Warning, /analysis/HF-Particle/HFTrigger/weights/woutCaloAndMinTrack/TMVAClassification_BDTG.weights.xml is written in an unsupported language. File is not indexed.
0001 <?xml version="1.0"?>
0002 <MethodSetup Method="BDT::BDTG">
0003 <GeneralInfo>
0004 <Info name="TMVA Release" value="4.2.1 [262657]"/>
0005 <Info name="ROOT Release" value="6.22/02 [398850]"/>
0006 <Info name="Creator" value="cdean"/>
0007 <Info name="Date" value="Tue Apr 20 16:39:21 2021"/>
0008 <Info name="Host" value="Linux cvmfswrite02.sdcc.bnl.gov 3.10.0-957.12.2.el7.x86_64 #1 SMP Tue May 14 15:23:27 CDT 2019 x86_64 x86_64 x86_64 GNU/Linux"/>
0009 <Info name="Dir" value="/gpfs/mnt/gpfs02/sphenix/user/cdean/scripts/HF_trigger_ML/TMVA/Odd/wCalo"/>
0010 <Info name="Training events" value="31922"/>
0011 <Info name="TrainingTime" value="1.33512650e+01"/>
0012 <Info name="AnalysisType" value="Classification"/>
0013 </GeneralInfo>
0014 <Options>
0015 <Option name="V" modified="Yes">False</Option>
0016 <Option name="VerbosityLevel" modified="No">Default</Option>
0017 <Option name="VarTransform" modified="No">None</Option>
0018 <Option name="H" modified="Yes">False</Option>
0019 <Option name="CreateMVAPdfs" modified="No">False</Option>
0020 <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
0021 <Option name="NTrees" modified="Yes">1000</Option>
0022 <Option name="MaxDepth" modified="Yes">2</Option>
0023 <Option name="MinNodeSize" modified="Yes">2.5%</Option>
0024 <Option name="nCuts" modified="Yes">20</Option>
0025 <Option name="BoostType" modified="Yes">Grad</Option>
0026 <Option name="AdaBoostR2Loss" modified="No">quadratic</Option>
0027 <Option name="UseBaggedBoost" modified="Yes">True</Option>
0028 <Option name="Shrinkage" modified="Yes">1.000000e-01</Option>
0029 <Option name="AdaBoostBeta" modified="No">5.000000e-01</Option>
0030 <Option name="UseRandomisedTrees" modified="No">False</Option>
0031 <Option name="UseNvars" modified="No">2</Option>
0032 <Option name="UsePoissonNvars" modified="No">True</Option>
0033 <Option name="BaggedSampleFraction" modified="Yes">5.000000e-01</Option>
0034 <Option name="UseYesNoLeaf" modified="No">True</Option>
0035 <Option name="NegWeightTreatment" modified="No">pray</Option>
0036 <Option name="Css" modified="No">1.000000e+00</Option>
0037 <Option name="Cts_sb" modified="No">1.000000e+00</Option>
0038 <Option name="Ctb_ss" modified="No">1.000000e+00</Option>
0039 <Option name="Cbb" modified="No">1.000000e+00</Option>
0040 <Option name="NodePurityLimit" modified="No">5.000000e-01</Option>
0041 <Option name="SeparationType" modified="No">giniindex</Option>
0042 <Option name="RegressionLossFunctionBDTG" modified="No">huber</Option>
0043 <Option name="HuberQuantile" modified="No">7.000000e-01</Option>
0044 <Option name="DoBoostMonitor" modified="No">False</Option>
0045 <Option name="UseFisherCuts" modified="No">False</Option>
0046 <Option name="MinLinCorrForFisher" modified="No">8.000000e-01</Option>
0047 <Option name="UseExclusiveVars" modified="No">False</Option>
0048 <Option name="DoPreselection" modified="No">False</Option>
0049 <Option name="SigToBkgFraction" modified="No">1.000000e+00</Option>
0050 <Option name="PruneMethod" modified="No">nopruning</Option>
0051 <Option name="PruneStrength" modified="No">0.000000e+00</Option>
0052 <Option name="PruningValFraction" modified="No">5.000000e-01</Option>
0053 <Option name="SkipNormalization" modified="No">False</Option>
0054 <Option name="nEventsMin" modified="No">0</Option>
0055 <Option name="UseBaggedGrad" modified="No">False</Option>
0056 <Option name="GradBaggingFraction" modified="No">5.000000e-01</Option>
0057 <Option name="UseNTrainEvents" modified="No">0</Option>
0058 <Option name="NNodesMax" modified="No">0</Option>
0059 </Options>
0060 <Variables NVar="4">
0061 <Variable VarIndex="0" Expression="max(track_1_IP,track_2_IP)" Label="maxTrackDCA_3D" Title="track-vertex 3D DCA, max" Unit="units" Internal="maxTrackDCA_3D" Type="F" Min="3.83873377e-03" Max="4.99581957e+00"/>
0062 <Variable VarIndex="1" Expression="max(abs(track_1_IP_xy),abs(track_2_IP_xy))" Label="maxTrackDCA_2D" Title="track-vertex 2D DCA, max" Unit="units" Internal="maxTrackDCA_2D" Type="F" Min="9.33057163e-05" Max="4.89962578e+00"/>
0063 <Variable VarIndex="2" Expression="track_1_track_2_DCA" Label="track_1_track_2_DCA" Title="track-track 3D DCA" Unit="units" Internal="track_1_track_2_DCA" Type="F" Min="1.57269469e-07" Max="4.99997623e-02"/>
0064 <Variable VarIndex="3" Expression="INTT_meanHits" Label="INTT_meanHits" Title="INTT avg. hits" Unit="units" Internal="INTT_meanHits" Type="F" Min="0.00000000e+00" Max="9.30000000e+01"/>
0065 </Variables>
0066 <Spectators NSpec="0"/>
0067 <Classes NClass="2">
0068 <Class Name="Signal" Index="0"/>
0069 <Class Name="Background" Index="1"/>
0070 </Classes>
0071 <Transformations NTransformations="0"/>
0072 <MVAPdfs/>
0073 <Weights NTrees="1000" AnalysisType="1">
0074 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="0">
