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<Algorithm Id="CONSENSUS" Version="0.2"><Parameters><Parameter Id="Agreement" Value="3"/><Parameter Id="Alg1" Value="MAXENT(NumberOfBackgroundPoints=10000,UseAbsencesAsBackground=1,IncludePresencePointsInBackground=1,NumberOfIterations=500,TerminateTolerance=0.00001,OutputFormat=2,QuadraticFeatures=1,ProductFeatures=1,HingeFeatures=1,ThresholdFeatures=1,AutoFeatures=1,MinSamplesForProductThreshold=80,MinSamplesForQuadratic=10,MinSamplesForHinge=15)"/><Parameter Id="Alg2" Value="GARP_BS(TrainingProportion=50,TotalRuns=100,HardOmissionThreshold=100,ModelsUnderOmissionThreshold=20,CommissionThreshold=50,CommissionSampleSize=10000,MaxThreads=1,MaxGenerations=400,ConvergenceLimit=0.01,PopulationSize=50,Resamples=2500)"/><Parameter Id="Alg3" Value="ENFA(NumberOfBackgroundPoints=10000,NumberOfRetries=5,DiscardMethod=2,RetainComponents=2,RetainVariation=0.75,DisplayLoadings=0,VerboseDebug=0)"/><Parameter Id="Alg4" Value="ENVDIST(DistanceType=2,NearestPoints=0,MaxDistance=1)"/><Parameter Id="Alg5" Value="SVM(SvmType=2,KernelType=2,Degree=3,Gamma=0,C=1,Coef0=0,Nu=0.05,ProbabilisticOutput=0,NumberOfPseudoAbsences=500)"/><Parameter Id="Weights" Value="1.0 1.0 1.0 1.0 1.0"/></Parameters><Model><Consensus Thresholds="0.1 1.0 0.0182033486578 1.53146123381e-05 0.0147058823529"><Algorithms>
<Algorithm Id="GARP_BS" Version="3.0.4">
<Parameters>
<Parameter Id="CommissionSampleSize" Value="10000"/>
<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"/>
<Parameter Id="TrainingProportion" Value="50"/></Parameters>
<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">
<Run Id="0" OmissionError="0" CommissionError="41.5">
<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="!" Prediction="0" Chromosome1="-1 0.333333333333333259318465 -1 -0.9695477421538760687269587 -0.9686274509803921572981267 -1 -0.9137254901960784048142727 -0.9036534314791124788968091" Chromosome2="1 0.521568627450980315529705 1 1 -0.5764705882352940680135589 1 -0.3019607843137255276388942 -0.6662106512566721150392368" Performance="11.44182048883683400219979 0.3900000000000000133226763 0.4971999999999999753086399 0.5028000000000000246913601 0.3900000000000000133226763 0.7435897435897436125173954 0 0.3900000000000000133226763 15.38727582981505115355958 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="1" OmissionError="0" CommissionError="43.73000000000000397903932">
<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="94" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.3104201505600786559213589 0.7254901960784314596253353 -0.8317947557068958719384 -1 -0.8228834496313267576894646 -0.8519126267683709841094242 -1" Chromosome2="1 0.4653474532799736773647226 0.9372549019607843145962534 -0.5050328878638454810356961 -0.5444093847489044346588116 -0.5500795534458177149517155 -0.5398605304514514369174094 1" Performance="23.4924996980267657420427 0.3240000000000000102140518 0.4984000000000000096811448 0.4984000000000000096811448 0.3240000000000000102140518 0.9382716049382715528537346 0 0.3240000000000000102140518 25.03805888868642171019019 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3136900990026041391445233 0.7254901960784314596253353 -0.7995117079865168285834898 -1 -0.8228834496313267576894646 -0.8519126267683709841094242 -0.9765357868302435573326647" Chromosome2="1 0.4823768514834356757603473 0.9372549019607843145962534 -0.4800008066532929218439563 -0.5444093847489044346588116 -0.5500795534458177149517155 -0.5398605304514514369174094 1" Performance="22.88966028618239789693689 0.3271999999999999908517623 0.4984000000000000096811448 0.4984000000000000096811448 0.3271999999999999908517623 0.9290953545232273347309615 0 0.3271999999999999908517623 24.63650278170684515544053 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9754578509786422380045678 0.3254901960784313263985723 0.7254901960784314596253353 -1 -1 -1 -0.8118891521065282335101188 -1" Chromosome2="0.9863224902554698081402762 0.521568627450980315529705 0.9372549019607843145962534 1 -0.5847745275135098896868158 1 -0.5791289263094306916102028 1" Performance="20.90886457153219524229826 0.3267999999999999793942607 0.4984000000000000096811448 0.4984000000000000096811448 0.3267999999999999793942607 0.9033047735618114915112642 0 0.3267999999999999793942607 23.14707636170976101652741 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3254901960784313263985723 0.7254901960784314596253353 -0.8037237492895524804126239 -1 -0.8379304648906442665179384 -0.8259321432804165308283473 -1" Chromosome2="0.05098039215686278602390757 0.521568627450980315529705 0.9372549019607843145962534 -0.4342597407285004318389099 1 -0.5798428865099733986454567 -0.5706598448621876817909992 1" Performance="22.10776413926058836523225 0.2551999999999999824140673 0.4984000000000000096811448 0.4984000000000000096811448 0.2551999999999999824140673 0.9561128526645767955471911 0 0.2551999999999999824140673 23.12254675548894411463152 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3254901960784313263985723 0.7254901960784314596253353 -1 -0.9942330492349895632031576 -0.973479602304173630145101 -0.8356480855044686739674376 -1" Chromosome2="1 0.521568627450980315529705 0.9372549019607843145962534 1 -0.5663688550609780048006314 1 -0.5404166913485881629242158 1" Performance="19.60566660730045995819637 0.3927999999999999825028851 0.4984000000000000096811448 0.4984000000000000096811448 0.3927999999999999825028851 0.8615071283095723231326701 0 0.3927999999999999825028851 22.75740497443150189837979 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9880965260721473741867271 0.3254901960784313263985723 0.7254901960784314596253353 -1 -0.9942330492349895632031576 -0.973479602304173630145101 -0.8356480855044686739674376 -1" Chromosome2="0.9880478481526475675877919 0.521568627450980315529705 0.9372549019607843145962534 1 -0.5663688550609780048006314 1 -0.5404166913485881629242158 1" Performance="19.60566660730045995819637 0.3927999999999999825028851 0.4984000000000000096811448 0.4984000000000000096811448 0.3927999999999999825028851 0.8615071283095723231326701 0 0.3927999999999999825028851 22.75740497443150189837979 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.5067043401885266140638464 -1 0.766847809350516662618702 -1 -1 -0.960784313725490224378234 -0.8415463252451250708574548 -1" Chromosome2="-0.02353730807993917317766375 1 0.9505518204793876879676873 1 1 -0.5529411764705882692538808 -0.4566707293893113028815378 0.9857822514098623090106344" Performance="18.13618655904884136020883 0.4596000000000000085265128 0.4984000000000000096811448 0.4984000000000000096811448 0.4596000000000000085265128 0.8233246301131418309893206 0 0.4596000000000000085265128 22.02798980586376131896031 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.5067043401885266140638464 -1 -1 -0.772549019607843168166994 -1 -0.960784313725490224378234 -0.90588235294117647189438 -1" Chromosome2="-0.02353730807993917317766375 1 0.8772572405974973230868841 -0.4666666666666666740681535 -0.525735387479995930348764 -0.5529411764705882692538808 -0.4039215686274509886644069 1" Performance="16.0223945523643322985663 0.2255999999999999949817919 0.4984000000000000096811448 0.4984000000000000096811448 0.2255999999999999949817919 0.8812056737588652710613246 0 0.2255999999999999949817919 18.18235518618407198232489 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7411764705882353254651207 -1 -0.9921568627450980670801073 -0.8980392156862745389744873 -0.8658455149756938418192931 -1" Chromosome2="1 1 0.9294117647058823816763606 1 -0.5764705882352940680135589 -0.5921568627450980448756468 -0.4754686759529160866577513 1" Performance="14.52154151250740987677545 0.3503999999999999892530411 0.4984000000000000096811448 0.4984000000000000096811448 0.3503999999999999892530411 0.8036529680365296357535954 0 0.3503999999999999892530411 18.06941813204047164731492 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7411764705882353254651207 -1 -0.9921568627450980670801073 -0.8980392156862745389744873 -0.8658455149756938418192931 -1" Chromosome2="1 1 0.9294117647058823816763606 0.9696226945873034352985087 -0.5764705882352940680135589 -0.5921568627450980448756468 -0.4754686759529160866577513 1" Performance="14.52154151250740987677545 0.3503999999999999892530411 0.4984000000000000096811448 0.4984000000000000096811448 0.3503999999999999892530411 0.8036529680365296357535954 0 0.3503999999999999892530411 18.06941813204047164731492 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="2" OmissionError="0" CommissionError="45.14999999999999857891453">
<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="93" 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 0.3135389954275715762577192 0.7725490196078430571446916 -1 -0.9478283239758107381334185 -1 -0.8404314687585129339808532 -0.9325136747211217880249023" Chromosome2="1 0.5017730005720602015628629 0.9215686274509804487564679 1 -0.612507475315689831063537 1 -0.6093529557553576392336936 1" Performance="17.05933758730320803920222 0.2644000000000000238919995 0.4971999999999999753086399 0.4971999999999999753086399 0.2644000000000000238919995 0.8759455370650529593135047 0 0.2644000000000000238919995 19.47534049258621990929896 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7254901960784314596253353 -0.9936738555630048042033309 -1 -0.8745098039215686291925067 -0.9327899094661279422169287 -1" Chromosome2="1 1 0.9294117647058823816763606 -0.5518049810793907994366236 1 -0.6627450980392156631992862 -0.4580016166435351143704224 1" Performance="15.85674305485180646257959 0.3635999999999999787725358 0.4971999999999999753086399 0.4971999999999999753086399 0.3635999999999999787725358 0.8184818481848185056648504 0 0.3635999999999999787725358 19.3733594581455541572268 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2888072242704676217961435 0.7869701181815046409084857 -1 -0.9843137254901961341602146 -0.960784313725490224378234 -0.8451613437260508954196325 -1" Chromosome2="1 0.4904147948887125352257499 0.9161044672477139938493451 1 -0.6078431372549020217377347 -0.4823529411764705399079389 -0.5176146621807126146919131 1" Performance="15.59277746048776513987377 0.3467999999999999971578291 0.4971999999999999753086399 0.4971999999999999753086399 0.3467999999999999971578291 0.8200692041522491537719475 0 0.3467999999999999971578291 19.01397757840069147050599 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.6988101505363981669205486 -1 -0.6792234329674996518022567 -0.9843137254901961341602146 -0.8823529411764705621123994 -0.7461624820552328340994563 -1" Chromosome2="1 1 1 -0.5336681627811237227376751 -0.6078431372549020217377347 -0.5921568627450980448756468 -0.5046463607518257843409515 1" Performance="16.5762210705418340239703 0.2551999999999999824140673 0.4971999999999999753086399 0.4971999999999999753086399 0.2551999999999999824140673 0.8730407523510971268265735 0 0.2551999999999999824140673 18.9867666840317603771382 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.6988101505363981669205486 -1 -0.6792234329674996518022567 -0.9843137254901961341602146 -0.8823529411764705621123994 -0.7461624820552328340994563 -0.9870624172529487427851791" Chromosome2="1 1 1 -0.5336681627811237227376751 -0.6078431372549020217377347 -0.5921568627450980448756468 -0.5046463607518257843409515 1" Performance="16.5762210705418340239703 0.2551999999999999824140673 0.4971999999999999753086399 0.4971999999999999753086399 0.2551999999999999824140673 0.8730407523510971268265735 0 0.2551999999999999824140673 18.9867666840317603771382 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.7917534600498417063363377 -1 -0.8745098039215686291925067 -0.9294117647058823816763606 -0.8980392156862745389744873" Chromosome2="1 0.9929481293449456957844745 1 -0.4672526348283457808818753 1 -0.6627450980392156631992862 -0.4745098039215686069880462 -0.8117647058823529437887601" Performance="14.87501715906081933837868 0.3711999999999999744204615 0.4971999999999999753086399 0.4971999999999999753086399 0.3711999999999999744204615 0.8017241379310344751019102 0 0.3711999999999999744204615 18.55378484355973256469952 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 0.770335938784421525582502 -0.7873438815734019602388116 -0.960784313725490224378234 -0.8745098039215686291925067 -1 -0.8980392156862745389744873" Chromosome2="0.3725490196078431459625335 1 0.8945403585400359958157424 -0.4872996567570854753448373 -0.6156862745098039546576274 -0.6627450980392156631992862 1 -0.8117647058823529437887601" Performance="15.26910475798082522658206 0.2903999999999999914734872 0.4971999999999999753086399 0.4971999999999999753086399 0.2903999999999999914734872 0.8360881542699724056078026 0 0.2903999999999999914734872 18.26255363145647336864386 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.7590341734418681873819423 -0.9700127350048933783099869 -0.8745098039215686291925067 -0.9137254901960784048142727 -1" Chromosome2="1 1 1 -0.4788315777977307785562289 -0.6275357209546975623126741 -0.6627450980392156631992862 -0.4901960784313725838501341 1" Performance="14.99823874218433950034068 0.3068000000000000171418435 0.4971999999999999753086399 0.4971999999999999753086399 0.3068000000000000171418435 0.8252933507170795435214927 0 0.3068000000000000171418435 18.17322135111435699172944 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7254901960784314596253353 -1 -0.9843137254901961341602146 -0.8823529411764705621123994 -0.8957307678946366813477198 -1" Chromosome2="1 1 0.9294117647058823816763606 1 -0.6078431372549020217377347 -0.5607843137254902021737735 -0.432291957567327245204325 1" Performance="13.962100428623866577027 0.4076000000000000178523862 0.4971999999999999753086399 0.4971999999999999753086399 0.4076000000000000178523862 0.7782139352306182145113667 0 0.4076000000000000178523862 17.94121101736156376205145 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9712906254885288470646287 -1 0.7254901960784314596253353 -1 -0.9843137254901961341602146 -0.8823529411764705621123994 -0.8957307678946366813477198 -1" Chromosome2="0.9845790059520648229707263 1 0.9294117647058823816763606 1 -0.6078431372549020217377347 -0.5607843137254902021737735 -0.432291957567327245204325 1" Performance="13.962100428623866577027 0.4076000000000000178523862 0.4971999999999999753086399 0.4971999999999999753086399 0.4076000000000000178523862 0.7782139352306182145113667 0 0.4076000000000000178523862 17.94121101736156376205145 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 0.8292962238594304702488103 -1 -0.9843137254901961341602146 -0.8745098039215686291925067 -1 -0.8980392156862745389744873" Chromosome2="0.3725490196078431459625335 1 0.8910214283631421317011245 1 -0.6078431372549020217377347 -0.5921568627450980448756468 1 -0.8117647058823529437887601" Performance="14.96898485199717576676903 0.2644000000000000238919995 0.4971999999999999753086399 0.4971999999999999753086399 0.2644000000000000238919995 0.8426626323751891245450452 0 0.2644000000000000238919995 17.76391200569144146470535 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4778650160860634654724777 -1 0.7254901960784314596253353 -0.8928163259125808659533163 -1 -0.8823529411764705621123994 -0.9137254901960784048142727 -1" Chromosome2="0.3394943538852328024368887 1 0.9294117647058823816763606 -0.2093950592565769763808703 1 -0.5607843137254902021737735 -0.4901960784313725838501341 1" Performance="13.65060522441260282278108 0.4116000000000000214050999 0.4971999999999999753086399 0.4971999999999999753086399 0.4116000000000000214050999 0.7725947521865889067171906 0 0.4116000000000000214050999 17.66851921499442568119775 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7874101150748895605602229 -0.772549019607843168166994 -1 -0.8823529411764705621123994 -0.9137254901960784048142727 -0.8980392156862745389744873" Chromosome2="1 1 0.9454780178829496062320459 -0.4666666666666666740681535 1 -0.5921568627450980448756468 -0.4901960784313725838501341 -0.8117647058823529437887601" Performance="13.92235452549995855520137 0.3403999999999999803712569 0.4971999999999999753086399 0.4971999999999999753086399 0.3403999999999999803712569 0.7967097532314924013263635 0 0.3403999999999999803712569 17.47481371858475540648215 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4294194554009596043187003 -0.8820971362292766571044922 -0.6999046830460429191589355 -0.7254901960784313486030328 -0.9921689370567731147687596 -1 -0.7489757627431377073889962 -1" Chromosome2="0.305688762876625164111033 1 1 -0.5058823529411764496899195 -0.6668203490735248317733408 1 -0.5326466444094537511233511 1" Performance="14.68587441795073722516918 0.2571999999999999841904241 0.4971999999999999753086399 0.4971999999999999753086399 0.2571999999999999841904241 0.8413685847589424948722581 0 0.2571999999999999841904241 17.45474538030004296729203 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 -1 -1 -0.9843137254901961341602146 -0.8823529411764705621123994 -0.8694766692836433108482197 -0.8980392156862745389744873" Chromosome2="0.3725490196078431459625335 1 1 1 -0.6078431372549020217377347 -0.5607843137254902021737735 -0.5081125127999314150528676 -0.8117647058823529437887601" Performance="13.65809722684738680698047 0.3447999999999999953814722 0.4971999999999999753086399 0.4971999999999999753086399 0.3447999999999999953814722 0.7911832946635730667850339 0 0.3447999999999999953814722 17.26287362102998201862647 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3141776460079419019955083 0.7725490196078430571446916 -0.7960784313725490779489746 -0.9843137254901961341602146 -0.8745098039215686291925067 -1 -1" Chromosome2="0.3568627450980392801227481 0.5486459782581869504269889 0.9215686274509804487564679 -0.4509803921568626972060656 -0.6078431372549020217377347 -0.6627450980392156631992862 1 1" Performance="13.02401710881435192845856 0.4096000000000000196287431 0.4971999999999999753086399 0.4971999999999999753086399 0.4096000000000000196287431 0.763671875 0 0.4096000000000000196287431 17.05446741614564842848267 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 0.7254901960784314596253353 -1 -1 -0.8973863138525071114770526 -0.9294117647058823816763606 -0.8980392156862745389744873" Chromosome2="0.3725490196078431459625335 1 0.9294117647058823816763606 1 1 -0.6123767106930779746676308 -0.4745098039215686069880462 -0.8117647058823529437887601" Performance="13.13611305180683963556021 0.3876000000000000000888178 0.4971999999999999753086399 0.4971999999999999753086399 0.3876000000000000000888178 0.7708978328173374805487583 0 0.3876000000000000000888178 17.04001813547634114343055 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2138486559338428349974492 0.7254901960784314596253353 -0.818389808172427457577669 -1 -0.8745098039215686291925067 -0.9450980392156862475161461 -1" Chromosome2="1 0.8103420118125630455807595 0.9294117647058823816763606 -0.4369148382324997692549573 1 -0.6627450980392156631992862 -0.4588235294117647411482608 -0.6944693976885402131316027" Performance="12.87595683508391175564611 0.4128000000000000002664535 0.4971999999999999753086399 0.4971999999999999753086399 0.4128000000000000002664535 0.7606589147286821894766717 0 0.4128000000000000002664535 16.92737255261986817345132 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="3" OmissionError="0" CommissionError="45.66000000000000369482223">
<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">
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6860531131040062957637815 -0.7411764705882353254651207 -1 -0.8831288736693175822622948 -0.9303051086232305699752487 -0.9193881948187003771977288" Chromosome2="1 1 0.8837865105288481570866566 -0.4588235294117647411482608 0.9864111051708459587672451 -0.5773746791188834048824674 -0.5183961919845877508450371 -0.8026839403961139041143724" Performance="19.87638357812266320934214 0.3675999999999999823252494 0.4924000000000000043520743 0.4924000000000000043520743 0.3675999999999999823252494 0.8694232861806311385421964 0 0.3675999999999999823252494 22.86157260111981059935715 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9942771306761154503917055 -1 0.6860531131040062957637815 -0.7411764705882353254651207 -1 -0.8831288736693175822622948 -0.9303051086232305699752487 -0.9193881948187003771977288" Chromosome2="0.9918528668718730179065801 1 0.8837865105288481570866566 -0.4588235294117647411482608 0.9864111051708459587672451 -0.5773746791188834048824674 -0.5183961919845877508450371 -0.8026839403961139041143724" Performance="19.87638357812266320934214 0.3675999999999999823252494 0.4924000000000000043520743 0.4924000000000000043520743 0.3675999999999999823252494 0.8694232861806311385421964 0 0.3675999999999999823252494 22.86157260111981059935715 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9960522185337831180262924 0.6860531131040062957637815 -0.7411764705882353254651207 -1 -0.8831288736693175822622948 -0.9303051086232305699752487 -0.9193881948187003771977288" Chromosome2="1 1 0.8837865105288481570866566 -0.4588235294117647411482608 0.9864111051708459587672451 -0.5773746791188834048824674 -0.5183961919845877508450371 -0.8026839403961139041143724" Performance="19.87638357812266320934214 0.3675999999999999823252494 0.4924000000000000043520743 0.4924000000000000043520743 0.3675999999999999823252494 0.8694232861806311385421964 0 0.3675999999999999823252494 22.86157260111981059935715 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3254901960784313263985723 -1 -0.7445897202026239281025255 -0.9605190144194399870514189 -0.866666666666666696272614 -0.9359219237588231044000509 -0.8964704300039539885958106" Chromosome2="0.3098039215686274605587869 0.5294117647058822484495977 1 -0.4292741825212517126075795 0.9991298205602694437743594 -0.6470588235294116863371983 -0.6160421015365934449548035 -0.8396253488892141403354685" Performance="20.87767876865316907242232 0.2611999999999999877431378 0.4924000000000000043520743 0.4924000000000000043520743 0.2611999999999999877431378 0.9310872894333843685643615 0 0.2611999999999999877431378 22.42290170383309089174872 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3254901960784313263985723 -0.9923732899421570108344781 -0.7445897202026239281025255 -0.9605190144194399870514189 -0.866666666666666696272614 -0.9515743962260581056966657 -0.8964704300039539885958106" Chromosome2="0.3098039215686274605587869 0.5294117647058822484495977 0.9908255537716197380859739 -0.4292741825212517126075795 0.9991298205602694437743594 -0.6470588235294116863371983 -0.6136566248906322185163731 -0.8396253488892141403354685" Performance="20.17327775384572774441949 0.2896000000000000240696352 0.4924000000000000043520743 0.4924000000000000043520743 0.2896000000000000240696352 0.9060773480662983603295402 0 0.2896000000000000240696352 22.26441020393949088429508 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 0.6705882352941177071414813 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -0.9515743962260581056966657 -0.8964704300039539885958106" Chromosome2="0.3568627450980392801227481 1 0.9372549019607843145962534 1 -0.5921568627450980448756468 -0.6470588235294116863371983 -0.6136566248906322185163731 -0.8396253488892141403354685" Performance="19.79897922075523197804614 0.3079999999999999960031971 0.4924000000000000043520743 0.4924000000000000043520743 0.3079999999999999960031971 0.8922077922077922274013417 0 0.3079999999999999960031971 22.19099563316088463693632 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 0.3254901960784313263985723 0.733333333333333392545228 -1 -0.9639849608417089266154676 -0.866666666666666696272614 -0.9911013299079419747172892 -0.9267496149167510077759857" Chromosome2="0.3568627450980392801227481 0.5294117647058822484495977 0.9294117647058823816763606 1 -0.6070270785215780007249009 -0.6156862745098039546576274 -0.5814822009200298902342752 -0.8452646682470325023572855" Performance="19.10231421217300962211993 0.3503999999999999892530411 0.4924000000000000043520743 0.4924000000000000043520743 0.3503999999999999892530411 0.8652968036529680162516343 0 0.3503999999999999892530411 22.07602539559836074545274 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9888881390661369286121385 -1 0.662031988847051278135325 -0.7395229324063713471915094 -1 -0.8745098039215686291925067 -0.9019720274723196373756195 -0.9266918169179108044630766" Chromosome2="1 1 0.9024753515307298856740204 -0.4457555961627022167448331 1 -0.5999999999999999777955395 -0.5122050594741706097678957 -0.7586950743639946370677762" Performance="18.96266572436142539004322 0.2903999999999999914734872 0.4924000000000000043520743 0.4924000000000000043520743 0.2903999999999999914734872 0.8884297520661157410160058 0 0.2903999999999999914734872 21.34402374556029968744042 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 0.3254901960784313263985723 0.733333333333333392545228 -0.7819467873586452011380743 -1 -0.8684870922757226274768527 -1 -0.9267496149167510077759857" Chromosome2="0.3568627450980392801227481 0.5294117647058822484495977 0.9215686274509804487564679 -0.4092082834419082382204635 1 -0.6407280380744464487463574 -0.5646125733596729645569212 -0.8452646682470325023572855" Performance="18.3324216972771445455237 0.3351999999999999979571896 0.4924000000000000043520743 0.4924000000000000043520743 0.3351999999999999979571896 0.8603818615751790410683952 0 0.3351999999999999979571896 21.30730843594763612713905 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.662031988847051278135325 -0.7411764705882353254651207 -1 -0.8745098039215686291925067 -0.9019720274723196373756195 -0.9107926789775664389026133" Chromosome2="1 1 0.9024753515307298856740204 -0.4588235294117647411482608 1 -0.5999999999999999777955395 -0.5122050594741706097678957 -0.7426964981593773273971237" Performance="18.60773007919396349052477 0.292399999999999993249844 0.4924000000000000043520743 0.4924000000000000043520743 0.292399999999999993249844 0.8823529411764705621123994 0 0.292399999999999993249844 21.08876075641982694719445 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3254901960784313263985723 -1 -0.7445897202026239281025255 -1 -0.866666666666666696272614 -0.9515743962260581056966657 -0.8980392156862745389744873" Chromosome2="0.3098039215686274605587869 0.5294117647058822484495977 1 -0.4292741825212517126075795 1 -0.6470588235294116863371983 -0.6136566248906322185163731 -0.8117647058823529437887601" Performance="18.38375514324333082072371 0.2995999999999999774402681 0.4924000000000000043520743 0.4924000000000000043520743 0.2995999999999999774402681 0.8758344459279038263233019 0 0.2995999999999999774402681 20.98998872300191465001262 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9896740505161384371390909 0.75104534968295522112669 -1 -0.9529411764705881804360388 -0.8745098039215686291925067 -0.9294117647058823816763606 -0.9016862909434943951225705" Chromosome2="1 1 0.8879755554538147910292878 1 -0.6392156862745097534173055 -0.5999999999999999777955395 -0.4901960784313725838501341 -0.8545725068445418903806399" Performance="18.36309051283305748825114 0.2740000000000000213162821 0.4924000000000000043520743 0.4924000000000000043520743 0.2740000000000000213162821 0.8875912408759124572199539 0 0.2740000000000000213162821 20.68867927843855980540866 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6705882352941177071414813 -0.7411764705882353254651207 -0.9837690147796110951006199 -0.8784356404573490095799571 -0.8921124385195036143869629 -1" Chromosome2="0.9968321232672999743229525 1 0.9372549019607843145962534 -0.4588235294117647411482608 -0.5752493785422899685855214 -0.5926001128705491449721876 -0.5214350015911110025612629 1" Performance="17.3949998033587611701023 0.3363999999999999768185432 0.4924000000000000043520743 0.4924000000000000043520743 0.3363999999999999768185432 0.8466111771700356447567515 0 0.3363999999999999768185432 20.54662195874258401318002 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9819801359647705174538146 0.3254901960784313263985723 0.7503584529839311123566858 -0.772549019607843168166994 -0.9843137254901961341602146 -0.9044004464112486152416182 -0.9294117647058823816763606 -1" Chromosome2="1 0.5294117647058822484495977 0.8772469292887870029318265 -0.4509803921568626972060656 -0.5921568627450980448756468 -0.6558786571650614405371016 -0.4901960784313725838501341 1" Performance="17.66760761608780327946988 0.2892000000000000126121336 0.4924000000000000043520743 0.4924000000000000043520743 0.2892000000000000126121336 0.8699861687413554811598715 0 0.2892000000000000126121336 20.30791781626626502088584 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6705882352941177071414813 -1 -1 -0.8882575010479221155890173 -0.9294117647058823816763606 -0.9148131060215425325310434" Chromosome2="1 1 0.9372549019607843145962534 1 1 -0.6104741634156358731644332 -0.4901960784313725838501341 -0.8104978816261898533213071" Performance="15.86875299253520665843098 0.4716000000000000191846539 0.4924000000000000043520743 0.4924000000000000043520743 0.4716000000000000191846539 0.7862595419847328015450216 0 0.4716000000000000191846539 20.18258875749623371120833 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.75104534968295522112669 -1 -0.9529411764705881804360388 -0.8745098039215686291925067 -0.9294117647058823816763606 -0.9054794866855777613068312" Chromosome2="1 1 0.8879755554538147910292878 1 -0.6392156862745097534173055 -0.5999999999999999777955395 -0.4901960784313725838501341 -0.8423862596232090105274892" Performance="17.43033230303877090250353 0.2792000000000000037303494 0.4924000000000000043520743 0.4924000000000000043520743 0.2792000000000000037303494 0.8710601719197708092679022 0 0.2792000000000000037303494 20.01048017684385271763858 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3254901960784313263985723 0.7798873815685510857420581 -0.7594549441865547922958513 -1 -0.8251424015241385356844717 -0.9436834971292638041262535 -0.8980392156862745389744873" Chromosome2="1 0.5294117647058822484495977 0.8842898149171151134240176 -0.475869590171425549396389 1 -0.6784577848979320702227369 -0.4193862310864425735346117 -0.8117647058823529437887601" Performance="18.16641256434082407622554 0.2311999999999999888533608 0.4924000000000000043520743 0.4924000000000000043520743 0.2311999999999999888533608 0.9083044982698962321876479 0 0.2311999999999999888533608 20.00035516607427865665159 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6705882352941177071414813 -0.7411764705882353254651207 -0.9620036767887480966265912 -0.8784356404573490095799571 -0.8921124385195036143869629 -1" Chromosome2="1 1 0.9372549019607843145962534 -0.4588235294117647411482608 -0.5883359791603379740365654 -0.5926001128705491449721876 -0.5214350015911110025612629 1" Performance="16.88997681762829117246838 0.322000000000000008437695 0.4924000000000000043520743 0.4924000000000000043520743 0.322000000000000008437695 0.8447204968944099778838108 0 0.322000000000000008437695 19.9947519679276091153497 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3254901960784313263985723 0.7503584529839311123566858 -0.7747014107584369035919281 -0.9843137254901961341602146 -0.886602449522186586428063 -0.9294117647058823816763606 -1" Chromosome2="1 0.5294117647058822484495977 0.8772469292887870029318265 -0.468361664086342832646892 -0.5921568627450980448756468 -0.6682644933714989576856169 -0.4901960784313725838501341 1" Performance="17.44010725936977124206351 0.2731999999999999984012788 0.4924000000000000043520743 0.4924000000000000043520743 0.2731999999999999984012788 0.8740849194729136684145487 0 0.2731999999999999984012788 19.95241751783844819101432 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3390933374582113524198235 0.6723107334163760384626585 -1 -1 -0.8644250789745933083452201 -0.9294117647058823816763606 -1" Chromosome2="1 0.6743074842235620147690156 0.9432361468818842853423234 1 1 -0.6568329101464912556096465 -0.4901960784313725838501341 -0.8025955248250231655049447" Performance="16.0587754043862425135103 0.4000000000000000222044605 0.4924000000000000043520743 0.4924000000000000043520743 0.4000000000000000222044605 0.8070000000000000506261699 0 0.4000000000000000222044605 19.89934994347737529096776 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -0.9724392977178745178790109 -0.9595446717374535028355353 -0.866666666666666696272614 -1 -1" Chromosome2="0.9731985235897203656563192 1 1 1 -0.5951134334411281034959984 -0.6156862745098039546576274 1 0.944800460361875593662262" Performance="15.16422510012161417591869 0.5088000000000000300204306 0.4924000000000000043520743 0.4924000000000000043520743 0.5088000000000000300204306 0.768867924528301882602932 0 0.5088000000000000300204306 19.72279583574099603993091 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9579907015262252301113222 -0.866666666666666696272614 -1 -1" Chromosome2="1 0.9842231244575686543996085 1 0.9540210657003449501445402 -0.5939002720628903109201246 -0.6156862745098039546576274 1 1" Performance="15.16422510012161417591869 0.5088000000000000300204306 0.4924000000000000043520743 0.4924000000000000043520743 0.5088000000000000300204306 0.768867924528301882602932 0 0.5088000000000000300204306 19.72279583574099603993091 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3254901960784313263985723 0.7411764705882353254651207 -0.7440960676732125689269992 -1 -0.866666666666666696272614 -0.8860293850412263028104576 -1" Chromosome2="0.3098039215686274605587869 