<SerializedModel>
<Sampler>
<Environment NumLayers="8">
<Map Id="Worldclim - bio 2 - present - Mean Diurnal Range (Mean of monthly (max temp - min temp))" IsCategorical="0"/>
<Map Id="Worldclim - bio 5 - present - Max Temperature of Warmest Month" IsCategorical="0"/>
<Map Id="Worldclim - bio 6 - present - Min Temperature of Coldest Month" IsCategorical="0"/>
<Map Id="Worldclim - bio 16 - present - Precipitation of Wettest Quarter" IsCategorical="0"/>
<Map Id="Worldclim - bio 17 - present - Precipitation of Driest Quarter" IsCategorical="0"/>
<Map Id="Worldclim - bio 18 - present - Precipitation of Warmest Quarter" IsCategorical="0"/>
<Map Id="Worldclim - bio 19 - present - Precipitation of Coldest Quarter" IsCategorical="0"/>
<Map Id="Worldclim - dem - Altitude" IsCategorical="0"/>
<Mask Id="Máscara do Brasil (30s)"/>
</Environment>
<Presence Label="Coffea canephora" Count="11">
<CoordinateSystem>GEOGCS['1924 ellipsoid',DATUM['Not_specified',SPHEROID['International 1924',6378388,297,AUTHORITY['EPSG','7022']],AUTHORITY['EPSG','6022']],PRIMEM['Greenwich',0,AUTHORITY['EPSG','8901']],UNIT['degree',0.0174532925199433,AUTHORITY['EPSG','9108']],AUTHORITY['EPSG','4022']]</CoordinateSystem>
<Point Id="https://specieslink.net/guid/95/257086" X="-61.557214" Y="-0.794791"/>
<Point Id="https://specieslink.net/guid/678/4517" X="-42.1191667" Y="-21.2080556"/>
<Point Id="https://specieslink.net/guid/678/8560" X="-42.0330556" Y="-21.4116667"/>
<Point Id="https://specieslink.net/guid/95/257115" X="-61.584494" Y="-1.111354"/>
<Point Id="https://specieslink.net/guid/523/13747" X="-55.8575" Y="-1.7761111"/>
<Point Id="https://specieslink.net/guid/592/14927" X="-40.2013889" Y="-19.1855555"/>
<Point Id="https://specieslink.net/guid/371/7976" X="-50.10512" Y="-25.25534"/>
<Point Id="https://specieslink.net/guid/64/18079" X="-47.077171" Y="-22.870251"/>
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<Point Id="https://specieslink.net/guid/733/55" X="-41.1705556" Y="-20.6116667"/>
</Presence>
</Sampler>
<Algorithm Id="CONSENSUS" Version="0.2"><Parameters><Parameter Id="Agreement" Value="2"/><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="Weights" Value="1.0 1.0 0.0 0.0 0.0"/></Parameters><Model><Consensus Thresholds="0.44527360121300996 0.1 0.0 0.0 0.0"><Algorithms>
<Algorithm Id="MAXENT" Version="1.0">
<Parameters>
<Parameter Id="AutoFeatures" Value="1"/>
<Parameter Id="HingeFeatures" Value="1"/>
<Parameter Id="IncludePresencePointsInBackground" Value="1"/>
<Parameter Id="MinSamplesForHinge" Value="15"/>
<Parameter Id="MinSamplesForProductThreshold" Value="80"/>
<Parameter Id="MinSamplesForQuadratic" Value="10"/>
<Parameter Id="NumberOfBackgroundPoints" Value="10000"/>
<Parameter Id="NumberOfIterations" Value="500"/>
<Parameter Id="OutputFormat" Value="2"/>
<Parameter Id="ProductFeatures" Value="1"/>
<Parameter Id="QuadraticFeatures" Value="1"/>
<Parameter Id="TerminateTolerance" Value="0.00001"/>
<Parameter Id="ThresholdFeatures" Value="1"/>
<Parameter Id="UseAbsencesAsBackground" Value="1"/></Parameters>
<Model>
<MaximumEntropy Z="3103.413571015657453244785" LN="-0.6810990467539245196704201" Entropy="9.166397586366581862193925" OutputFormat="2">
<Features Num="16">
<Feature Type="0" Ref="0" Min="56" Max="157" Lambda="0"/>
<Feature Type="0" Ref="1" Min="202" Max="368" Lambda="0"/>
<Feature Type="0" Ref="2" Min="23" Max="233" Lambda="0"/>
<Feature Type="0" Ref="3" Min="175" Max="1642" Lambda="0"/>
<Feature Type="0" Ref="4" Min="0" Max="754" Lambda="0"/>
<Feature Type="0" Ref="5" Min="3" Max="981" Lambda="0"/>
<Feature Type="0" Ref="6" Min="0" Max="1498" Lambda="0"/>
<Feature Type="0" Ref="7" Min="-2" Max="1891" Lambda="-1.722638020050173635056012"/>
<Feature Type="1" Ref="0" Min="3136" Max="24649" Lambda="0"/>
<Feature Type="1" Ref="1" Min="40804" Max="135424" Lambda="-2.017651957391474848435564"/>
<Feature Type="1" Ref="2" Min="529" Max="54289" Lambda="0"/>
<Feature Type="1" Ref="3" Min="30625" Max="2696164" Lambda="-1.219435130946823875319751"/>
<Feature Type="1" Ref="4" Min="0" Max="568516" Lambda="0"/>
<Feature Type="1" Ref="5" Min="9" Max="962361" Lambda="0"/>
<Feature Type="1" Ref="6" Min="0" Max="2244004" Lambda="0"/>
<Feature Type="1" Ref="7" Min="0" Max="3575881" Lambda="0"/></Features></MaximumEntropy></Model></Algorithm>
<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="10.96000000000000085265128">
<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="95" 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 0.2862745098039216617991087 0.5843137254901960009334516 -0.7623930676171221110237752 -1 -0.8509803921568627194105261 -1 -1" Chromosome2="1 0.4588235294117646301259583 0.9137254901960785158365752 -0.5927987318944165640033361 1 -0.5529411764705882692538808 0.9347822465002536551637036 1" Performance="17.2992339172718239126425 0.4855999999999999761080005 0.4884000000000000007993606 0.4884000000000000007993606 0.4855999999999999761080005 0.7990115321252059255030531 0 0.4855999999999999761080005 21.65079378924535546957486 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2862745098039216617991087 0.5843137254901960009334516 -0.7623930676171221110237752 -1 -0.8509803921568627194105261 -1 -0.9547834220031896634850455" Chromosome2="1 0.4588235294117646301259583 0.9137254901960785158365752 -0.5927987318944165640033361 1 -0.5529411764705882692538808 1 1" Performance="17.2992339172718239126425 0.4855999999999999761080005 0.4884000000000000007993606 0.4884000000000000007993606 0.4855999999999999761080005 0.7990115321252059255030531 0 0.4855999999999999761080005 21.65079378924535546957486 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9789973463863134162110669 0.2862745098039216617991087 0.5843137254901960009334516 -0.7623930676171221110237752 -1 -0.8509803921568627194105261 -1 -0.9547834220031896634850455" Chromosome2="0.9785548255220055668957002 0.4588235294117646301259583 0.9137254901960785158365752 -0.5927987318944165640033361 1 -0.5529411764705882692538808 1 1" Performance="17.2992339172718239126425 0.4855999999999999761080005 0.4884000000000000007993606 0.4884000000000000007993606 0.4855999999999999761080005 0.7990115321252059255030531 0 0.4855999999999999761080005 21.65079378924535546957486 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="1" OmissionError="0" CommissionError="12.52999999999999936051154">
<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="96" 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="!" Prediction="0" Chromosome1="-1 -0.9612097058332327303986631 -1 -0.7882352941176470340067794 -1 -0.9372549019607843145962534 -0.9843137254901961341602146 -0.895542813428969131095414" Chromosome2="1 0.9687838192013177307515548 1 -0.4901960784313725838501341 1 -0.4745098039215686069880462 -0.4509803921568626972060656 -0.6955827027877722334991972" Performance="21.57931107951935345568018 0.1804000000000000047961635 0.4919999999999999928945726 0.5080000000000000071054274 0.1804000000000000047961635 1 0 0.1804000000000000047961635 21.57931107951935345568018 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.2313725490196077982929523 0.2875661674537368650561575 -1 -1 -0.9843137254901961341602146 -1 -1 -0.8980392156862745389744873" Chromosome2="0.3254901960784313263985723 0.4881652396219242073804878 1 1 -0.6078431372549020217377347 1 1 -0.6235294117647058875775201" Performance="21.16869908941528422019474 0.1736000000000000043076653 0.4919999999999999928945726 0.5080000000000000071054274 0.1736000000000000043076653 1 0 0.1736000000000000043076653 21.16869908941528422019474 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.160784313725490179969313 0.06029270879647069536488857 -1 -1 -0.9215686274509804487564679 -1 -0.960784313725490224378234 -1" Chromosome2="0.09019607843137245062337115 0.4859916808580441172082942 1 1 -0.7098039215686273717409449 1 -0.4666666666666666740681535 1" Performance="16.98354598366211121174274 0.5071999999999999841904241 0.5080000000000000071054274 0.5080000000000000071054274 0.5071999999999999841904241 0.804416403785488953737115 0 0.5071999999999999841904241 21.11287873263093928244416 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="2" OmissionError="0" CommissionError="13.37000000000000099475983">
