([0, margin.right - 70]);
var progressX = d3.scaleLinear().range([0, 2*Math.PI]);
//generate chart;
var root = this;
canvas = root.appendChild(document.createElement("canvas")),
context = canvas.getContext("2d");
canvas.id = "chart-canvas"
canvas.width = canvasWidth;
canvas.height = canvasHeight;
events_canvas = root.appendChild(document.createElement("canvas"));
econtext = events_canvas.getContext("2d");
events_canvas.id = "events-canvas";
events_canvas.width = canvasWidth;
events_canvas.height = canvasHeight;
// generate controls
var node = document.createElement("div");
var visual_controls_node = document.createElement("form");
var visual_controls = root.appendChild(visual_controls_node);
//point functions
var point = d3.symbol()
.size(radius)
.context(context);
var openpoint = d3.symbol()
.size(radius + radiusWidth)
.context(context);
var animation_circle = d3.symbol()
.size(750)
.context(context);
context.translate(margin.left, margin.top);
context.font = "12px sans-serif";
x.domain([0,10]);
y.domain([0,10]);
z.domain(d3.map(data, function(d){return d[zDomain];}).keys());
datasetSize = data.length;
z.domain().forEach(function (d, i){
//set initial values for <label>
drawData.color[d] = {
selected: true,
x: margin.left + width + 5,
y: margin.top + ((height -30*z.domain().length) /2) + 5 + i*30,
count: 0
};
// also set values for event canvas circles
var xCor = 80 + 60*i;
var yCor = 0;
centroid_circles.push({
x: xCor,
y: yCor,
class: d,
fill: z2(d),
radius: 20,
isDragging: false
})
// get actual centroid
centroids[d] = getClassCentroid(data, d, xDomain, yDomain);
centroids[d].x = Math.floor(x(centroids[d].xAvg));
centroids[d].y = Math.floor(y(centroids[d].yAvg));
centroids[d].fill = z2(centroids[d].class);
centroids[d].solidFill = z(centroids[d].class);
});
//define buffers
Object.keys(drawData.buffers).forEach(function(pointType){
Object.keys(drawData.color).forEach(function(d) {
var grayOffScreenCanvas= document.createElement('canvas');
grayOffScreenCanvas.width= width + radius + 2;
grayOffScreenCanvas.height= height;
var graycontext= grayOffScreenCanvas.getContext("2d");
var offScreenCanvas= document.createElement('canvas');
offScreenCanvas.width= width + radius + 2;
offScreenCanvas.height= height;
var colorcontext= offScreenCanvas.getContext("2d");
drawData.buffers[pointType][d] = {
gray: {
context: graycontext,
canvas: grayOffScreenCanvas,
image: null
},
color: {
context: colorcontext,
canvas: offScreenCanvas,
image: null
}
}
});
})
//draw initial points and buffers
var selectedPoint = getSelectedPointType();
data.forEach(function(d) {
d.x = Math.floor(x(d[xDomain]));
d.y = Math.floor(y(d[yDomain]));
drawData.color[d[zDomain]].count += 1;
//draw point in context
context.translate(d.x, d.y);
if (selectedPoint === "solid") {
context.fillStyle = z(d[zDomain]);
context.strokeStyle = "white";
context.beginPath();
point(d);
context.closePath();
context.fill();
context.stroke();
} else if (selectedPoint === "opencircle") {
context.strokeStyle = z(d[zDomain]);
context.beginPath();
openpoint(d);
context.closePath();
context.stroke();
} else if (selectedPoint === "alpha") {
context.fillStyle = z(d[zDomain])
context.globalAlpha = drawData.alpha;
context.beginPath();
point(d);
context.closePath();
context.fill();
context.globalAlpha = 1.0;
}
context.translate(-d.x, -d.y);
});
// define image data
var defineImageData = function(callback){
Object.keys(drawData.buffers).forEach(function(pointType) {
Object.keys(drawData.buffers[pointType]).forEach(function(d) {
drawData.buffers[pointType][d].gray.image = new Image();
drawData.buffers[pointType][d].gray.image.src = drawData.buffers[pointType][d].gray.canvas.toDataURL();
drawData.buffers[pointType][d].color.image = new Image();
drawData.buffers[pointType][d].color.image.src = drawData.buffers[pointType][d].color.canvas.toDataURL();
});
})
legendX.domain([0, d3.max(Object.keys(drawData.color), function (d) { return drawData.color[d].count; })]);
progressX.domain([0, datasetSize]);
drawCentroidCircles();
callback();
}
