VisEvol: Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization
https://doi.org/10.1111/cgf.14300
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228 lines
6.7 KiB
228 lines
6.7 KiB
<template>
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<div>
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<b-row>
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<b-col cols="12">
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<table class="table table-borderless table-sm">
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<tbody>
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<tr>
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<th scope="col" colspan="1">Balanced data set</th>
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<td>
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<b-form-checkbox
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id="checkedboxBalanced"
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v-model="checkedBalanced"
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@change="clickBalan()"
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>
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</b-form-checkbox>
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</td>
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<th scope="col" colspan="1">Imbalanced data set</th>
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<td>
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<b-form-checkbox
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id="checkedboxUnbalanced"
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v-model="checkedUnbalanced"
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@change="clickUnbalan()"
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>
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</b-form-checkbox>
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</td>
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</tr>
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<tr>
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<td>(M1) Accuracy:</td>
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<td>
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<b-form-checkbox
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id="checkboxAcc"
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v-model="checkedAcc"
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@change="clickAcc()"
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>
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</b-form-checkbox>
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</td>
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<td>(M1*) G-mean:</td>
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<td>
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<b-form-checkbox
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id="checkboxGM"
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v-model="checkedGM"
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@change="clickGM()"
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>
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</b-form-checkbox>
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</td>
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</tr>
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<tr>
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<td>(M2) Precision:</td>
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<td>
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<b-form-checkbox
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id="checkboxPrec"
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v-model="checkedPrec"
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@change="clickPrec()"
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>
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</b-form-checkbox>
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</td>
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<td>(M2*) ROC AUC:</td>
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<td>
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<b-form-checkbox
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id="checkboxRA"
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v-model="checkedRA"
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@change="clickRA()"
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>
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</b-form-checkbox>
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</td>
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</tr>
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<tr>
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<td>(M3) Recall:</td>
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<td>
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<b-form-checkbox
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id="checkboxRec"
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v-model="checkedRec"
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@change="clickRec()"
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>
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</b-form-checkbox>
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</td>
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<td>(M3*) Log loss:</td>
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<td>
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<b-form-checkbox
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id="checkboxLog"
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v-model="checkedLog"
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@change="clickLog()"
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>
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</b-form-checkbox>
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</td>
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</tr>
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<tr>
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<td>(M4) F1-score:</td>
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<td>
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<b-form-checkbox
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id="checkboxF1"
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v-model="checkedF1"
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@change="clickF1()"
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>
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</b-form-checkbox>
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</td>
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<td>(M4*) MCC:</td>
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<td>
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<b-form-checkbox
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id="checkboxMCC"
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v-model="checkedMCC"
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@change="clickMCC()"
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>
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</b-form-checkbox>
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</td>
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</tr>
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</tbody>
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</table>
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</b-col>
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</b-row>
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</div>
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</template>
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<script>
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import { EventBus } from '../main.js'
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export default {
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name: 'PerformanceMetrics',
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data () {
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return {
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checkedAcc: true,
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checkedPrec: true,
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checkedRec: true,
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checkedF1: true,
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checkedGM: false,
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checkedRA: false,
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checkedLog: false,
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checkedMCC: false,
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checkedBalanced: true,
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checkedUnbalanced: false,
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factorsLocal: [1,1,1,1,0,0,0,0]
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}
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},
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methods: {
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clickBalan () {
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this.checkedUnbalanced = !this.checkedUnbalanced
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this.checkedBalanced = !this.checkedBalanced
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this.checkedAcc = !this.checkedAcc
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this.checkedPrec = !this.checkedPrec
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this.checkedF1 = !this.checkedF1
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this.checkedGM = !this.checkedGM
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this.checkedRA = !this.checkedRA
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this.checkedMCC = !this.checkedMCC
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this.checkedLog = !this.checkedLog
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this.checkedRec = !this.checkedRec
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this.factorsLocal = [1,1,1,1,0,0,0,0]
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EventBus.$emit('factorsChanged', this.factorsLocal)
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},
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clickUnbalan () {
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this.checkedUnbalanced = !this.checkedUnbalanced
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this.checkedBalanced = !this.checkedBalanced
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this.checkedAcc = !this.checkedAcc
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this.checkedPrec = !this.checkedPrec
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this.checkedF1 = !this.checkedF1
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this.checkedGM = !this.checkedGM
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this.checkedRA = !this.checkedRA
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this.checkedMCC = !this.checkedMCC
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this.checkedLog = !this.checkedLog
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this.checkedRec = !this.checkedRec
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this.factorsLocal = [0,0,0,0,1,1,1,1]
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EventBus.$emit('factorsChanged', this.factorsLocal)
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},
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clickAcc () {
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this.checkedAcc = !this.checkedAcc
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this.factorsRegisterChange(0,this.checkedAcc)
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},
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clickPrec () {
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this.checkedPrec = !this.checkedPrec
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this.factorsRegisterChange(1,this.checkedPrec)
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},
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clickRec () {
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this.checkedRec = !this.checkedRec
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this.factorsRegisterChange(2,this.checkedRec)
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},
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clickF1 () {
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this.checkedF1 = !this.checkedF1
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this.factorsRegisterChange(3,this.checkedF1)
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},
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clickGM () {
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this.checkedGM = !this.checkedGM
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this.factorsRegisterChange(4,this.checkedGM)
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},
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clickRA () {
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this.checkedRA = !this.checkedRA
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this.factorsRegisterChange(5,this.checkedRA)
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},
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clickLog () {
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this.checkedLog = !this.checkedLog
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this.factorsRegisterChange(6,this.checkedLog)
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},
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clickMCC () {
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this.checkedMCC = !this.checkedMCC
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this.factorsRegisterChange(7,this.checkedMCC)
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},
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factorsRegisterChange (position,value) {
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if (value == true) {
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this.factorsLocal[position] = 1
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} else {
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this.factorsLocal[position] = 0
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}
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EventBus.$emit('factorsChanged', this.factorsLocal)
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},
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resetBoxes () {
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this.checkedAcc = true
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this.checkedPrec = true
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this.checkedRec = true
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this.checkedF1 = true
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this.checkedGM = false
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this.checkedRA = false
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this.checkedLog = false
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this.checkedMCC = false
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this.factorsLocal = [1,1,1,1,0,0,0,0]
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EventBus.$emit('factorsChanged', this.factorsLocal)
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}
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},
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mounted () {
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EventBus.$on('reset', this.resetBoxes)
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}
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}
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</script>
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<style>
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</style> |