<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="95" 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="!" Prediction="0" Chromosome1="-0.3598952527887837038456098 0.07844578327150117380561767 -0.993178119933282976816713 -0.8379316614863152601344609 -1 -0.9734458898982176755509954 -1 -0.9092003216126970377430894" Chromosome2="0.3344123785197848919281682 0.4413970715775453190765631 1 -0.4801774189994651997892561 0.9849326860159635099734032 1 1 -0.680954254183041784997954" Performance="25.02000800640384170492325 0.25 0.4995999999999999885424984 0.5003999999999999559463504 0.25 1 0 0.25 25.02000800640384170492325 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3797107931403886915688872 0.07702411020698111954185805 -0.9799534694081352137473573 -0.8379316614863152601344609 -1 -1 -1 -0.8980392156862745389744873" Chromosome2="0.366818156085793545262419 0.4448280182539247062933896 1 -0.4801774189994651997892561 1 1 1 -0.6705882352941177071414813" Performance="24.24747310466741012646708 0.2348000000000000087041485 0.4995999999999999885424984 0.5003999999999999559463504 0.2348000000000000087041485 1 0 0.2348000000000000087041485 24.24747310466741012646708 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3797107931403886915688872 0.09846297453577612657227291 -1 -0.8569243702339008894597328 -1 -1 -1 -0.8980392156862745389744873" Chromosome2="0.366818156085793545262419 0.4461094321865660683457122 1 -0.5039753608282326879930224 1 0.9981255214079283177852631 1 -0.6705882352941177071414813" Performance="24.1854325600865571743725 0.2336000000000000020872193 0.4995999999999999885424984 0.5003999999999999559463504 0.2336000000000000020872193 1 0 0.2336000000000000020872193 24.1854325600865571743725 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2276393113548265678680593 -0.9083031509071588516235352 -0.7906622197832060550126698 -0.9921568627450980670801073 -1 -0.9921568627450980670801073 -1" Chromosome2="1 0.4665556479835870629102601 0.9944581994786858558654785 -0.4848074104551688412456656 -0.5764705882352940680135589 1 -0.2156862745098039324531669 -0.7009757513936109019070386" Performance="23.91473042844456387001628 0.2283999999999999919175764 0.4995999999999999885424984 0.5003999999999999559463504 0.2283999999999999919175764 1 0 0.2283999999999999919175764 23.91473042844456387001628 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3598952527887837038456098 0.09846297453577612657227291 -1 -0.8379316614863152601344609 -1 -0.9734458898982176755509954 -1 -0.8980392156862745389744873" Chromosome2="0.3344123785197848919281682 0.4461094321865660683457122 1 -0.4801774189994651997892561 0.9849326860159635099734032 1 1 -0.6705882352941177071414813" Performance="23.89378015685561962300199 0.2280000000000000082156504 0.4995999999999999885424984 0.5003999999999999559463504 0.2280000000000000082156504 1 0 0.2280000000000000082156504 23.89378015685561962300199 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3492042607339542747979522 0.09846297453577612657227291 -0.993178119933282976816713 -0.8379316614863152601344609 -1 -1 -1 -0.8980392156862745389744873" Chromosome2="0.3278918104403434896632064 0.4461094321865660683457122 1 -0.4801774189994651997892561 0.9849326860159635099734032 1 1 -0.6705882352941177071414813" Performance="23.85182440867150432950439 0.2272000000000000130562228 0.4995999999999999885424984 0.5003999999999999559463504 0.2272000000000000130562228 1 0 0.2272000000000000130562228 23.85182440867150432950439 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3797107931403886915688872 0.09846297453577612657227291 -1 -0.8379316614863152601344609 -1 -1 -1 -0.8980392156862745389744873" Chromosome2="0.366818156085793545262419 0.4461094321865660683457122 1 -0.4801774189994651997892561 1 1 1 -0.6705882352941177071414813" Performance="23.70439450091319955049585 0.2243999999999999883648627 0.4995999999999999885424984 0.5003999999999999559463504 0.2243999999999999883648627 1 0 0.2243999999999999883648627 23.70439450091319955049585 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9784190506325103342533112 -1 0.4426239068382510910559802 -0.760325638477193588293801 -0.9855823412476980571739205 -0.9849383178665194193968091 -0.9701709649608460939163024 -1" Chromosome2="1 0.849514695600821378995704 1 -0.5003255903495953393900209 -0.206789200792899280356707 1 -0.4559349394503132701927939 1" Performance="23.40674904211553197797002 0.2187999999999999944932938 0.4995999999999999885424984 0.5003999999999999559463504 0.2187999999999999944932938 1 0 0.2187999999999999944932938 23.40674904211553197797002 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3507079697937607876134791 0.09846297453577612657227291 -0.993178119933282976816713 -1 -1 -0.9788971680899460903191311 -1 -0.8980392156862745389744873" Chromosome2="0.315308181453622826673211 0.4461094321865660683457122 1 1 1 1 1 -0.6705882352941177071414813" Performance="22.08573801934378266764725 0.1948000000000000009325873 0.4995999999999999885424984 0.5003999999999999559463504 0.1948000000000000009325873 1 0 0.1948000000000000009325873 22.08573801934378266764725 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9834527503134626869041313 -1 -1 -0.91063360227611056529895 -0.9921568627450980670801073 -0.9686274509803921572981267 -0.965924987550531577440438 -0.8980392156862745389744873" Chromosome2="0.9917193390993457313697945 1 1 -0.3517020356723992158265446 -0.5294117647058823594719001 -0.3490196078431372361805529 -0.4264292021811593169644539 -0.6705882352941177071414813" Performance="20.9451989985502677882323 0.1751999999999999946265206 0.4995999999999999885424984 0.5003999999999999559463504 0.1751999999999999946265206 1 0 0.1751999999999999946265206 20.9451989985502677882323 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9834527503134626869041313 -1 -1 -0.91063360227611056529895 -0.9921568627450980670801073 -0.9686274509803921572981267 -0.965924987550531577440438 -0.8980392156862745389744873" Chromosome2="0.9917193390993457313697945 1 0.9961369230902643590042089 -0.3517020356723992158265446 -0.5294117647058823594719001 -0.3490196078431372361805529 -0.4264292021811593169644539 -0.6705882352941177071414813" Performance="20.9451989985502677882323 0.1751999999999999946265206 0.4995999999999999885424984 0.5003999999999999559463504 0.1751999999999999946265206 1 0 0.1751999999999999946265206 20.9451989985502677882323 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.3251437546152110003028213 -1 0.5843137254901960009334516 -0.7610493198468776254728141 -0.960784313725490224378234 -0.960784313725490224378234 -0.9450980392156862475161461 -0.9896818404085934162139893" Chromosome2="0.08430547555433759443488384 1 0.9215686274509804487564679 -0.6877879777807017758206598 -0.5921568627450980448756468 -0.5294117647058823594719001 -0.5372549019607842923917929 0.9989287377908252496538921" Performance="19.12237642198960685391285 0.2195999999999999896527214 0.5003999999999999559463504 0.5003999999999999559463504 0.2195999999999999896527214 0.9362477231329690008365674 0 0.2195999999999999896527214 20.42448376589940650660537 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9915603480405277281306553 -1 0.4426239068382510910559802 -0.7803921568627451010868867 -1 -1 -0.9847839083522558212280273 -1" Chromosome2="0.9597910521345005552262819 1 1 -0.4823529411764705399079389 1 1 -0.4815898316163642611797968 1" Performance="19.53484292413062561877268 0.1524000000000000076827433 0.4995999999999999885424984 0.5003999999999999559463504 0.1524000000000000076827433 1 0 0.1524000000000000076827433 19.53484292413062561877268 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.5843137254901960009334516 -0.7775985005376886416428306 -0.9702723357567494266717745 -0.960784313725490224378234 -1 -0.8901960784313724950322921" Chromosome2="1 1 0.9215686274509804487564679 -0.7226206194025044382556189 -0.6766659871334751441551703 -0.5294117647058823594719001 1 -0.7098039215686273717409449" Performance="17.70302137361601779730336 0.2260000000000000064392935 0.5003999999999999559463504 0.5003999999999999559463504 0.2260000000000000064392935 0.9097345132743362983163138 0 0.2260000000000000064392935 19.45954684064795614517607 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.980200463533401511462273 0.5843137254901960009334516 -0.7775985005376886416428306 -0.9702723357567494266717745 -0.960784313725490224378234 -1 -0.8901960784313724950322921" Chromosome2="1 0.9998262343420223352552512 0.9215686274509804487564679 -0.7226206194025044382556189 -0.6766659871334751441551703 -0.5294117647058823594719001 1 -0.7098039215686273717409449" Performance="17.70302137361601779730336 0.2260000000000000064392935 0.5003999999999999559463504 0.5003999999999999559463504 0.2260000000000000064392935 0.9097345132743362983163138 0 0.2260000000000000064392935 19.45954684064795614517607 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -0.980200463533401511462273 0.5843137254901960009334516 -0.7775985005376886416428306 -0.9702723357567494266717745 -0.960784313725490224378234 -0.9966985663724323707413077 -0.8901960784313724950322921" Chromosome2="1 0.9998262343420223352552512 0.9215686274509804487564679 -0.7226206194025044382556189 -0.6766659871334751441551703 -0.5294117647058823594719001 0.9752212264057662505223334 -0.7098039215686273717409449" Performance="17.70302137361601779730336 0.2260000000000000064392935 0.5003999999999999559463504 0.5003999999999999559463504 0.2260000000000000064392935 0.9097345132743362983163138 0 0.2260000000000000064392935 19.45954684064795614517607 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9801805821114353278744602 -1 0.5843137254901960009334516 -0.7775985005376886416428306 -0.9702723357567494266717745 -0.960784313725490224378234 -1 -0.8901960784313724950322921" Chromosome2="0.9819781902113131621945286 1 0.9215686274509804487564679 -0.7226206194025044382556189 -0.6766659871334751441551703 -0.5294117647058823594719001 1 -0.7098039215686273717409449" Performance="17.70302137361601779730336 0.2260000000000000064392935 0.5003999999999999559463504 0.5003999999999999559463504 0.2260000000000000064392935 0.9097345132743362983163138 0 0.2260000000000000064392935 19.45954684064795614517607 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -0.9083031509071588516235352 -0.7960784313725490779489746 -0.995101740431103332085172 -0.9777145651535371628781945 -0.9843137254901961341602146 -1" Chromosome2="1 1 0.9944581994786858558654785 -0.4745098039215686069880462 -0.5962619133960291861740188 0.9820994403255119964413211 -0.4274509803921568984463875 1" Performance="19.17257599114185495636775 0.1468000000000000138111744 0.4995999999999999885424984 0.5003999999999999559463504 0.1468000000000000138111744 1 0 