// draw axises
xAxis();
yAxis();
var drawBuffers = function (d) {
var selectedPointType = getSelectedPointType();
//redraw points from correct buffers
//draw gray buffers first
Object.keys(drawData.color).forEach(function(c) {
if(!drawData.color[c].selected && (!d || c !== d)) {
context.drawImage(drawData.buffers[selectedPointType][c].gray.image, 0, 0);
}
})
//draw color buffers
Object.keys(drawData.color).forEach(function(c) {
if(drawData.color[c].selected && (!d || c !== d)) {
context.drawImage(drawData.buffers[selectedPointType][c].color.image, 0, 0);
}
})
if (d){
//draw the color that was clicked on, last
if(drawData.color[d].selected) {
context.drawImage(drawData.buffers[selectedPointType][d].color.image, 0, 0);
} else {
context.drawImage(drawData.buffers[selectedPointType][d].gray.image, 0, 0);
}
}
}
// define draw animation progress
drawAnimationProgress = function() {
context.save();
context.globalCompositeOperation = "source-over";
context.translate(width - 120, -20);
//clear progress area
context.clearRect(-5, -5, 50, 50);
context.fillStyle = "gray";
context.lineWidth = 5;
context.beginPath();
context.arc(20,20,18,0,2*Math.PI);
context.strokeStyle = "gray";
context.stroke();
context.strokeStyle = "white";
context.beginPath();
context.arc(20,20,18,progressX(currentI), progressX(currentI) + 0.2);
context.stroke();
context.lineWidth = 1;
context.restore();
}
function drawCentroidCircles() {
econtext.clearRect(0,0, events_canvas.width, events_canvas.width);
econtext.save();
econtext.translate(margin.left, margin.top);
for (var i = 0; i < centroid_circles.length; i++) {
var circle = centroid_circles[i];
var xCoor = circle.x;
var yCoor = circle.y;
if(circle.isDragging){
xCoor += dragX;
yCoor += dragY;
}
if (xCoor > width + margin.left - margin.right) {
xCoor = width + margin.left - margin.right
} else if (xCoor < margin.left) {
xCoor = margin.left
}
if (yCoor > height + margin.top - margin.bottom) {
yCoor = height + margin.top - margin.bottom
}
econtext.beginPath();
econtext.arc(xCoor, yCoor, circle.radius + 3, 0, 2 * Math.PI, false);
econtext.fillStyle = "rgba(255,255,255,0.5)";
econtext.fill();
econtext.closePath();
econtext.beginPath();
econtext.arc(xCoor, yCoor, circle.radius, 0, 2 * Math.PI, false);
econtext.fillStyle = circle.fill;
econtext.fill();
econtext.closePath();
drawCrosshairs(xCoor, yCoor);
};
econtext.restore();
}
function drawCrosshairs(x, y) {
// draw cross hairs
econtext.strokeStyle = "gray";
econtext.beginPath();
econtext.moveTo(x-5,y);
econtext.lineTo(x+5,y);
econtext.stroke();
econtext.beginPath();
econtext.moveTo(x,y-5);
econtext.lineTo(x,y+5);
econtext.stroke();
}
//define loop function
loop = function() {
timer = d3.interval(function (elapsed) {
if (playing) {
drawAnimationProgress();
for (var i = 0; i < rps; i++) {
var d = data[currentI];
d.x= Math.round(x(d[xDomain]));
d.y = Math.round(y(d[yDomain]));
context.translate(d.x, d.y);
var selectedPointType = getSelectedPointType();
if (selectedPointType === "solid") {
if(drawData.color[d[zDomain]].selected) {
context.fillStyle = z(d[zDomain]);
} else {
context.fillStyle = "lightgray";
}
context.strokeStyle = "white";
context.beginPath();
point(d);
context.closePath();
context.fill();
context.stroke();
} else if (selectedPointType === "opencircle") {
if(drawData.color[d[zDomain]].selected) {
context.strokeStyle = z(d[zDomain]);
} else {
context.strokeStyle = "lightgray";
}
context.beginPath();
openpoint(d);
context.closePath();
context.stroke();
} else if (selectedPointType === "alpha") {
context.globalAlpha = drawData.alpha;
if(drawData.color[d[zDomain]].selected) {
context.fillStyle = z(d[zDomain]);
} else {
context.fillStyle = "lightgray";
}
context.beginPath();
point(d);
context.closePath();
context.fill();
context.globalAlpha = 1.0;
}
context.translate(-d.x, -d.y);
incrementCurrentI();
}
} else {
timer.stop();
}
}, 100)
}
// draw starting canvas after image data has been defined
defineImageData(function() {});
//https://stackoverflow.com/questions/55677/how-do-i-get-the-coordinates-of-a-mouse-click-on-a-canvas-element
