FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches https://doi.org/10.1109/TVCG.2022.3141040
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
 
 
 
 
FeatureEnVi/frontend/src/components/FeatureSpaceDetail.vue

1516 lines
60 KiB

<template>
<div class="column">
<svg id="chartID" class="chart"></svg>
<div id="FeatureGraph" style="border-style: solid; border-width: 3px; border-color: yellow; min-height: 819px; max-height: 819px; min-width: 819px"></div>
<div id="toolbar" style="min-height: 67px; max-height: 67px; margin-top: 25px">
<div class="panel panel-default" data-placement="center">
<div class="panel-body" id="resetAllFilters" data-placement="center" style="margin-top: -20px">
<table class="table table-borderless centerTable" >
<tbody>
<tr>
<div style="border: 1px solid black; height:70px; margin-top:19px">
<td scope="row"><button class="btn btn-primary active" id="initButton" v-on:click="setLayerExplore" style="margin-top: 3px; margin-left: -1px !important" ><font-awesome-icon icon="wrench" style="margin-right: 5px"/>Transformation</button></td>
<td><button class="btn btn-primary" v-on:click="setLayerCompare" style="margin-top: 3px; margin-left: -1.4px"><font-awesome-icon icon="balance-scale" style="margin-right: 5px" />Generation</button></td>
</div>
<td>
<div id="buildLegend" style="min-width: 160px;">
<div id="legend" style="margin-top: 2px; "></div>
<div id="legendText" style="border: 1px solid black; min-height: 70px; max-height: 70px; min-width:181px; margin-top: 16px; margin-left:-12px;"></div>
</div>
</td>
<td>
<div class="row align-items-center " style="height: 70px; margin-top:7px; border: 1px solid black">
<div class="col-lg-4"><p>Fs COR (>)</p></div>
<div class="col-lg-7"><div id="thres"></div></div>
</div>
</td>
</tr>
</tbody>
</table>
</div>
</div>
</div>
</div>
</template>
<script>
import { EventBus } from '../main.js'
import * as greadability from '../greadability.js'
import * as d3Base from 'd3'
import $ from 'jquery'
// attach all d3 plugins to the d3 library
const d3 = Object.assign(d3Base)
export default {
name: 'FeatureSpaceDetail',
data () {
return {
dataFS: [],
legendOnlyOnce: true,
dataFSTrans: [],
quadrantNumber: 4,
threshold: 0.4,
jsonData: [],
corrMatrixComb: [],
corrMatrixCombTotal: [],
VIFRemaining: [],
MIRemaining: [],
featureAddRemCount: [],
mode: 0, // this should be 0
KeepIDs: [],
KeepIDTransform: '',
keepNumberOfCompareNodes: 0
}
},
methods: {
InitSlider () {
var dataCorrect = [0, 0.2, 0.4, 0.6, 0.8, 1];
var sliderStepPos = d3
.sliderBottom()
.min(d3.min(dataCorrect))
.max(d3.max(dataCorrect))
.width(150)
.tickFormat(d3.format(".1f"))
.ticks(6)
.step(0.2)
.default(0.4)
.on('onchange', val => {
EventBus.$emit('CorrThres', d3.format(".1f")(val))
});
var gStepPos = d3
.select('div#thres')
.append('svg')
.attr('width', 200)
.attr('height', 80)
.append('g')
.attr('transform', 'translate(18,20)');
gStepPos.call(sliderStepPos);
},
setLayerExplore() {
this.mode = 0
this.KeepIDs = []
this.keepNumberOfCompareNodes = 0
this.graphVizualization()
EventBus.$emit('storeGeneration')
},
setLayerCompare() {
this.mode = 1
this.KeepIDTransform = ''
EventBus.$emit('brushLink', -1)
this.graphVizualization()
},
computeOnce () {
var numberOfTransformations = 4 // change that
var listofNodes = this.dataFS[34]
var dataLocOnce = []
for (let loop=1; loop<=5; loop++) {
dataLocOnce.push(JSON.parse(this.dataFS[loop+2]))
}
var featureNames = JSON.parse(this.dataFS[35])
var pushEach
var oldVal
var newVal
var outcome
var countLoc
var pushEachFinalFinal = []
for (let loop=1; loop<=5; loop++) {
var corrMatrixCombLoc =[]
var corrMatrixCombTotalLoc = []
var VIFRemainingLoc = []
var MIRemainingLoc = []
var pushEachFinal = []
this.dataFSTrans.forEach(function(element, index) {
var transf1 = element.transf1
transf1 = JSON.parse(transf1[loop-1])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
pushEach = []
Object.entries(transf1).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var retrieveData = dataLocOnce[loop-1]
var search = Object.values(retrieveData[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+0], valueIns: outcome})
var transf2 = element.transf2
transf2 = JSON.parse(transf2[loop-1])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
Object.entries(transf2).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var retrieveData = dataLocOnce[loop-1]
var search = Object.values(retrieveData[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+1], valueIns: outcome})
var transf3 = element.transf3
transf3 = JSON.parse(transf3[loop-1])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
Object.entries(transf3).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var retrieveData = dataLocOnce[loop-1]
var search = Object.values(retrieveData[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+2], valueIns: outcome})
var transf4 = element.transf4
transf4 = JSON.parse(transf4[loop-1])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
Object.entries(transf4).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var retrieveData = dataLocOnce[loop-1]
var search = Object.values(retrieveData[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+3], valueIns: outcome})
pushEachFinal.push({key: listofNodes[index], value: pushEach})
})
pushEachFinalFinal.push(pushEachFinal)
}
EventBus.$emit('overviewCall', pushEachFinalFinal)
},