0.1468000000000000138111744 19.17257599114185495636775 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -0.9083031509071588516235352 -0.7960784313725490779489746 -0.995101740431103332085172 -1 -0.9843137254901961341602146 -1" Chromosome2="1 1 0.9944581994786858558654785 -0.4745098039215686069880462 -0.5962619133960291861740188 1 -0.4274509803921568984463875 1" Performance="19.04152472180168942372802 0.1448000000000000120348176 0.4995999999999999885424984 0.5003999999999999559463504 0.1448000000000000120348176 1 0 0.1448000000000000120348176 19.04152472180168942372802 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -0.9083031509071588516235352 -0.7960784313725490779489746 -0.995101740431103332085172 -1 -0.9843137254901961341602146 -1" Chromosome2="1 1 0.9944581994786858558654785 -0.4745098039215686069880462 -0.5962619133960291861740188 1 -0.4274509803921568984463875 0.9786503561060218014944212" Performance="19.04152472180168942372802 0.1448000000000000120348176 0.4995999999999999885424984 0.5003999999999999559463504 0.1448000000000000120348176 1 0 0.1448000000000000120348176 19.04152472180168942372802 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.4426239068382510910559802 -0.7803921568627451010868867 -0.9921568627450980670801073 -1 -0.9843137254901961341602146 -1" Chromosome2="1 0.849514695600821378995704 1 -0.4823529411764705399079389 -0.2078431372549019995332742 1 -0.4274509803921568984463875 1" Performance="18.50804252508861225123837 0.1368000000000000049293902 0.4995999999999999885424984 0.5003999999999999559463504 0.1368000000000000049293902 1 0 0.1368000000000000049293902 18.50804252508861225123837 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9915603480405277281306553 -1 0.4426239068382510910559802 -0.7803921568627451010868867 -0.9921568627450980670801073 -1 -0.9843137254901961341602146 -1" Chromosome2="0.9597910521345005552262819 1 1 -0.4823529411764705399079389 -0.2078431372549019995332742 1 -0.4274509803921568984463875 1" Performance="18.50804252508861225123837 0.1368000000000000049293902 0.4995999999999999885424984 0.5003999999999999559463504 0.1368000000000000049293902 1 0 0.1368000000000000049293902 18.50804252508861225123837 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.4426239068382510910559802 -0.7803921568627451010868867 -0.9921568627450980670801073 -1 -0.9843137254901961341602146 -1" Chromosome2="1 0.849514695600821378995704 1 -0.4823529411764705399079389 -0.2078431372549019995332742 0.9677485923083233299024641 -0.4274509803921568984463875 1" Performance="18.50804252508861225123837 0.1368000000000000049293902 0.4995999999999999885424984 0.5003999999999999559463504 0.1368000000000000049293902 1 0 0.1368000000000000049293902 18.50804252508861225123837 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -0.8745098039215686291925067 -0.9921568627450980670801073 -0.9764705882352940902180194 -0.9843137254901961341602146 -1" Chromosome2="0.9935670501992597269946828 1 1 -0.3647058823529412130426408 -0.5843137254901960009334516 -0.3333333333333333703407675 -0.4509803921568626972060656 1" Performance="18.06992024371140814764658 0.1303999999999999881428181 0.4995999999999999885424984 0.5003999999999999559463504 0.1303999999999999881428181 1 0 0.1303999999999999881428181 18.06992024371140814764658 0"/>
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<Run Id="3" OmissionError="0" CommissionError="13.45999999999999907629444">
<Algorithm Id="GARP" Version="3.3">
<Parameters>
<Parameter Id="ConvergenceLimit" Value="0.010000"/>
<Parameter Id="MaxGenerations" Value="400"/>
<Parameter Id="PopulationSize" Value="50"/>
<Parameter Id="Resamples" Value="2500"/></Parameters>
<Normalization Class="ScaleNormalizer" UseLayerAsRef="1" Min="-1" Max="1" Offsets="" Scales=""/>
<Model>
<Garp Generations="99" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
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<Rule Type="!" Prediction="0" Chromosome1="-0.4755463190526168504312921 0.2862745098039216617991087 -1 -1 -1 -0.9699866798646424870256055 -0.9585834572402139874824911 -1" Chromosome2="0.1839951524653749559412574 0.5058823529411764496899195 1 1 1 -0.3751142463841529162138499 -0.5338243032443005242626555 1" Performance="25.85472639521850979349438 0.2752000000000000001776357 0.5071999999999999841904241 0.4928000000000000158095759 0.2752000000000000001776357 1 0 0.2752000000000000001776357 25.85472639521850979349438 0"/>
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<Run Id="4" OmissionError="0" CommissionError="14.71000000000000085265128">
<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="90" 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="!" Prediction="0" Chromosome1="-1 -1 0.5058823529411764496899195 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -1 -1" Chromosome2="1 0.9716092123126145452260971 0.9372549019607843145962534 -0.4823529411764705399079389 -0.5529411764705882692538808 1 1 1" Performance="17.56352872776875528870733 0.1272000000000000075051076 0.507600000000000051159077 0.4924000000000000043520743 0.1272000000000000075051076 1 0 0.1272000000000000075051076 17.56352872776875528870733 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -0.06024731154389240117552617 0.5058823529411764496899195 -0.8352941176470588535707407 -0.9921568627450980670801073 -1 -1 -0.8980392156862745389744873" Chromosome2="1 0.9699972368594185212486991 0.9372549019607843145962534 -0.4509803921568626972060656 -0.5529411764705882692538808 1 1 -0.6705882352941177071414813" Performance="16.36261667907331940341464 0.1103999999999999981348253 0.507600000000000051159077 0.4924000000000000043520743 0.1103999999999999981348253 1 0 0.1103999999999999981348253 16.36261667907331940341464 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -0.06024731154389240117552617 -0.9357123514232428274084441 -0.903362669478006252710145 -0.9921568627450980670801073 -1 -1 -0.8980392156862745389744873" Chromosome2="1 0.9699972368594185212486991 0.9598762177578781251696682 -0.4857172761386369663760831 -0.5529411764705882692538808 1 0.8507007723674178123474121 -0.6705882352941177071414813" Performance="16.36261667907331940341464 0.1103999999999999981348253 0.507600000000000051159077 0.4924000000000000043520743 0.1103999999999999981348253 1 0 0.1103999999999999981348253 16.36261667907331940341464 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 -1 -1 -0.766610165918420904951347 -1 -1 -0.9450980392156862475161461 -1" Chromosome2="0.1529411764705881360271178 0.8306865159954344157711148 1 0.526085495862242402687059 1 -0.6339457893890201312103727 -0.5372549019607842923917929 1" Performance="11.9284085796110286281646 0.4016000000000000125233157 0.4924000000000000043520743 0.4924000000000000043520743 0.4016000000000000125233157 0.7450199203187251040247929 0 0.4016000000000000125233157 16.01085857477202267773464 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 -1 -0.9886447324284485249634713 -0.766610165918420904951347 -1 -1 -0.9450980392156862475161461 -1" Chromosome2="0.1529411764705881360271178 0.8306865159954344157711148 1 0.526085495862242402687059 1 -0.6339457893890201312103727 -0.5372549019607842923917929 1" Performance="11.9284085796110286281646 0.4016000000000000125233157 0.4924000000000000043520743 0.4924000000000000043520743 0.4016000000000000125233157 0.7450199203187251040247929 0 0.4016000000000000125233157 16.01085857477202267773464 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3375183861843552568515747 -1 -1 -0.7490196078431372583850134 -0.960784313725490224378234 -1 -0.9450980392156862475161461 -1" Chromosome2="0.0968717923411362841212835 1 1 -0.5137254901960783826098123 -0.5921568627450980448756468 -0.6339457893890201312103727 -0.5372549019607842923917929 1" Performance="12.60910892362306157110652 0.2595999999999999974242826 0.4924000000000000043520743 0.4924000000000000043520743 0.2595999999999999974242826 0.8012326656394452850662447 0 0.2595999999999999974242826 15.737137868137244467448 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3375183861843552568515747 -0.9835798165627888112183541 -1 -0.7490196078431372583850134 -0.960784313725490224378234 -1 -0.9450980392156862475161461 -1" Chromosome2="0.0968717923411362841212835 1 1 -0.5137254901960783826098123 -0.5921568627450980448756468 -0.6339457893890201312103727 -0.5372549019607842923917929 0.9884175934518376616111368" Performance="12.60910892362306157110652 0.2595999999999999974242826 0.4924000000000000043520743 0.4924000000000000043520743 0.2595999999999999974242826 0.8012326656394452850662447 0 0.2595999999999999974242826 15.737137868137244467448 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 -1 0.5843137254901960009334516 -0.7640027278613138461693666 -0.960784313725490224378234 -0.960784313725490224378234 -0.9450980392156862475161461 -1" Chromosome2="0.1529411764705881360271178 1 0.9215686274509804487564679 -0.4707786311488048602846845 -0.5921568627450980448756468 -0.5294117647058823594719001 -0.5372549019607842923917929 1" Performance="11.56170436952330149438239 0.4107999999999999984900967 0.4924000000000000043520743 0.4924000000000000043520743 0.4107999999999999984900967 0.7370983446932813931695705 0 0.4107999999999999984900967 15.68542983817758340592263 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -0.8509803921568627194105261 -0.9948061141167201526513963 -1 -0.9843137254901961341602146 -0.8980392156862745389744873" Chromosome2="1 1 1 -0.4431372549019607642861729 -0.5330031863426245575254825 1 -0.4039215686274509886644069 -0.5843137254901960009334516" Performance="15.60396890370123834657079 0.1004000000000000031308289 0.507600000000000051159077 0.4924000000000000043520743 0.1004000000000000031308289 1 0 0.1004000000000000031308289 15.60396890370123834657079 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.4654513865891917179240522 0.2627450980392156409948257 -1 -0.8196078431372548767086528 -0.9921568627450980670801073 -1 -0.9764705882352940902180194 -1" Chromosome2="0.08040748662041385941279259 0.5137254901960783826098123 1 -0.4745098039215686069880462 -0.4666666666666666740681535 0.6548557225614786148071289 -0.4745098039215686069880462 1" Performance="11.64412413090549591743184 0.3980000000000000204281037 0.507600000000000051159077 0.4924000000000000043520743 0.3980000000000000204281037 0.7527638190954774044527653 0 0.3980000000000000204281037 15.46849600834575078067701 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="5" OmissionError="0" CommissionError="14.92999999999999971578291">