function getCursorPosition(canvas, event) {
var rect = events_canvas.getBoundingClientRect();
var x = event.clientX - rect.left;
var y = event.clientY - rect.top;
return [x, y];
}
//https://stackoverflow.com/questions/17424623/canvas-drag-and-drop-with-multiple-items
//https://stackoverflow.com/questions/16792841/detect-if-user-clicks-inside-a-circle
function setDragging(x,y){
var dx = x - margin.left;
var dy = y - margin.top;
for(var i = 0; i < centroid_circles.length; i++){
var circle = centroid_circles[i];
if(Math.sqrt((dx-circle.x)*(dx-circle.x) + (dy-circle.y)*(dy-circle.y)) < circle.radius){
for (var j = 0; j < centroid_circles.length; j++) {
centroid_circles[j].isDragging = false;
};
circle.isDragging = true;
break;
}
}
}
function clearDragging(x, y){
for(var i = 0; i < centroid_circles.length;i++){
var circle = centroid_circles[i];
if(circle.isDragging){
circle.isDragging = false;
if (dragX !== undefined && dragY !== undefined) {
circle.x += dragX;
circle.y += dragY;
}
if (circle.x > width + margin.left - margin.right) {
circle.x = width + margin.left - margin.right
} else if (circle.x < margin.left) {
circle.x = margin.left
}
if (circle.y > height + margin.top - margin.bottom) {
circle.y = height + margin.top - margin.bottom
}
}
}
dragX = 0
dragY = 0
}
function handleMouseDown(e){
if(my.clicks == 0){
my.startTime = Date.now()
}
my.clicks += 1;
mouse = getCursorPosition(events_canvas, e);
mouseX = mouse[0];
mouseY = mouse[1];
startX = mouseX;
startY = mouseY;
setDragging(startX,startY);
isMouseDown=true;
}
function handleMouseUp(e){
my.endTime = Date.now();
mouse = getCursorPosition(events_canvas, e);
mouseX = mouse[0];
mouseY = mouse[1];
isMouseDown=false;
clearDragging();
var isValid = true;
for (var i = 0; i < centroid_circles.length; i++) {
var circle = centroid_circles[i]
isValid = isValidCoor(circle.x, circle.y);
if (isValid === false) {
break
}
};
my.valid = isValid;
if(my.valid){
document.getElementById('warning').innerHTML = "";
experimentr.release();
} else {
document.getElementById('warning').innerHTML = "Warning: The \"Next\" button will only be enabled when the highlighted region is on the plot.";
experimentr.hold();
}
}
function handleMouseOut(e){
mouse = getCursorPosition(events_canvas, e);
mouseX = mouse[0];
mouseY = mouse[1];
isMouseDown=false;
clearDragging();
}
function handleMouseMove(e){
mouse = getCursorPosition(events_canvas, e);
mouseX = mouse[0];
mouseY = mouse[1];
if(isMouseDown){
dragX = mouseX - startX;
dragY = mouseY - startY;
drawCentroidCircles(mouseX,mouseY);
}
}
events_canvas.addEventListener("mousedown", handleMouseDown);
events_canvas.addEventListener("mousemove", handleMouseMove);
events_canvas.addEventListener("mouseup", handleMouseUp);
events_canvas.addEventListener("mouseout", handleMouseOut);
var togglePoints = function() {
var wasPlaying = false;
if (playing) {
pause();
wasPlaying = true;
}
var pointType = this.getAttribute("value");
Object.keys(drawData.point).forEach(function(p) {
drawData.point[p] = false;
});
drawData.point[pointType] = true;
// clear canvas
context.clearRect(1,0,width + margin.right ,height + 2);
//redraw points from correct buffers
//draw gray buffers first
Object.keys(drawData.color).forEach(function(c) {
if(!drawData.color[c].selected) {
context.drawImage(drawData.buffers[pointType][c].gray.image, 0, 0);
}
})
//draw color buffers
Object.keys(drawData.color).forEach(function(c) {
if(drawData.color[c].selected) {
context.drawImage(drawData.buffers[pointType][c].color.image, 0, 0);
}
})
if (wasPlaying) {
play();
} else {
//redraw animation progress
drawAnimationProgress();
}
}
function getSelectedPointType() {
var selected;
Object.keys(drawData.point).forEach(function(p) {
if (drawData.point[p]) {
selected = p;
}
});
return selected;
}
function xAxis() {
var tickCount = 10,
tickSize = 6,
ticks = x.ticks(tickCount),
tickFormat = x.tickFormat();
context.save();
context.beginPath();
ticks.forEach(function(d) {
context.moveTo(x(d), height);
context.lineTo(x(d), height + tickSize);