initializeNetwork () {
var numberOfTransformations = 4 // change that
var featureNames = JSON.parse(this.dataFS[35])
this.jsonData = []
var threshLoc = this.threshold
this.corrMatrixComb = []
this.corrMatrixCombTotal = []
this.VIFRemaining = []
this.MIRemaining = []
var quadrantNumberLocal = this.quadrantNumber
var listofNodes = this.dataFS[34]
var dataLoc = JSON.parse(this.dataFS[3+quadrantNumberLocal])
var pushEachFinal = []
var pushEach
var oldVal
var newVal
var outcome
var countLoc
var corrMatrixCombLoc =[]
var corrMatrixCombTotalLoc = []
var VIFRemainingLoc = []
var MIRemainingLoc = []
this.dataFSTrans.forEach(function(element, index) {
var transf1 = element.transf1
corrMatrixCombLoc.push(Object.values(JSON.parse(transf1[5+quadrantNumberLocal])))
corrMatrixCombTotalLoc.push(Object.values(JSON.parse(transf1[10+quadrantNumberLocal]))[0] * 100)
VIFRemainingLoc.push(Object.values(JSON.parse(transf1[15+quadrantNumberLocal]))[0])
MIRemainingLoc.push(JSON.parse(transf1[20+quadrantNumberLocal]))
transf1 = JSON.parse(transf1[quadrantNumberLocal])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
pushEach = []
Object.entries(transf1).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var search = Object.values(dataLoc[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+0], valueIns: outcome})
var transf2 = element.transf2
corrMatrixCombLoc.push(Object.values(JSON.parse(transf2[5+quadrantNumberLocal])))
corrMatrixCombTotalLoc.push(Object.values(JSON.parse(transf2[10+quadrantNumberLocal]))[0] * 100)
VIFRemainingLoc.push(Object.values(JSON.parse(transf2[15+quadrantNumberLocal]))[0])
MIRemainingLoc.push(JSON.parse(transf2[20+quadrantNumberLocal]))
transf2 = JSON.parse(transf2[quadrantNumberLocal])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
Object.entries(transf2).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var search = Object.values(dataLoc[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+1], valueIns: outcome})
var transf3 = element.transf3
corrMatrixCombLoc.push(Object.values(JSON.parse(transf3[5+quadrantNumberLocal])))
corrMatrixCombTotalLoc.push(Object.values(JSON.parse(transf3[10+quadrantNumberLocal]))[0] * 100)
VIFRemainingLoc.push(Object.values(JSON.parse(transf3[15+quadrantNumberLocal]))[0])
MIRemainingLoc.push(JSON.parse(transf3[20+quadrantNumberLocal]))
transf3 = JSON.parse(transf3[quadrantNumberLocal])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
Object.entries(transf3).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var search = Object.values(dataLoc[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+2], valueIns: outcome})
var transf4 = element.transf4
corrMatrixCombLoc.push(Object.values(JSON.parse(transf4[5+quadrantNumberLocal])))
corrMatrixCombTotalLoc.push(Object.values(JSON.parse(transf4[10+quadrantNumberLocal]))[0] * 100)
VIFRemainingLoc.push(Object.values(JSON.parse(transf4[15+quadrantNumberLocal]))[0])
MIRemainingLoc.push(JSON.parse(transf4[20+quadrantNumberLocal]))
transf4 = JSON.parse(transf4[quadrantNumberLocal])
oldVal = 0
newVal = 0
outcome = 0
countLoc = 0
Object.entries(transf4).forEach(
function ([feature, value]) {
var key = listofNodes[index]
var search = Object.values(dataLoc[key])
oldVal = Math.abs(search[countLoc]) + oldVal
newVal = Math.abs(Object.values(value)[0]) + newVal
countLoc++
})
oldVal = oldVal / listofNodes.length
newVal = newVal / listofNodes.length
outcome = oldVal - newVal
pushEach.push({keyIns: featureNames[(index)*numberOfTransformations+3], valueIns: outcome})
pushEachFinal.push({key: listofNodes[index], value: pushEach})
})
this.corrMatrixComb = [...corrMatrixCombLoc]
this.corrMatrixCombTotal = [...corrMatrixCombTotalLoc]
this.VIFRemaining = [...VIFRemainingLoc]
this.MIRemaining = [...MIRemainingLoc]
var nodes = []
var groupID = 0
listofNodes.forEach( function(element) {
groupID++
nodes.push({"name": element, "group": groupID+"_root", "active": true})
})
var links = []
Object.entries(dataLoc).forEach(
function ([feature, value]) {
Object.entries(value).forEach( function ([featureInside, value]) {
if (feature != featureInside) {
if (value >= threshLoc) {
links.push({"source": listofNodes.indexOf(feature), "target": listofNodes.indexOf(featureInside), "value": Math.abs(value) * 30, "lin_color": "#D3D3D3"})
} else {
links.push({"source": listofNodes.indexOf(feature), "target": listofNodes.indexOf(featureInside), "value": 0, "lin_color": "#D3D3D3"})
}
}
})
})
groupID = 0
var featureNumber = 0
listofNodes.forEach( function(element) {
groupID++
nodes.push(
{"name": featureNames[(featureNumber)*numberOfTransformations+0], "group": groupID, "active": false},
{"name": featureNames[(featureNumber)*numberOfTransformations+1], "group": groupID, "active": false},
{"name": featureNames[(featureNumber)*numberOfTransformations+2], "group": groupID, "active": false},
{"name": featureNames[(featureNumber)*numberOfTransformations+3], "group": groupID, "active": false},
)
featureNumber++
})
Object.entries(pushEachFinal).forEach(
function ([index, feature]) {
feature.value.forEach(function (element, indexIns) {
if (element.valueIns > 0) {
links.push({"source": index, "target": (index*feature.value.length+pushEachFinal.length+indexIns), "value": Math.abs(element.valueIns) * 30, "lin_color": "#33a02c"})
}
else {
