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<Parameter Id="CommissionThreshold" Value="50"/>
<Parameter Id="ConvergenceLimit" Value="0.01"/>
<Parameter Id="HardOmissionThreshold" Value="100"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="MaxThreads" Value="1"/>
<Parameter Id="ModelsUnderOmissionThreshold" Value="20"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/>
<Parameter Id="TotalRuns" Value="100"/>
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<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="-1.0588235294117647189438 -0.4483695652173913526183924 0.4221218961625281540506194 -1 -1 -1 -1 -0.9005078485687904032985784" Scales="0.009803921568627450844335414 0.002717391304347826011533762 0.002257336343115123964558899 0.0004930966469428008135469921 0.001064395955295369816662188 0.0007665772326561901602731686 0.0005717552887364208032139334 0.0002308402585410895574858509"/>
<Model>
<BestSubsets Count="10">
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<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
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<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 0.2521432624956336798760503 -1 -0.8274509803921568096285455 -1 -1 -0.9450980392156862475161461 -1" Chromosome2="0.2392156862745098422351475 0.4178464455667005861272401 1 -0.521568627450980315529705 1 1 -0.5607843137254902021737735 1" Performance="12.00151822999475470510333 0.3760000000000000008881784 0.4792000000000000148325796 0.4792000000000000148325796 0.3760000000000000008881784 0.7425531914893617191353314 0 0.3760000000000000008881784 16.16250306045138884769585 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.8274509803921568096285455 -0.9450980392156862475161461 -1 -0.9450980392156862475161461 -1" Chromosome2="1 1 1 -0.4980392156862745167700268 -0.6705882352941177071414813 1 -0.5764705882352940680135589 1" Performance="11.59889208595571474802455 0.4384000000000000119015908 0.4792000000000000148325796 0.4792000000000000148325796 0.4384000000000000119015908 0.7217153284671532498251167 0 0.4384000000000000119015908 16.07128410392852657651019 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="1" OmissionError="0" CommissionError="39.10000000000000142108547">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="103" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
<Rule Type="d" Prediction="1" Chromosome1="-0.4641705265340206332247419 0.247036925489638153896621 0.600000000000000088817842 -0.8549497020676084524382077 -1 -0.9988944854325892963586853 -0.9647640989933407018597222 -1" Chromosome2="-0.13326590151474293488576 0.4416779604463456077034778 0.9137254901960785158365752 -0.5721444197711260670757838 0.9031409222100461597904086 1 -0.6079311824821191923007291 1" Performance="24.73518118165334200853067 0.334000000000000019095836 0.5008000000000000229150032 0.5008000000000000229150032 0.334000000000000019095836 0.9508982035928144060932254 0 0.334000000000000019095836 26.01243864821226736694371 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7019607843137254388210522 -0.9404306879627103432639501 -1 -0.8202822604447344012612575 -0.9450980392156862475161461 -1" Chromosome2="1 1 0.8980392156862744279521849 -0.5576548722330011420567075 1 -0.5915815306488435565412942 -0.5999999999999999777955395 1" Performance="20.77824350137607822830432 0.3664000000000000034638958 0.5008000000000000229150032 0.5008000000000000229150032 0.3664000000000000034638958 0.887554585152838471096004 0 0.3664000000000000034638958 23.41066549478534852823941 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 0.2941176470588235947190014 -1 -1 -1 -0.9700298746331379451390831 -0.9450980392156862475161461 -1" Chromosome2="0.05098039215686278602390757 0.4352941176470588313662802 1 1 1 0.9624549712842473958573919 -0.5843137254901960009334516 -0.7649113381555413537782329" Performance="15.27400831004714554239854 0.364400000000000001687539 0.5008000000000000229150032 0.5008000000000000229150032 0.364400000000000001687539 0.8122941822173436188236906 0 0.364400000000000001687539 18.80354266277425523412603 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 0.2941176470588235947190014 -1 -1 -1 -1 -0.9450980392156862475161461 -1" Chromosome2="0.05098039215686278602390757 0.4352941176470588313662802 1 1 1 1 -0.5843137254901960009334516 -0.7649113381555413537782329" Performance="15.22198219484489634112379 0.3648000000000000131450406 0.5008000000000000229150032 0.5008000000000000229150032 0.3648000000000000131450406 0.8114035087719297933972484 0 0.3648000000000000131450406 18.76006454283587387976695 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7019607843137254388210522 -0.8196078431372548767086528 -0.9137254901960784048142727 -1 -0.9450980392156862475161461 -1" Chromosome2="1 1 0.8901960784313724950322921 -0.5058823529411764496899195 -0.6313725490196078204974128 1 -0.5999999999999999777955395 1" Performance="15.2066480556305236859771 0.3592000000000000192734717 0.5008000000000000229150032 0.5008000000000000229150032 0.3592000000000000192734717 0.8129175946547884112902693 0 0.3592000000000000192734717 18.70626021089891821702622 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="2" OmissionError="0" CommissionError="39.28000000000000113686838">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="97" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