});
context.strokeStyle = "gray";
context.stroke();
context.fillStyle = "gray";
context.beginPath();
context.moveTo(13, height);
context.lineTo(width, height);
context.strokeStyle = "gray";
context.stroke();
context.textAlign = "center";
context.textBaseline = "top";
ticks.forEach(function(d) {
context.fillText(tickFormat(d), x(d), height + 3 + tickSize);
});
context.restore();
}
function yAxis() {
var tickCount = 10,
tickSize = 6,
tickPadding = 3,
ticks = y.ticks(tickCount),
tickFormat = y.tickFormat(tickCount);
context.save();
context.beginPath();
ticks.forEach(function(d) {
context.moveTo(margin.left, y(d));
context.lineTo(margin.left-6, y(d));
});
context.strokeStyle = "gray";
context.stroke();
context.fillStyle = "gray";
context.beginPath();
context.moveTo(margin.left, margin.top);
context.lineTo(margin.left, height);
context.lineTo(margin.left-tickSize, height);
context.strokeStyle = "gray";
context.stroke();
context.textAlign = "right";
context.textBaseline = "middle";
ticks.forEach(function(d) {
context.fillText(tickFormat(d), margin.left - tickSize - tickPadding, y(d));
});
context.restore();
}
function incrementCurrentI () {
currentI = (currentI + 1) % datasetSize;
}
function pause () {
playing = false;
}
function play () {
playing = true;
loop();
}
if (autoPlay) {
play();
}
});
}
var isValidCoor = function(x, y) {
if (x > 0 && x < 0+width && y > 0 && y < 0 + height) {
return true;
} else {
return false;
}
}
my.centroidInfo = function() {
var centroidInfo = {}
centroidInfo.actual = centroids;
centroidInfo.guess = {};
for (var i = 0; i < centroid_circles.length; i++) {
var circle = centroid_circles[i];
centroidInfo.guess[circle.class] = {
x: circle.x,
y: circle.y
}
};
return centroidInfo;
};
my.width = function(value) {
if (!arguments.length) return width;
canvasWidth = value;
width = value - margin.right - margin.left;
return my;
};
my.height = function(value) {
if (!arguments.length) return height;
canvasHeight = value;
height = value - margin.top - margin.bottom;
return my;
};
my.autoPlay = function(value) {
if (!arguments.length) return autoPlay;
autoPlay = value;
return my;
}
my.animationSpeed = function(value) {
if (!arguments.length) return rps;
rps = value;
return my;
}
my.pointType = function(value) {
if (!arguments.length) return drawData.point[value];
drawData.point = {
solid: false,
opencircle: false,
alpha: false
}
drawData.point[value] = true;
return my;
}
my.radius = function(value) {
if (!arguments.length) return radius;
radius = value;
return my;
}
my.xDomain = function(newXDomain) {
if (!arguments.length) return xDomain;
xDomain = newXDomain;
return my;
}
my.yDomain = function(newYDomain) {
if (!arguments.length) return yDomain;
yDomain = newYDomain;
return my;
}
my.zDomain = function(newZDomain) {
if (!arguments.length) return zDomain;
zDomain = newZDomain;
return my;
}
my.selectedClass = function(newclass) {
if (!arguments.length) return selectedClass;
selectedClass = newclass;
return my;
}
my.tutorial = function(booleanval) {
if (!arguments.length) return tutorial;
tutorial = booleanval;
return my;
}
my.stop = function() {
if (timer) {
timer.stop();
}
}
my.faded = function (value) {
if (!arguments.length) return isFaded;
isFaded = value;
return my;
}
my.colorScheme = function(value) {
if (!arguments.length) return colorScheme;
colorScheme = value;
return my;
}
my.realCentroid = function() {
if (tutorial) {
var canvas = document.getElementById("chart-canvas")
var ecanvas = document.getElementById("events-canvas")
var econtext = ecanvas.getContext("2d");
var context = canvas.getContext("2d");
//code to fade tutorial canvas
// if (!my.faded()) {
// context.save();
// context.beginPath();
// context.rect(0,0, canvas.width, canvas.height)
// context.closePath();
// context.fillStyle = "rgba(255,255,255,0.5)";
// context.fill();
// context.restore();
// my.faded(true);
// }
//draw centroid circles without crosshair
econtext.clearRect(0,0, events_canvas.width, events_canvas.width);
econtext.save();
econtext.translate(margin.left, margin.top);