links.push({"source": index, "target": (index*feature.value.length+pushEachFinal.length+indexIns), "value": Math.abs(element.valueIns) * 30, "lin_color": "#e31a1c"})
}
})
})
this.jsonData = {"nodes": nodes, "links": links};
this.graphVizualization()
},
graphVizualization () {
var legendCall = this.legendOnlyOnce
var listofNodes = this.dataFS[34]
var corrTarget = JSON.parse(this.dataFS[8+this.quadrantNumber])
var corrGlob = JSON.parse(this.dataFS[13+this.quadrantNumber])
var uniqueTarget = JSON.parse(this.dataFS[18+this.quadrantNumber])
var VIFVar = JSON.parse(this.dataFS[23+this.quadrantNumber])
var MIVar = JSON.parse(this.dataFS[28+this.quadrantNumber])
MIVar = MIVar.concat(this.MIRemaining)
var colorCateg = d3.scaleOrdinal(d3.schemeDark2)
var corrTargetFormatted = []
for (let i = 0; i < Object.keys(corrTarget).length; i++) {
var corrTargetFormattedLoc = []
for (let j = 0; j < Object.keys(corrTarget[i]).length; j++) {
if (j > uniqueTarget.length - 1) {
corrTargetFormattedLoc.push(Math.round(Object.values(corrTarget[i])[j] * 100))
}
}
corrTargetFormatted.push(corrTargetFormattedLoc)
}
for (let j = 0; j < uniqueTarget.length; j++) {
for (let i = 0; i < Object.keys(this.corrMatrixComb).length; i++) {
if (Math.round(Object.values((Object.values(this.corrMatrixComb[i])[j]))[0] * 100) == null) {
corrTargetFormatted[j].push(0)
} else {
corrTargetFormatted[j].push(Math.round(Object.values((Object.values(this.corrMatrixComb[i])[j]))[0] * 100))
}
}
}
var corrGlobFormatted = []
for (let i = 0; i < Object.keys(corrGlob).length; i++) {
if (i != 0) {
corrGlobFormatted.push(Math.round(Object.values(corrGlob)[i]['0'] * 100))
}
}
for (let i = 0; i < this.corrMatrixCombTotal.length; i++) {
corrGlobFormatted.push(Math.round(this.corrMatrixCombTotal[i]))
}
var VIFVarFormatted = []
for (let i = 0; i < Object.keys(VIFVar).length; i++) {
if (i != 0) {
if (Object.values(VIFVar)[i] > 10) {
VIFVarFormatted.push(100)
} else if (Object.values(VIFVar)[i] > 5) {
VIFVarFormatted.push(75)
} else if (Object.values(VIFVar)[i] > 2.5) {
VIFVarFormatted.push(50)
} else {
VIFVarFormatted.push(25)
}
}
}
for (let i = 0; i < this.VIFRemaining.length; i++) {
if (Object.values(VIFVar)[i] > 10) {
VIFVarFormatted.push(100)
} else if (Object.values(VIFVar)[i] > 5) {
VIFVarFormatted.push(75)
} else if (Object.values(VIFVar)[i] > 2.5) {
VIFVarFormatted.push(50)
} else {
VIFVarFormatted.push(25)
}
}
function min(input) {
if (toString.call(input) !== "[object Array]")
return false;
return Math.min.apply(null, input);
}
function max(input) {
if (toString.call(input) !== "[object Array]")
return false;
return Math.max.apply(null, input);
}
function normalize(min, max) {
var delta = max - min;
return function (val) {
return (val - min) / delta;
};
}
var MIMin = min(MIVar)
var MIMax = max(MIVar)
MIVar = MIVar.map(normalize(MIMin, MIMax))
var colorsScaleNodes = d3.scaleOrdinal()
.domain(d3.ticks([MIMin, MIMax, 5]))
.range(['#6baed6','#4292c6','#2171b5','#08519c','#08306b']);
var svg = d3.select("#FeatureGraph");
svg.selectAll("*").remove();
var svg = d3.select('#chartID')
svg.selectAll("*").remove()
var marginNodes = {top: 0, right: 0, bottom: 0, left: 0};
var width = 819 - marginNodes.right - marginNodes.left;
var height = 819 - marginNodes.top - marginNodes.bottom;
var numTicks = 200;
var selectedParams;
var bestParams;
var dispatch = d3.dispatch('layoutend');
svg = d3.select("#FeatureGraph").append("svg")
.attr("width", width)
.attr("height", height)
.attr('transform', `translate(${marginNodes.left}, ${marginNodes.top})`);
var graph = this.jsonData
var link = svg.append('g')
.attr('class', 'links')
.selectAll('line')
.data(graph.links)
.enter().append('line')
.attr("stroke", function(d) { return d.lin_color; })
.attr("stroke-width", function(d) { return Math.sqrt(d.value); });
var modeLoc = this.mode
var selectionCounter = this.keepNumberOfCompareNodes
var IDsGather = this.KeepIDs
var IDsGatherTrans = this.KeepIDTransform
var node = svg.append('g')
.attr('class', 'nodes')
.selectAll('g')
.data(graph.nodes)
.enter().append('g')
.on("click", function(id, index) {
// This is for transformation
if (modeLoc == 0) {
var clickedNode = document.getElementById('svg'+index).getAttribute('class')
if (!clickedNode.includes("root")) {
var clearSendNode = []
clearSendNode.push(id.name)
clearSendNode.push(clickedNode-1)
EventBus.$emit('updateHistoryKey', 2)
EventBus.$emit('updateValuesofHistory', clickedNode-1)
EventBus.$emit('UpdateIDTrans', clickedNode+"_root")
EventBus.$emit('transformNodes', clearSendNode)
} else {
for (let i = 0; i < listofNodes.length; i++) {
var numb = graph.nodes[i]['group'].match(/\d/g)
numb = parseInt(numb.join(""))
var items = document.getElementsByClassName(numb)
items.forEach( function (it) {
it.childNodes[0].style.visibility = "hidden";
it.childNodes[1].setAttribute("transform", "translate(50,50) scale(0.28) rotate(180)");
it.childNodes[1].childNodes[0].style.fill = "#D3D3D3";
it.childNodes[2].style.visibility = "hidden";
})
}
for (let i = 0; i < graph.nodes.length; i++) {
var str = String(graph.nodes[i].group)
if (!str.includes("root")) {
graph.nodes[i].active = false
} else {
document.getElementById('svg'+index).childNodes[0].childNodes[1].style.fill = "black"
}
}
node.selectAll('text').remove();
var labels = node.append("text")
.text(function(d) {
return d.name;
})
.attr('x', 39)
.attr('y', function(d) {
if(d.active)
return 8
else
return 35
});