<Rule Type="d" Prediction="1" Chromosome1="-0.4677036949482998307026094 0.1921568627450980226711863 -0.9745436848037772881170326 -1 -1 -0.8285477301385862913818414 -0.9372549019607843145962534 -0.965337034883791078598847" Chromosome2="-0.07725409948443293095543538 0.5294117647058822484495977 1 1 1 -0.2956616988888493557929849 -0.5607843137254902021737735 -0.7372952798769913940191145" Performance="20.54481151639796365770962 0.3675999999999999823252494 0.4892000000000000237143638 0.4892000000000000237143638 0.3675999999999999823252494 0.8759521218715995427572807 0 0.3675999999999999823252494 23.45426308517978597478759 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.496932730344794182375523 0.3176470588235293934786796 -1 -0.9790549691490553207984249 -0.9832337338537135984495308 -0.8196078431372548767086528 -0.9450980392156862475161461 -1" Chromosome2="-0.02486226018304580481776966 0.4431372549019607642861729 1 1 -0.5890616618163233564331449 -0.4274509803921568984463875 -0.3176470588235293934786796 1" Performance="19.26499586052523582679896 0.4032000000000000028421709 0.4892000000000000237143638 0.4892000000000000237143638 0.4032000000000000028421709 0.8472222222222222098864108 0 0.4032000000000000028421709 22.73901150750519661869475 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.496932730344794182375523 0.3176470588235293934786796 -1 -1 -0.9832337338537135984495308 -0.8196078431372548767086528 -0.9450980392156862475161461 -1" Chromosome2="-0.02486226018304580481776966 0.4431372549019607642861729 1 1 -0.5890616618163233564331449 -0.4274509803921568984463875 -0.3176470588235293934786796 1" Performance="19.26499586052523582679896 0.4032000000000000028421709 0.4892000000000000237143638 0.4892000000000000237143638 0.4032000000000000028421709 0.8472222222222222098864108 0 0.4032000000000000028421709 22.73901150750519661869475 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.496932730344794182375523 0.3176470588235293934786796 -0.9823711797814158597219603 -1 -0.9832337338537135984495308 -0.8196078431372548767086528 -0.9450980392156862475161461 -1" Chromosome2="-0.02486226018304580481776966 0.4431372549019607642861729 1 1 -0.5890616618163233564331449 -0.4274509803921568984463875 -0.3176470588235293934786796 1" Performance="19.26499586052523582679896 0.4032000000000000028421709 0.4892000000000000237143638 0.4892000000000000237143638 0.4032000000000000028421709 0.8472222222222222098864108 0 0.4032000000000000028421709 22.73901150750519661869475 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.496932730344794182375523 0.3176470588235293934786796 -1 -0.9790549691490553207984249 -0.9832337338537135984495308 -0.8196078431372548767086528 -0.9450980392156862475161461 -0.9994800936600024554579136" Chromosome2="-0.02486226018304580481776966 0.4431372549019607642861729 1 1 -0.5890616618163233564331449 -0.4274509803921568984463875 -0.3176470588235293934786796 1" Performance="19.26499586052523582679896 0.4032000000000000028421709 0.4892000000000000237143638 0.4892000000000000237143638 0.4032000000000000028421709 0.8472222222222222098864108 0 0.4032000000000000028421709 22.73901150750519661869475 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.496932730344794182375523 0.3176470588235293934786796 -1 -1 -0.9832337338537135984495308 -0.8196078431372548767086528 -0.9450980392156862475161461 -0.9814719301243515214849822" Chromosome2="-0.02486226018304580481776966 0.4431372549019607642861729 1 1 -0.5890616618163233564331449 -0.4274509803921568984463875 -0.3176470588235293934786796 0.9877108870398091378106642" Performance="19.26499586052523582679896 0.4032000000000000028421709 0.4892000000000000237143638 0.4892000000000000237143638 0.4032000000000000028421709 0.8472222222222222098864108 0 0.4032000000000000028421709 22.73901150750519661869475 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.44988532417575888278094 0.1921568627450980226711863 -0.9745436848037772881170326 -1 -0.9985429859121462969895333 -0.8285477301385862913818414 -0.9486022000478284699198639 -0.965337034883791078598847" Chromosome2="-0.04164521072686513947225251 0.5294117647058822484495977 1 1 0.984346061978223052513215 -0.2956616988888493557929849 -0.5717382164439601677230485 -0.7372952798769913940191145" Performance="19.18464270614972377870799 0.3755999999999999894306768 0.4892000000000000237143638 0.4892000000000000237143638 0.3755999999999999894306768 0.8551650692225771788201882 0 0.3755999999999999894306768 22.43384744841169720075413 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4293534953218645089378924 0.1921568627450980226711863 -1 -1 -0.9215686274509804487564679 -1 -0.9450980392156862475161461 -1" Chromosome2="-0.02239960805659836629022408 0.5294117647058822484495977 1 -0.6314205639560686034172932 -0.6078431372549020217377347 1 -0.3176470588235293934786796 -0.7208935623694741057221336" Performance="20.58230238317543481230132 0.2644000000000000238919995 0.4892000000000000237143638 0.4892000000000000237143638 0.2644000000000000238919995 0.9228441754916792971741302 0 0.2644000000000000238919995 22.30311782832616884775234 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.44988532417575888278094 0.1921568627450980226711863 -1 -1 -1 -0.8285477301385862913818414 -0.9548925034245293597123805 -0.9618050277238682221891963" Chromosome2="-0.04164521072686513947225251 0.5294117647058822484495977 1 1 1 -0.2956616988888493557929849 -0.5628846789929358163107054 -0.7193147139923879995748734" Performance="18.67228946368254582921509 0.3864000000000000212274642 0.4892000000000000237143638 0.4892000000000000237143638 0.3864000000000000212274642 0.8447204968944099778838108 0 0.3864000000000000212274642 22.10469561509477642857746 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.44988532417575888278094 0.1921568627450980226711863 -1 -1 -1 -0.8285477301385862913818414 -0.9372549019607843145962534 -0.9618050277238682221891963" Chromosome2="-0.04164521072686513947225251 0.5294117647058822484495977 1 0.9700878487201407551765442 1 -0.2956616988888493557929849 -0.5607843137254902021737735 -0.7193147139923879995748734" Performance="18.66293028111967444715447 0.3847999999999999753974578 0.4892000000000000237143638 0.4892000000000000237143638 0.3847999999999999753974578 0.8451143451143451335028089 0 0.3847999999999999753974578 22.08331971763484347093254 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.44988532417575888278094 0.1921568627450980226711863 -0.9797761986503400466475 -1 -1 -0.8285477301385862913818414 -0.9372549019607843145962534 -0.9618050277238682221891963" Chromosome2="-0.04164521072686513947225251 0.5294117647058822484495977 0.9931172769830887148145848 0.9700878487201407551765442 1 -0.2956616988888493557929849 -0.5607843137254902021737735 -0.7193147139923879995748734" Performance="18.66293028111967444715447 0.3847999999999999753974578 0.4892000000000000237143638 0.4892000000000000237143638 0.3847999999999999753974578 0.8451143451143451335028089 0 0.3847999999999999753974578 22.08331971763484347093254 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.287871993409276660802476 0.6944931572869951219573181 -1 -0.9322844753592056665780774 -0.7949866992754364147799606 -1 -1" Chromosome2="1 0.4174315510813344509699618 0.929781985105966990445836 -0.6104299657430281023096086 -0.6705726081409988381665244 -0.3375402710710962983498007 0.9963618209918162493821114 0.9796862177274845429053585" Performance="19.69810665375815261768366 0.2888000000000000011546319 0.4892000000000000237143638 0.4892000000000000237143638 0.2888000000000000011546319 0.8975069252077562120817333 0 0.2888000000000000011546319 21.94758179631695327316265 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.287871993409276660802476 0.679559475955328173846226 -1 -0.9322844753592056665780774 -0.7949866992754364147799606 -1 -1" Chromosome2="1 0.4174315510813344509699618 0.9227782301215174953767928 -0.6104299657430281023096086 -0.6705726081409988381665244 -0.3375402710710962983498007 1 0.9796862177274845429053585" Performance="19.18954372569208643994898 0.291600000000000025845992 0.4892000000000000237143638 0.4892000000000000237143638 0.291600000000000025845992 0.8888888888888888395456433 0 0.291600000000000025845992 21.58823669140359768903181 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4890214125153327096029443 0.3176470588235293934786796 -0.9520085061851301100332989 -1 -0.9489788080489892641011807 -0.8413818783998464612139401 -1 -1" Chromosome2="0.007521760956968659428412138 0.4431372549019607642861729 0.9986262416565104826915444 0.9973083270544355061204556 -0.5784051591594506769311579 -0.4123975829674857984663561 1 -0.8591435404266138942119824" Performance="18.31614132790966564812152 0.3467999999999999971578291 0.4892000000000000237143638 0.4892000000000000237143638 0.3467999999999999971578291 0.8535178777393310767251933 0 0.3467999999999999971578291 21.4595872044563229508185 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4659029585745472212821028 0.3176470588235293934786796 -0.9520085061851301100332989 -1 -0.9489788080489892641011807 -0.8413818783998464612139401 -1 -1" Chromosome2="0.02662670004737468371081022 0.4431372549019607642861729 0.9986262416565104826915444 1 -0.5784051591594506769311579 -0.4123975829674857984663561 1 -0.8591435404266138942119824" Performance="18.25617964990614794373869 0.3472000000000000086153307 0.4892000000000000237143638 0.4892000000000000237143638 0.3472000000000000086153307 0.8525345622119815391926068 0 0.3472000000000000086153307 21.41400531907910220752456 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3176470588235293934786796 -1 -1 -0.9215686274509804487564679 -0.8274509803921568096285455 -1 -1" Chromosome2="0.066666666666666651863693 0.4431372549019607642861729 1 1 -0.6078431372549020217377347 -0.4274509803921568984463875 1 -0.8591435404266138942119824" Performance="17.92323431056677662809307 0.3267999999999999793942607 0.4892000000000000237143638 0.4892000000000000237143638 0.3267999999999999793942607 0.8555691554467563797459206 0 0.3267999999999999793942607 20.94890190519750561293222 0"/>
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<Run Id="3" OmissionError="0" CommissionError="42.23000000000000397903932">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="98" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
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<Run Id="4" OmissionError="0" CommissionError="42.42000000000000170530257">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="99" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
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<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.333333333333333259318465 0.7098039215686273717409449 -1 -0.9541587619793484575936304 -0.8117647058823529437887601 -1 -1" Chromosome2="0.2235294117647059763953621 0.4352941176470588313662802 0.9137254901960785158365752 1 -0.5763120860435297920787434 -0.3411764705882353032606602 1 1" Performance="14.93130248199699749989122 0.3684000000000000052402527 0.5048000000000000264677169 0.5048000000000000264677169 0.3684000000000000052402527 0.8089033659066232617718128 0 0.3684000000000000052402527 18.45869743076407232251768 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3019607843137255276388942 -1 -1 -0.9215686274509804487564679 -0.9183386912835496129758894 -0.9372549019607843145962534 -1" Chromosome2="1 0.466666666666666563045851 1 1 -0.5921568627450980448756468 0.7319491251499629091981092 -0.5843137254901960009334516 1" Performance="14.39342347861033921674334 0.4480000000000000093258734 0.5048000000000000264677169 0.5048000000000000264677169 0.4480000000000000093258734 0.7803571428571428603149229 0 0.4480000000000000093258734 18.44466166595375256065381 0"/>
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<Run Id="5" OmissionError="0" CommissionError="42.71000000000000085265128">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="102" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