<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="!" Prediction="0" Chromosome1="-1 0.333333333333333259318465 -1 -0.7464217069374706747808546 -0.9870050336567708360036022 -0.9826248465575683210815328 -0.9626871055491220685595977 -0.8980392156862745389744873" Chromosome2="1 0.4823529411764706509302414 0.9427242212919876296339794 -0.488167334015312925910024 1 -0.6329502559439469377977616 -0.4452392462202731104881082 -0.6470588235294116863371983" Performance="29.29130232947764866935358 0.3572000000000000174971149 0.5100000000000000088817842 0.4899999999999999911182158 0.3572000000000000174971149 1 0 0.3572000000000000174971149 29.29130232947764866935358 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.333333333333333259318465 -1 -0.7464217069374706747808546 -1 -0.9700097997926853121697377 -0.9626871055491220685595977 -0.8980392156862745389744873" Chromosome2="1 0.4823529411764706509302414 0.9427242212919876296339794 -0.488167334015312925910024 1 -0.6181012187045905603710594 -0.4452392462202731104881082 -0.6470588235294116863371983" Performance="28.89500940694518860141216 0.3476000000000000200728323 0.5100000000000000088817842 0.4899999999999999911182158 0.3476000000000000200728323 1 0 0.3476000000000000200728323 28.89500940694518860141216 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.1967698259203592148214312 -1 -0.7598593017195953702724864 -1 -0.9816047341873248566201937 -0.9673134302150230290351374 -0.8951547352319229045036764" Chromosome2="1 0.4686969606899256124421527 1 -0.4985054591360985609682643 1 -0.6000057863532657353999866 1 -0.6971391461364836450442795" Performance="28.87837918432621364672741 0.3472000000000000086153307 0.5100000000000000088817842 0.4899999999999999911182158 0.3472000000000000086153307 1 0 0.3472000000000000086153307 28.87837918432621364672741 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9867384043571195695321308 0.1967698259203592148214312 -1 -0.7598593017195953702724864 -1 -0.9816047341873248566201937 -0.9673134302150230290351374 -0.8951547352319229045036764" Chromosome2="0.9852668619665659877071562 0.4686969606899256124421527 1 -0.4985054591360985609682643 1 -0.6000057863532657353999866 1 -0.6971391461364836450442795" Performance="28.87837918432621364672741 0.3472000000000000086153307 0.5100000000000000088817842 0.4899999999999999911182158 0.3472000000000000086153307 1 0 0.3472000000000000086153307 28.87837918432621364672741 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2133430013119774482088786 -1 -0.7598593017195953702724864 -0.983412259106719255363771 -0.9816047341873248566201937 -0.9673134302150230290351374 -0.8980392156862745389744873" Chromosome2="1 0.4701518477297265130587789 1 -0.4985054591360985609682643 1 -0.6000057863532657353999866 1 -0.678431372549019640061374" Performance="28.61098102641917151345297 0.3407999999999999918287585 0.5100000000000000088817842 0.4899999999999999911182158 0.3407999999999999918287585 1 0 0.3407999999999999918287585 28.61098102641917151345297 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2133430013119774482088786 -1 -0.7803921568627451010868867 -0.9773376384010054040984983 -1 -1 -0.8980392156862745389744873" Chromosome2="1 0.4701518477297265130587789 1 -0.4901960784313725838501341 1 -0.6008241146943379407119323 1 -0.678431372549019640061374" Performance="27.63735749690561149805035 0.3180000000000000048849813 0.5100000000000000088817842 0.4899999999999999911182158 0.3180000000000000048849813 1 0 0.3180000000000000048849813 27.63735749690561149805035 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2133430013119774482088786 -1 -0.7803921568627451010868867 -1 -0.9868568218370413758222526 -1 -0.8950063181697552883164803" Chromosome2="1 0.4701518477297265130587789 1 -0.4901960784313725838501341 1 -0.6079855731260498385992719 1 -0.6793153929435591376062575" Performance="26.48343914637235840814355 0.2919999999999999817923424 0.5100000000000000088817842 0.4899999999999999911182158 0.2919999999999999817923424 1 0 0.2919999999999999817923424 26.48343914637235840814355 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-0.3356458599953090482514995 0.3411764705882351922383577 -1 -0.772549019607843168166994 -1 -0.9638294645518322711907899 -0.9843137254901961341602146 -1" Chromosome2="0.1591110893455789376815801 0.4823529411764706509302414 1 -0.4901960784313725838501341 0.961706214547157323124793 -0.2347327093423898225488244 -0.4509803921568626972060656 1" Performance="25.87791851495530437432535 0.2787999999999999922728477 0.5100000000000000088817842 0.4899999999999999911182158 0.2787999999999999922728477 1 0 0.2787999999999999922728477 25.87791851495530437432535 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-1 0.2133430013119774482088786 -1 -0.7803921568627451010868867 -1 -1 -1 -0.8980392156862745389744873" Chromosome2="1 0.4701518477297265130587789 0.9826836827784203309832378 -0.4901960784313725838501341 1 -0.5736556171900684120146252 1 -0.678431372549019640061374" Performance="25.00940999374623530115969 0.2604000000000000203392858 0.5100000000000000088817842 0.4899999999999999911182158 0.2604000000000000203392858 1 0 0.2604000000000000203392858 25.00940999374623530115969 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9973721678175453408954354 0.2133430013119774482088786 -1 -0.7803921568627451010868867 -1 -1 -1 -0.8980392156862745389744873" Chromosome2="1 0.4701518477297265130587789 0.9826836827784203309832378 -0.4901960784313725838501341 1 -0.5736556171900684120146252 1 -0.678431372549019640061374" Performance="25.00940999374623530115969 0.2604000000000000203392858 0.5100000000000000088817842 0.4899999999999999911182158 0.2604000000000000203392858 1 0 0.2604000000000000203392858 25.00940999374623530115969 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.3165036278626342514108671 0.3960784313725489447222117 -1 -0.7590956600638580908935182 -0.960784313725490224378234 -0.960784313725490224378234 -1 -1" Chromosome2="0.0744030779773600936533029 0.4588235294117646301259583 1 -0.5846337199923308247662135 -0.5921568627450980448756468 -0.6470588235294116863371983 1 0.9604217223426763094806802" Performance="16.53922538462363789335541 0.2136000000000000120792265 0.4899999999999999911182158 0.4899999999999999911182158 0.2136000000000000120792265 0.891385767790262129040002 0 0.2136000000000000120792265 18.55450914997694056296496 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 0.3960784313725489447222117 -1 -0.7590956600638580908935182 -0.960784313725490224378234 -0.960784313725490224378234 -1 -1" Chromosome2="0.09019607843137245062337115 0.4588235294117646301259583 1 -0.5846337199923308247662135 -0.5921568627450980448756468 -0.6470588235294116863371983 1 1" Performance="16.04124854544622280627664 0.2159999999999999975575093 0.4899999999999999911182158 0.4899999999999999911182158 0.2159999999999999975575093 0.8814814814814815324695019 0 0.2159999999999999975575093 18.19805507256504029101052 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 0.4334837389664778495301789 -1 -0.7098039215686273717409449 -1 -0.960784313725490224378234 -1 -1" Chromosome2="0.09019607843137245062337115 0.4457138835909026930437449 1 -0.5058823529411764496899195 1 -0.6470588235294116863371983 1 1" Performance="15.24403181200102608272573 0.220000000000000001110223 0.4899999999999999911182158 0.4899999999999999911182158 0.220000000000000001110223 0.8654545454545454763461976 0 0.220000000000000001110223 17.61390230378269805555647 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="6" OmissionError="0" CommissionError="14.9799999999999986499688">
<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="90" AccuracyLimit="0" Mortality="0.9000000000000000222044605" Significance="2.700000000000000177635684" FinalCrossoverRate="0.1000000000000000055511151" FinalMutationRate="0.5999999999999999777955395" FinalGapSize="0.1000000000000000055511151">
<FittestRules Count="50">