node.append('title').text(function (d) { return d.name; });
var groupLoc = index + 1
var items = document.getElementsByClassName(groupLoc)
items.forEach( function (it) {
if (it.childNodes[0].style.visibility == "hidden") {
it.childNodes[0].style.visibility = "visible";
it.childNodes[1].setAttribute("transform", "translate(50,50) scale(1) rotate(180)");
it.childNodes[1].childNodes[0].style.fill = "none";
it.childNodes[2].style.visibility = "visible";
} else {
it.childNodes[0].style.visibility = "hidden";
it.childNodes[1].setAttribute("transform", "translate(50,50) scale(0.28) rotate(180)");
it.childNodes[1].childNodes[0].style.fill = "#D3D3D3";
it.childNodes[2].style.visibility = "hidden";
}
})
var regex = /\d+/g
var string = id.group
var matches = parseInt(string.match(regex)[0])
for (let i = 0; i < graph.nodes.length; i++) {
if (graph.nodes[i].group == matches) {
graph.nodes[i].active = true
}
}
node.selectAll('text').remove();
var labels = node.append("text")
.text(function(d) {
return d.name;
})
.attr('x', 39)
.attr('y', function(d) {
if(d.active)
return 8
else
return 35
});
node.append('title').text(function (d) { return d.name; });
EventBus.$emit('brushLink', groupLoc-1)
}
} else {
var groupsColor = d3.select('#svg'+index)._groups['0'][0].childNodes[0].childNodes[1]
var regex = /\d+/g
var idLocal = parseInt(d3.select('#svg'+index)._groups['0'][0].getAttribute("id").match(regex))
if (groupsColor.getAttribute('fill') == "#D3D3D3") {
if (selectionCounter < 3) {
// add here the different states of comparison! (=2 and =3)
groupsColor.setAttribute('fill', '#black')
selectionCounter = selectionCounter + 1
EventBus.$emit('Counter', selectionCounter)
IDsGather.push(idLocal);
if (selectionCounter == 2) {
EventBus.$emit('updateValuesofHistory', IDsGather)
EventBus.$emit('UpdateIDs', IDsGather)
EventBus.$emit('CompareTwo', IDsGather)
} else if (selectionCounter == 3) {
EventBus.$emit('updateValuesofHistory', IDsGather)
EventBus.$emit('UpdateIDs', IDsGather)
EventBus.$emit('CompareThree', IDsGather)
} else {
}
}
} else {
groupsColor.setAttribute('fill', '#D3D3D3')
selectionCounter = selectionCounter - 1
EventBus.$emit('Counter', selectionCounter)
var index = IDsGather.indexOf(idLocal);
if (index > -1) {
IDsGather.splice(index, 1);
}
EventBus.$emit('UpdateIDs', IDsGather)
if (selectionCounter == 1) {
EventBus.$emit('storeGeneration')
} else if (selectionCounter == 2) {
EventBus.$emit('UpdateIDs', IDsGather)
EventBus.$emit('CompareTwo', IDsGather)
} else {
}
}
}
})
.on("dblclick", function(id, index) {
for (let i = 0; i < listofNodes.length; i++) {
var numb = graph.nodes[i]['group'].match(/\d/g)
numb = parseInt(numb.join(""))
var items = document.getElementsByClassName(numb)
items.forEach( function (it) {
it.childNodes[0].style.visibility = "hidden";
it.childNodes[1].setAttribute("transform", "translate(50,50) scale(0.28) rotate(180)");
it.childNodes[1].childNodes[0].style.fill = "#D3D3D3";
it.childNodes[2].style.visibility = "hidden";
})
}
var regex = /\d+/g
var string = id.group
var matches = parseInt(string.match(regex)[0])
for (let i = 0; i < graph.nodes.length; i++) {
if (graph.nodes[i].group == matches) {
graph.nodes[i].active = false
} else {
document.getElementById('svg'+index).childNodes[0].childNodes[1].style.fill = "#D3D3D3"
}
}
node.selectAll('text').remove();
var labels = node.append("text")
.text(function(d) {
return d.name;
})
.attr('x', 39)
.attr('y', function(d) {
if(d.active)
return 8
else
return 35
});
node.append('title').text(function (d) { return d.name; });
EventBus.$emit('brushLink', -1)
});
var chartWidth = 310;
var chartHeight = 65;
var margin = {left: 8, right: 15, top: 10, bottom: 40};
var chartSvg = d3.select('svg.chart')
.attr('width', chartWidth)
.attr('height', chartHeight)
.append('g')
.attr('transform', 'translate(' + margin.left + ',' + margin.top + ')');
chartWidth = chartWidth - margin.left - margin.right;
chartHeight = chartHeight - margin.top - margin.bottom;
var x = d3.scaleLinear()
.domain([75, 100])
.range([0, chartWidth]);
chartSvg.append('g')
.attr('transform', 'translate(0,' + chartHeight + ')')
.call(d3.axisBottom(x).ticks(7))
.append("text")
.attr("fill", "#000")
.attr('transform', 'translate(' + chartWidth/2 + ',' + 0 + ')')
.attr("y", chartHeight + 10)
.attr("dy", "0.71em")
.attr("text-anchor", "middle")
.text("Weighted graph readability (%)");
var readabilityCircles = chartSvg.append('g').selectAll('circle');
// 32 parameter combinations
var paramGroups = [
{name: 'chargeStrength', values: [-80]},
{name: 'linkDistance', values: [-80]},
{name: 'linkStrength', values: [0.25, 0.5]},
{name: 'gravity', values: [0, 0.5]},
{name: 'iterations', values: [1, 2]},
{name: 'alphaDecay', values: [0, 0.0228, 0.05]},
{name: 'velocityDecay', values: [0.4, 0.8]}
];
var paramList = generateParams(paramGroups);
var bestSoFar = d3.select('.best').selectAll('li')
.data(paramGroups.map(function (d) { return d.name; }))
.enter().append('li')
.text(function (d) { return d; });
dispatch.on('layoutend', function (params, i) {
if (!bestParams || params.graphReadability > bestParams.graphReadability) {
bestParams = params;
selectedParams = bestParams;
bestSoFar
.data(d3.map(bestParams).keys().filter(function (d) { return d !== 'positions' && d !== 'graphReadability'; }))
.text(function (d) { return d + ' = ' + bestParams[d]; });
}
// Plot the number line.