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<Run Id="6" OmissionError="0" CommissionError="43.15999999999999658939487">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="103" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.2308534224215306740468634 0.7019607843137254388210522 -0.9544785877689718756045067 -0.9254921525047066221958403 -1 -0.9686274509803921572981267 -1" Chromosome2="0.9477882177358672999289979 0.4037071501685761676370134 0.9137254901960785158365752 1 -0.5538333167886756447373386 1 -0.294117647058823483696699 1" Performance="26.20442742234284594360361 0.437199999999999977529086 0.4991999999999999770849968 0.4991999999999999770849968 0.437199999999999977529086 0.9268069533394327486064412 0 0.437199999999999977529086 28.27387874888522389937862 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2497439550680058406584294 0.7019607843137254388210522 -0.9544785877689718756045067 -0.9396117298468349421369794 -1 -0.9686274509803921572981267 -1" Chromosome2="1 0.388814053821675553734849 0.9137254901960785158365752 1 -0.5486177297017891252295385 1 -0.294117647058823483696699 1" Performance="26.68339139560822559360531 0.4027999999999999913846693 0.4991999999999999770849968 0.4991999999999999770849968 0.4027999999999999913846693 0.9443892750744786734884428 0 0.4027999999999999913846693 28.25465313919819365651165 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.2611159285723495537823169 0.7019607843137254388210522 -0.9544785877689718756045067 -0.9248574119977944762993616 -1 -0.9534484497224111620994336 -0.9565631471108645422773975" Chromosome2="1 0.3893010895271428184472029 0.9137254901960785158365752 1 -0.5279130859801663966379692 1 -0.2986267678358209831657177 1" Performance="26.72243598674601727793743 0.3900000000000000133226763 0.4991999999999999770849968 0.4991999999999999770849968 0.3900000000000000133226763 0.9497435897435897445006958 0 0.3900000000000000133226763 28.13647417610946632748892 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.2611159285723495537823169 0.7019607843137254388210522 -1 -0.9234643549567052023263614 -1 -0.9686274509803921572981267 -1" Chromosome2="1 0.3893010895271428184472029 0.9137254901960785158365752 1 -0.5385603671792026370113149 1 -0.294117647058823483696699 1" Performance="26.19147535967245943311354 0.3804000000000000158983937 0.4991999999999999770849968 0.4991999999999999770849968 0.3804000000000000158983937 0.9474237644584647677348244 0 0.3804000000000000158983937 27.64494236076416200376116 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2611159285723495537823169 0.7019607843137254388210522 -1 -0.942022510318487271696597 -1 -0.9686274509803921572981267 -1" Chromosome2="1 0.3893010895271428184472029 0.9137254901960785158365752 1 -0.5450764640735580313091191 0.9824934905538191820539851 -0.294117647058823483696699 1" Performance="25.94803652606538690861271 0.3943999999999999728217404 0.4991999999999999770849968 0.4991999999999999770849968 0.3943999999999999728217404 0.9391480730223124018252179 0 0.3943999999999999728217404 27.62933478909338091966674 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 0.2941176470588235947190014 -1 -1 -1 -1 -0.9450980392156862475161461 -1" Chromosome2="0.066666666666666651863693 0.4431372549019607642861729 1 -0.2810008625262508386022375 1 1 -0.5607843137254902021737735 1" Performance="16.44244138612866734661111 0.4792000000000000148325796 0.4991999999999999770849968 0.4991999999999999770849968 0.4792000000000000148325796 0.7971619365609349250334503 0 0.4792000000000000148325796 20.62622490113313489246138 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 0.2941176470588235947190014 -0.9826616239733994007110596 -1 -1 -1 -0.9450980392156862475161461 -1" Chromosome2="0.066666666666666651863693 0.4431372549019607642861729 0.9583874739706516043824536 -0.2810008625262508386022375 1 1 -0.5607843137254902021737735 1" Performance="16.44244138612866734661111 0.4792000000000000148325796 0.4991999999999999770849968 0.4991999999999999770849968 0.4792000000000000148325796 0.7971619365609349250334503 0 0.4792000000000000148325796 20.62622490113313489246138 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7098039215686273717409449 -0.8196078431372548767086528 -0.9215686274509804487564679 -1 -0.9372549019607843145962534 -0.9186914846995005712315674" Chromosome2="1 1 0.8980392156862744279521849 -0.5686274509803921350936662 -0.5921568627450980448756468 1 -0.5999999999999999777955395 -0.7218331826944459628236928" Performance="17.80255323149493307255398 0.3168000000000000260236277 0.4991999999999999770849968 0.4991999999999999770849968 0.3168000000000000260236277 0.8648989898989899449688323 0 0.3168000000000000260236277 20.58339001364085518730462 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3019607843137255276388942 0.7019607843137254388210522 -0.8274509803921568096285455 -1 -0.8196078431372548767086528 -0.9714428862895477800876165 -1" Chromosome2="1 0.4274509803921568984463875 0.9137254901960785158365752 -0.545098039215686336333988 1 -0.4352941176470588313662802 0.9726440814239057930379317 1" Performance="16.97958152721549751618113 0.3900000000000000133226763 0.4991999999999999770849968 0.4991999999999999770849968 0.3900000000000000133226763 0.8276923076923077271516149 0 0.3900000000000000133226763 20.51436429868043376245623 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="7" OmissionError="0" CommissionError="43.98000000000000397903932">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="100" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
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<Rule Type="d" Prediction="1" Chromosome1="-0.4748240217079124914079102 -0.2358994741942367356912769 0.7064194594314121555811425 -0.8330046901558298966250504 -0.9810129064506736273898468 -0.9450980392156862475161461 -0.9782310997610729197404567 -1" Chromosome2="0.3908882817743829507506348 0.3938115902391133849036464 0.901281323778152954062648 -0.3990795003689689424142273 1 -0.3333333333333333703407675 -0.02702500505640713368560313 1" Performance="19.26433133601411640256629 0.2903999999999999914734872 0.5040000000000000035527137 0.5040000000000000035527137 0.2903999999999999914734872 0.900826446280991732784571 0 0.2903999999999999914734872 21.38517515282300962553563 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4748240217079124914079102 -0.2358994741942367356912769 0.7019607843137254388210522 -0.8330046901558298966250504 -1 -0.9450980392156862475161461 -0.9782310997610729197404567 -1" Chromosome2="0.3908882817743829507506348 0.3938115902391133849036464 0.8901960784313724950322921 -0.3990795003689689424142273 1 -0.3333333333333333703407675 -0.02702500505640713368560313 0.9819442206243802484522121" Performance="18.75649741210975918193071 0.2932000000000000161648472 0.5040000000000000035527137 0.5040000000000000035527137 0.2932000000000000161648472 0.8922237380627557890022672 0 0.2932000000000000161648472 21.02219052458173464970059 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4695350141684506151129597 -1 0.6742035623752198336688934 -1 -0.9360808466068085698097434 -0.8196078431372548767086528 -1 -1" Chromosome2="-0.04190220518798004611937813 1 0.8900684635973847846912577 1 -0.5629666386318264992283389 -0.4274509803921568984463875 1 1" Performance="16.34249942650317422021544 0.3119999999999999995559108 0.5040000000000000035527137 0.5040000000000000035527137 0.3119999999999999995559108 0.8487179487179487002990186 0 0.3119999999999999995559108 19.25551291944482912299463 0"/>
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<Rule Type="r" Prediction="0" Chromosome1="-1.145516640951768305711767 -1 0.4268015346274459664854817 -1 -1 0.3494612309279561679353776 -0.05733962686769886185622624 -1" Chromosome2="2.885781411089224146593324 1 0.2226141440804482451998325 1 1 -0.2364195296777651389419361 -0.04358472396234458479113982 1" Performance="15.23451326399016281243348 0.351600000000000023625546 0.4959999999999999964472863 0.5040000000000000035527137 0.351600000000000023625546 0.8122866894197952047917966 0 0.351600000000000023625546 18.75509406029041059582596 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.7019607843137254388210522 -1 -0.9450980392156862475161461 -0.9310448513857747521171859 -0.9450980392156862475161461 -0.8980392156862745389744873" Chromosome2="1 0.4509803921568626972060656 0.8980392156862744279521849 1 -0.6313725490196078204974128 -0.3112025604201424933137332 -0.3568627450980391691004456 -0.6313725490196078204974128" Performance="10.99330933977199897810806 0.4036000000000000142996726 0.5040000000000000035527137 0.5040000000000000035527137 0.4036000000000000142996726 0.7383548067393458369522818 0 0.4036000000000000142996726 14.88892499842946115506948 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4090611467526976685604723 0.2941176470588235947190014 0.7019607843137254388210522 -1 -0.9215686274509804487564679 -1 -1 -1" Chromosome2="0.2171176998940346769551013 0.5294117647058822484495977 0.8980392156862744279521849 1 -0.6627450980392156631992862 1 1 1" Performance="10.73769491447193935584892 0.466000000000000025313085 0.5040000000000000035527137 0.5040000000000000035527137 0.466000000000000025313085 0.7218884120171673579591243 0 0.466000000000000025313085 14.87445252718169896866129 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7019607843137254388210522 -0.8588235294117647633527213 -0.9215686274509804487564679 -0.8364096689808602214100119 -0.9686274509803921572981267 -1" Chromosome2="1 1 0.9137254901960785158365752 -0.3803921568627450788824262 -0.6392156862745097534173055 -0.3267534961580645935796952 -0.294117647058823483696699 1" Performance="10.68833903739536950183719 0.4627999999999999891642233 0.5040000000000000035527137 0.5040000000000000035527137 0.4627999999999999891642233 0.7216940363007778858062125 0 0.4627999999999999891642233 14.81006977995981088724875 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="8" OmissionError="0" CommissionError="45.95000000000000284217094">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="89" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
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<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 0.2963912844159863890780571 0.5749337300037344888892221 -1 -0.9204874811744244711420038 -0.8352941176470588535707407 -0.9372549019607843145962534 -1" Chromosome2="0.066666666666666651863693 0.4342533300735335055620112 0.92261824103291423249118 1 -0.6363147361742733654210724 -0.3411764705882353032606602 -0.5764705882352940680135589 1" Performance="15.24548369424175575659319 0.2863999999999999879207735 0.5 0.5 0.2863999999999999879207735 0.8393854748603352122771071 0 0.2863999999999999879207735 18.1626727538720409427242 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9405144792558117750047586 -1 0.6817960329171197653153058 -0.8589062627118559944960907 -1 -0.8352634431392538250094049 -0.9372549019607843145962534 -0.9056758907652285861544783" Chromosome2="1 1 1 -0.4777508145843179510059429 1 -0.2628856323129844518859954 -0.5764705882352940680135589 -0.6563409685483332367539333" Performance="13.98844212512996776354157 0.4304000000000000047961635 0.5 0.5 0.4304000000000000047961635 0.7750929368029739752188334 0 0.4304000000000000047961635 18.04743852115089453036489 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4196078431372548545041923 0.3254901960784313263985723 -0.9955127191291573973686013 -1 -0.9529411764705881804360388 -0.8117647058823529437887601 -0.9372549019607843145962534 -0.9125502228529916992627591" Chromosome2="0.066666666666666651863693 0.4509803921568626972060656 0.9982202114975627926796165 1 -0.6156862745098039546576274 -0.3960784313725490557445141 -0.5764705882352940680135589 0.9870672609864009627855808" Performance="14.6708665091015291181975 0.3144000000000000127897692 0.5 0.5 0.3144000000000000127897692 0.8193384223918575015588317 0 0.3144000000000000127897692 17.9057470126611839589259 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4358151232916532280547983 0.2627450980392156409948257 0.5791492273410162594515782 -1 -0.8869119292829320544413463 -1 -0.9372549019607843145962534 -1" Chromosome2="0.2331440881850233015626372 0.5137254901960783826098123 0.9418006686492015333556083 1 -0.6656991462760523114994271 1 -0.5607843137254902021737735 1" Performance="14.08627740106170200817814 0.3887999999999999789501715 0.5 0.5 0.3887999999999999789501715 