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