readabilityCircles = readabilityCircles
.data(readabilityCircles.data().concat(params))
.enter().append('circle')
.attr('cx', function (d) { return x(d.graphReadability*100); })
.attr('cy', 5)
.attr('r', 4)
.on('click', function (d) {
selectedParams = d;
readabilityCircles.classed('selected', false);
d3.select(this).classed('selected', true).raise();
bestSoFar
.data(d3.map(selectedParams).keys().filter(function (d) { return d !== 'positions' && d !== 'graphReadability'; }))
.text(function (d) { return d + ' = ' + selectedParams[d]; });
drawGraph();
})
.merge(readabilityCircles)
.classed('selected', function (d) { return d === selectedParams; });
readabilityCircles.filter(function (d) { return d === selectedParams; })
.raise();
drawGraph();
});
var i = 0;
var stepper = d3.timer(function () {
var p = paramList[i];
var forceSim = getForceSimFromParams(p);
// Reset node attributes.
graph.nodes.forEach(function (n) {
n.x = n.y = n.vx = n.vy = 0;
});
forceSim.nodes(graph.nodes)
.stop();
forceSim.force('link')
.links(graph.links);
for (var t = 0; t < numTicks; ++t) {
forceSim.tick();
}
p.graphReadability = greadability.greadability(graph.nodes, graph.links); // crossing > angularResolDev > angularResolMin > Angle
p.graphReadability = (p.graphReadability.crossing * 1 + p.graphReadability.crossingAngle * 0.1 +
p.graphReadability.angularResolutionMin * 0.4 + p.graphReadability.angularResolutionDev * 0.75) / 2.25
p.positions = graph.nodes.map(function (n) { return {x: n.x, y: n.y}; });
dispatch.call('layoutend', forceSim, p, i);
++i;
if (i >= paramList.length) {
var widthLoc = 100;
var arcSize = (6 * widthLoc / 100);
var arcSizeBlack = (10.2 * widthLoc / 100);
var innerRadius = arcSize * 4.95;
var innerRadiusBlack = arcSize * 3.7
var svgLoc = node.append('svg').attr('width', widthLoc).attr('height', widthLoc).attr("class", function(d, i) { return d.group; })
.attr("id", function(d, i) { return "svg" + (i); })
graph.nodes.forEach(function(itemVal, indexNode) {
var data = []
var barchartData = []
if (IDsGather.includes(indexNode)) {
data.push({value: VIFVarFormatted[indexNode], color: 'black'})
} else {
data.push({value: VIFVarFormatted[indexNode], color: '#D3D3D3'})
}
data.push({value: corrGlobFormatted[indexNode], color: colorsScaleNodes(MIVar[indexNode])})
for(let k = 0; k < uniqueTarget.length; k++) {
barchartData.push({value: corrTargetFormatted[k][indexNode], class: k, color: colorCateg(uniqueTarget[k])})
}
var length = data.length
//data.push({value: 100, label: corrGlobFormatted[indexNode], color: 'black', lcolor: colorsScaleNodes(MIVar[indexNode])})
//var border = VIFVarFormatted[indexNode]
var arcs = data.map(function (obj, i) {
if (i == length) {
return d3.arc().innerRadius(i * arcSize + innerRadius).outerRadius((i + 1) * arcSize - (widthLoc / 100) + innerRadius);
} else if (i == 0) {
return d3.arc().innerRadius(i * arcSizeBlack + innerRadiusBlack).outerRadius((i + 1) * arcSizeBlack - (widthLoc / 100) + innerRadiusBlack);
} else {
return d3.arc().innerRadius(i * arcSize + innerRadius).outerRadius((i + 1) * arcSize - (widthLoc / 100) + innerRadius);
}
});
var arcsGrey = data.map(function (obj, i) {
return d3.arc().innerRadius(i * arcSize + (innerRadius + ((arcSize / 2) - 2))).outerRadius((i + 1) * arcSize - ((arcSize / 2)) + (innerRadius));
});
var pieData = data.map(function (obj, i) {
return [
{value: obj.value, arc: arcs[i], object: obj},
{value: (100 - obj.value), arc: arcsGrey[i], object: obj},
{value: 0, arc: arcs[i], object: obj}];
});
var pie = d3.pie().sort(null).value(function (d) {
return d.value;
});
var id = indexNode
var g = d3.select('#svg'+id).selectAll('g').data(pieData).enter()
.append('g')
.attr('transform', function(d, i) {
if (i == 0) {
return 'translate(' + widthLoc / 2 + ',' + widthLoc / 2 + ') rotate(225)'
} else {
return 'translate(' + widthLoc / 2 + ',' + widthLoc / 2 + ') rotate(180)'
}
});
g.append("circle").attr("cx", 0).attr("cy", 0).attr("r", 38).attr("fill", function(d, i) {
if (i == 0) {
return "white"
} else {
return "none"
}
});
var gText = d3.select('#svg'+id).selectAll('g.textClass').data([{}]).enter()
.append('g')
.classed('textClass', true)
.attr('transform', 'translate(' + 27.5 + ',' + 27.5 + ') rotate(0)');
var insideRadius = 0
g.selectAll('path').data(function (d) {
return pie(d);
}).enter().append('path')
.attr('id', function (d, i) {
if (i == 1) {
return "Text" + d.data.object.label
}
})
.attr('d', function (d) {
return d.data.arc(d);
}).attr('fill', function (d, i, j) {
if (i == 0) {
return d.data.object.color
} else if (i == 1 && insideRadius != 0) {
return '#D3D3D3'
} else {
insideRadius = 1
return 'none'
}
});
var margin = {top: 0, right: 0, bottom: 0, left: 0},
width = 45 - margin.left - margin.right,
height = 45 - margin.top - margin.bottom;
g.each(function (d, index) {
var el = d3.select(this);