0.7870370370370370904922197 0 0.3887999999999999789501715 17.8978583448783972187357 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 -0.8957368564956328382820061 -0.8013011363398867548113458 -0.9215686274509804487564679 -1 -0.9725538787053600309207013 -1" Chromosome2="0.388235294117647011802319 1 0.9833210392252487164199692 -0.5356398042537928727568897 -0.6313725490196078204974128 1 -0.557790833117754791814491 -0.782792792279346283379482" Performance="14.06126953858729855539877 0.3896000000000000018651747 0.5 0.5 0.3896000000000000018651747 0.7864476386036961530479061 0 0.3896000000000000018651747 17.87947327752484127927346 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9695428692531294911916007 0.6817960329171197653153058 -0.8588235294117647633527213 -1 -0.8352634431392538250094049 -0.9372549019607843145962534 -0.9056758907652285861544783" Chromosome2="1 0.9573747775085815758799868 1 -0.4588235294117647411482608 1 -0.2628856323129844518859954 -0.5764705882352940680135589 -0.6563409685483332367539333" Performance="13.60473222238861445987368 0.4339999999999999968913755 0.5 0.5 0.4339999999999999968913755 0.7686635944700460632006411 0 0.4339999999999999968913755 17.69920199195641075107233 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 -1 -1 -0.8588235294117647633527213 -0.9215686274509804487564679 -0.8513854043861796005998599 -0.9372549019607843145962534 -1" Chromosome2="0.066666666666666651863693 1 1 -0.3803921568627450788824262 -0.6313725490196078204974128 -0.3345411027179044927137852 -0.5607843137254902021737735 1" Performance="13.65110476555626917161135 0.3896000000000000018651747 0.5 0.5 0.3896000000000000018651747 0.7802874743326488893302439 0 0.3896000000000000018651747 17.49496847585763958932148 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 -1 -1 -0.8588235294117647633527213 -0.9215686274509804487564679 -0.8513854043861796005998599 -0.9372549019607843145962534 -0.9789748564120623885997929" Chromosome2="0.066666666666666651863693 1 1 -0.3803921568627450788824262 -0.6313725490196078204974128 -0.3345411027179044927137852 -0.5607843137254902021737735 1" Performance="13.65110476555626917161135 0.3896000000000000018651747 0.5 0.5 0.3896000000000000018651747 0.7802874743326488893302439 0 0.3896000000000000018651747 17.49496847585763958932148 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3960784313725490557445141 -0.9777652052527462389619473 -1 -0.8588235294117647633527213 -0.9215686274509804487564679 -0.8513854043861796005998599 -0.9372549019607843145962534 -1" Chromosome2="0.066666666666666651863693 1 1 -0.3803921568627450788824262 -0.6313725490196078204974128 -0.3345411027179044927137852 -0.5607843137254902021737735 1" Performance="13.65110476555626917161135 0.3896000000000000018651747 0.5 0.5 0.3896000000000000018651747 0.7802874743326488893302439 0 0.3896000000000000018651747 17.49496847585763958932148 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2511886360126562856009969 0.7019607843137254388210522 -1 -0.9843137254901961341602146 -0.8117647058823529437887601 -0.9764705882352940902180194 -1" Chromosome2="1 0.3837424837210149375366086 0.9137254901960785158365752 0.9654358664660581679228812 -0.5921568627450980448756468 -0.3960784313725490557445141 -0.294117647058823483696699 1" Performance="16.17926142368555275652398 0.1680000000000000104360964 0.5 0.5 0.1680000000000000104360964 0.9261904761904762306556904 0 0.1680000000000000104360964 17.46861130577874376967884 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3254901960784313263985723 -1 -1 -0.9529411764705881804360388 -0.8274509803921568096285455 -0.9372549019607843145962534 -1" Chromosome2="0.388235294117647011802319 0.4509803921568626972060656 1 1 -0.6156862745098039546576274 -0.3725490196078431459625335 -0.5607843137254902021737735 1" Performance="13.56738189050048681849603 0.385599999999999998312461 0.5 0.5 0.385599999999999998312461 0.7800829875518672240630735 0 0.385599999999999998312461 17.39222891282243210753222 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.460639476668642688927946 0.3254901960784313263985723 0.6025527412838795893179622 -0.87797537618408016957261 -0.9367368163122116175856036 -0.8855994935890407759870868 -1 -1" Chromosome2="0.22125925908689533794238 0.4588235294117646301259583 0.8446114781002204141557854 -0.5802556652225115962906443 -0.6056700377142647528927455 -0.3258521360704643154981852 1 1" Performance="13.8813917521122274223444 0.3264000000000000234479103 0.5 0.5 0.3264000000000000234479103 0.8026960784313725838501341 0 0.3264000000000000234479103 17.2934590377459187493514 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.5888037144137985290370807 -0.8675280615659979321918627 -0.9764705882352940902180194 -1 -0.9372549019607843145962534 -1" Chromosome2="1 1 0.9519981733573528170921918 -0.3997943149916097227425382 -0.6078431372549020217377347 0.9730714799629317512952298 -0.5764705882352940680135589 1" Performance="12.5426508918607009235302 0.5223999999999999754862756 0.5 0.5 0.5223999999999999754862756 0.735834609494640079496719 0 0.5223999999999999754862756 17.04547561370455355245213 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.5888037144137985290370807 -0.8675280615659979321918627 -0.9764705882352940902180194 -1 -0.9372549019607843145962534 -1" Chromosome2="0.955966969692083279319661 1 0.9519981733573528170921918 -0.3997943149916097227425382 -0.6078431372549020217377347 0.9730714799629317512952298 -0.5764705882352940680135589 1" Performance="12.5426508918607009235302 0.5223999999999999754862756 0.5 0.5 0.5223999999999999754862756 0.735834609494640079496719 0 0.5223999999999999754862756 17.04547561370455355245213 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.5888037144137985290370807 -0.8675280615659979321918627 -0.9764705882352940902180194 -1 -0.9372549019607843145962534 -1" Chromosome2="0.955966969692083279319661 1 0.9519981733573528170921918 -0.3997943149916097227425382 -0.6078431372549020217377347 