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2820927641633456106617928 0.5893463516519183986730468 -0.9679514699216399398196131 -0.9843137254901961341602146 -1 -0.9724635727153215780660389 -0.8980392156862745389744873" Chromosome2="0.9609621051993024742898797 0.4525090067717293940141587 0.9832764851331124988931265 1 -0.5921568627450980448756468 1 -0.504721649944595895931343 -0.545098039215686336333988" Performance="27.29754282267626308566832 0.2896000000000000240696352 0.4928000000000000158095759 0.5071999999999999841904241 0.2896000000000000240696352 1 0 0.2896000000000000240696352 27.29754282267626308566832 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2820927641633456106617928 0.5893463516519183986730468 -0.9679514699216399398196131 -0.9843137254901961341602146 -1 -0.9724635727153215780660389 -0.8980392156862745389744873" Chromosome2="0.9609621051993024742898797 0.4525090067717293940141587 0.9832764851331124988931265 1 -0.5921568627450980448756468 0.9915861578479613358538813 -0.504721649944595895931343 -0.545098039215686336333988" Performance="27.29754282267626308566832 0.2896000000000000240696352 0.4928000000000000158095759 0.5071999999999999841904241 0.2896000000000000240696352 1 0 0.2896000000000000240696352 27.29754282267626308566832 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2820927641633456106617928 0.5893463516519183986730468 -1 -0.9756720957442784891711085 -1 -0.9920505164819835020040273 -0.8980392156862745389744873" Chromosome2="1 0.4525090067717293940141587 0.9832764851331124988931265 1 -0.5943180365159230760241371 1 -0.4919738492902357429592541 -0.545098039215686336333988" Performance="26.74525082250008267692465 0.2780000000000000248689958 0.4928000000000000158095759 0.5071999999999999841904241 0.2780000000000000248689958 1 0 0.2780000000000000248689958 26.74525082250008267692465 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2820927641633456106617928 0.5893463516519183986730468 -0.9766012039035558700561523 -0.9756720957442784891711085 -1 -0.9920505164819835020040273 -0.8980392156862745389744873" Chromosome2="1 0.4525090067717293940141587 0.9832764851331124988931265 0.97852419987320904404271 -0.5943180365159230760241371 1 -0.4919738492902357429592541 -0.545098039215686336333988" Performance="26.74525082250008267692465 0.2780000000000000248689958 0.4928000000000000158095759 0.5071999999999999841904241 0.2780000000000000248689958 1 0 0.2780000000000000248689958 26.74525082250008267692465 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2820927641633456106617928 0.5893463516519183986730468 -1 -0.9843137254901961341602146 -0.9834411183011627644035002 -0.9920505164819835020040273 -0.8980392156862745389744873" Chromosome2="1 0.4525090067717293940141587 0.9832764851331124988931265 1 -0.5921568627450980448756468 1 -0.4919738492902357429592541 -0.545098039215686336333988" Performance="26.22059268055320657708762 0.2671999999999999930722083 0.4928000000000000158095759 0.5071999999999999841904241 0.2671999999999999930722083 1 0 0.2671999999999999930722083 26.22059268055320657708762 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2820927641633456106617928 -1 -1 -0.9843137254901961341602146 -1 -0.9843137254901961341602146 -0.8980392156862745389744873" Chromosome2="1 0.4525090067717293940141587 1 1 -0.5921568627450980448756468 1 -0.4745098039215686069880462 -0.545098039215686336333988" Performance="25.8847972229400937749233 0.2604000000000000203392858 0.4928000000000000158095759 0.5071999999999999841904241 0.2604000000000000203392858 1 0 0.2604000000000000203392858 25.8847972229400937749233 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9926401464084924075592653 0.2820927641633456106617928 -1 -1 -0.9843137254901961341602146 -1 -0.9843137254901961341602146 -0.8980392156862745389744873" Chromosome2="1 0.4525090067717293940141587 1 1 -0.5921568627450980448756468 1 -0.4745098039215686069880462 -0.545098039215686336333988" Performance="25.8847972229400937749233 0.2604000000000000203392858 0.4928000000000000158095759 0.5071999999999999841904241 0.2604000000000000203392858 1 0 0.2604000000000000203392858 25.8847972229400937749233 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3300452754652800080314989 -1 -0.9734395784791558536852563 -0.7803921568627451010868867 -0.9698699240038431979016309 -1 -0.9843137254901961341602146 -1" Chromosome2="0.3860557129837913215020251 1 0.99047100106254215567958 -0.4980392156862745167700268 -0.5323255366503932828337042 1 -0.4823529411764705399079389 1" Performance="24.05040702196280832936282 0.2247999999999999998223643 0.4928000000000000158095759 0.5071999999999999841904241 0.2247999999999999998223643 1 0 0.2247999999999999998223643 24.05040702196280832936282 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2627450980392156409948257 -1 -0.8371887108164968172019371 -0.9696539080217846384712743 -0.9879307714883102109482138 -1 -1" Chromosome2="1 0.5137254901960783826098123 1 -0.5154392110512536762101377 -0.4763125235908756138769604 -0.4056877731400377329329388 1 1" Performance="23.83547503470132511438351 0.2207999999999999962696506 0.4928000000000000158095759 0.5071999999999999841904241 0.2207999999999999962696506 1 0 0.2207999999999999962696506 23.83547503470132511438351 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -0.7635967572485906629253805 -0.9843137254901961341602146 -1 -1 -0.9234754983040445175390687" Chromosome2="0.9937516895220860346782388 1 1 -0.4959090456290972670494455 -0.5921568627450980448756468 0.9988303553875325091482296 -0.4858154200218325335924874 -0.7025343436250460760206238" Performance="23.83547503470132511438351 0.2207999999999999962696506 0.4928000000000000158095759 0.5071999999999999841904241 0.2207999999999999962696506 1 0 0.2207999999999999962696506 23.83547503470132511438351 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -0.7682091691755620344039812 -0.9843137254901961341602146 -1 -1 -0.9234754983040445175390687" Chromosome2="1 1 0.9535414263311969840231086 -0.4928719069440155031713857 -0.5921568627450980448756468 0.9988303553875325091482296 -0.4858154200218325335924874 -0.7025343436250460760206238" Performance="23.66212382471412212225914 0.2175999999999999878763646 0.4928000000000000158095759 0.5071999999999999841904241 0.2175999999999999878763646 1 0 0.2175999999999999878763646 23.66212382471412212225914 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9928442486960973312193346 -1 -1 -0.7682091691755620344039812 -0.9843137254901961341602146 -1 -1 -0.9234754983040445175390687" Chromosome2="1 1 0.9535414263311969840231086 -0.4928719069440155031713857 -0.5921568627450980448756468 0.9988303553875325091482296 -0.4858154200218325335924874 -0.7025343436250460760206238" Performance="23.66212382471412212225914 0.2175999999999999878763646 0.4928000000000000158095759 0.5071999999999999841904241 0.2175999999999999878763646 1 0 0.2175999999999999878763646 23.66212382471412212225914 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3300452754652800080314989 -1 -1 -0.7803921568627451010868867 -0.9744754797541628210666431 -1 -0.9843137254901961341602146 -1" Chromosome2="0.3860557129837913215020251 0.9808341277054917206612572 1 -0.4980392156862745167700268 -0.5456360033768065109782697 1 -0.4823529411764705399079389 1" Performance="23.22308524532622087122036 0.2096000000000000085265128 0.4928000000000000158095759 0.5071999999999999841904241 0.2096000000000000085265128 1 0 0.2096000000000000085265128 23.22308524532622087122036 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -0.7761491523323608143769547 -0.9843137254901961341602146 -1 -0.9843137254901961341602146 -0.9219654855994031672494771" Chromosome2="1 1 1 -0.4573343469403546301954577 -0.5921568627450980448756468 1 -0.4745098039215686069880462 -0.6960547109622982064891517" Performance="22.66232928962000414685463 0.1995999999999999996447286 0.4928000000000000158095759 0.5071999999999999841904241 0.1995999999999999996447286 1 0 0.1995999999999999996447286 22.66232928962000414685463 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9764681928378494690790035 -1 -1 -0.7761491523323608143769547 -0.9843137254901961341602146 -1 -0.9843137254901961341602146 -0.9270110459742592068366207" Chromosome2="1 1 1 -0.4573343469403546301954577 -0.5921568627450980448756468 1 -0.4745098039215686069880462 -0.6909178665163469013066333" Performance="22.54850471616831697474481 0.1975999999999999978683718 0.4928000000000000158095759 0.5071999999999999841904241 0.1975999999999999978683718 1 0 0.1975999999999999978683718 22.54850471616831697474481 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 -1 -0.7976429906742560360655148 -0.9843137254901961341602146 -1 -0.9843137254901961341602146 -0.9234754983040445175390687" Chromosome2="1 1 0.9535414263311969840231086 -0.4783112199541579845352146 -0.5921568627450980448756468 1 -0.4745098039215686069880462 -0.7025343436250460760206238" Performance="22.47993333169390339776328 0.1963999999999999912514426 0.4928000000000000158095759 0.5071999999999999841904241 0.1963999999999999912514426 1 0 0.1963999999999999912514426 22.47993333169390339776328 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3300452754652800080314989 -1 -0.9734395784791558536852563 -0.7803921568627451010868867 -0.9824472315252531506857281 -1 -0.9843137254901961341602146 -1" Chromosome2="0.3860557129837913215020251 1 0.99047100106254215567958 -0.4980392156862745167700268 -0.5355778026030981742167114 0.9725086821183082097519446 -0.4823529411764705399079389 1" Performance="22.13389009887531955200757 0.1904000000000000136779477 0.4928000000000000158095759 0.5071999999999999841904241 0.1904000000000000136779477 1 0 0.1904000000000000136779477 22.13389009887531955200757 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.195171286806683413894703 0.5843137254901960009334516 -1 -0.8079762021411681649496472 -0.9340958511143797604603378 -0.960784313725490224378234 -1" Chromosome2="1 0.5927319076752254334294889 0.9215686274509804487564679 1 -0.4785834015016189879609954 -0.6094868148961405385222179 -0.5372549019607842923917929 1" Performance="19.2262427975059608797892 0.3575999999999999734434653 0.5071999999999999841904241 0.5071999999999999841904241 0.3575999999999999734434653 0.8747203579418344476792413 0 0.3575999999999999734434653 21.9798734795016983412097 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 0.195171286806683413894703 0.5843137254901960009334516 -1 -0.8079762021411681649496472 -0.9340958511143797604603378 -0.960784313725490224378234 -1" Chromosome2="0.9618308581053637285052105 0.5927319076752254334294889 0.9215686274509804487564679 0.9617848303169012069702148 -0.4785834015016189879609954 -0.6094868148961405385222179 -0.5372549019607842923917929 1" Performance="19.2262427975059608797892 0.3575999999999999734434653 0.5071999999999999841904241 0.5071999999999999841904241 0.3575999999999999734434653 0.8747203579418344476792413 0 0.3575999999999999734434653 21.9798734795016983412097 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-0.2661352990852559052825654 0.2549019607843137080749329 -0.9848571880055325689085066 -0.9309461802421581388955474 -0.9369253721267464252164814 -0.8050693790337034583259879 -0.9921568627450980670801073 -1" Chromosome2="0.210453057811394644849301 0.5137254901960783826098123 1 1 -0.4984132593832976687586722 -0.2696111616675927469266583 -0.3647058823529412130426408 1" Performance="12.01633907473806672783212 0.4023999999999999799271677 0.4928000000000000158095759 0.5071999999999999841904241 0.4023999999999999799271677 0.7465208747514910925247023 0 0.4023999999999999799271677 16.09645420663980530662229 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2891344585598620842148421 -1 -1 -0.960784313725490224378234 -0.960784313725490224378234 -0.960784313725490224378234 -1" Chromosome2="1 0.4503035174688443387225334 1 1 -0.5921568627450980448756468 -0.6078431372549020217377347 -0.5372549019607842923917929 1" Performance="12.07495401428854187031448 0.4139999999999999791278071 0.5071999999999999841904241 0.5071999999999999841904241 0.4139999999999999791278071 0.7555555555555555358182573 0 0.4139999999999999791278071 15.98155678361718834423755 0"/></FittestRules></Garp></Model></Algorithm></Run>
<Run Id="7" OmissionError="0" CommissionError="15.93999999999999772626325">
<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="-0.2209732378819951603698968 0.2542749478682584385325072 -1 -0.799947272431032363471104 -1 -1 -0.9762556650808879021852249 -0.8901960784313724950322921" Chromosome2="0.142185506997342947510532 0.4150460536888453955128853 0.9998285489224166822097573 -0.6576472866695886043686414 1 1 1 -0.7098039215686273717409449" Performance="26.08884612943332470536006 0.4183999999999999941380224 0.4759999999999999786837179 0.4759999999999999786837179 0.4183999999999999941380224 0.9158699808795410790551728 0 0.4183999999999999941380224 28.48531633756498848697447 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.2209732378819951603698968 0.2542749478682584385325072 -0.9994815645118554359171981 -0.799947272431032363471104 -1 -0.9615550142313752379763514 -1 -0.8901960784313724950322921" Chromosome2="0.142185506997342947510532 0.4150460536888453955128853 0.988606230293710974699195 -0.6576472866695886043686414 1 1 1 -0.7098039215686273717409449" Performance="25.70541348134401360425727 0.4208000000000000073718809 0.4759999999999999786837179 0.4759999999999999786837179 0.4208000000000000073718809 0.9106463878326995775580599 0 0.4208000000000000073718809 28.22765655780156990317664 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.2209732378819951603698968 0.2542749478682584385325072 -0.9994815645118554359171981 -0.799947272431032363471104 -1 -0.9615550142313752379763514 -1 -0.8901960784313724950322921" Chromosome2="0.142185506997342947510532 0.4150460536888453955128853 0.988606230293710974699195 -0.6576472866695886043686414 0.9781891357067019621140957 1 1 -0.7098039215686273717409449" Performance="25.70541348134401360425727 0.4208000000000000073718809 0.4759999999999999786837179 0.4759999999999999786837179 0.4208000000000000073718809 0.9106463878326995775580599 0 0.4208000000000000073718809 28.22765655780156990317664 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.2209732378819951603698968 0.2542749478682584385325072 -1 -0.799947272431032363471104 -1 -1 -1 -0.8901960784313724950322921" Chromosome2="0.142185506997342947510532 0.4150460536888453955128853 1 -0.6576472866695886043686414 1 1 1 -0.7098039215686273717409449" Performance="25.51591087723275919074695 0.4219999999999999862332345 0.4759999999999999786837179 0.4759999999999999786837179 0.4219999999999999862332345 0.9080568720379147418242383 0 0.4219999999999999862332345 28.09946343995883211164255 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2862745098039216617991087 0.5843137254901960009334516 -0.7625583064599179561326991 -0.9509296341433214339033952 -0.7176470588235294156831401 -0.98959594764669467359397 -1" Chromosome2="1 0.4274509803921568984463875 0.9058823529411763608720776 -0.6360456858553046322057867 0.9954459847997368937555507 -0.5529411764705882692538808 -0.5395746425395413492509533 1" Performance="25.45306755961115641184733 0.4223999999999999976907361 0.4759999999999999786837179 0.4759999999999999786837179 0.4223999999999999976907361 0.9071969696969697238841945 0 0.4223999999999999976907361 28.05682603648160622356045 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.199999999999999955591079 0.2576986075024434996727507 -0.988190526096150323454026 -0.7858475553735814189693087 -1 -0.8980392156862745389744873 -0.9843137254901961341602146 -0.972543080408985849416581" Chromosome2="0.2705882352941175739147184 0.4454964452763821580738579 0.9535401028115302324295044 -0.4933802131014168868006209 0.9696754752429294077487043 -0.5137254901960783826098123 -0.4352941176470588313662802 0.9945812130418534291464994" Performance="27.98281915638471062379722 0.3447999999999999953814722 0.5240000000000000213162821 0.4759999999999999786837179 0.3447999999999999953814722 1 0 0.3447999999999999953814722 27.98281915638471062379722 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.9773644654223552219463045 0.2862745098039216617991087 0.5843137254901960009334516 -0.7625583064599179561326991 -0.9722599484241352119084922 -0.7176470588235294156831401 -0.98959594764669467359397 -1" Chromosome2="0.9983164384961128456907886 0.4274509803921568984463875 0.9058823529411763608720776 -0.6360456858553046322057867 0.9941719746432051696416465 -0.5529411764705882692538808 -0.5395746425395413492509533 1" Performance="24.89466538146611895854221 0.4259999999999999897859482 0.4759999999999999786837179 0.4759999999999999786837179 0.4259999999999999897859482 0.8995305164319248314441779 0 0.4259999999999999897859482 27.67517602428122813762457 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.2041048176682147829996694 0.2576986075024434996727507 -1 -0.8196078431372548767086528 -0.9701363063151282606355608 -1 -0.969552200071521430579935 -1" Chromosome2="0.2358024946912605501747606 0.4454964452763821580738579 1 -0.4666666666666666740681535 1 1 -0.4010111049071369837548673 1" Performance="27.32585387643606367191751 0.3287999999999999811706175 0.5240000000000000213162821 0.4759999999999999786837179 0.3287999999999999811706175 1 0 0.3287999999999999811706175 27.32585387643606367191751 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2862745098039216617991087 0.594701231649973571791179 -0.7625583064599179561326991 -1 -0.7176470588235294156831401 -1 -0.8901960784313724950322921" Chromosome2="1 0.4274509803921568984463875 0.9068815996902971354742817 -0.6360456858553046322057867 0.9991704476997256278991699 -0.5529411764705882692538808 1 -0.7098039215686273717409449" Performance="24.28905284097552197408731 0.4299999999999999933386619 0.4759999999999999786837179 0.4759999999999999786837179 0.4299999999999999933386619 0.8911627906976744561973192 0 0.4299999999999999933386619 27.25546117332848083947283 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2862745098039216617991087 0.5843137254901960009334516 -0.7625583064599179561326991 -1 -0.7176470588235294156831401 -0.98959594764669467359397 -1" Chromosome2="1 0.4274509803921568984463875 0.9058823529411763608720776 -0.6360456858553046322057867 1 -0.5529411764705882692538808 -0.5395746425395413492509533 1" Performance="23.69855331890308747233576 0.4339999999999999968913755 0.4759999999999999786837179 0.4759999999999999786837179 0.4339999999999999968913755 0.8829493087557603869797163 0 0.4339999999999999968913755 26.8402195730791746086652 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.1808145319736740586069601 0.2576986075024434996727507 -0.9865651838924913707984388 -0.8196078431372548767086528 -0.9921568627450980670801073 -0.9529411764705881804360388 -1 -1" Chromosome2="0.2309125969812925172064411 0.4454964452763821580738579 1 -0.4666666666666666740681535 -0.3176470588235293934786796 -0.4274509803921568984463875 1 1" Performance="26.66973582846866719364698 0.3131999999999999784172644 0.5240000000000000213162821 0.4759999999999999786837179 0.3131999999999999784172644 1 0 0.3131999999999999784172644 26.66973582846866719364698 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.4741434203424289561823457 -0.7490196078431372583850134 -1 -0.7176470588235294156831401 -0.9683753157574763736903378 -0.9636679628065654146240604" Chromosome2="1 1 0.9734923171281228970741495 -0.6156862745098039546576274 1 -0.5529411764705882692538808 0.9925618134100329115199202 