0.5294117647058822484495977 0.9215686274509804487564679 -0.4497737965483716848780205 1 -0.6156862745098039546576274 -0.5644776268423917775507448 1" Performance="17.50130492071988186353337 0.2359999999999999875655021 0.4924000000000000043520743 0.4924000000000000043520743 0.2359999999999999875655021 0.8949152542372881269372442 0 0.2359999999999999875655021 19.55638239247107890150801 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -0.9538704835046412089383239 -1" Chromosome2="0.9731985235897203656563192 1 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 0.956151212852796139607392 1" Performance="14.77729492425085133788798 0.5128000000000000335731443 0.4924000000000000043520743 0.4924000000000000043520743 0.5128000000000000335731443 0.7628705148205928709970181 0 0.5128000000000000335731443 19.37064631174804674174084 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.7960784313725490779489746 -0.964828922954102830011891 -0.866666666666666696272614 -0.9450980392156862475161461 -0.9023669698503891112295605" Chromosome2="1 1 1 -0.4509803921568626972060656 -0.5857655962802704729952552 -0.6156862745098039546576274 -0.3803921568627450788824262 -0.8380460795562933995483945" Performance="15.07175015465869094555273 0.4424000000000000154543045 0.4924000000000000043520743 0.4924000000000000043520743 0.4424000000000000154543045 0.7820976491862567936408368 0 0.4424000000000000154543045 19.27093141162140099709177 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9785021066458688965283841 -1 -0.7960784313725490779489746 -0.964828922954102830011891 -0.866666666666666696272614 -0.9450980392156862475161461 -0.9023669698503891112295605" Chromosome2="1 1 1 -0.4509803921568626972060656 -0.5857655962802704729952552 -0.6156862745098039546576274 -0.3803921568627450788824262 -0.8380460795562933995483945" Performance="15.07175015465869094555273 0.4424000000000000154543045 0.4924000000000000043520743 0.4924000000000000043520743 0.4424000000000000154543045 0.7820976491862567936408368 0 0.4424000000000000154543045 19.27093141162140099709177 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.333333333333333259318465 -1 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -0.9450980392156862475161461 -1" Chromosome2="0.3098039215686274605587869 0.5294117647058822484495977 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 -0.3803921568627450788824262 -0.8229769470864066738258202" Performance="14.5526573197402804282774 0.4904000000000000025757174 0.4924000000000000043520743 0.4924000000000000043520743 0.4904000000000000025757174 0.7642740619902120835504888 0 0.4904000000000000025757174 19.04115034578610732296511 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4509803921568626972060656 -1 -1 -0.7960784313725490779489746 -0.9945615126158703356296087 -0.866666666666666696272614 -0.9294117647058823816763606 -0.8980392156862745389744873" Chromosome2="0.3568627450980392801227481 1 1 -0.4509803921568626972060656 1 -0.6470588235294116863371983 -0.4901960784313725838501341 -0.8352941176470588535707407" Performance="15.38168269848714864167505 0.3563999999999999945821116 0.4924000000000000043520743 0.4924000000000000043520743 0.3563999999999999945821116 0.8103254769921436340140986 0 0.3563999999999999945821116 18.98210427195574823144852 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.772549019607843168166994 -1 -0.8832675626740241758838579 -0.9450980392156862475161461 -0.8980392156862745389744873" Chromosome2="1 1 1 -0.4509803921568626972060656 1 -0.6573914978832995359425695 -0.3803921568627450788824262 -0.8117647058823529437887601" Performance="14.49451334647667977151286 0.4447999999999999731770117 0.4924000000000000043520743 0.4924000000000000043520743 0.4447999999999999731770117 0.7733812949640287426333884 0 0.4447999999999999731770117 18.74174283870008039798449 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.772549019607843168166994 -1 -0.8832675626740241758838579 -0.9450980392156862475161461 -0.8980392156862745389744873" Chromosome2="1 0.9785418723267120810760389 1 -0.4509803921568626972060656 1 -0.6573914978832995359425695 -0.3803921568627450788824262 -0.8117647058823529437887601" Performance="14.49451334647667977151286 0.4447999999999999731770117 0.4924000000000000043520743 0.4924000000000000043520743 0.4447999999999999731770117 0.7733812949640287426333884 0 0.4447999999999999731770117 18.74174283870008039798449 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.772549019607843168166994 -1 -0.8832675626740241758838579 -0.9450980392156862475161461 -0.8980392156862745389744873" Chromosome2="0.9832559799079794160547863 1 1 -0.4509803921568626972060656 1 -0.6573914978832995359425695 -0.3803921568627450788824262 -0.8117647058823529437887601" Performance="14.49451334647667977151286 0.4447999999999999731770117 0.4924000000000000043520743 0.4924000000000000043520743 0.4447999999999999731770117 0.7733812949640287426333884 0 0.4447999999999999731770117 18.74174283870008039798449 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9737782636869187768979828 -0.866666666666666696272614 -1 -1" Chromosome2="0.9731985235897203656563192 1 1 1 -0.6166966171606498292590004 -0.6156862745098039546576274 1 1" Performance="14.11267319362786487602079 0.5003999999999999559463504 0.4924000000000000043520743 0.4924000000000000043520743 0.5003999999999999559463504 0.7561950439648281729887458 0 0.5003999999999999559463504 18.66274224654171121073887 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.883063714765012219842788 0.6210311606436729192637358 -0.7411764705882353254651207 -1 -0.8509803921568627194105261 -1 -0.8980392156862745389744873" Chromosome2="1 0.9466461464762687683105469 0.8698521590730218244758021 -0.4588235294117647411482608 0.9148292290046811103820801 -0.6627450980392156631992862 1 -0.8352941176470588535707407" Performance="15.64400653258296358671942 0.2716000000000000080824236 0.4924000000000000043520743 0.4924000000000000043520743 0.2716000000000000080824236 0.8468335787923416679845445 0 0.2716000000000000080824236 18.47353119238927376954962 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9529699814028200766102827 -0.866666666666666696272614 -1 -1" Chromosome2="0.9876897688068094760538429 0.9842231244575686543996085 1 0.9540210657003449501445402 -0.6116676718484844732515171 -0.6156862745098039546576274 1 1" Performance="14.03049293040379197350376 0.4776000000000000245137244 0.4924000000000000043520743 0.4924000000000000043520743 0.4776000000000000245137244 0.7596314907872696586821348 0 0.4776000000000000245137244 18.47013071543784690220491 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4352941176470588313662802 -1 -1 -1 -0.9843137254901961341602146 -0.8702518557964130652138124 -0.9294117647058823816763606 -0.8980392156862745389744873" Chromosome2="0.3098039215686274605587869 1 1 1 -0.5921568627450980448756468 -0.6577668352162135967375889 -0.4901960784313725838501341 -0.8352941176470588535707407" Performance="14.67428778823721735591334 0.3467999999999999971578291 0.4924000000000000043520743 0.4924000000000000043520743 0.3467999999999999971578291 0.8027681660899653737217818 0 0.3467999999999999971578291 18.279608494829982845431 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -1 -1" Chromosome2="1 1 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 1 1" Performance="13.41588921821057134309285 0.5275999999999999579003429 0.4924000000000000043520743 0.4924000000000000043520743 0.5275999999999999579003429 0.7414708112206216394923786 0 0.5275999999999999579003429 18.09361746300587370228641 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -1 -1" Chromosome2="1 1 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 1 0.8714208794757724030333179" Performance="13.41588921821057134309285 0.5275999999999999579003429 0.4924000000000000043520743 0.4924000000000000043520743 0.5275999999999999579003429 0.7414708112206216394923786 0 0.5275999999999999579003429 18.09361746300587370228641 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -1 -1" Chromosome2="0.9731985235897203656563192 1 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 1 0.944800460361875593662262" Performance="13.41588921821057134309285 0.5275999999999999579003429 0.4924000000000000043520743 0.4924000000000000043520743 0.5275999999999999579003429 0.7414708112206216394923786 0 0.5275999999999999579003429 18.09361746300587370228641 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7698044725054620229798275 -1 -0.9843137254901961341602146 -0.866666666666666696272614 -1 -1" Chromosome2="1 1 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 0.9902576966505302058507709 1" Performance="13.41588921821057134309285 0.5275999999999999579003429 0.4924000000000000043520743 0.4924000000000000043520743 0.5275999999999999579003429 0.7414708112206216394923786 0 0.5275999999999999579003429 18.09361746300587370228641 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 -1 -1 -0.7411764705882353254651207 -1 -0.8166362183168530686216968 -0.9294117647058823816763606 -1" Chromosome2="0.3647058823529412130426408 1 1 -0.4588235294117647411482608 1 -0.6589621237826114308333558 -0.4901960784313725838501341 1" Performance="14.2808251083446506868313 0.2903999999999999914734872 0.4924000000000000043520743 0.4924000000000000043520743 0.2903999999999999914734872 0.8168044077134986036270448 0 0.2903999999999999914734872 17.48377576502228691879282 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -1 -1 -0.866666666666666696272614 -1 -0.8980392156862745389744873" Chromosome2="1 1 1 1 1 -0.6156862745098039546576274 1 -0.8352941176470588535707407" Performance="12.76296978326520559221535 0.5208000000000000406785716 0.4924000000000000043520743 0.4924000000000000043520743 0.5208000000000000406785716 0.7334869431643624704264539 0 0.5208000000000000406785716 17.40040487728931850597291 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="4" OmissionError="0" CommissionError="46.46000000000000085265128">
