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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{"version":3,"file":"d3-loom.js","sources":["../src/compare-value.js","../src/constant.js","../src/loom.js","../src/string.js"],"sourcesContent":["export default function compareValue(compare) {\n return (a, b) => compare(a.outer.value, b.outer.value);\n}\n","export default function constant(x) {\n return () => x;\n}\n","/* Based on the d3v4 d3.chord() function by Mike Bostock\n** Adjusted by Nadieh Bremer - July 2016 */\n\n/* global d3 */\nimport compareValue from './compare-value';\nimport constant from './constant';\n\nexport default function loom() {\n const tau = Math.PI * 2;\n\n let padAngle = 0;\n let sortGroups = null;\n let sortSubgroups = null;\n let sortLooms = null;\n let emptyPerc = 0.2;\n let heightInner = 20;\n let widthInner = () => 30;\n let value = d => d.value;\n let inner = d => d.inner;\n let outer = d => d.outer;\n\n function loomLayout(layoutData) {\n // Nest the data on the outer variable\n const data = d3.nest().key(outer).entries(layoutData);\n\n const n = data.length;\n\n // Loop over the outer groups and sum the values\n\n const groupSums = [];\n const groupIndex = d3.range(n);\n const subgroupIndex = [];\n const looms = [];\n looms.groups = new Array(n);\n const groups = looms.groups;\n let numSubGroups;\n looms.innergroups = [];\n const uniqueInner = looms.innergroups;\n const uniqueCheck = [];\n let k;\n let x;\n let x0;\n let j;\n let l;\n let s;\n let v;\n let sum;\n let section;\n let remain;\n let counter;\n let reverseOrder = false;\n let approxCenter;\n k = 0;\n numSubGroups = 0;\n for (let i = 0; i < n; i += 1) {\n v = data[i].values.length;\n sum = 0;\n for (j = 0; j < v; j += 1) {\n sum += value(data[i].values[j]);\n } // for j\n groupSums.push(sum);\n subgroupIndex.push(d3.range(v));\n numSubGroups += v;\n k += sum;\n } // for i\n\n // Sort the groups…\n if (sortGroups) {\n groupIndex.sort((a, b) => sortGroups(groupSums[a], groupSums[b]));\n }\n\n // Sort subgroups…\n if (sortSubgroups) {\n subgroupIndex.forEach((d, i) => {\n d.sort((a, b) =>\n sortSubgroups(inner(data[i].values[a]), inner(data[i].values[b]))\n );\n });\n }\n\n // After which group are we past the center, taking into account the padding\n // TODO: make something for if there is no \"nice\" split in two...\n const padk = k * (padAngle / tau);\n l = 0;\n for (let i = 0; i < n; i += 1) {\n section = groupSums[groupIndex[i]] + padk;\n l += section;\n if (l > (k + n * padk) / 2) {\n // Check if the group should be added to left or right\n remain = k + n * padk - (l - section);\n approxCenter = remain / section < 0.5\n ? groupIndex[i]\n : groupIndex[i - 1];\n break;\n } // if\n } // for i\n\n // How much should be added to k to make the empty part emptyPerc big of the total\n const emptyk = k * emptyPerc / (1 - emptyPerc);\n k += emptyk;\n\n // Convert the sum to scaling factor for [0, 2pi].\n k = Math.max(0, tau - padAngle * n) / k;\n const dx = k ? padAngle : tau / n;\n\n // Compute the start and end angle for each group and subgroup.\n // Note: Opera has a bug reordering object literal properties!