var path = el.selectAll('path').each(function (r, i) {
if (i === 1) {
gText.append('svg')
.attr("width", width + margin.left + margin.right)
.attr("height", height + margin.top + margin.bottom)
gText.append("rect")
.attr("width", width)
.attr("height", height)
.attr("fill", "white");
// Add X axis
var x = d3.scaleLinear()
.domain([0, 100])
.range([ 0, width]);
// Y axis
var y = d3.scaleBand()
.range([ 0, height ])
.domain(barchartData.map(function(d) { return d.class; }))
.padding(.0);
//Bars
gText.selectAll("myRect")
.data(barchartData)
.enter()
.append("rect")
.attr("class", function(d){ return "bar"+d.class})
.attr("x", x(0) )
.attr("y", function(d) { return y(d.class); })
.attr("width", function(d) { return x(d.value); })
.attr("height", y.bandwidth() )
.attr("fill", function(d) { return d.color})
.on("mouseover", function(d) {
document.getElementsByClassName("bar"+d.class).forEach (function (element) {
element.setAttribute("fill", "yellow")
})
d3.select(this)
.attr("fill", "yellow");
})
.on("mouseout", function(d, i) {
var colorPrevious = d.color
document.getElementsByClassName("bar"+d.class).forEach (function (element) {
element.setAttribute("fill", colorPrevious)
})
});
}
// if (i == 0) {
// // set the dimensions and margins of the graph
// var margin = {top: 30, right: 30, bottom: 70, left: 60},
// width = 460 - margin.left - margin.right,
// height = 400 - margin.top - margin.bottom;
// // append the svg object to the body of the page
// var svg = d3.select("#my_dataviz")
// if (i === 1) {
// var centroid = r.data.arc.centroid({
// startAngle: r.startAngle + 0.05,
// endAngle: r.startAngle + 0.001 + 0.05
// });
// var lableObj = r.data.object;
// g.append('text')
// .attr('font-size', ((2 * width) / 100))
// .attr('dominant-baseline', 'central')
// .append("textPath")
// .attr("textLength", function (d, i) {
// return 0;
// })
// .attr("startOffset", '5')
// .attr("dy", '-3em')
// .text(lableObj.value + '%');
// }
// if (i === 0) {
// var centroidText = r.data.arc.centroid({
// startAngle: r.startAngle,
// endAngle: r.startAngle
// });
// var lableObj = r.data.object;
// gText.append('text')
// .attr('font-size', ((2 * width) / 100))
// .text(lableObj.label)
// .style('fill', lableObj.lcolor)
// .attr('transform', "translate(" + (10) + "," + (0 + ") rotate(" + (180) + ")"))
// .attr('dominant-baseline', 'central');
// }
});
});
})
// var drag_handler = d3.drag()
// .on("start", drag_start)
// .on("drag", drag_drag)
// .on("end", drag_end);
// drag_handler(node);
var labels = node.append("text")
.text(function(d) {
return d.name;
})
.attr('x', 39)
.attr('y', function(d) {
if(d.active)
return 8
else
return 35
});
node.append('title').text(function (d) { return d.name; });
//add zoom capabilities
var zoom_handler = d3.zoom()
.on("zoom", zoom_actions);
zoom_handler(svg);
for (let i = 0; i < listofNodes.length; i++) {
var numb = graph.nodes[i]['group'].match(/\d/g)
numb = parseInt(numb.join(""))
var items = document.getElementsByClassName(numb)
items.forEach( function (it) {
it.childNodes[0].style.visibility = "hidden";
it.childNodes[1].setAttribute("transform", "translate(50,50) scale(0.28) rotate(180)");
it.childNodes[1].childNodes[0].style.fill = "#D3D3D3";
it.childNodes[2].style.visibility = "hidden";
})
}
//Zoom functions
function zoom_actions(){
svg.attr("transform", d3.event.transform)
}
function drag_start(d) {
if (!d3.event.active) forceSim.alphaTarget(0.3).restart();
d.fx = d.x;
d.fy = d.y;
}
//make sure you can't drag the circle outside the box
function drag_drag(d) {
d.fx = d3.event.x;
d.fy = d3.event.y;
tickActions();
}
function drag_end(d) {
if (!d3.event.active) forceSim.alphaTarget(0);
d.fx = null;
d.fy = null;
}
if (legendCall) {
var svgLegend = d3.select("#legend").append("svg")
.attr("width", 170)
.attr("height", 90)
.attr("id", "legendNode")
var dataLegend = []
var binaryBarLegend = []
var exemplaryValues = [25, 75]
dataLegend.push({value: 25, color: '#D3D3D3'})
dataLegend.push({value: 50, color: '#6baed6'})
for(let k = 0; k < 2; k++) {
binaryBarLegend.push({value: exemplaryValues[k], class: k, color: colorCateg(k)})
}
var lengthLeg = dataLegend.length
var arcsLegend = dataLegend.map(function (obj, i) {
if (i == lengthLeg) {
return d3.arc().innerRadius(i * arcSize + innerRadius).outerRadius((i + 1) * arcSize - (widthLoc / 100) + innerRadius);
} else if (i == 0) {
return d3.arc().innerRadius(i * arcSizeBlack + innerRadiusBlack).outerRadius((i + 1) * arcSizeBlack - (widthLoc / 100) + innerRadiusBlack);
} else {
return d3.arc().innerRadius(i * arcSize + innerRadius).outerRadius((i + 1) * arcSize - (widthLoc / 100) + innerRadius);
}
});
var arcsGreyLegend = dataLegend.map(function (obj, i) {
return d3.arc().innerRadius(i * arcSize + (innerRadius + ((arcSize / 2) - 2))).outerRadius((i + 1) * arcSize - ((arcSize / 2)) + (innerRadius));