0.9730714799629317512952298 -0.5764705882352940680135589 0.9940699558766161736400591" Performance="12.5426508918607009235302 0.5223999999999999754862756 0.5 0.5 0.5223999999999999754862756 0.735834609494640079496719 0 0.5223999999999999754862756 17.04547561370455355245213 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.8819777808486097825380057 -0.9529411764705881804360388 -0.8493370460698110857578058 -0.9372549019607843145962534 -0.9394844359319125537410855" Chromosome2="1 1 1 -0.3744253724970894037227254 -0.6156862745098039546576274 -0.3130646297448652082273668 -0.5764705882352940680135589 0.8591466007222022804867834" Performance="12.60116836653285155023241 0.4859999999999999875655021 0.5 0.5 0.4859999999999999875655021 0.7432098765432099130023857 0 0.4859999999999999875655021 16.95506042673024893474576 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9854880335719086170698233 -1 -0.8819777808486097825380057 -0.9529411764705881804360388 -0.8493370460698110857578058 -0.9372549019607843145962534 -0.9394844359319125537410855" Chromosome2="1 0.9820748655948527972014972 1 -0.3744253724970894037227254 -0.6156862745098039546576274 -0.3130646297448652082273668 -0.5764705882352940680135589 0.8591466007222022804867834" Performance="12.60116836653285155023241 0.4859999999999999875655021 0.5 0.5 0.4859999999999999875655021 0.7432098765432099130023857 0 0.4859999999999999875655021 16.95506042673024893474576 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.3027620528915933029168173 0.600000000000000088817842 -0.866666666666666696272614 -0.9473673178027813834845006 -1 -0.9372549019607843145962534 -1" Chromosome2="1 0.4477542487502681467503862 0.9294117647058823816763606 -0.3647058823529412130426408 -0.5827803383296986661221695 1 -0.5764705882352940680135589 0.9668173822263876893146062" Performance="12.9086037988544042320882 0.4112000000000000099475983 0.5 0.5 0.4112000000000000099475983 0.7636186770428015080369732 0 0.4112000000000000099475983 16.90451554805392220259819 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 0.6733438995499274604128459 -1 -0.9137254901960784048142727 -1 -0.9372549019607843145962534 -0.9800372915712438626201219" Chromosome2="0.388235294117647011802319 1 0.8708459755569342153336265 1 -0.6392156862745097534173055 1 -0.5764705882352940680135589 -0.7016866483801034171108313" Performance="13.42124026031126327040965 0.3200000000000000066613381 0.5 0.5 0.3200000000000000066613381 0.7974999999999999866773237 0 0.3200000000000000066613381 16.82914139223982985527073 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.5888037144137985290370807 -0.8806662464952644819859984 -0.9764705882352940902180194 -1 -0.9372549019607843145962534 -1" Chromosome2="1 1 0.9519981733573528170921918 -0.3861713571510478337778238 -0.6078431372549020217377347 1 -0.5764705882352940680135589 1" Performance="12.301089863307552718652 0.5252000000000000001776357 0.5 0.5 0.5252000000000000001776357 0.7319116527037319297477325 0 0.5252000000000000001776357 16.80679603592384552257499 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4196078431372548545041923 0.3254901960784313263985723 -1 -1 -0.9450980392156862475161461 -1 -0.9372549019607843145962534 -1" Chromosome2="0.2235294117647059763953621 0.4509803921568626972060656 1 1 -0.6235294117647058875775201 1 -0.5764705882352940680135589 1" Performance="12.84691561359713141143857 0.3847999999999999753974578 0.5 0.5 0.3847999999999999753974578 0.7692307692307692734701163 0 0.3847999999999999753974578 16.70099029767627030196309 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1.222976734959894340448727 -1 0.5888037144137985290370807 -0.8806662464952644819859984 -0.9712146991786347882680275 -1 -0.9372549019607843145962534 -1" Chromosome2="3.126030682036120111888522 1 0.9519981733573528170921918 -0.3861713571510478337778238 -0.6180502673061427643119714 1 -0.5764705882352940680135589 1" Performance="12.14199718436106500973892 0.5140000000000000124344979 0.5 0.5 0.5140000000000000124344979 0.7315175097276264137846624 0 0.5140000000000000124344979 16.59836849138720182850193 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.600000000000000088817842 -1 -0.9843137254901961341602146 -0.8274509803921568096285455 -0.9452225395518483175294477 -1" Chromosome2="1 1 0.9294117647058823816763606 1 -0.5921568627450980448756468 -0.3725490196078431459625335 -0.5424055512344427842919004 1" Performance="12.06546659589478664997841 0.5180000000000000159872116 0.5 0.5 0.5180000000000000159872116 0.7297297297297297147267159 0 0.5180000000000000159872116 16.53415792770767112074282 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3272903026592141606521125 0.7019607843137254388210522 -1 -0.9335953754564156881201598 -0.8352941176470588535707407 -1 -0.8980392156862745389744873" Chromosome2="1 0.4280547428472826210210656 0.9137254901960785158365752 1 -0.6568177712960139302822427 -0.3411764705882353032606602 1 -0.7019607843137254388210522" Performance="13.29683700312803118492866 0.2827999999999999958255614 0.5 0.5 0.2827999999999999958255614 0.8090523338048090096208398 0 0.2827999999999999958255614 16.43507650561454269677597 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9825300099328160285949707 0.3272903026592141606521125 0.7019607843137254388210522 -1 -0.9335953754564156881201598 -0.8352941176470588535707407 -1 -0.8980392156862745389744873" Chromosome2="0.9912788857126960673227245 0.4280547428472826210210656 0.9137254901960785158365752 1 -0.6568177712960139302822427 -0.3411764705882353032606602 1 -0.7019607843137254388210522" Performance="13.29683700312803118492866 0.2827999999999999958255614 0.5 0.5 0.2827999999999999958255614 0.8090523338048090096208398 0 0.2827999999999999958255614 16.43507650561454269677597 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4643719438098224960853599 -1 -1 -0.8274509803921568096285455 -0.9529411764705881804360388 -1 -0.9372549019607843145962534 -1" Chromosome2="0.4818029288640793272868734 