\n const subgroups = new Array(numSubGroups);\n x = emptyk * 0.25 * k; // starting with quarter of the empty part to the side;\n counter = 0;\n for (let i = 0; i < n; i += 1) {\n const di = groupIndex[i];\n const outername = data[di].key;\n\n x0 = x;\n s = subgroupIndex[di].length;\n for (j = 0; j < s; j += 1) {\n const dj = reverseOrder\n ? subgroupIndex[di][s - 1 - j]\n : subgroupIndex[di][j];\n\n v = value(data[di].values[dj]);\n const innername = inner(data[di].values[dj]);\n const a0 = x;\n x += v * k;\n const a1 = x;\n subgroups[counter] = {\n index: di,\n subindex: dj,\n startAngle: a0,\n endAngle: a1,\n value: v,\n outername,\n innername,\n groupStartAngle: x0\n };\n\n // Check and save the unique inner names\n if (!uniqueCheck[innername]) {\n uniqueCheck[innername] = true;\n uniqueInner.push({ name: innername });\n } // if\n\n counter += 1;\n } // for j\n groups[di] = {\n index: di,\n startAngle: x0,\n endAngle: x,\n value: groupSums[di],\n outername\n };\n x += dx;\n // If this is the approximate center, add half of the empty piece for the bottom\n if (approxCenter === di) x += emptyk * 0.5 * k;\n // If you've crossed the bottom, reverse the order of the inner strings\n if (x > Math.PI) reverseOrder = true;\n } // for i\n\n // Sort the inner groups in the same way as the strings\n if (sortSubgroups) {\n uniqueInner.sort((a, b) => sortSubgroups(a.name, b.name));\n }\n\n // Find x and y locations of the inner categories\n const m = uniqueInner.length;\n for (let i = 0; i < m; i += 1) {\n uniqueInner[i].x = 0;\n uniqueInner[i].y = -m * heightInner / 2 + i * heightInner;\n uniqueInner[i].offset = widthInner(uniqueInner[i].name, i);\n } // for i\n\n // Generate bands for each (non-empty) subgroup-subgroup link\n counter = 0;\n for (let i = 0; i < n; i += 1) {\n const di = groupIndex[i];\n s = subgroupIndex[di].length;\n for (j = 0; j < s; j += 1) {\n const outerGroup = subgroups[counter];\n const innerTerm = outerGroup.innername;\n // Find the correct inner object based on the name\n const innerGroup = searchTerm(innerTerm, 'name', uniqueInner);\n if (outerGroup.value) {\n looms.push({ inner: innerGroup, outer: outerGroup });\n } // if\n counter += 1;\n } // for j\n } // for i\n\n return sortLooms ? looms.sort(sortLooms) : looms;\n } // loomLayout\n\n function searchTerm(term, property, arrayToSearch) {\n for (let i = 0; i < arrayToSearch.length; i += 1) {\n if (arrayToSearch[i][property] === term) {\n return arrayToSearch[i];\n } // if\n } // for i\n return null;\n } // searchTerm\n\n loomLayout.padAngle = function(_) {\n return arguments.length\n ? ((padAngle = Math.max(0, _)), loomLayout)\n : padAngle;\n };\n\n loomLayout.inner = function(_) {\n return arguments.length ? ((inner = _), loomLayout) : inner;\n };\n\n loomLayout.outer = function(_) {\n return arguments.length ? ((outer = _), loomLayout) : outer;\n };\n\n loomLayout.value = function(_) {\n return arguments.length ? ((value = _), loomLayout) : value;\n };\n\n loomLayout.heightInner = function(_) {\n return arguments.length ? ((heightInner = _), loomLayout) : heightInner;\n };\n\n loomLayout.widthInner = function(_) {\n return arguments.length\n ? ((widthInner = typeof _ === 'function' ? _ : constant(+_)), loomLayout)\n : widthInner;\n };\n\n loomLayout.emptyPerc = function(_) {\n return arguments.length\n ? ((emptyPerc = _ < 1\n ? Math.max(0, _)\n : Math.max(0, _ * 0.01)), loomLayout)\n : emptyPerc;\n };\n\n loomLayout.sortGroups = function(_) {\n return arguments.length ? ((sortGroups = _), loomLayout) : sortGroups;\n };\n\n loomLayout.sortSubgroups = function(_) {\n return arguments.length ? ((sortSubgroups = _), loomLayout) : sortSubgroups;\n };\n\n loomLayout.sortLooms = function(_) {\n return arguments.length\n ? (_ == null\n ? (sortLooms = null)\n : ((sortLooms = compareValue(_))._ = _), loomLayout)\n : sortLooms && sortLooms._;\n };\n\n return