<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="87" 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 0.333333333333333259318465 -1 -1 -0.9529411764705881804360388 -0.866666666666666696272614 -0.7697649058227769014450814 -0.8980392156862745389744873" Chromosome2="1 0.521568627450980315529705 1 1 -0.6156862745098039546576274 -0.6470588235294116863371983 -0.6003309134515293354894538 -0.8117647058823529437887601" Performance="15.94829335974116091279029 0.1623999999999999888089519 0.5060000000000000053290705 0.5060000000000000053290705 0.1623999999999999888089519 0.9310344827586206628566856 0 0.1623999999999999888089519 17.12964842342569227184867 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 -1 -1 -0.9879777424409985631115205 -0.9843137254901961341602146 -0.844938347086894747661745 -0.9735933787065095268431492 -0.9803116807166267765438761" Chromosome2="0.3725490196078431459625335 1 1 0.994527351632714218254705 -0.5921568627450980448756468 -0.6479515555040801233488423 1 -0.8568817837711643070619516" Performance="13.65788277634352709810628 0.3416000000000000147437618 0.5060000000000000053290705 0.5060000000000000053290705 0.3416000000000000147437618 0.7985948477751756424680707 0 0.3416000000000000147437618 17.10239280204893219661244 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 -1 -0.9604914828336664767149955 -0.9585646292902902931842846 -0.866666666666666696272614 -0.795101261896590916222749 -0.8980392156862745389744873" Chromosome2="1 0.521568627450980315529705 1 0.9934462268969842524413139 -0.6453863355435791593350814 -0.6470588235294116863371983 -0.6075881217531661215858207 -0.8117647058823529437887601" Performance="15.87194792402458887181638 0.1632000000000000117239551 0.5060000000000000053290705 0.5060000000000000053290705 0.1632000000000000117239551 0.9289215686274510108688673 0 0.1632000000000000117239551 17.08642415040113959889823 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9647266718093305826187134 0.333333333333333259318465 -1 -0.9604914828336664767149955 -0.9900971611216129453225676 -0.866666666666666696272614 -0.795101261896590916222749 -0.8980392156862745389744873" Chromosome2="1 0.521568627450980315529705 1 0.9934462268969842524413139 -0.6520486949593370384903324 -0.6470588235294116863371983 -0.6075881217531661215858207 -0.8117647058823529437887601" Performance="15.87194792402458887181638 0.1632000000000000117239551 0.5060000000000000053290705 0.5060000000000000053290705 0.1632000000000000117239551 0.9289215686274510108688673 0 0.1632000000000000117239551 17.08642415040113959889823 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9760428691075907492447072 0.7647058823529411242247988 -1 -1 -0.8745098039215686291925067 -1 -0.8980392156862745389744873" Chromosome2="1 0.986526727800567937443077 0.9137254901960785158365752 1 1 -0.6156862745098039546576274 1 -0.8352941176470588535707407" Performance="13.1003468283145796391409 0.4203999999999999959143793 0.5060000000000000053290705 0.5060000000000000053290705 0.4203999999999999959143793 0.7687916270218839720484993 0 0.4203999999999999959143793 17.04017885712700675071574 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.7254901960784314596253353 -1 -1 -0.8745098039215686291925067 -0.8604238448116710014090813 -0.8980392156862745389744873" Chromosome2="1 0.5294117647058822484495977 0.9294117647058823816763606 1 -0.6732161384722848973538589 -0.6156862745098039546576274 -0.559933906705940565018409 -0.7647058823529411242247988" Performance="14.97231059129272878749362 0.2068000000000000115907284 0.5060000000000000053290705 0.5060000000000000053290705 0.2068000000000000115907284 0.8800773694390715551350013 0 0.2068000000000000115907284 17.01249357296338615697096 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7655742734710204722148319 -0.7960784313725490779489746 -0.9529411764705881804360388 -0.866666666666666696272614 -1 -0.8980392156862745389744873" Chromosome2="1 1 0.8910011470944809719441082 -0.4431372549019607642861729 -0.6156862745098039546576274 -0.6156862745098039546576274 1 -0.7647058823529411242247988" Performance="13.57662750499407522397632 0.3376000000000000111910481 0.5060000000000000053290705 0.5060000000000000053290705 0.3376000000000000111910481 0.7985781990521326756393705 0 0.3376000000000000111910481 17.00099942761869442620082 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 -1 -1 -1 -0.9843137254901961341602146 -0.8745098039215686291925067 -1 -0.9803116807166267765438761" Chromosome2="0.3725490196078431459625335 1 1 1 -0.5921568627450980448756468 -0.6156862745098039546576274 1 -0.8568817837711643070619516" Performance="12.84645157115691915805655 0.3887999999999999789501715 0.5060000000000000053290705 0.5060000000000000053290705 0.3887999999999999789501715 0.7726337448559670306735825 0 0.3887999999999999789501715 16.62683212671707977392543 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.7960784313725490779489746 -0.9921568627450980670801073 -0.8581235998881010518246626 -1 -0.8980392156862745389744873" Chromosome2="1 1 1 -0.4431372549019607642861729 -0.5921568627450980448756468 -0.6741615981054122075377677 1 -0.8352941176470588535707407" Performance="12.59608613348979311297171 0.4023999999999999799271677 0.5060000000000000053290705 0.5060000000000000053290705 0.4023999999999999799271677 0.7654075546719681932827939 0 0.4023999999999999799271677 16.45670474063731347769135 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.7960784313725490779489746 -0.9921568627450980670801073 -0.8581235998881010518246626 -0.9872277077740511108672194 -0.8980392156862745389744873" Chromosome2="1 1 1 -0.4431372549019607642861729 -0.5921568627450980448756468 -0.6741615981054122075377677 0.9944818905630224969982578 -0.8352941176470588535707407" Performance="12.59608613348979311297171 0.4023999999999999799271677 0.5060000000000000053290705 0.5060000000000000053290705 0.4023999999999999799271677 0.7654075546719681932827939 0 0.4023999999999999799271677 16.45670474063731347769135 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7822457930710624562919975 -1 -1 -0.8745098039215686291925067 -0.9450980392156862475161461 -0.8980392156862745389744873" Chromosome2="1 0.9877956693440124169569572 0.9168129552547520377814294 1 1 -0.6156862745098039546576274 -0.4588235294117647411482608 -0.8117647058823529437887601" Performance="12.39068494679679055536781 0.3536000000000000254019028 0.5060000000000000053290705 0.5060000000000000053290705 0.3536000000000000254019028 0.7748868778280543212488851 0 0.3536000000000000254019028 15.99031458827498219932295 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.940757897948580112945649 0.7254901960784314596253353 -0.7960784313725490779489746 -0.9529411764705881804360388 -0.8745098039215686291925067 -1 -1" Chromosome2="1 0.9328419173003307252045602 0.9294117647058823816763606 -0.4509803921568626972060656 -0.6156862745098039546576274 -0.6156862745098039546576274 1 1" Performance="11.79336874493520248563527 0.4460000000000000075495166 0.5060000000000000053290705 0.5060000000000000053290705 0.4460000000000000075495166 0.7434977578475335802110635 0 0.4460000000000000075495166 15.86200983184891732946653 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="5" OmissionError="0" CommissionError="46.71000000000000085265128">
<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="93" 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="-0.4431372549019607642861729 -1 -1 -0.7898049860540516942108979 -0.97870961809165635258978 -0.8100937553302434146473843 -0.9365616684584608941932515 -0.9230156165488883068803716" Chromosome2="0.3098039215686274605587869 1 1 -0.4288383202129030236093854 -0.5601987560727067494426024 -0.650316852923336741199023 -0.53964623726484839405515 -0.844092267644627858302897" Performance="18.06859594924328504816913 0.2812000000000000055067062 0.4955999999999999849897847 0.4955999999999999849897847 0.2812000000000000055067062 0.8819345661450924689361841 0 0.2812000000000000055067062 20.48745637470650038380882 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 -1 -0.7960784313725490779489746 -0.97870961809165635258978 -0.8100937553302434146473843 -0.9365616684584608941932515 -0.9230156165488883068803716" Chromosome2="0.3098039215686274605587869 0.9849491983458593669098491 1 -0.4431372549019607642861729 -0.5601987560727067494426024 -0.650316852923336741199023 -0.53964623726484839405515 -0.844092267644627858302897" Performance="17.71441615787658818703676 0.283200000000000007283063 0.4955999999999999849897847 0.4955999999999999849897847 0.283200000000000007283063 0.8757062146892655718488641 0 0.283200000000000007283063 20.228720386736490866042 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 -1 -0.7960784313725490779489746 -0.97870961809165635258978 -0.8100937553302434146473843 -0.9365616684584608941932515 -0.9230156165488883068803716" Chromosome2="0.3098039215686274605587869 1 0.9983518887788821460915756 -0.4431372549019607642861729 -0.5601987560727067494426024 -0.650316852923336741199023 -0.53964623726484839405515 -0.844092267644627858302897" Performance="17.71441615787658818703676 0.283200000000000007283063 0.4955999999999999849897847 0.4955999999999999849897847 0.283200000000000007283063 0.8757062146892655718488641 0 0.283200000000000007283063 20.228720386736490866042 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3230500517292891338172467 0.7985368068494340665353093 -1 -0.9843137254901961341602146 -0.8509803921568627194105261 -0.9553037476539611994041934 -0.9537498400230342010530649" Chromosome2="1 0.5303511421211342113934961 1 1 -0.6078431372549020217377347 -0.6156862745098039546576274 1 -0.8520459560614077609841388" Performance="15.82553515894465334667984 0.394799999999999984279242 0.4955999999999999849897847 0.4955999999999999849897847 0.394799999999999984279242 0.8074974670719351488301641 0 0.394799999999999984279242 19.59824743021125925679371 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6705882352941177071414813 -0.897618574781793854278078 -0.9921568627450980670801073 -0.8679129535167638964665571 -0.9393773936685000380819588 -0.9720137808592723693834614" Chromosome2="1 1 0.9372549019607843145962534 -0.4420989471085954303219978 -0.5529411764705882692538808 -0.5702816634927714289915457 -0.1884535580286386402537602 -0.8544627946668036377886324" Performance="15.25856104474963181871772 0.4215999999999999747757329 0.4955999999999999849897847 0.4955999999999999849897847 0.4215999999999999747757329 0.7922201138519924246139681 0 0.4215999999999999747757329 19.26050699540851596225366 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.7931567034782361913514137 -0.7803921568627451010868867 -0.9395000844691679953157859 -0.8665222832694398080732867 -0.9878473823610084414426069 -1" Chromosome2="1 0.5294117647058822484495977 0.9580991546236903300126642 -0.4431372549019607642861729 -0.5892871896252401819893407 -0.6072739871685098878018039 -0.3993115777673285071713849 1" Performance="14.92688689383573752422762 0.4551999999999999935162975 0.4955999999999999849897847 0.4955999999999999849897847 0.4551999999999999935162975 0.7794376098418277498680595 0 0.4551999999999999935162975 19.15084248611620054703053 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3255516260700881958634056 0.7841487672033847777797178 -0.7960784313725490779489746 -1 -0.8509803921568627194105261 -0.9824328563514758139163519 -0.9813461865858461585787609" Chromosome2="1 0.5295040740663236045193685 1 -0.4431372549019607642861729 1 -0.6156862745098039546576274 0.9947560608429326656221292 -0.8525986698553501552666489" Performance="14.96653390547535700250137 0.406000000000000027533531 0.4955999999999999849897847 0.4955999999999999849897847 0.406000000000000027533531 0.7921182266009851868915348 0 0.406000000000000027533531 18.8943183010665265442185 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 0.3345637147544470724191967 0.7832116241167211834195427 -0.8126974237147233104394672 -0.9843137254901961341602146 -0.8509803921568627194105261 -0.9332263041668918956972334 -1" Chromosome2="0.3725490196078431459625335 0.5448777260391672871975288 0.9979809478105495790245527 -0.4397100396326039106753569 -0.6078431372549020217377347 -0.6235294117647058875775201 -0.3464780763370647886922882 1" Performance="14.69738797168990807051614 