for (var i = 0; i < centroid_circles.length; i++) {
var circle = centroid_circles[i];
econtext.beginPath();
if(circle.isDragging){
econtext.arc(circle.x + dragX, circle.y + dragY, circle.radius, 0, 2 * Math.PI, false);
econtext.fillStyle = circle.fill;
econtext.fill();
drawCrosshairs(circle.x + dragX, circle.y + dragY);
} else {
econtext.arc(circle.x, circle.y, circle.radius, 0, 2 * Math.PI, false);
econtext.fillStyle = circle.fill;
econtext.fill();
}
};
econtext.globalCompositeOperation = "multiply";
Object.keys(centroids).forEach(function (d, i) {
//draw tutorials
econtext.beginPath();
econtext.arc(centroids[d].x, centroids[d].y, 20, 0, 2 * Math.PI, false);
econtext.lineWidth = 6;
econtext.strokeStyle = "white";
econtext.stroke();
econtext.beginPath();
econtext.moveTo(centroids[d].x-3,centroids[d].y);
econtext.lineTo(centroids[d].x+3,centroids[d].y);
econtext.stroke();
econtext.beginPath();
econtext.moveTo(centroids[d].x,centroids[d].y-3);
econtext.lineTo(centroids[d].x,centroids[d].y+3);
econtext.stroke();
econtext.beginPath();
econtext.arc(centroids[d].x, centroids[d].y, 20, 0, 2 * Math.PI, false);
econtext.lineWidth = 1;
econtext.strokeStyle = centroids[d].solidFill;
econtext.stroke();
econtext.stroke();
econtext.beginPath();
econtext.moveTo(centroids[d].x-3,centroids[d].y);
econtext.lineTo(centroids[d].x+3,centroids[d].y);
econtext.stroke();
econtext.stroke();
econtext.beginPath();
econtext.moveTo(centroids[d].x,centroids[d].y-3);
econtext.lineTo(centroids[d].x,centroids[d].y+3);
econtext.stroke();
econtext.stroke();
})
econtext.restore();
}
}
return my;
}
xDom yDom class
4.057111961168012 7.958808062981582 A
5.182364692181897 8.347625741755772 B
5.306685986382134 8.475340853030305 D
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<!DOCTYPE html>
<head>
<meta charset="utf-8">
<script src="https://d3js.org/d3.v4.min.js"></script>
<script src="chart.js"></script>
<style>
#chart-canvas {
position: absolute;
z-index: 1;
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#events-canvas {
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top: 0px;
left: 0px;
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#plot {
position: relative;
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</head>
<body>
<button type="button"
onclick="taskResponse.realCentroid()">Click for real answer!</button> Dataset Select:
<select id="dataset">
<option value="test1.csv">1</option>
<option value="test2.csv">2</option>
<option value="test3.csv">3</option>
<option value="test4.csv">4</option>
<option value="test5.csv">5</option>
<option value="test6.csv">6</option>
<option value="test7.csv">7</option>
<option value="test8.csv">8</option>
<option value="easy.csv">easy</option>
<option value="train1.csv">t1</option>
<option value="train2.csv">t2</option>
</select>
<div id="plot"></div>
<div id="warning" style="color:red">Warning: The "Next" button will only be enabled when your centroid region is on the plot.</div>
<script>
var taskResponse;
var drawChart = function () {
var dataset = this.value
if (!dataset) {
dataset = "test1.csv"
} else {
taskResponse.stop();
var plotElem = document.getElementById("plot");
plotElem.innerHTML = ""
}
d3.csv(dataset, function (d) {
d.xDom = +d.xDom;
d.yDom = +d.yDom;
return d;
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if (err) {console.log(err)}
taskResponse = chart()
.width(600)
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.animationSpeed(85)
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d3.select("#plot")
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});
}
var selector = document.getElementById("dataset");
selector.addEventListener("change", drawChart)
drawChart()
</script>
</body>
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5.640803302282307 7.607968570838955 C
We can make this file beautiful and searchable if this error is corrected: It looks like row 2416 should actually have 3 columns, instead of 2 in line 2415.
xDom,yDom,class
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