0075 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4519009888172150e-01" cType="1" res="1.7042015679180622e-03" rms="4.9999710917472839e-01" purity="5.0170421600341797e-01" nType="0">
0076 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.5467301011085510e-01" cType="1" res="-2.6222023367881775e-01" rms="4.2572355270385742e-01" purity="2.3777975142002106e-01" nType="0">
0077 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9530352950096130e-02" rms="3.5935810208320618e-01" purity="1.5234823524951935e-01" nType="-99"/>
0078 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2023146748542786e-02" rms="4.7366967797279358e-01" purity="3.3988428115844727e-01" nType="-99"/>
0079 </Node>
0080 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2625201940536499e-01" cType="1" res="1.2277966737747192e-01" rms="4.8469078540802002e-01" purity="6.2277966737747192e-01" nType="0">
0081 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8302107974886894e-03" rms="4.9883234500885010e-01" purity="5.3415101766586304e-01" nType="-99"/>
0082 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9476381838321686e-02" rms="4.7778508067131042e-01" purity="6.4738190174102783e-01" nType="-99"/>
0083 </Node>
0084 </Node>
0085 </BinaryTree>
0086 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="1">
0087 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="-9.9576013162732124e-03" rms="4.9300363659858704e-01" purity="4.9012091755867004e-01" nType="0">
0088 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.7353388667106628e-01" cType="1" res="-2.3550964891910553e-01" rms="4.2383942008018494e-01" purity="2.3827444016933441e-01" nType="0">
0089 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3214346766471863e-02" rms="3.6000150442123413e-01" purity="1.5342767536640167e-01" nType="-99"/>
0090 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8355777487158775e-02" rms="4.8826494812965393e-01" purity="3.9230906963348389e-01" nType="-99"/>
0091 </Node>
0092 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3623272776603699e-01" cType="1" res="9.4258710741996765e-02" rms="4.8783725500106812e-01" purity="6.0648655891418457e-01" nType="0">
0093 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8611531965434551e-03" rms="4.9931240081787109e-01" purity="4.7956725955009460e-01" nType="-99"/>
0094 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5833012536168098e-02" rms="4.7887888550758362e-01" purity="6.4373356103897095e-01" nType="-99"/>
0095 </Node>
0096 </Node>
0097 </BinaryTree>
0098 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="2">
0099 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="2.6529228314757347e-02" rms="4.8721292614936829e-01" purity="5.2633750438690186e-01" nType="0">
0100 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6194598376750946e-01" cType="1" res="-1.7799577116966248e-01" rms="4.4073572754859924e-01" purity="2.7285870909690857e-01" nType="0">
0101 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4336406290531158e-02" rms="3.7357887625694275e-01" purity="1.6811165213584900e-01" nType="-99"/>
0102 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2474207207560539e-02" rms="4.9153590202331543e-01" purity="4.0904894471168518e-01" nType="-99"/>
0103 </Node>
0104 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3752057552337646e-01" cType="1" res="1.1651149392127991e-01" rms="4.7942745685577393e-01" purity="6.3785725831985474e-01" nType="0">
0105 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5326853655278683e-03" rms="4.9891209602355957e-01" purity="5.3391098976135254e-01" nType="-99"/>
0106 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8538187965750694e-02" rms="4.7029370069503784e-01" purity="6.6977268457412720e-01" nType="-99"/>
0107 </Node>
0108 </Node>
0109 </BinaryTree>
0110 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="3">
0111 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4465580284595490e-01" cType="1" res="1.2577866204082966e-02" rms="4.8255699872970581e-01" purity="5.1503461599349976e-01" nType="0">
0112 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4306473731994629e-01" cType="1" res="-1.8306769430637360e-01" rms="4.2604666948318481e-01" purity="2.5091415643692017e-01" nType="0">
0113 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2255214899778366e-02" rms="3.0899217724800110e-01" purity="1.0690481215715408e-01" nType="-99"/>
0114 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7443852499127388e-02" rms="4.8122242093086243e-01" purity="3.6938983201980591e-01" nType="-99"/>
0115 </Node>
0116 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="1.0027558356523514e-01" rms="4.8065391182899475e-01" purity="6.3342607021331787e-01" nType="0">
0117 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3141000941395760e-03" rms="5.0004357099533081e-01" purity="4.9125957489013672e-01" nType="-99"/>
0118 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1514553576707840e-02" rms="4.7867488861083984e-01" purity="6.4016962051391602e-01" nType="-99"/>
0119 </Node>