0.4248000000000000109245946 0.4955999999999999849897847 0.4955999999999999849897847 0.4248000000000000109245946 0.7834274952919020318375942 0 0.4248000000000000109245946 18.76036781963303212705796 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 0.759226675214720647666411 -0.8606678377836942672729492 -1 -0.8171663301966221037986315 -0.9431279486064463313255146 -0.9072617256003142616194168" Chromosome2="0.3098039215686274605587869 0.9899743573153263476172015 0.9049658782597558293048223 1 1 -0.614024221247163382031431 -0.4198992952394949851324668 -0.8232519725320643910748686" Performance="15.25276622149906025072141 0.3436000000000000165201186 0.4955999999999999849897847 0.4955999999999999849897847 0.3436000000000000165201186 0.8149010477299185595256859 0 0.3436000000000000165201186 18.7173231203824173007888 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 0.3345637147544470724191967 0.7849852568865602897574263 -0.7960784313725490779489746 -0.9796925115307757447880022 -0.8585618310817019205316569 -0.9332263041668918956972334 -0.9835139692370449271408006" Chromosome2="0.3725490196078431459625335 0.5448777260391672871975288 0.9964789129387838784168707 -0.4431372549019607642861729 -0.5970228174610027194191275 -0.6187032488368523486244044 -0.3464780763370647886922882 1" Performance="14.52048322510775513194403 0.4424000000000000154543045 0.4955999999999999849897847 0.4955999999999999849897847 0.4424000000000000154543045 0.7766726943942133809528627 0 0.4424000000000000154543045 18.69575605002232521201222 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.771389723445451758188085 -0.7803921568627451010868867 -0.9395000844691679953157859 -0.8665222832694398080732867 -0.9686274509803921572981267 -1" Chromosome2="1 0.5294117647058822484495977 0.9583274619570275598690046 -0.4431372549019607642861729 -0.5892871896252401819893407 -0.6072739871685098878018039 -0.3803921568627450788824262 0.977544475110277311102891" Performance="14.34079874191228753943506 0.4607999999999999873878664 0.4955999999999999849897847 0.4955999999999999849897847 0.4607999999999999873878664 0.7699652777777777901135892 0 0.4607999999999999873878664 18.62525383391539435251616 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4456199464422105349648007 -1 0.7566444310487908664342172 -1 -0.9843137254901961341602146 -0.8228260152939118610149194 -1 -0.8980392156862745389744873" Chromosome2="0.3538566073121018340508215 0.9970466061769163168548857 0.8980045576758040049014653 1 -0.6078431372549020217377347 -0.6627110800511960553293989 1 -0.8352941176470588535707407" Performance="15.22692653884985958256948 0.3284000000000000252242671 0.4955999999999999849897847 0.4955999999999999849897847 0.3284000000000000252242671 0.8197320341047502623155196 0 0.3284000000000000252242671 18.57549285051372223165345 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 0.759226675214720647666411 -0.8606678377836942672729492 -1 -0.8171663301966221037986315 -0.9450980392156862475161461 -0.9072617256003142616194168" Chromosome2="0.3098039215686274605587869 1 0.9049658782597558293048223 1 1 -0.614024221247163382031431 -0.4039215686274509886644069 -0.8232519725320643910748686" Performance="15.03736821233685994059215 0.3452000000000000068389738 0.4955999999999999849897847 0.4955999999999999849897847 0.3452000000000000068389738 0.8111239860950173463649548 0 0.3452000000000000068389738 18.53892681035244294207587 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4456199464422105349648007 -1 0.7566444310487908664342172 -1 -0.9843137254901961341602146 -0.8238247421016198224208438 -0.9935104305177558936534865 -0.8980392156862745389744873" Chromosome2="0.3538566073121018340508215 0.9970466061769163168548857 0.8980045576758040049014653 1 -0.6078431372549020217377347 -0.6546986276718071984248581 1 -0.8352941176470588535707407" Performance="15.17084217641794730013771 0.3287999999999999811706175 0.4955999999999999849897847 0.4955999999999999849897847 0.3287999999999999811706175 0.8187347931873479867093124 0 0.3287999999999999811706175 18.52961704162786205074553 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3255516260700881958634056 0.7841487672033847777797178 -0.7960784313725490779489746 -0.9844778473791363504474816 -0.8509803921568627194105261 -1 -0.9642705388823706869061425" Chromosome2="1 0.5295040740663236045193685 1 -0.4431372549019607642861729 1 -0.6156862745098039546576274 1 -0.8481486945924366915861015" Performance="14.32411825706077657116566 0.4116000000000000214050999 0.4955999999999999849897847 0.4955999999999999849897847 0.4116000000000000214050999 0.7813411078717200641818863 0 0.4116000000000000214050999 18.33273344093972667678827 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.3350597489883915258701563 -1 -0.7803921568627451010868867 -1 -0.8509803921568627194105261 -0.9450980392156862475161461 -0.9387815053337345005957104" Chromosome2="0.3647058823529412130426408 0.510118628639021576276491 1 -0.4431372549019607642861729 1 -0.6235294117647058875775201 -0.4196078431372548545041923 -0.8537053422183215056762151" Performance="14.72451189167497531684603 0.351600000000000023625546 0.4955999999999999849897847 0.4955999999999999849897847 0.351600000000000023625546 0.80432309442548355349345 0 0.351600000000000023625546 18.30671280450113513893484 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 0.3254901960784313263985723 0.7914977471818965826244607 -1 -1 -0.8291976736070371112319322 -0.946233187013250875985193 -1" Chromosome2="0.3725490196078431459625335 0.5294117647058822484495977 0.8718994681887767272954193 0.7153548529992501681107342 1 -0.6507822941951222350809303 -0.4683223138246806471762795 1" Performance="15.73835143474370390492822 0.2487999999999999933830708 0.4955999999999999849897847 0.4955999999999999849897847 0.2487999999999999933830708 0.8617363344051447437976776 0 0.2487999999999999933830708 18.26353468733317697569873 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3255516260700881958634056 0.7841487672033847777797178 -0.7960784313725490779489746 -1 -0.8509803921568627194105261 -1 -0.9642705388823706869061425" Chromosome2="1 0.5295040740663236045193685 1 -0.4431372549019607642861729 1 -0.6156862745098039546576274 1 -0.8481486945924366915861015" Performance="14.14498369951838263602895 0.4132000000000000117239551 0.4955999999999999849897847 0.4955999999999999849897847 0.4132000000000000117239551 0.7783155856727976829034787 0 0.4132000000000000117239551 18.17384099701802213644442 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 0.6078431372549020217377347 -1 -0.9669618099038983505266742 -0.8509803921568627194105261 -0.98003495559096331923854 -0.9387815053337345005957104" Chromosome2="0.3098039215686274605587869 1 0.8980392156862744279521849 1 -0.5833756273325771957161123 -0.6235294117647058875775201 1 -0.8537053422183215056762151" Performance="14.74231928087005982774826 0.3256000000000000005329071 0.4955999999999999849897847 0.4955999999999999849897847 0.3256000000000000005329071 0.8132678132678132776334223 0 0.3256000000000000005329071 18.12726268070729318537815 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3411764705882351922383577 0.795276561699681305839249 -1 -0.9843137254901961341602146 -0.8509803921568627194105261 -1 -0.9642705388823706869061425" Chromosome2="1 0.5294117647058822484495977 1 1 -0.6078431372549020217377347 -0.6156862745098039546576274 1 -0.8481486945924366915861015" Performance="14.04918242352620616486547 0.3891999999999999904076731 0.4955999999999999849897847 0.4955999999999999849897847 0.3891999999999999904076731 0.7831449126413154715464771 0 0.3891999999999999904076731 17.93944159854461872782849 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 0.6078431372549020217377347 -1 -0.9843137254901961341602146 -0.8509803921568627194105261 -1 -0.9387815053337345005957104" Chromosome2="0.3098039215686274605587869 1 0.8980392156862744279521849 1 -0.5921568627450980448756468 -0.6235294117647058875775201 1 -0.8537053422183215056762151" Performance="14.25101989234734922717962 0.3291999999999999926281191 0.4955999999999999849897847 0.4955999999999999849897847 0.3291999999999999926281191 0.8043742405832320363501253 0 0.3291999999999999926281191 17.71690237371883469563727 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 -1 -0.8047868249179841448892603 -0.9843137254901961341602146 -0.8283151367078277482747239 -0.9130220680672979094438801 -0.8980392156862745389744873" Chromosome2="1 1 1 -0.5851886326007225136436318 -0.5921568627450980448756468 -0.6198647853192905676777968 -0.38784783829005264887968 -0.8352941176470588535707407" Performance="15.13699879024936123528278 0.2247999999999999998223643 0.4955999999999999849897847 0.4955999999999999849897847 0.2247999999999999998223643 0.8647686832740213436210297 0 0.2247999999999999998223643 17.50410148172868574079075 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -0.9906472231854092092007136 0.8180590332324484403869747 -1 -1 -0.8509803921568627194105261 -0.9450980392156862475161461 -0.8980392156862745389744873" Chromosome2="0.3098039215686274605587869 1 0.8916868410988867399424862 1 1 -0.6235294117647058875775201 -0.4039215686274509886644069 -0.8196078431372548767086528" Performance="14.42178032325751857456453 0.2564000000000000167865721 0.4955999999999999849897847 0.4955999999999999849897847 0.2564000000000000167865721 0.8361934477379094898807921 0 0.2564000000000000167865721 17.24694251344789108770783 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4456199464422105349648007 -1 0.749238162150695274910106 -0.9945650333027337142155488 -0.9686274509803921572981267 -0.8509803921568627194105261 -1 -0.9018034227187836648909069" Chromosome2="0.3538566073121018340508215 0.9970466061769163168548857 0.9102030716032959434258487 0.1930977037541714569357509 -0.6078431372549020217377347 -0.6235294117647058875775201 1 -0.830136505871846841486672" Performance="13.20960798920489942531731 0.4032000000000000028421709 0.4955999999999999849897847 0.4955999999999999849897847 0.4032000000000000028421709 0.7668650793650794161848694 0 0.4032000000000000028421709 17.22546552796706009758054 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4588235294117647411482608 -1 0.7394096685917592726156045 -0.7490196078431372583850134 -1 -0.8509803921568627194105261 -0.9450980392156862475161461 -1" Chromosome2="0.3725490196078431459625335 1 0.903048858146325517104458 -0.4588235294117647411482608 1 -0.6156862745098039546576274 -0.4196078431372548545041923 1" Performance="10.87111425032784417510356 0.343200000000000005062617 0.4955999999999999849897847 0.4955999999999999849897847 0.343200000000000005062617 0.7447552447552447940637421 0 0.343200000000000005062617 14.59689519058104778537199 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="6" OmissionError="0" CommissionError="47.27000000000000312638804">