0.9866579744432654175412267" Performance="23.51501755102153623511185 0.4288000000000000144773082 0.4759999999999999786837179 0.4759999999999999786837179 0.4288000000000000144773082 0.8824626865671642006461184 0 0.4288000000000000144773082 26.64703891616816733289852 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.1372549019607842701873324 0.2822240660501375564273019 -1 -0.7604094378045360702600419 -0.9215686274509804487564679 -0.9501314826118640866070564 -0.960784313725490224378234 -0.8901960784313724950322921" Chromosome2="0.09019607843137245062337115 0.4114997706100745333834823 1 -0.6587410442813255162519681 -0.6078431372549020217377347 1 -0.5607843137254902021737735 -0.7098039215686273717409449" Performance="25.43599339301059103490843 0.2972000000000000197175609 0.4759999999999999786837179 0.4759999999999999786837179 0.2972000000000000197175609 0.9609690444145356780225598 0 0.2972000000000000197175609 26.46910797059785380724861 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.199999999999999955591079 0.2576986075024434996727507 -0.988190526096150323454026 -0.8017472602173409956805017 -1 -0.9454718330978519880147815 -0.9843137254901961341602146 -0.972543080408985849416581" Chromosome2="0.2705882352941175739147184 0.4454964452763821580738579 0.9535401028115302324295044 -0.4818000132786334210877044 1 0.9738523221781684169329196 -0.4352941176470588313662802 0.9945812130418534291464994" Performance="26.39584168037206168833109 0.3068000000000000171418435 0.5240000000000000213162821 0.4759999999999999786837179 0.3068000000000000171418435 1 0 0.3068000000000000171418435 26.39584168037206168833109 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-0.199999999999999955591079 0.2576986075024434996727507 -1 -0.8196078431372548767086528 -1 -0.9261253601762504672478826 -0.9843137254901961341602146 -1" Chromosome2="0.2705882352941175739147184 0.4454964452763821580738579 1 -0.4666666666666666740681535 1 0.9554268717629649243505696 -0.4352941176470588313662802 1" Performance="26.15383147386552309399121 0.3012000000000000232702746 0.5240000000000000213162821 0.4759999999999999786837179 0.3012000000000000232702746 1 0 0.3012000000000000232702746 26.15383147386552309399121 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.2041048176682147829996694 0.2576986075024434996727507 -0.9906307298909214908988474 -0.8196078431372548767086528 -1 -0.9854745012880475885097553 -0.9843137254901961341602146 -1" Chromosome2="0.2358024946912605501747606 0.4454964452763821580738579 1 -0.4666666666666666740681535 1 1 -0.4352941176470588313662802 1" Performance="26.13645928232808657298847 0.300800000000000011812773 0.5240000000000000213162821 0.4759999999999999786837179 0.300800000000000011812773 1 0 0.300800000000000011812773 26.13645928232808657298847 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.2041048176682147829996694 0.2576986075024434996727507 -1 -0.8196078431372548767086528 -1 -1 -0.9843137254901961341602146 -1" Chromosome2="0.2358024946912605501747606 0.4454964452763821580738579 1 -0.4666666666666666740681535 1 1 -0.4352941176470588313662802 1" Performance="26.10168021265420534859913 0.2999999999999999888977698 0.5240000000000000213162821 0.4759999999999999786837179 0.2999999999999999888977698 1 0 0.2999999999999999888977698 26.10168021265420534859913 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.2041048176682147829996694 0.2576986075024434996727507 -0.9906307298909214908988474 -0.8196078431372548767086528 -1 -1 -0.9843137254901961341602146 -1" Chromosome2="0.2358024946912605501747606 0.4454964452763821580738579 1 -0.4666666666666666740681535 1 1 -0.4352941176470588313662802 1" Performance="26.10168021265420534859913 0.2999999999999999888977698 0.5240000000000000213162821 0.4759999999999999786837179 0.2999999999999999888977698 1 0 0.2999999999999999888977698 26.10168021265420534859913 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.1372549019607842701873324 0.2862745098039216617991087 0.5843137254901960009334516 -0.7720100915374296102200447 -1 -0.7176470588235294156831401 -0.960784313725490224378234 -1" Chromosome2="0.09019607843137245062337115 0.4274509803921568984463875 0.9058823529411763608720776 -0.6355345110670286290499575 1 -0.5529411764705882692538808 -0.5607843137254902021737735 1" Performance="23.71776824618041956682646 0.3055999999999999827693387 0.4759999999999999786837179 0.4759999999999999786837179 0.3055999999999999827693387 0.934554973821989487525741 0 0.3055999999999999827693387 25.37867638666924463564101 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-1 0.2862745098039216617991087 0.5843137254901960009334516 -1 -1 -0.7176470588235294156831401 -1 -0.9843841199729205238000418" Chromosome2="1 0.4274509803921568984463875 0.9058823529411763608720776 1 -0.6993762983337922234383655 -0.5529411764705882692538808 1 -0.6280817135803254958048569" Performance="21.53092302096166932301458 0.4495999999999999996447286 0.4759999999999999786837179 0.4759999999999999786837179 0.4495999999999999996447286 0.8523131672597864527674005 0 0.4495999999999999996447286 25.26175101833081271252013 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-1 -1 0.4741434203424289561823457 -0.7490196078431372583850134 -1 -0.7176470588235294156831401 -1 -1" Chromosome2="1 1 0.9734923171281228970741495 -0.6156862745098039546576274 1 -0.5529411764705882692538808 1 1" Performance="21.5518762477071099681325 0.4428000000000000269118061 0.4759999999999999786837179 0.4759999999999999786837179 0.4428000000000000269118061 0.8545618789521228775285522 0 0.4428000000000000269118061 25.21979598965303281943307 0"/>
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<Rule Type="d" Prediction="1" Chromosome1="-0.1372549019607842701873324 -1 0.5843137254901960009334516 -0.7855450263734966576123497 -0.9215686274509804487564679 -1 -1 -1" Chromosome2="0.09019607843137245062337115 1 0.9058823529411763608720776 -0.6714904018290965836968098 -0.6078431372549020217377347 1 1 1" Performance="23.32726977410831281645187 0.3075999999999999845456955 0.4759999999999999786837179 0.4759999999999999786837179 0.3075999999999999845456955 0.9284785435630689143238214 0 0.3075999999999999845456955 25.1241883141306630022882 0"/>
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<Run Id="8" OmissionError="0" CommissionError="18.17000000000000170530257">
<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="90" 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="!" Prediction="0" Chromosome1="-1 0.2404300649003599521513763 -1 -0.7625641138408503216794543 -1 -1 -0.9496268143978838782715002 -0.8980392156862745389744873" Chromosome2="1 0.4828709612999816935818842 1 -0.4347272276358926101913482 1 -0.5515265834909531816876438 -0.4530151030150179058964 -0.6313725490196078204974128" Performance="26.63526334306421716746627 0.291600000000000025845992 0.5068000000000000282440737 0.4932000000000000272670775 0.291600000000000025845992 1 0 0.291600000000000025845992 26.63526334306421716746627 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-0.9787395196610394476621764 0.2852382255316365800013045 -1 -0.7882352941176470340067794 -0.9921568627450980670801073 -0.9883527334444643930311258 -0.9495882339201550115248551 -0.9048494725461034837721286" Chromosome2="0.989827883993217971791978 0.4762755712676866592936165 1 -0.4901960784313725838501341 -0.4352941176470588313662802 1 -0.3014611422399104401215197 -0.6855360961927609020349905" Performance="25.53469249698434140327663 0.2680000000000000159872116 0.5068000000000000282440737 0.4932000000000000272670775 0.2680000000000000159872116 1 0 0.2680000000000000159872116 25.53469249698434140327663 0"/>
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<Run Id="9" OmissionError="0" CommissionError="19.17000000000000170530257">
<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">
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<Rule Type="r" Prediction="1" Chromosome1="-1.346815477150158146812942 -1.123653793325689376203513 -1 0.3387421512020984404323087 0.4199224918270360040750688 -0.4713980864217380828407045 0.5575322945255705153755343 -0.9804900829145248852825034" Chromosome2="0.4709129437362233883135332 -1.541196549177936692132107 1 -0.3310915321850084747090648 -0.344008423360993631501259 0.3140371398766928501267159 -0.399810979854249237686048 0.9811956044286489486694336" Performance="14.89898788450739886002339 0.3748000000000000220268248 0.4919999999999999928945726 0.4919999999999999928945726 0.3748000000000000220268248 0.7972251867662752955467909 0 0.3748000000000000220268248 18.68855642273551964649414 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-0.1601510201270381072991 0.2470588235294117751550402 -1 -0.7960784313725490779489746 -1 -0.8980392156862745389744873 -0.9454676125568636235740883 -1" Chromosome2="0.2220150846787089238265622 0.5137254901960783826098123 0.9707575761958172622101415 -0.4745098039215686069880462 1 -0.5372549019607842923917929 -0.4297555116115552853450765 1" Performance="14.56452346123466234928401 0.4255999999999999783284466 0.5080000000000000071054274 0.4919999999999999928945726 0.4255999999999999783284466 0.7904135338345864569831178 0 0.4255999999999999783284466 18.42646012218035878049704 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.1601510201270381072991 0.2470588235294117751550402 -1 -0.7688555852966566517281422 -1 -0.8980392156862745389744873 -0.9537313823626375475228656 -1" Chromosome2="0.2220150846787089238265622 0.5137254901960783826098123 1 -0.4922927149678436586910379 1 -0.5372549019607842923917929 -0.4251569135835038260040619 1" Performance="14.37838022874101540082847 0.4219999999999999862332345 0.5080000000000000071054274 0.4919999999999999928945726 0.4219999999999999862332345 0.7886255924170616493640296 0 0.4219999999999999862332345 18.23220089101174323786836 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3276738114832413173438397 0.2828203293218153335786269 -1 -1 -0.9921568627450980670801073 -1 -0.9921568627450980670801073 -1" Chromosome2="0.3693719576835547968585161 0.482255836917286906384561 0.9954189892113208815160874 1 -0.2627450980392156409948257 1 -0.3803921568627450788824262 1" Performance="18.1730526472490296896467 0.1363999999999999934718886 0.5080000000000000071054274 0.4919999999999999928945726 0.1363999999999999934718886 1 0 0.1363999999999999934718886 18.1730526472490296896467 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.5124595761497398038741835 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -0.9837975715670514986754824 -1" Chromosome2="1 1 0.9585291185518022283318373 -0.4745098039215686069880462 -0.4117647058823529215842996 1 0.9769001804403404376486719 1" Performance="17.95861383914755293744747 0.1332000000000000128341782 0.5080000000000000071054274 0.4919999999999999928945726 0.1332000000000000128341782 1 0 0.1332000000000000128341782 17.95861383914755293744747 0"/>