0120 </Node>
0121 </BinaryTree>
0122 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="4">
0123 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4507252871990204e-01" cType="1" res="-6.9641438312828541e-04" rms="4.7909241914749146e-01" purity="5.0240099430084229e-01" nType="0">
0124 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.6208387911319733e-01" cType="1" res="-1.7757757008075714e-01" rms="4.1793128848075867e-01" purity="2.3637928068637848e-01" nType="0">
0125 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6413782984018326e-02" rms="3.8082256913185120e-01" purity="1.7841966450214386e-01" nType="-99"/>
0126 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5710372291505337e-03" rms="4.9433743953704834e-01" purity="4.2629927396774292e-01" nType="-99"/>
0127 </Node>
0128 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2625201940536499e-01" cType="1" res="7.8181177377700806e-02" rms="4.8355069756507874e-01" purity="6.2102955579757690e-01" nType="0">
0129 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9664581418037415e-03" rms="4.9861070513725281e-01" purity="5.3421771526336670e-01" nType="-99"/>
0130 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9268834963440895e-02" rms="4.7768437862396240e-01" purity="6.4652752876281738e-01" nType="-99"/>
0131 </Node>
0132 </Node>
0133 </BinaryTree>
0134 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="5">
0135 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="5.0381510518491268e-03" rms="4.7415575385093689e-01" purity="5.1043719053268433e-01" nType="0">
0136 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="8.3059005439281464e-02" cType="1" res="-1.8102127313613892e-01" rms="4.0260410308837891e-01" purity="2.1378321945667267e-01" nType="0">
0137 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1987465023994446e-02" rms="1.5939588844776154e-01" purity="2.6087615638971329e-02" nType="-99"/>
0138 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1535420566797256e-02" rms="4.2956301569938660e-01" purity="2.5210377573966980e-01" nType="-99"/>
0139 </Node>
0140 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.4012565612792969e+00" cType="1" res="8.1650659441947937e-02" rms="4.8013657331466675e-01" purity="6.3258850574493408e-01" nType="0">
0141 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4197390526533127e-02" rms="4.8354804515838623e-01" purity="6.1992293596267700e-01" nType="-99"/>
0142 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6895766854286194e-02" rms="4.3672475218772888e-01" purity="7.4293667078018188e-01" nType="-99"/>
0143 </Node>
0144 </Node>
0145 </BinaryTree>
0146 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="6">
0147 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4532292783260345e-01" cType="1" res="4.0838695131242275e-03" rms="4.7276133298873901e-01" purity="5.0727492570877075e-01" nType="0">
0148 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7480364441871643e-01" cType="1" res="-1.3539649546146393e-01" rms="4.2053979635238647e-01" purity="2.4427376687526703e-01" nType="0">
0149 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8061335682868958e-02" rms="3.8858139514923096e-01" purity="1.8922206759452820e-01" nType="-99"/>
0150 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2055680900812149e-03" rms="5.0070410966873169e-01" purity="4.7422122955322266e-01" nType="-99"/>
0151 </Node>
0152 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.7112649679183960e-01" cType="1" res="6.7687958478927612e-02" rms="4.8151719570159912e-01" purity="6.2720543146133423e-01" nType="0">
0153 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2474004700779915e-03" rms="4.9033656716346741e-01" purity="5.8776342868804932e-01" nType="-99"/>
0154 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3272134363651276e-02" rms="4.6452462673187256e-01" purity="6.8449145555496216e-01" nType="-99"/>
0155 </Node>
0156 </Node>
0157 </BinaryTree>
0158 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="7">
0159 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="4.1754394769668579e-03" rms="4.7254547476768494e-01" purity="5.0693374872207642e-01" nType="0">
0160 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5238095283508301e+01" cType="1" res="-1.0936120897531509e-01" rms="4.2858690023422241e-01" purity="2.5432056188583374e-01" nType="0">
0161 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3326359242200851e-02" rms="3.6288350820541382e-01" purity="1.6395646333694458e-01" nType="-99"/>
0162 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1618594229221344e-03" rms="4.6478042006492615e-01" purity="3.3243873715400696e-01" nType="-99"/>
0163 </Node>
0164 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="5.5506095290184021e-02" rms="4.8243707418441772e-01" purity="6.2114179134368896e-01" nType="0">
0165 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5265555381774902e-03" rms="4.9523732066154480e-01" purity="5.4304075241088867e-01" nType="-99"/>
