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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197 lines
5.2 KiB
197 lines
5.2 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 createContour = require('../contour')
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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('gl-plot2d')
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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) // not working well at the moment
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var gl = canvas.getContext('webgl')
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var aspect = gl.drawingBufferWidth / gl.drawingBufferHeight
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// visible data box
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var initialVisibleTickItemRangeX = [-10, 10] // initially show at most 10 ticks to the left and 10 to the right
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var initialVisibleTickItemRangeY = [-6, 6] // initially show at most 6 ticks up and 6 ticks down
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var tickItemRange = aspect > 1 ? initialVisibleTickItemRangeX : initialVisibleTickItemRangeY // make sure it fits
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console.log(tickItemRange)
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var initialDataBox = [
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tickItemRange[0], tickItemRange[0] / aspect,
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tickItemRange[1], tickItemRange[1] / aspect
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]
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var dataBox = initialDataBox.slice() // will be mutated by mouse interactions
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// left closed, right open range function
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function range(start, end, specifiedIncrement) {
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var increment = specifiedIncrement || 1
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var result = []
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for(var n = start; n < end; n += increment)
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result.push(n)
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return result
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}
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function makeTick(i) {
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return {
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x: i,
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text: i.toString()
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}
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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: '100 million points',
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ticks: [range(-20, 20).map(makeTick), range(-20, 20).map(makeTick)],
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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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}
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var plot = createPlot(options)
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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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// making and populating the data grid
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var xRange = range(-6, 7)
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var yRange = range(-5, 6)
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var z = new Array(xRange.length * yRange.length)
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for(var i = 0; i < xRange.length; i++)
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for(var j = 0; j < yRange.length; j++)
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z[i * yRange.length + j] = Math.pow(xRange[i], 2) / (4 * 4) + Math.pow(yRange[j], 2) / (3 * 3)
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// creating the plot
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console.time('createContour')
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var heatmap = createContour(plot, {
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x: xRange,
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y: yRange,
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z: z,
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shape: [xRange.length, yRange.length], // it doesn't calculate shape out even if x and y optionals are passed
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levels: [0.1, 0.5, 1, 1.5],
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lineWidth: 4,
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levelColors: [
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1, 0, 0, 1,
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0, 1, 0, 1,
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0, 0, 1, 1,
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0, 0, 0, 1
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],
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fillColors: [
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1, 0, 0, .3,
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0, 1, 0, .3,
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0, 0, 1, .3,
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0, 0, 0, .5,
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0, 0, 0, .2
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]
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})
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console.timeEnd('createContour')
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// adding interactions (optional)
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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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}
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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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}
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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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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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}
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render()
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