<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="105" 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 -0.9943487869309527438232976 -1 -0.9751963272836863261261442 -0.9836298803467367068975591 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="1 1 1 0.9765621547167208094109014 0.9980313142414315441541817 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.83956392102921206799238 0.513599999999999945465845 0.5040000000000000035527137 0.5040000000000000035527137 0.513599999999999945465845 0.7585669781931464461521841 0 0.513599999999999945465845 18.24435325934446439077874 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9943487869309527438232976 -0.991321383428478974941811 -0.9751963272836863261261442 -0.9836298803467367068975591 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="1 1 0.9847049375789033165418118 0.9765621547167208094109014 0.9980313142414315441541817 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.83956392102921206799238 0.513599999999999945465845 0.5040000000000000035527137 0.5040000000000000035527137 0.513599999999999945465845 0.7585669781931464461521841 0 0.513599999999999945465845 18.24435325934446439077874 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9943487869309527438232976 -1 -1 -1 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="1 1 1 1 1 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.76471170094237805869852 0.5143999999999999683808483 0.5040000000000000035527137 0.5040000000000000035527137 0.5143999999999999683808483 0.7573872472783825804398816 0 0.5143999999999999683808483 18.17394173245574862107787 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9943487869309527438232976 -1 -0.9751963272836863261261442 -1 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="1 1 1 0.9765621547167208094109014 1 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.76471170094237805869852 0.5143999999999999683808483 0.5040000000000000035527137 0.5040000000000000035527137 0.5143999999999999683808483 0.7573872472783825804398816 0 0.5143999999999999683808483 18.17394173245574862107787 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4633328214118601073856496 -1 -1 -1 -0.9721461739665007151245391 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="0.1712527500017632098305853 1 1 1 0.976829054820187003826959 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.5451535168757750682289 0.4955999999999999849897847 0.5040000000000000035527137 0.5040000000000000035527137 0.4955999999999999849897847 0.7578692493946731500997771 0 0.4955999999999999849897847 17.87267860213960091186891 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4826857891846814130332177 0.333333333333333259318465 0.6705882352941177071414813 -1 -0.9843137254901961341602146 -1 -0.8133556778378345786251202 -0.8980392156862745389744873" Chromosome2="0.3219357008808384490450294 0.5294117647058822484495977 0.9372549019607843145962534 1 -0.5764705882352940680135589 1 -0.5399950742429378003350848 -0.8352941176470588535707407" Performance="15.09929946602230188545946 0.2740000000000000213162821 0.5040000000000000035527137 0.5040000000000000035527137 0.2740000000000000213162821 0.8452554744525547780753527 0 0.2740000000000000213162821 17.86359263251343065803667 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7127507017925381882506031 -0.7960784313725490779489746 -0.9686274509803921572981267 -0.8980392156862745389744873 -0.9048939263192461446294601 -1" Chromosome2="1 1 0.9003551690674880259024349 -0.4509803921568626972060656 -0.5921568627450980448756468 -0.4823529411764705399079389 -0.4880347386274047627452433 1" Performance="14.17665929175510086679424 0.3463999999999999857003274 0.5040000000000000035527137 0.5040000000000000035527137 0.3463999999999999857003274 0.8036951501154734334164687 0 0.3463999999999999857003274 17.63934906129298596511035 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4633328214118601073856496 -1 -1 -1 -1 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="0.1712527500017632098305853 1 0.9994513660669326338137353 1 1 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.28052225322878321378539 0.4984000000000000096811448 0.5040000000000000035527137 0.5040000000000000035527137 0.4984000000000000096811448 0.7536115569823435000884615 0 0.4984000000000000096811448 17.62250343719176015611083 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4633328214118601073856496 -1 -1 -0.992620869894467627858603 -1 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="0.1712527500017632098305853 1 1 1 1 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.28052225322878321378539 0.4984000000000000096811448 0.5040000000000000035527137 0.5040000000000000035527137 0.4984000000000000096811448 0.7536115569823435000884615 0 0.4984000000000000096811448 17.62250343719176015611083 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4633328214118601073856496 -1 -1 -0.9715950985185124455512096 -1 -0.8745098039215686291925067 -1 -0.9388730601403022513196106" Chromosome2="0.1712527500017632098305853 1 0.9994513660669326338137353 1 1 -0.5529411764705882692538808 1 -0.8575973794412087292116098" Performance="13.28052225322878321378539 0.4984000000000000096811448 0.5040000000000000035527137 0.5040000000000000035527137 0.4984000000000000096811448 0.7536115569823435000884615 0 0.4984000000000000096811448 17.62250343719176015611083 0"/>
<Rule Type="r" Prediction="0" Chromosome1="-1.026314367829132212506238 0.3411764705882351922383577 0.6705882352941177071414813 -0.7906729311672570092994761 -1 -1 -1 -1" Chromosome2="3.870818146073185861411048 0.521568627450980315529705 0.9372549019607843145962534 -0.4236816593970750277620141 1 1 1 1" Performance="12.76399293848125360284484 0.5540000000000000479616347 0.4959999999999999964472863 0.5040000000000000035527137 0.5540000000000000479616347 0.7306859205776172760948839 0 0.5540000000000000479616347 17.4685081223285934015621 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="7" OmissionError="0" CommissionError="48.42999999999999971578291">
<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="87" 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="-0.9678644862025975736941064 0.333333333333333259318465 0.7433862320801816192528122 -1 -0.960521034672145113120223 -0.9372549019607843145962534 -0.887475682219589501187329 -1" Chromosome2="1 0.5294117647058822484495977 0.8971076967832298798555257 0.9934493903620321697545137 -0.6013355303966124720815856 -0.6235294117647058875775201 -0.532734023465841421973721 0.9997781235724687576293945" Performance="17.69247087518669658834369 0.292399999999999993249844 0.5155999999999999472422019 0.5155999999999999472422019 0.292399999999999993249844 0.8850889192886456369180337 0 0.292399999999999993249844 19.98948409545823068356185 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9678644862025975736941064 0.333333333333333259318465 0.7472952109018913269267159 -1 -0.9441833840606682626273027 -0.9372549019607843145962534 -0.887475682219589501187329 -1" Chromosome2="1 0.5294117647058822484495977 0.887706818146132059510478 0.9934493903620321697545137 -0.6031228035232450990221764 -0.6235294117647058875775201 -0.532734023465841421973721 1" Performance="17.58935764115923205963554 0.2707999999999999851674204 0.5155999999999999472422019 0.5155999999999999472422019 0.2707999999999999851674204 0.8936484490398818314460527 0 0.2707999999999999851674204 19.68263656704925779195037 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.7696267598980667257180244 -1 -0.9843137254901961341602146 -0.9372549019607843145962534 -0.879034778645361170035244 -1" Chromosome2="1 0.5294117647058822484495977 0.8852489145895120481455365 1 -0.6078431372549020217377347 -0.6235294117647058875775201 -0.5308192756614381613289311 1" Performance="17.00359951797289426167481 0.2740000000000000213162821 0.5155999999999999472422019 0.5155999999999999472422019 0.2740000000000000213162821 0.8832116788321168199260569 0 0.2740000000000000213162821 19.25200937158914271662979 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.7696267598980667257180244 -1 -0.9843137254901961341602146 -0.9372549019607843145962534 -0.879034778645361170035244 -0.9829678442329168319702148" Chromosome2="1 0.5294117647058822484495977 0.8852489145895120481455365 1 -0.6078431372549020217377347 -0.6235294117647058875775201 -0.5308192756614381613289311 1" Performance="17.00359951797289426167481 0.2740000000000000213162821 0.5155999999999999472422019 0.5155999999999999472422019 0.2740000000000000213162821 0.8832116788321168199260569 0 0.2740000000000000213162821 19.25200937158914271662979 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.620593460802646323948295 -0.7457427766298788673893227 -1 -0.8823529411764705621123994 -0.9001898110112457329634594 -1" Chromosome2="1 0.9859456056530805367899006 0.9486069694015325515223935 -0.3887438012202395487548756 1 -0.6470588235294116863371983 -0.5400124909440924270143114 1" Performance="16.42473094548450873730872 0.3140000000000000013322676 0.5155999999999999472422019 0.5155999999999999472422019 0.3140000000000000013322676 0.8573248407643312418713322 0 0.3140000000000000013322676 19.15811856196929952034225 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.620593460802646323948295 -0.7457427766298788673893227 -1 -0.8823529411764705621123994 -0.9001898110112457329634594 -1" Chromosome2="1 0.9859456056530805367899006 0.9486069694015325515223935 -0.3887438012202395487548756 1 -0.6470588235294116863371983 -0.5400124909440924270143114 0.9830534627128925118100256" Performance="16.42473094548450873730872 0.3140000000000000013322676 0.5155999999999999472422019 0.5155999999999999472422019 0.3140000000000000013322676 0.8573248407643312418713322 0 0.3140000000000000013322676 19.15811856196929952034225 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.9188018922827073664549857 0.7254901960784314596253353 -0.801544038805307224038188 -0.99093391550039611193057 -0.8745098039215686291925067 -0.9760939981243289542689467 -0.8980392156862745389744873" Chromosome2="1 1 0.9294117647058823816763606 -0.5372595533363374586954819 -0.5698566900185344508145135 -0.6627450980392156631992862 1 -0.8117647058823529437887601" Performance="15.49849982061076936190602 0.4052000000000000046185278 0.5155999999999999472422019 0.5155999999999999472422019 0.4052000000000000046185278 0.8144126357354393164200701 0 0.4052000000000000046185278 19.03027917367116117475234 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.254455009071212712168375 -1 -0.7803921568627451010868867 -0.9843137254901961341602146 -0.9372549019607843145962534 -0.9137254901960784048142727 -1" Chromosome2="0.3647058823529412130426408 0.3696430509050049328934051 1 -0.3490196078431372361805529 -0.6078431372549020217377347 -0.6235294117647058875775201 -0.4901960784313725838501341 1" Performance="18.6037108378298725597233 0.1683999999999999941380224 0.5155999999999999472422019 0.5155999999999999472422019 0.1683999999999999941380224 0.9786223277909739115543175 0 0.1683999999999999941380224 19.0101025794329530071991 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 0.254455009071212712168375 -1 -0.7803921568627451010868867 -0.9843137254901961341602146 -0.9372549019607843145962534 -0.9137254901960784048142727 -0.9985919862716312600525725" Chromosome2="0.3647058823529412130426408 0.3696430509050049328934051 1 -0.3490196078431372361805529 -0.6078431372549020217377347 -0.6235294117647058875775201 -0.4901960784313725838501341 0.9768540065466280175598968" Performance="18.6037108378298725597233 0.1683999999999999941380224 0.5155999999999999472422019 0.5155999999999999472422019 0.1683999999999999941380224 0.9786223277909739115543175 0 0.1683999999999999941380224 19.0101025794329530071991 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6470540791477696895839244 -0.8036502886880066975905379 -1 -0.8859349922486918771369346 -0.9259752560080443117840332 -1" Chromosome2="0.972106940167791755413873 1 0.9324029033067312566274154 -0.3767169185226259542353944 1 -0.6299234401374894654068726 -0.5167015282503222284304911 1" Performance="15.25829958266982444570203 0.4139999999999999791278071 0.5155999999999999472422019 0.5155999999999999472422019 0.4139999999999999791278071 0.8086956521739130376857929 0 0.4139999999999999791278071 18.86778980652720250077437 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.9834632693479458120933145 0.1307548791469516635821435 -0.9453031956218183040618896 -0.7803921568627451010868867 -1 -0.8823529411764705621123994 -0.9137254901960784048142727 -1" Chromosome2="0.9892332884310571783359478 0.3937435298725022736476831 0.9495403625769540667533875 -0.3490196078431372361805529 1 -0.6470588235294116863371983 -0.4901960784313725838501341 -0.7945640444202499708126197" Performance="17.38829134652819163875392 0.1668000000000000038191672 0.5155999999999999472422019 0.5155999999999999472422019 0.1668000000000000038191672 0.95923261390887293309504 0 0.1668000000000000038191672 18.12729372875563882416827 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.9894697520066983997821808 0.2631313191789331207282032 0.7411764705882353254651207 -1 -0.9972106116765644401311874 -0.9372549019607843145962534 -0.9137254901960784048142727 -0.8980392156862745389744873" Chromosome2="0.9896765345765743404626846 0.3823228808708354908851845 0.9137254901960785158365752 1 1 -0.6235294117647058875775201 -0.4901960784313725838501341 -0.8117647058823529437887601" Performance="17.24081613657725853272495 0.1603999999999999870325951 0.5155999999999999472422019 0.5155999999999999472422019 0.1603999999999999870325951 0.9625935162094763075657511 0 0.1603999999999999870325951 17.91079603825772181835418 0"/>
<Rule Type="r" Prediction="0" Chromosome1="-0.9838268409024631955261952 -1 -1 -0.8205075962987091742206758 -0.9921568627450980670801073 -0.8905442941124758204907153 -0.8554927823818238019626392 -3.998208259970888800438615" Chromosome2="3.424119821418318831973693 1 1 -0.4923884936724310934508253 -0.4980392156862745167700268 -0.4808605955388301489428216 -0.534643050704873723510957 2.514808774666095647631892" Performance="13.90690644780419304993302 0.3476000000000000200728323 0.4843999999999999972466469 0.5155999999999999472422019 0.3476000000000000200728323 0.7848101265822784444736726 0 0.3476000000000000200728323 17.72009047381502000462206 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9583404692670991487091214 -1 0.7254901960784314596253353 -0.801544038805307224038188 -1 -0.882813925005523914002481 -1 -0.8980392156862745389744873" Chromosome2="1 1 0.9294117647058823816763606 -0.5372595533363374586954819 -0.586403520420423318704195 -0.6377943892344801746219218 1 -0.8117647058823529437887601" Performance="13.75305032160143170472111 0.4475999999999999978683718 0.5155999999999999472422019 0.5155999999999999472422019 0.4475999999999999978683718 0.7792672028596961952828792 0 0.4475999999999999978683718 17.64869645627523198072595 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.63379411845204847164581 -0.7803921568627451010868867 -0.9843137254901961341602146 -0.8823529411764705621123994 -0.9085239364316065602267258 -1" Chromosome2="1 1 0.9865985543877880958874016 -0.3490196078431372361805529 -0.6078431372549020217377347 -0.6470588235294116863371983 -0.5174345864124166860520404 1" Performance="14.48861052853724906697153 0.3331999999999999961808328 0.5155999999999999472422019 0.5155999999999999472422019 0.3331999999999999961808328 0.8211284513805522378149249 0 0.3331999999999999961808328 17.64475521969521665255343 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7254901960784314596253353 -0.801544038805307224038188 -1 -0.8745098039215686291925067 -1 -0.8980392156862745389744873" Chromosome2="1 1 0.9294117647058823816763606 -0.5372595533363374586954819 -0.586403520420423318704195 -0.6627450980392156631992862 1 -0.8117647058823529437887601" Performance="13.89550601886307390486763 0.418800000000000005595524 0.5155999999999999472422019 0.5155999999999999472422019 0.418800000000000005595524 0.787965616045845251846913 0 0.418800000000000005595524 17.63466036575713857814662 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.4431372549019607642861729 -1 0.7254901960784314596253353 -1 -0.9893902142200350358081096 -0.9372549019607843145962534 -0.9137254901960784048142727 -1" Chromosome2="0.3647058823529412130426408 1 0.9294117647058823816763606 1 -0.5962279769019653841155559 -0.6235294117647058875775201 -0.4901960784313725838501341 1" Performance="12.2295384914281228816435 0.4212000000000000188293825 0.5155999999999999472422019 0.5155999999999999472422019 0.4212000000000000188293825 0.7625830959164292544016917 0 0.4212000000000000188293825 16.03699132188519627106871 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -1 -0.9921568627450980670801073 -0.90588235294117647189438 -0.9921568627450980670801073 -0.9006000953873148917594449" Chromosome2="1 1 1 1 -0.5529411764705882692538808 -0.521568627450980315529705 -0.3490196078431372361805529 -0.7070233991289491815024348" Performance="12.77530491552666447319098 0.1811999999999999999555911 0.4843999999999999972466469 0.5155999999999999472422019 0.1811999999999999999555911 0.8410596026490065879599456 0 0.1811999999999999999555911 15.18953576570493169128895 0"/>
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<Run Id="8" OmissionError="0" CommissionError="49.71000000000000085265128">
<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="107" 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="-0.944807739218785691548419 0.333333333333333259318465 0.7408777495570573190519781 -1 -0.9614214912978937821463887 -0.8105821349045015944412285 -0.8532157083312708056865858 -1" Chromosome2="1 0.521568627450980315529705 0.8923012183862946145040951 1 -0.5838807180341082370134131 -0.6324034887099904134188932 -0.4975937118785549451160932 1" Performance="19.84737430579373906880392 0.2247999999999999998223643 0.4888000000000000122568622 0.4888000000000000122568622 0.2247999999999999998223643 0.9359430604982206247655085 0 0.2247999999999999998223643 21.20574973356669445934131 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.944807739218785691548419 0.333333333333333259318465 0.7408777495570573190519781 -0.9924171962081751452444678 -0.9614214912978937821463887 -0.8105821349045015944412285 -0.8532157083312708056865858 -1" Chromosome2="1 0.521568627450980315529705 0.8923012183862946145040951 1 -0.5838807180341082370134131 -0.6324034887099904134188932 -0.4975937118785549451160932 1" Performance="19.84737430579373906880392 0.2247999999999999998223643 0.4888000000000000122568622 0.4888000000000000122568622 0.2247999999999999998223643 0.9359430604982206247655085 0 0.2247999999999999998223643 21.20574973356669445934131 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7900881235172555472345834 -1 -0.9843137254901961341602146 -0.9718922630180509836250735 -0.8112609512470906336645271 -1" Chromosome2="1 1 0.9514964388338857936844306 1 -0.5764705882352940680135589 0.9749051188023722946951466 -0.3316011901384864901665139 -0.5247497017257938267675854" Performance="12.7141892687000837014466 0.5467999999999999527489081 0.4888000000000000122568622 0.4888000000000000122568622 0.5467999999999999527489081 0.725676664228237067177929 0 0.5467999999999999527489081 17.52046041362198991464538 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.7254901960784314596253353 -1 -0.9843137254901961341602146 -1 -0.8112609512470906336645271 -1" Chromosome2="1 0.9667157560417597439439419 0.9215686274509804487564679 1 -0.5764705882352940680135589 0.9249491424998268485069275 -0.3316011901384864901665139 -0.5247497017257938267675854" Performance="12.56858350584544936623388 0.5183999999999999719335619 0.4888000000000000122568622 0.4888000000000000122568622 0.5183999999999999719335619 0.7283950617283950768054979 0 0.5183999999999999719335619 17.2551739656522258314908 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.333333333333333259318465 0.7285135692070707769119053 -0.7960784313725490779489746 -0.9843137254901961341602146 -0.8853970133621866800410771 -0.8901960784313724950322921 -0.8980392156862745389744873" Chromosome2="1 0.521568627450980315529705 0.8923051633086859224519571 -0.3490196078431372361805529 -0.5764705882352940680135589 -0.5493673719698562996072155 -0.4745098039215686069880462 -0.8352941176470588535707407" Performance="13.56335432471266599918636 0.258400000000000018562929 0.4888000000000000122568622 0.4888000000000000122568622 0.258400000000000018562929 0.8157894736842105087859522 0 0.258400000000000018562929 16.62604723674455797777227 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.3254901960784313263985723 0.7882352941176471450290819 -0.7490196078431372583850134 -1 -0.866666666666666696272614 -0.9319513211757236570420559 -1" Chromosome2="1 0.5294117647058822484495977 0.8980392156862744279521849 -0.4666666666666666740681535 1 -0.5999999999999999777955395 -0.3474304320524428391081528 1" Performance="13.01765340615112975797274 0.312800000000000022470914 0.4888000000000000122568622 0.4888000000000000122568622 0.312800000000000022470914 0.7851662404092071279038123 0 0.312800000000000022470914 16.57948691141723784880924 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="9" OmissionError="0" CommissionError="52.10999999999999943156581">
<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="-1 -1 0.6705882352941177071414813 -0.8022371829351254701734319 -0.958051131795282007175274 -0.8802214716843210773333794 -0.8606377250907540910063176 -1" Chromosome2="1 1 0.9372549019607843145962534 -0.4581715961571271034102892 0.9927061426088861217920112 -0.5881689872680465613896672 -0.6038213657224368313691798 1" Performance="20.10914076336496947305932 0.2667999999999999816147067 0.4868000000000000104805054 0.4868000000000000104805054 0.2667999999999999816147067 0.9130434782608695121197684 0 0.2667999999999999816147067 22.02429702654258747429594 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.6705882352941177071414813 -0.7960784313725490779489746 -1 -0.8780951214857160014304327 -0.8606377250907540910063176 -1" Chromosome2="1 1 0.9372549019607843145962534 -0.4509803921568626972060656 1 -0.5778555048121000181637896 -0.6038213657224368313691798 1" Performance="18.17747853454117645810584 0.2587999999999999745092794 0.4868000000000000104805054 0.4868000000000000104805054 0.2587999999999999745092794 0.8887171561051004919917773 0 0.2587999999999999745092794 20.453614977127202223528 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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