0166 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4869321137666702e-02" rms="4.7779494524002075e-01" purity="6.3863164186477661e-01" nType="-99"/>
0167 </Node>
0168 </Node>
0169 </BinaryTree>
0170 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="8">
0171 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4455459415912628e-01" cType="1" res="-4.4069229625165462e-03" rms="4.6618691086769104e-01" purity="5.0211220979690552e-01" nType="0">
0172 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.6297103464603424e-01" cType="1" res="-1.4053754508495331e-01" rms="3.9739736914634705e-01" purity="2.1454001963138580e-01" nType="0">
0173 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2141355574131012e-02" rms="3.4973335266113281e-01" purity="1.4600723981857300e-01" nType="-99"/>
0174 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6199688222259283e-04" rms="4.9361312389373779e-01" purity="4.3117925524711609e-01" nType="-99"/>
0175 </Node>
0176 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2863914072513580e-01" cType="1" res="5.4139155894517899e-02" rms="4.8112514615058899e-01" purity="6.2578922510147095e-01" nType="0">
0177 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6961094010621309e-03" rms="4.9906739592552185e-01" purity="5.1475179195404053e-01" nType="-99"/>
0178 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5087250620126724e-02" rms="4.7439131140708923e-01" purity="6.5525776147842407e-01" nType="-99"/>
0179 </Node>
0180 </Node>
0181 </BinaryTree>
0182 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="9">
0183 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3357838392257690e-01" cType="1" res="1.6931516584008932e-03" rms="4.7045880556106567e-01" purity="5.0294989347457886e-01" nType="0">
0184 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2247602641582489e-01" cType="1" res="-5.1906906068325043e-02" rms="4.5402944087982178e-01" purity="3.5163673758506775e-01" nType="0">
0185 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9201949015259743e-02" rms="4.0276098251342773e-01" purity="2.2929310798645020e-01" nType="-99"/>
0186 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7950982116162777e-03" rms="4.8748397827148438e-01" purity="4.7104486823081970e-01" nType="-99"/>
0187 </Node>
0188 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="4.9660772085189819e-02" rms="4.7963759303092957e-01" purity="6.3836270570755005e-01" nType="0">
0189 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9599314332008362e-03" rms="4.9567848443984985e-01" purity="5.5952537059783936e-01" nType="-99"/>
0190 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2977206148207188e-02" rms="4.7541400790214539e-01" purity="6.5329331159591675e-01" nType="-99"/>
0191 </Node>
0192 </Node>
0193 </BinaryTree>
0194 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="10">
0195 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1855902671813965e-01" cType="1" res="8.4321096073836088e-04" rms="4.6762812137603760e-01" purity="5.0379258394241333e-01" nType="0">
0196 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-6.8430788815021515e-02" rms="4.4541072845458984e-01" purity="3.2174605131149292e-01" nType="0">
0197 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3834932148456573e-02" rms="3.5659152269363403e-01" purity="1.6584143042564392e-01" nType="-99"/>
0198 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9153349399566650e-03" rms="4.5820593833923340e-01" purity="3.5627463459968567e-01" nType="-99"/>
0199 </Node>
0200 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="5.4215535521507263e-02" rms="4.7724106907844543e-01" purity="6.4405083656311035e-01" nType="0">
0201 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6620026901364326e-02" rms="4.9577304720878601e-01" purity="4.8413518071174622e-01" nType="-99"/>
0202 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2661373242735863e-02" rms="4.7526818513870239e-01" purity="6.5208786725997925e-01" nType="-99"/>
0203 </Node>
0204 </Node>
0205 </BinaryTree>
0206 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="11">
0207 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4323198199272156e-01" cType="1" res="-1.4779990306124091e-03" rms="4.6489372849464417e-01" purity="5.0115042924880981e-01" nType="0">
0208 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3749745450913906e-03" cType="1" res="-8.6667545139789581e-02" rms="4.1388255357742310e-01" purity="2.3916518688201904e-01" nType="0">
0209 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1640245839953423e-03" rms="4.6427112817764282e-01" purity="3.4734874963760376e-01" nType="-99"/>
0210 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8604494407773018e-02" rms="3.8885721564292908e-01" purity="2.0366606116294861e-01" nType="-99"/>
0211 </Node>
0212 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="3.7190541625022888e-02" rms="4.8133611679077148e-01" purity="6.2006860971450806e-01" nType="0">
0213 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6157789155840874e-02" rms="4.9723178148269653e-01" purity="4.6718165278434753e-01" nType="-99"/>
