StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics https://doi.org/10.1109/TVCG.2020.3030352
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StackGenVis/frontend/node_modules/gl-plot2d/example/scatter.js

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var fit = require('canvas-fit')
var mouseWheel = require('mouse-wheel')
var mouseChange = require('mouse-change')
var gaussRandom = require('gauss-random')
var createScatter = require('gl-scatter2d')
var createSelectBox = require('gl-select-box')
var createSpikes = require('gl-spikes2d')
var createPlot = require('../plot')
var canvas = document.createElement('canvas')
document.body.appendChild(canvas)
window.addEventListener('resize', fit(canvas, null, +window.devicePixelRatio), false)
var gl = canvas.getContext('webgl')
var POINT_COUNT = 1e7
var aspect = gl.drawingBufferWidth / gl.drawingBufferHeight
var dataBox = [-10,-10/aspect,10,10/aspect]
function makeTicks(lo, hi, step, precision) {
var result = []
for(var i=lo, f=0; i<=hi; i+=step, f+=1) {
var text = ''
if(precision >= 0) {
text = Math.round(lo + f*step) + ''
} else {
var len = Math.abs(precision)
var num = (lo + f*step)
var text = Math.abs(Math.round(num/step)) + ''
while(text.length <= len) {
text = '0' + text
}
text = text.substr(0, text.length - len) + '.' +
text.substr(text.length - len)
if(num < 0) {
text = '-' + text
}
}
result.push({
x: i,
text: text
})
}
return result
}
var options = {
gl: gl,
dataBox: dataBox,
title: '10 million points',
ticks: [ makeTicks(-100,100,1,0), makeTicks(-100,100,1,0) ],
labels: ['x', 'y'],
pixelRatio: +window.devicePixelRatio,
tickMarkWidth: [2,2,2,2],
tickMarkLength: [6,6,6,6],
tickPad: [20,20,20,20],
borderLineEnable: [false, false, false, false]
}
var plot = createPlot(options)
var lastXTickMarks = [0,0,0,0], lastYTickMarks = [0,0,0,0]
var lastInputTime = Date.now()
function computeTickSpan(lo, hi, tickMarks) {
var dist = hi - lo
var digits = Math.log10(hi - lo) - 0.5
var precision = Math.floor(digits)
var step = Math.pow(10, precision)
if(precision === tickMarks[0] &&
tickMarks[2] <= lo &&
hi <= tickMarks[3]) {
return false
}
tickMarks[0] = precision
tickMarks[1] = step
tickMarks[2] = Math.floor(lo / (16*step)) * step * 16
tickMarks[3] = Math.ceil(hi / (16*step) + 1) * step * 16
return true
}
function updateTicks() {
var needXUpdate = computeTickSpan(dataBox[0], dataBox[2], lastXTickMarks)
var needYUpdate = computeTickSpan(dataBox[1], dataBox[3], lastYTickMarks)
if(needXUpdate || needYUpdate) {
var precision = Math.min(lastXTickMarks[0], lastYTickMarks[0])
var step = Math.min(lastXTickMarks[1], lastYTickMarks[1])
options.ticks[0] = makeTicks(lastXTickMarks[2], lastXTickMarks[3], step, precision)
options.ticks[1] = makeTicks(lastYTickMarks[2], lastYTickMarks[3], step, precision)
options.dataBox = dataBox
plot.update(options)
}
}
var selectBox = createSelectBox(plot, {
innerFill: false,
outerFill: true
})
selectBox.enabled = false
var spikes = createSpikes(plot)
var positions = new Float32Array(2 * POINT_COUNT)
for(var i=0; i<2*POINT_COUNT; ++i) {
positions[i] = gaussRandom()
}
var scatter = createScatter(plot, {
positions: positions,
size: 7,
color: [0.3,0.5,0.8,0.6]
})
var lastX = 0, lastY = 0
var boxStart = [0,0]
var boxEnd = [0,0]
var boxEnabled = false
mouseChange(function(buttons, x, y, mods) {
y = window.innerHeight - y
x *= plot.pixelRatio
y *= plot.pixelRatio
if(buttons & 1) {
if(mods.shift) {
var dataX = (x - plot.viewBox[0]) / (plot.viewBox[2]-plot.viewBox[0]) * (dataBox[2] - dataBox[0]) + dataBox[0]
var dataY = (y - plot.viewBox[1]) / (plot.viewBox[3]-plot.viewBox[1]) * (dataBox[3] - dataBox[1]) + dataBox[1]
if(!boxEnabled) {
boxStart[0] = dataX
boxStart[1] = dataY
}
boxEnd[0] = dataX
boxEnd[1] = dataY
boxEnabled = true
spikes.update()
} else {
var dx = (lastX - x) * (dataBox[2] - dataBox[0]) / (plot.viewBox[2]-plot.viewBox[0])
var dy = (lastY - y) * (dataBox[3] - dataBox[1]) / (plot.viewBox[3] - plot.viewBox[1])
dataBox[0] += dx
dataBox[1] += dy
dataBox[2] += dx
dataBox[3] += dy
plot.setDataBox(dataBox)
spikes.update()
lastInputTime = Date.now()
}
} else {
var result = plot.pick(x/plot.pixelRatio, y/plot.pixelRatio)
if(result) {
spikes.update({center: result.dataCoord})
} else {
spikes.update()
}
}
if(boxEnabled) {
selectBox.enabled = true
selectBox.selectBox = [
Math.min(boxStart[0], boxEnd[0]),
Math.min(boxStart[1], boxEnd[1]),
Math.max(boxStart[0], boxEnd[0]),
Math.max(boxStart[1], boxEnd[1])
]
plot.setDirty()
if(!((buttons&1) && mods.shift)) {
selectBox.enabled = false
dataBox = [
Math.min(boxStart[0], boxEnd[0]),
Math.min(boxStart[1], boxEnd[1]),
Math.max(boxStart[0], boxEnd[0]),
Math.max(boxStart[1], boxEnd[1])
]
plot.setDataBox(dataBox)
boxEnabled = false
updateTicks()
}
}
lastX = x
lastY = y
})
mouseWheel(function(dx, dy, dz) {
var scale = Math.exp(0.1 * dy / gl.drawingBufferHeight)
var cx = (lastX - plot.viewBox[0]) / (plot.viewBox[2] - plot.viewBox[0]) * (dataBox[2] - dataBox[0]) + dataBox[0]
var cy = (plot.viewBox[1] - lastY) / (plot.viewBox[3] - plot.viewBox[1]) * (dataBox[3] - dataBox[1]) + dataBox[3]
dataBox[0] = (dataBox[0] - cx) * scale + cx
dataBox[1] = (dataBox[1] - cy) * scale + cy
dataBox[2] = (dataBox[2] - cx) * scale + cx
dataBox[3] = (dataBox[3] - cy) * scale + cy
plot.setDataBox(dataBox)
lastInputTime = Date.now()
return true
})
function render() {
requestAnimationFrame(render)
plot.draw()
//if(Date.now() - lastInputTime > 500) {
updateTicks()
//}
}
render()