});
var pieDataLegend = dataLegend.map(function (obj, i) {
return [
{value: obj.value, arc: arcsLegend[i], object: obj},
{value: (100 - obj.value), arc: arcsGreyLegend[i], object: obj},
{value: 0, arc: arcsLegend[i], object: obj}];
});
var pieLegend = d3.pie().sort(null).value(function (d) {
return d.value;
});
var gLegend = d3.select('#legendNode').selectAll('g').data(pieDataLegend).enter()
.append('g')
.attr('transform', function(d, i) {
if (i == 0) {
return 'translate(' + widthLoc / 2 + ',' + widthLoc / 2 + ') rotate(225)'
} else {
return 'translate(' + widthLoc / 2 + ',' + widthLoc / 2 + ') rotate(180)'
}
});
gLegend.append("circle").attr("cx", 0).attr("cy", 0).attr("r", 38).attr("fill", function(d, i) {
if (i == 0) {
return "white"
} else {
return "none"
}
});
var gTextLegend = d3.select('#legendNode').selectAll('g.textClass').data([{}]).enter()
.append('g')
.classed('textClass', true)
.attr('transform', 'translate(' + 27.5 + ',' + 27.5 + ') rotate(0)');
var insideRadius = 0
gLegend.selectAll('path').data(function (d) {
return pieLegend(d);
}).enter().append('path')
.attr('id', function (d, i) {
if (i == 1) {
return "Text" + d.data.object.label
}
})
.attr('d', function (d) {
return d.data.arc(d);
}).attr('fill', function (d, i, j) {
if (i == 0) {
return d.data.object.color
} else if (i == 1 && insideRadius != 0) {
return '#D3D3D3'
} else {
insideRadius = 1
return 'none'
}
});
var margin = {top: 0, right: 0, bottom: 0, left: 0},
width = 45 - margin.left - margin.right,
height = 45 - margin.top - margin.bottom;
gLegend.each(function (d, index) {
var el = d3.select(this);
var path = el.selectAll('path').each(function (r, i) {
if (i === 1) {
gTextLegend.append('svg')
.attr("width", width + margin.left + margin.right)
.attr("height", height + margin.top + margin.bottom)
gTextLegend.append("rect")
.attr("width", width)
.attr("height", height)
.attr("fill", "white");
// Add X axis
var x = d3.scaleLinear()
.domain([0, 100])
.range([ 0, width]);
// Y axis
var y = d3.scaleBand()
.range([ 0, height ])
.domain(binaryBarLegend.map(function(d) { return d.class; }))
.padding(.0);
//Bars
gTextLegend.selectAll("myRect")
.data(binaryBarLegend)
.enter()
.append("rect")
.attr("x", x(0) )
.attr("y", function(d) { return y(d.class); })
.attr("width", function(d) { return x(d.value); })
.attr("height", y.bandwidth() )
.attr("fill", function(d) { return d.color})
}
})
});
var textLine = d3.select('#legendText').append("svg").attr('width', 170).attr('height', 90)
var marginBorder = 16
var marginBorderX = 10
textLine.append('line')
.style("stroke", "black")
.style("stroke-width", 3)
.attr("x1", 36 + marginBorderX)
.attr("y1", 50 - marginBorder)
.attr("x2", 74 + marginBorderX)
.attr("y2", 50 - marginBorder)
textLine.append("text")
.attr("dx", 75 + marginBorderX)
.attr("dy", 55 - marginBorder)
.text("VIF")
textLine.append('line')
.style("stroke", "black")
.style("stroke-width", 3)
.attr("x1", 44 + marginBorderX)
.attr("y1", 31 - marginBorder)
.attr("x2", 53 + marginBorderX)
.attr("y2", 31 - marginBorder)
textLine.append("text")
.attr("dx", 54 + marginBorderX)
.attr("dy", 36 - marginBorder)
.text("Per class COR")
textLine.append('line')
.style("stroke", "black")
.style("stroke-width", 3)
.attr("x1", 32 + marginBorderX)
.attr("y1", 67 - marginBorder)
.attr("x2", 74 + marginBorderX)
.attr("y2", 67 - marginBorder)
textLine.append("text")
.attr("dx", 75 + marginBorderX)
.attr("dy", 72 - marginBorder)
.text("Target COR")
textLine.append('line')
.style("stroke", "#6baed6")
.style("stroke-width", 3)
.attr("x1", 18 + marginBorderX)
.attr("y1", 50 - marginBorder)
.attr("x2", 26 + marginBorderX)
.attr("y2", 50 - marginBorder)
textLine.append("text")
.attr("dx", 0 + marginBorderX)
.attr("dy", 55 - marginBorder)
.style("fill", "#6baed6")
.text("MI")
}
stepper.stop();
if (IDsGatherTrans != '') {
let ID = document.getElementsByClassName(IDsGatherTrans)[0].parentElement.getAttribute('id')
d3.select('#'+ID).dispatch('click');
IDsGatherTrans = ''
}
}
});
function tickActions() {
link
.attr('x1', function (d) { return d.source.x; })
.attr('x2', function (d) { return d.target.x; })
.attr('y1', function (d) { return d.source.y; })
.attr('y2', function (d) { return d.target.y; });
node
.attr("id", function(d, i) { return "g" + (i); })
.attr("transform", function(d, i) {
d.x = d.x - 50
d.y = d.y - 50
return "translate(" + d.x + "," + d.y + ")";
})
};
function drawGraph () {
graph.nodes.forEach(function (n, i) {
n.x = selectedParams.positions[i].x;
n.y = selectedParams.positions[i].y;
});
var xDistance = d3.extent(graph.nodes, function (n) { return n.x; });
var xMin = xDistance[0];
xDistance = xDistance[1] - xDistance[0];
var yDistance = d3.extent(graph.nodes, function (n) { return n.y; });
var yMin = yDistance[0];
yDistance = yDistance[1] - yDistance[0];