0214 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7652020156383514e-03" rms="4.7996225953102112e-01" purity="6.2683367729187012e-01" nType="-99"/>
0215 </Node>
0216 </Node>
0217 </BinaryTree>
0218 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="12">
0219 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1625538170337677e-01" cType="1" res="-2.0265974104404449e-02" rms="4.6370270848274231e-01" purity="4.8059132695198059e-01" nType="0">
0220 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2355741858482361e-01" cType="1" res="-8.8864587247371674e-02" rms="4.2938056588172913e-01" purity="2.8487288951873779e-01" nType="0">
0221 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3534716814756393e-02" rms="3.7446379661560059e-01" purity="1.8954604864120483e-01" nType="-99"/>
0222 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8381849192082882e-03" rms="4.8111736774444580e-01" purity="4.0356338024139404e-01" nType="-99"/>
0223 </Node>
0224 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="3.1588774174451828e-02" rms="4.8160651326179504e-01" purity="6.2853789329528809e-01" nType="0">
0225 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9326915964484215e-02" rms="4.6986404061317444e-01" purity="6.8306225538253784e-01" nType="-99"/>
0226 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3991520069539547e-03" rms="4.8281434178352356e-01" purity="6.1917328834533691e-01" nType="-99"/>
0227 </Node>
0228 </Node>
0229 </BinaryTree>
0230 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="13">
0231 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="-3.9246147498488426e-03" rms="4.6129360795021057e-01" purity="4.9886214733123779e-01" nType="0">
0232 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.5062062442302704e-01" cType="1" res="-8.9234098792076111e-02" rms="4.0023761987686157e-01" purity="2.1737466752529144e-01" nType="0">
0233 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5968776792287827e-02" rms="3.2110863924026489e-01" purity="1.1909843981266022e-01" nType="-99"/>
0234 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2145994529128075e-03" rms="4.6612608432769775e-01" purity="3.2447233796119690e-01" nType="-99"/>
0235 </Node>
0236 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6940237283706665e-01" cType="1" res="3.2521829009056091e-02" rms="4.8044461011886597e-01" purity="6.1912095546722412e-01" nType="0">
0237 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5379318501800299e-03" rms="4.8855638504028320e-01" purity="5.7815009355545044e-01" nType="-99"/>
0238 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4788752421736717e-02" rms="4.6542307734489441e-01" purity="6.8083286285400391e-01" nType="-99"/>
0239 </Node>
0240 </Node>
0241 </BinaryTree>
0242 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="14">
0243 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="1.3293704949319363e-02" rms="4.6191152930259705e-01" purity="5.1565092802047729e-01" nType="0">
0244 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.2911213934421539e-01" cType="1" res="-5.5912643671035767e-02" rms="4.1521087288856506e-01" purity="2.4322900176048279e-01" nType="0">
0245 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3212728798389435e-02" rms="3.1957170367240906e-01" purity="1.1691389232873917e-01" nType="-99"/>
0246 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1240053940564394e-03" rms="4.6278199553489685e-01" purity="3.2633662223815918e-01" nType="-99"/>
0247 </Node>
0248 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.7323026657104492e+00" cType="1" res="4.3252751231193542e-02" rms="4.7762292623519897e-01" purity="6.3358080387115479e-01" nType="0">
0249 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9208047613501549e-03" rms="4.7682666778564453e-01" purity="6.3700562715530396e-01" nType="-99"/>
0250 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0888449847698212e-02" rms="4.8481476306915283e-01" purity="5.6013041734695435e-01" nType="-99"/>
0251 </Node>
0252 </Node>
0253 </BinaryTree>
0254 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="15">
0255 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="-4.5184086775407195e-04" rms="4.5943951606750488e-01" purity="5.0327008962631226e-01" nType="0">
0256 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.0124706029891968e-02" cType="1" res="-7.6518677175045013e-02" rms="3.9800116419792175e-01" purity="2.1671006083488464e-01" nType="0">
0257 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9145998656749725e-02" rms="2.9418531060218811e-01" purity="9.7392462193965912e-02" nType="-99"/>
0258 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0334891267120838e-02" rms="4.3759554624557495e-01" purity="2.7689632773399353e-01" nType="-99"/>
0259 </Node>
0260 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7982265949249268e+00" cType="1" res="3.2033082097768784e-02" rms="4.7964116930961609e-01" purity="6.2564766407012939e-01" nType="0">