loomLayout;\n} // loom\n","/* global d3 */\n\nimport constant from './constant';\n\nexport default function string() {\n const slice = Array.prototype.slice;\n const cos = Math.cos;\n const sin = Math.sin;\n const halfPi = Math.PI / 2;\n const tau = Math.PI * 2;\n\n let inner = d => d.inner;\n let outer = d => d.outer;\n let radius = () => 100;\n let groupStartAngle = d => d.groupStartAngle;\n let startAngle = d => d.startAngle;\n let endAngle = d => d.endAngle;\n let x = d => d.x;\n let y = d => d.y;\n let offset = d => d.offset;\n let pullout = 50;\n let thicknessInner = 0;\n let context = null;\n\n function stringLayout(...args) {\n let buffer;\n const argv = slice.call(args);\n const out = outer.apply(this, argv);\n const inn = inner.apply(this, argv);\n argv[0] = out;\n const sr = +radius.apply(this, argv);\n const sa0 = startAngle.apply(this, argv) - halfPi;\n const sga0 = groupStartAngle.apply(this, argv) - halfPi;\n const sa1 = endAngle.apply(this, argv) - halfPi;\n let sx0 = sr * cos(sa0);\n const sy0 = sr * sin(sa0);\n let sx1 = sr * cos(sa1);\n const sy1 = sr * sin(sa1);\n argv[0] = inn;\n // 'tr' is assigned a value but never used\n // const tr = +radius.apply(this, (argv));\n let tx = x.apply(this, argv);\n const ty = y.apply(this, argv);\n let toffset = offset.apply(this, argv);\n let xco;\n let yco;\n let xci;\n let yci;\n\n // Does the group lie on the left side;\n const leftHalf = sga0 + halfPi > Math.PI && sga0 + halfPi < tau;\n // If the group lies on the other side, switch the inner point offset\n if (leftHalf) toffset = -toffset;\n tx += toffset;\n // And the height of the end point\n const theight = leftHalf ? -thicknessInner : thicknessInner;\n\n if (!context) {\n buffer = d3.path();\n context = buffer;\n }\n\n // Change the pullout based on where the stringLayout is\n const pulloutContext = (leftHalf ? -1 : 1) * pullout;\n sx0 += pulloutContext;\n sx1 += pulloutContext;\n // Start at smallest angle of outer arc\n context.moveTo(sx0, sy0);\n // Circular part along the outer arc\n context.arc(pulloutContext, 0, sr, sa0, sa1);\n // From end outer arc to center (taking into account the pullout)\n xco = d3.interpolateNumber(pulloutContext, sx1)(0.5);\n yco = d3.interpolateNumber(0, sy1)(0.5);\n if ((!leftHalf && sx1 < tx) || (leftHalf && sx1 > tx)) {\n // If the outer point lies closer to the center than the inner point\n xci = tx + (tx - sx1) / 2;\n yci = d3.interpolateNumber(ty + theight / 2, sy1)(0.5);\n } else {\n xci = d3.interpolateNumber(tx, sx1)(0.25);\n yci = ty + theight / 2;\n } // else\n context.bezierCurveTo(xco, yco, xci, yci, tx, ty + theight / 2);\n // Draw a straight line up/down (depending on the side of the circle)\n context.lineTo(tx, ty - theight / 2);\n // From center (taking into account the pullout) to start of outer arc\n xco = d3.interpolateNumber(pulloutContext, sx0)(0.5);\n yco = d3.interpolateNumber(0, sy0)(0.5);\n if ((!leftHalf && sx0 < tx) || (leftHalf && sx0 > tx)) {\n // If the outer point lies closer to the center than the inner point\n xci = tx + (tx - sx0) / 2;\n yci = d3.interpolateNumber(ty - theight / 2, sy0)(0.5);\n } else {\n xci = d3.interpolateNumber(tx, sx0)(0.25);\n yci = ty - theight / 2;\n } // else\n context.bezierCurveTo(xci, yci, xco, yco, sx0, sy0);\n // Close path\n context.closePath();\n\n if (buffer) {\n context = null;\n return `${buffer}` || null;\n }\n return null;\n }\n\n stringLayout.radius = function(_) {\n return arguments.length\n ? 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