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<Rule Type="!" Prediction="0" Chromosome1="-0.3960784313725490557445141 0.2784313725490195068346111 -1 -0.8039215686274510108688673 -0.9921568627450980670801073 -0.985572899252861400754 -1 -1" Chromosome2="0.4274509803921568984463875 0.5137254901960783826098123 1 -0.4666666666666666740681535 -0.2392156862745098422351475 0.9909223497299284311168321 1 0.9940577570456438083468242" Performance="17.65950927167953565799507 0.1287999999999999978239629 0.5080000000000000071054274 0.4919999999999999928945726 0.1287999999999999978239629 1 0 0.1287999999999999978239629 17.65950927167953565799507 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.5124595761497398038741835 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -1 -1" Chromosome2="1 1 0.9585291185518022283318373 -0.4745098039215686069880462 -0.4117647058823529215842996 1 1 1" Performance="16.98864836378534093341841 0.1192000000000000003996803 0.5080000000000000071054274 0.4919999999999999928945726 0.1192000000000000003996803 1 0 0.1192000000000000003996803 16.98864836378534093341841 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.5124595761497398038741835 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -1 -1" Chromosome2="0.9968693543333506656978216 1 0.9585291185518022283318373 -0.4745098039215686069880462 -0.4117647058823529215842996 1 1 1" Performance="16.98864836378534093341841 0.1192000000000000003996803 0.5080000000000000071054274 0.4919999999999999928945726 0.1192000000000000003996803 1 0 0.1192000000000000003996803 16.98864836378534093341841 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.9851358529656778495464664 -1 0.5124595761497398038741835 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -1 -1" Chromosome2="1 1 0.9585291185518022283318373 -0.4745098039215686069880462 -0.4117647058823529215842996 1 0.9807884093485216281393946 1" Performance="16.98864836378534093341841 0.1192000000000000003996803 0.5080000000000000071054274 0.4919999999999999928945726 0.1192000000000000003996803 1 0 0.1192000000000000003996803 16.98864836378534093341841 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.5124595761497398038741835 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -1 -0.9807246596153292861330897" Chromosome2="0.9968693543333506656978216 1 0.9585291185518022283318373 -0.4745098039215686069880462 -0.4117647058823529215842996 1 1 0.9923103937537086638442929" Performance="16.98864836378534093341841 0.1192000000000000003996803 0.5080000000000000071054274 0.4919999999999999928945726 0.1192000000000000003996803 1 0 0.1192000000000000003996803 16.98864836378534093341841 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 -1 0.5124595761497398038741835 -0.7960784313725490779489746 -0.9921568627450980670801073 -1 -1 -0.9807246596153292861330897" Chromosome2="0.9968693543333506656978216 0.9984569682956042635524341 0.9585291185518022283318373 -0.4745098039215686069880462 -0.4117647058823529215842996 1 1 0.9923103937537086638442929" Performance="16.98864836378534093341841 0.1192000000000000003996803 0.5080000000000000071054274 0.4919999999999999928945726 0.1192000000000000003996803 1 0 0.1192000000000000003996803 16.98864836378534093341841 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-1 0.2549019607843137080749329 -1 -1 -0.9921568627450980670801073 -1 -0.9843137254901961341602146 -0.8980392156862745389744873" Chromosome2="1 0.5137254901960783826098123 0.9749660933197572543207343 1 -0.294117647058823483696699 1 -0.4274509803921568984463875 -0.6549019607843137302793934" Performance="16.55556142730376834037997 0.1131999999999999950706098 0.5080000000000000071054274 0.4919999999999999928945726 0.1131999999999999950706098 1 0 0.1131999999999999950706098 16.55556142730376834037997 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.2662057898281251500094413 0.2862745098039216617991087 0.6156862745098039546576274 -0.919935974942830858580578 -0.960784313725490224378234 -0.960784313725490224378234 -0.9527290101473530059550399 -1" Chromosome2="0.1422806778593974363911201 0.4588235294117646301259583 0.9215686274509804487564679 -0.5529710322119952836672496 -0.5921568627450980448756468 -0.5529411764705882692538808 0.9150098071123162757345426 1" Performance="12.31766491058253976120795 0.4072000000000000063948846 0.4919999999999999928945726 0.4919999999999999928945726 0.4072000000000000063948846 0.7495088408644400290725684 0 0.4072000000000000063948846 16.43431569983358642161875 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.4018022376386558014438322 -1 0.6156862745098039546576274 -1 -0.960784313725490224378234 -0.9816688893792721026798631 -0.9420765964540780412761478 -1" Chromosome2="-0.08736651495975614190037106 1 0.9215686274509804487564679 1 -0.5921568627450980448756468 0.9797154412819788493749229 -0.5217696669201056236531144 1" Performance="12.52346281715011144797245 0.2696000000000000063060668 0.4919999999999999928945726 0.4919999999999999928945726 0.2696000000000000063060668 0.7952522255192878697371839 0 0.2696000000000000063060668 15.74778719917756397705944 0"/>
<Rule Type="!" Prediction="0" Chromosome1="-0.3276738114832413173438397 0.2862745098039216617991087 -1 -1 -0.9921568627450980670801073 -1 -0.9921568627450980670801073 -1" Chromosome2="0.3693719576835547968585161 0.5058823529411764496899195 1 1 -0.2627450980392156409948257 1 -0.3803921568627450788824262 1" Performance="15.6534819149923354331122 0.1011999999999999982902565 0.5080000000000000071054274 0.4919999999999999928945726 0.1011999999999999982902565 1 0 0.1011999999999999982902565 15.6534819149923354331122 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 0.2862745098039216617991087 0.6156862745098039546576274 -0.7658874482569988373370506 -0.9335309027228504419326782 -1 -1 -1" Chromosome2="0.08235294117647051770347844 0.4588235294117646301259583 0.9215686274509804487564679 -0.5824340292278550323956665 1 1 1 1" Performance="12.23632116807245218126354 0.2716000000000000080824236 0.4919999999999999928945726 0.4919999999999999928945726 0.2716000000000000080824236 0.7893961708394697796009609 0 0.2716000000000000080824236 15.50086207671864890755842 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 0.2862745098039216617991087 0.6156862745098039546576274 -1 -0.960784313725490224378234 -1 -1 -0.9363983003166960195073898" Chromosome2="0.08235294117647051770347844 0.4588235294117646301259583 0.9215686274509804487564679 1 -0.5921568627450980448756468 1 1 -0.8933863366040967202152956" Performance="14.39579583859549138935563 0.1195999999999999979793941 0.4919999999999999928945726 0.4919999999999999928945726 0.1195999999999999979793941 0.9364548494983278015268979 0 0.1195999999999999979793941 15.37265341335732671268488 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 0.2862745098039216617991087 0.6156862745098039546576274 -1 -0.960784313725490224378234 -0.9958704768645543214944382 -1 -0.9363983003166960195073898" Chromosome2="0.08235294117647051770347844 0.4588235294117646301259583 0.9215686274509804487564679 1 -0.5921568627450980448756468 1 1 -0.8933863366040967202152956" Performance="14.39579583859549138935563 0.1195999999999999979793941 0.4919999999999999928945726 0.4919999999999999928945726 0.1195999999999999979793941 0.9364548494983278015268979 0 0.1195999999999999979793941 15.37265341335732671268488 0"/>
<Rule Type="d" Prediction="1" Chromosome1="-0.3176470588235293934786796 0.3040064900096501321336007 -1 -1 -0.960784313725490224378234 -0.9657980131538834722704223 -0.9372549019607843145962534 -1" Chromosome2="0.08235294117647051770347844 0.4724993183545845853998912 1 1 -0.5921568627450980448756468 -0.6028374497072145343778971 -0.4666666666666666740681535 1" Performance="10.42375722415034644541265 0.4375999999999999889865876 0.4919999999999999928945726 0.4919999999999999928945726 0.4375999999999999889865876 0.7129798903107861240968646 0 0.4375999999999999889865876 14.61998769643651208127721 0"/></FittestRules></Garp></Model></Algorithm></Run></BestSubsets></Model></Algorithm></Algorithms></Consensus></Model></Algorithm></SerializedModel>