0261 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0120879895985126e-03" rms="4.8244982957839966e-01" purity="6.1545240879058838e-01" nType="-99"/>
0262 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9894381761550903e-02" rms="4.2541357874870300e-01" purity="7.6337999105453491e-01" nType="-99"/>
0263 </Node>
0264 </Node>
0265 </BinaryTree>
0266 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="16">
0267 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1873304247856140e-01" cType="1" res="1.3402550248429179e-03" rms="4.5978033542633057e-01" purity="5.0677645206451416e-01" nType="0">
0268 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-4.9757197499275208e-02" rms="4.3622076511383057e-01" purity="3.1119638681411743e-01" nType="0">
0269 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4797524809837341e-02" rms="3.2154923677444458e-01" purity="1.3501420617103577e-01" nType="-99"/>
0270 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2257166244089603e-03" rms="4.5159161090850830e-01" purity="3.4754046797752380e-01" nType="-99"/>
0271 </Node>
0272 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7629624605178833e-03" cType="1" res="3.9602655917406082e-02" rms="4.7306004166603088e-01" purity="6.5322923660278320e-01" nType="0">
0273 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7995238304138184e-02" rms="4.5666760206222534e-01" purity="6.9924294948577881e-01" nType="-99"/>
0274 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8551149666309357e-03" rms="4.7786456346511841e-01" purity="6.3631767034530640e-01" nType="-99"/>
0275 </Node>
0276 </Node>
0277 </BinaryTree>
0278 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="17">
0279 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="6.4629348926246166e-03" rms="4.6339684724807739e-01" purity="5.0730735063552856e-01" nType="0">
0280 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3782707285135984e-03" cType="1" res="-6.0741744935512543e-02" rms="4.4358640909194946e-01" purity="4.1154304146766663e-01" nType="0">
0281 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6203712671995163e-02" rms="4.3661746382713318e-01" purity="5.3697812557220459e-01" nType="-99"/>
0282 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0873177796602249e-02" rms="4.3933933973312378e-01" purity="3.8129353523254395e-01" nType="-99"/>
0283 </Node>
0284 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3756294250488281e+00" cType="1" res="1.8168602138757706e-02" rms="4.6577090024948120e-01" purity="5.2398753166198730e-01" nType="0">
0285 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1109851337969303e-03" rms="4.6432921290397644e-01" purity="5.2456200122833252e-01" nType="-99"/>
0286 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5242596864700317e-02" rms="4.8493218421936035e-01" purity="5.0804281234741211e-01" nType="-99"/>
0287 </Node>
0288 </Node>
0289 </BinaryTree>
0290 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="18">
0291 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4295650422573090e-01" cType="1" res="-2.3377197794616222e-03" rms="4.5710191130638123e-01" purity="5.0406968593597412e-01" nType="0">
0292 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3789138067513704e-03" cType="1" res="-6.6231235861778259e-02" rms="3.9710697531700134e-01" purity="2.1520914137363434e-01" nType="0">
0293 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5078136026859283e-03" rms="4.5226588845252991e-01" purity="3.0292215943336487e-01" nType="-99"/>
0294 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3438146337866783e-02" rms="3.7497580051422119e-01" purity="1.8847845494747162e-01" nType="-99"/>
0295 </Node>
0296 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7623142600059509e-03" cType="1" res="2.4735979735851288e-02" rms="4.7769743204116821e-01" purity="6.2646901607513428e-01" nType="0">
0297 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4117350801825523e-02" rms="4.6337944269180298e-01" purity="6.7242711782455444e-01" nType="-99"/>
0298 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8017124384641647e-03" rms="4.8211607336997986e-01" purity="6.0879695415496826e-01" nType="-99"/>
0299 </Node>
0300 </Node>
0301 </BinaryTree>
0302 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="19">
0303 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.5059520006179810e-01" cType="1" res="2.4008506443351507e-03" rms="4.6187105774879456e-01" purity="5.0552642345428467e-01" nType="0">
0304 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3799857590347528e-03" cType="1" res="-1.8459688872098923e-02" rms="4.5941027998924255e-01" purity="4.2898523807525635e-01" nType="0">
0305 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3941296376287937e-02" rms="4.7144606709480286e-01" purity="4.8918995261192322e-01" nType="-99"/>
0306 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7489988654851913e-03" rms="4.5409169793128967e-01" purity="4.1364586353302002e-01" nType="-99"/>
0307 </Node>