1 1 -0.5058823529411764496899195 -0.6078431372549020217377347 1 -0.5764705882352940680135589 1" Performance="11.59009601324174276726353 0.4611999999999999988453681 0.5 0.5 0.4611999999999999988453681 0.7328707718993928699191542 0 0.4611999999999999988453681 15.81465171984346618216932 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 -1 -0.8274509803921568096285455 -0.9215686274509804487564679 -1 -0.9372549019607843145962534 -1" Chromosome2="0.388235294117647011802319 1 1 -0.5058823529411764496899195 -0.6313725490196078204974128 1 -0.5764705882352940680135589 -0.782792792279346283379482" Performance="11.9534131982643962999191 0.3711999999999999744204615 0.5 0.5 0.3711999999999999744204615 0.7586206896551723755095509 0 0.3711999999999999744204615 15.75677194316670615137355 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2627450980392156409948257 -1 -1 -1 -0.9450980392156862475161461 -1 -0.8980392156862745389744873" Chromosome2="-0.1338812584933988247826164 0.5137254901960783826098123 1 1 1 -0.3098039215686274605587869 1 -0.733333333333333392545228" Performance="12.03741454115880138431294 0.3463999999999999857003274 0.5 0.5 0.3463999999999999857003274 0.7667436489607389882294797 0 0.3463999999999999857003274 15.69939908530650995999167 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.3176470588235293934786796 0.6734591875933936266918067 -0.866666666666666696272614 -0.9215686274509804487564679 -1 -1 -1" Chromosome2="1 0.4588235294117646301259583 0.9044106899178913083758857 -0.3647058823529412130426408 -0.6313725490196078204974128 1 1 1" Performance="11.46919801139962125091643 0.427200000000000024158453 0.5 0.5 0.427200000000000024158453 0.7378277153558052692261526 0 0.427200000000000024158453 15.54454755859745596069388 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="9" OmissionError="0" CommissionError="46.72999999999999687361196">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="99" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2123240041217821227892415 0.7019607843137254388210522 -0.8677762341084114261491322 -0.9458710672806345254315374 -0.9105195720416043858591593 -0.9524641304805472330485827 -0.9037208720700803388226063" Chromosome2="1 0.387025181249733563060289 0.9137254901960785158365752 -0.3536837135282956401383103 -0.5893657898082964585739774 -0.3483895831998597980572185 0.9527745104508862361569754 -0.6507086839916464970912102" Performance="18.51206073692871711955377 0.2020000000000000128785871 0.4939999999999999946709295 0.4939999999999999946709295 0.2020000000000000128785871 0.9346534653465347064482671 0 0.2020000000000000128785871 19.80633616980720645983638 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.458470107463530174296551 0.2599297327190346340586302 0.5843137254901960009334516 -1 -0.9529411764705881804360388 -0.8117647058823529437887601 -0.9450980392156862475161461 -0.9879967034307878259724589" Chromosome2="0.05922267457457086603511698 0.4170315434150198008467214 0.9215686274509804487564679 1 -0.6156862745098039546576274 -0.3960784313725490557445141 -0.4196078431372548545041923 1" Performance="16.11206971308275015530853 0.2772000000000000019539925 0.4939999999999999946709295 0.4939999999999999946709295 0.2772000000000000019539925 0.8528138528138528018374132 0 0.2772000000000000019539925 18.89283301381784596628677 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.7273686871443892920652274 0.3062982815465304931024093 -1 -0.9769029151648283004760742 -0.9892120142559623907629884 -0.8347692653920282257473673 -1 -1" Chromosome2="0.5375059900257517231381144 0.4119245739325003707875794 1 1 0.9064487756006496255167804 -0.337391685858807188758135 -0.5204694161569832777658462 -0.8557666065780622499659103" Performance="15.75943273429054869438914 0.2359999999999999875655021 0.4939999999999999946709295 0.4939999999999999946709295 0.2359999999999999875655021 0.867796610169491500208494 0 0.2359999999999999875655021 18.16028381490512444429442 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.7273686871443892920652274 0.3062982815465304931024093 -1 -0.9769029151648283004760742 -0.9892120142559623907629884 -0.8347692653920282257473673 -1 -1" Chromosome2="0.5375059900257517231381144 0.4119245739325003707875794 0.9834127997696076040057278 1 0.9064487756006496255167804 -0.337391685858807188758135 -0.5204694161569832777658462 -0.8557666065780622499659103" Performance="15.75943273429054869438914 0.2359999999999999875655021 0.4939999999999999946709295 0.4939999999999999946709295 0.2359999999999999875655021 0.867796610169491500208494 0 0.2359999999999999875655021 18.16028381490512444429442 0"/>
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<Algorithm Id="ENFA" Version="0.1.3">
<Parameters>
<Parameter Id="DiscardMethod" Value="2"/>
<Parameter Id="DisplayLoadings" Value="0"/>
<Parameter Id="NumberOfBackgroundPoints" Value="10000"/>
<Parameter Id="NumberOfRetries" Value="10"/>
<Parameter Id="RetainComponents" Value="2"/>
<Parameter Id="RetainVariation" Value="0.75"/>
<Parameter Id="VerboseDebug" Value="0"/></Parameters>
<Model>
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<Algorithm Id="MAXENT" Version="1.0">
<Parameters>
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<Parameter Id="HingeFeatures" Value="1"/>
<Parameter Id="IncludePresencePointsInBackground" Value="1"/>
<Parameter Id="MinSamplesForHinge" Value="15"/>
<Parameter Id="MinSamplesForProductThreshold" Value="80"/>
<Parameter Id="MinSamplesForQuadratic" Value="10"/>
<Parameter Id="NumberOfBackgroundPoints" Value="10000"/>
<Parameter Id="NumberOfIterations" Value="500"/>
<Parameter Id="OutputFormat" Value="2"/>
<Parameter Id="ProductFeatures" Value="1"/>
<Parameter Id="QuadraticFeatures" Value="1"/>
<Parameter Id="TerminateTolerance" Value="0.00001"/>
<Parameter Id="ThresholdFeatures" Value="1"/>
<Parameter Id="UseAbsencesAsBackground" Value="1"/></Parameters>
<Model>
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