graph.nodes.forEach(function (n, i) {
n.x = (height - 105) * (n.x - xMin) / Math.max(xDistance, yDistance); // Margin for Nodes
n.y = (height - 105) * (n.y - yMin) / Math.max(xDistance, yDistance); // Margin for Nodes
});
xDistance = d3.extent(graph.nodes, function (n) { return n.x; });
var xMid = (xDistance[1] + xDistance[0]) / 2;
yDistance = d3.extent(graph.nodes, function (n) { return n.y; });
var yMid = (yDistance[1] - yDistance[0]) / 2;
graph.nodes.forEach(function (n, i) {
n.x = n.x + width/2 - xMid;
n.y = n.y + height/2 - yMid;
});
tickActions();
}
function generateParams (paramGroups, paramList, currParam) {
var p = paramGroups[0];
if (!paramList) paramList = [];
if (!currParam) currParam = {};
p.values.forEach(function (v) {
var setting = {};
setting[p.name] = v;
if (paramGroups.length === 1) {
paramList.push(Object.assign(setting, currParam));
} else {
generateParams(paramGroups.slice(1), paramList, Object.assign(setting, currParam));
}
});
return paramList;
}
function getForceSimFromParams (params) {
var forceSim = d3.forceSimulation()
.force('link', d3.forceLink().iterations(params.iterations))
.force('charge', d3.forceManyBody().strength(params.chargeStrength))
.force('x', d3.forceX(0).strength(params.gravity))
.force('y', d3.forceY(0).strength(params.gravity))
.force('center', d3.forceCenter(0, 0))
.alphaDecay(params.alphaDecay)
.velocityDecay(params.velocityDecay);
if (params.linkStrength !== null) {
forceSim.force('link').strength(params.linkStrength);
}
return forceSim;
}
this.legendOnlyOnce = false
},
reset () {
var svg = d3.select("#FeatureGraph");
svg.selectAll("*").remove();
var svg = d3.select('#chartID')
svg.selectAll("*").remove()
},
},
mounted () {
EventBus.$on('Counter', data => { this.keepNumberOfCompareNodes = data })
EventBus.$on('UpdateIDs', data => { this.KeepIDs = data })
EventBus.$on('UpdateIDTrans', data => { this.KeepIDTransform = data })
this.InitSlider()
EventBus.$on('CorrThres', data => { this.threshold = data })
EventBus.$on('CorrThres', this.initializeNetwork)
EventBus.$on('updateSlice', data => { this.quadrantNumber = data })
EventBus.$on('updateSlice', data => {
document.getElementById("initButton").click()
})
EventBus.$on('updateSlice', this.setLayerExplore)
EventBus.$on('updateSlice', this.initializeNetwork)
EventBus.$on('quadTrans', data => { this.dataFSTrans = data })
EventBus.$on('quad', data => { this.dataFS = data })
EventBus.$on('quad', this.computeOnce)
EventBus.$on('quad', this.initializeNetwork)
EventBus.$on('removeFeatures', data => { this.featureAddRemCount = data })
EventBus.$on('reset', this.reset)
// Get the container element
var btnContainer2 = document.getElementById("resetAllFilters"); //resetAllFilters button
// Get all buttons with class="btn" inside the container
var btns2 = btnContainer2.getElementsByClassName("btn");
for (var i = 0; i < btns2.length; i++) {
btns2[i].addEventListener("click", function() {
let current = document.getElementsByClassName("active");
current[0].className = current[0].className.replace("btn btn-primary active", "btn btn-primary");
this.className += " active";
});
}
}
}
</script>
<style>
#buildLegend { position: relative}
#legend { position: absolute; top: 0; left: 0; z-index: 1}
#legendText { position: absolute; top: 0; left: 0; z-index: 2}
#legend {
transform: translateY(-47px) scale(0.8) !important
}
#legendText {
transform: translateY(-47px) !important
}
text {
font-family: sans-serif;
font-size: 16px
}
svg {
display: block;
}
.links line {
stroke-opacity: 0.6;
}
.column {
float: left;
}
.table {
padding: 0 !important;
margin: 0 !important;
}
table td {
vertical-align: middle !important;
padding: 2 !important;
margin: 0 !important;
}
.centerTable {
text-align: center;
}
/* Dropdown Button */
.dropbtn {
background-color: rgb(185, 185, 185);
color: black;
padding: 14px;
border: none;
cursor: pointer;
}
.col, .col-1, .col-10, .col-11, .col-12, .col-2, .col-3, .col-4, .col-5, .col-6, .col-7, .col-8, .col-9, .col-auto, .col-lg, .col-lg-1, .col-lg-10, .col-lg-11, .col-lg-12, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-auto, .col-md, .col-md-1, .col-md-10, .col-md-11, .col-md-12, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-auto, .col-sm, .col-sm-1, .col-sm-10, .col-sm-11, .col-sm-12, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-auto, .col-xl, .col-xl-1, .col-xl-10, .col-xl-11, .col-xl-12, .col-xl-2, .col-xl-3, .col-xl-4, .col-xl-5, .col-xl-6, .col-xl-7, .col-xl-8, .col-xl-9, .col-xl-auto {
padding-right: 6px !important;
padding-left: 6px !important;
}
#chartID {
position: absolute;
transform: translate(-354px, 840px);
}
.chart circle {
fill: black;
fill-opacity: 0.05;
stroke: black;
stroke-opacity: 0.05;
cursor: pointer;
}
.chart circle.selected {
fill: #0062cc;
fill-opacity: 1;
stroke: #0062cc;
stroke-opacity: 1;
}
</style>