0308 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3875779006630182e-03" cType="1" res="5.0424907356500626e-02" rms="4.6393522620201111e-01" purity="6.8173563480377197e-01" nType="0">
0309 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9713511690497398e-02" rms="4.4056180119514465e-01" purity="7.3725771903991699e-01" nType="-99"/>
0310 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3713486567139626e-03" rms="4.6746295690536499e-01" purity="6.7228978872299194e-01" nType="-99"/>
0311 </Node>
0312 </Node>
0313 </BinaryTree>
0314 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="20">
0315 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-3.6075336392968893e-03" rms="4.5817083120346069e-01" purity="4.9895471334457397e-01" nType="0">
0316 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.1942343115806580e-01" cType="1" res="-8.9505538344383240e-02" rms="4.2630994319915771e-01" purity="3.7851327657699585e-01" nType="0">
0317 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3371474593877792e-02" rms="3.8321977853775024e-01" purity="2.4960169196128845e-01" nType="-99"/>
0318 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8689830903895199e-04" rms="4.8235461115837097e-01" purity="6.1347335577011108e-01" nType="-99"/>
0319 </Node>
0320 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1594861149787903e-01" cType="1" res="1.5169716440141201e-02" rms="4.6272584795951843e-01" purity="5.2528315782546997e-01" nType="0">
0321 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3811658397316933e-03" rms="4.5022472739219666e-01" purity="3.4150967001914978e-01" nType="-99"/>
0322 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8004237040877342e-03" rms="4.7040915489196777e-01" purity="6.6561788320541382e-01" nType="-99"/>
0323 </Node>
0324 </Node>
0325 </BinaryTree>
0326 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="21">
0327 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="8.6035588756203651e-03" rms="4.5928186178207397e-01" purity="5.1069420576095581e-01" nType="0">
0328 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1317830085754395e-02" rms="4.0383782982826233e-01" purity="2.9356276988983154e-01" nType="-99"/>
0329 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3813559673726559e-03" cType="1" res="1.5010148286819458e-02" rms="4.6052682399749756e-01" purity="5.2029013633728027e-01" nType="0">
0330 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7723819240927696e-02" rms="4.7118994593620300e-01" purity="5.6221538782119751e-01" nType="-99"/>
0331 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1875988750252873e-04" rms="4.5693638920783997e-01" purity="5.1094818115234375e-01" nType="-99"/>
0332 </Node>
0333 </Node>
0334 </BinaryTree>
0335 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="22">
0336 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4154268205165863e-01" cType="1" res="3.2756026485003531e-04" rms="4.5737504959106445e-01" purity="5.0302690267562866e-01" nType="0">
0337 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.5126565098762512e-01" cType="1" res="-4.4444765895605087e-02" rms="4.0150943398475647e-01" purity="2.2841267287731171e-01" nType="0">
0338 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2000072300434113e-02" rms="3.0247405171394348e-01" purity="1.0519377142190933e-01" nType="-99"/>
0339 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1574062779545784e-03" rms="4.7394633293151855e-01" purity="3.5426327586174011e-01" nType="-99"/>
0340 </Node>
0341 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1905069462954998e-02" cType="1" res="1.9903957843780518e-02" rms="4.7844758629798889e-01" purity="6.2310016155242920e-01" nType="0">
0342 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0737088527530432e-03" rms="4.8367741703987122e-01" purity="5.9364414215087891e-01" nType="-99"/>
0343 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4330739229917526e-03" rms="4.7306907176971436e-01" purity="6.4443558454513550e-01" nType="-99"/>
0344 </Node>
0345 </Node>
0346 </BinaryTree>
0347 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="23">
0348 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="5.3425645455718040e-03" rms="4.6003195643424988e-01" purity="5.0850296020507812e-01" nType="0">
0349 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.0509097576141357e-01" cType="1" res="-5.3402397781610489e-02" rms="4.4000145792961121e-01" purity="4.1054591536521912e-01" nType="0">
0350 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1285878494381905e-02" rms="4.1986441612243652e-01" purity="3.1812778115272522e-01" nType="-99"/>
0351 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5989059880375862e-03" rms="4.7589287161827087e-01" purity="6.5138649940490723e-01" nType="-99"/>
0352 </Node>
0353 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3332813531160355e-02" cType="1" res="1.8561722710728645e-02" rms="4.6339496970176697e-01" purity="5.3054583072662354e-01" nType="0">
0354 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5928213298320770e-03" rms="4.6127372980117798e-01" purity="5.3384107351303101e-01" nType="-99"/>
0355 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2347945533692837e-03" rms="4.7013074159622192e-01" purity="5.1460623741149902e-01" nType="-99"/>
0356 </Node>
0357 </Node>
0358 </BinaryTree>
0359 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="24">
0360 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1813288331031799e-01" cType="1" res="6.3218371942639351e-03" rms="4.5773410797119141e-01" purity="5.1172757148742676e-01" nType="0">
0361 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0493137687444687e-01" cType="1" res="-2.9737280681729317e-02" rms="4.3490606546401978e-01" purity="3.1140419840812683e-01" nType="0">
0362 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7628083005547523e-02" rms="3.8266810774803162e-01" purity="2.1277365088462830e-01" nType="-99"/>
0363 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0759047260507941e-04" rms="4.7040078043937683e-01" purity="3.8967919349670410e-01" nType="-99"/>
0364 </Node>
0365 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6585968732833862e+00" cType="1" res="3.2460071146488190e-02" rms="4.7187459468841553e-01" purity="6.5693628787994385e-01" nType="0">
0366 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8137698322534561e-03" rms="4.7667008638381958e-01" purity="6.4388388395309448e-01" nType="-99"/>
0367 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6583604514598846e-02" rms="4.1712230443954468e-01" purity="7.7182137966156006e-01" nType="-99"/>
0368 </Node>
0369 </Node>
0370 </BinaryTree>
0371 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="25">
0372 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3527272045612335e-01" cType="1" res="-7.7415038831532001e-03" rms="4.5574221014976501e-01" purity="4.9697679281234741e-01" nType="0">
0373 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1310264468193054e-01" cType="1" res="-4.0569763630628586e-02" rms="4.3151375651359558e-01" purity="3.1016787886619568e-01" nType="0">
0374 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1229503676295280e-02" rms="3.7000975012779236e-01" purity="1.9620698690414429e-01" nType="-99"/>
0375 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0252813119441271e-03" rms="4.7524291276931763e-01" purity="4.0677264332771301e-01" nType="-99"/>
0376 </Node>
0377 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3824563249945641e-03" cType="1" res="1.9589919596910477e-02" rms="4.7323784232139587e-01" purity="6.5250599384307861e-01" nType="0">
0378 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5738453716039658e-02" rms="4.4328677654266357e-01" purity="7.3019492626190186e-01" nType="-99"/>
0379 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3066208232194185e-03" rms="4.7771027684211731e-01" purity="6.3897043466567993e-01" nType="-99"/>
0380 </Node>
0381 </Node>
0382 </BinaryTree>
0383 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="26">
0384 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-6.5687033347785473e-03" rms="4.5612260699272156e-01" purity="4.9503934383392334e-01" nType="0">
0385 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2153669744729996e-02" rms="3.9955440163612366e-01" purity="2.6973426342010498e-01" nType="-99"/>
0386 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4369980394840240e-01" cType="1" res="-6.2824855558574200e-04" rms="4.5768651366233826e-01" purity="5.0542056560516357e-01" nType="0">
0387 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2982312887907028e-03" rms="4.0620625019073486e-01" purity="2.3506501317024231e-01" nType="-99"/>
0388 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7854666113853455e-03" rms="4.7832939028739929e-01" purity="6.2654399871826172e-01" nType="-99"/>
0389 </Node>
0390 </Node>
0391 </BinaryTree>
0392 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="27">
0393 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="-2.4712067097425461e-03" rms="4.5943048596382141e-01" purity="5.0008487701416016e-01" nType="0">
0394 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.3603989500552416e-03" cType="1" res="4.6640928834676743e-02" rms="4.5585307478904724e-01" purity="5.4325318336486816e-01" nType="0">
0395 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8099691718816757e-02" rms="4.4914561510086060e-01" purity="5.8082979917526245e-01" nType="-99"/>
0396 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1173820821568370e-03" rms="4.6211463212966919e-01" purity="4.8138266801834106e-01" nType="-99"/>
0397 </Node>
0398 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.7800701856613159e-01" cType="1" res="-1.3316083699464798e-02" rms="4.5950970053672791e-01" purity="4.9055254459381104e-01" nType="0">
0399 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.6822103001177311e-03" rms="4.4623315334320068e-01" purity="3.8607275485992432e-01" nType="-99"/>
0400 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9366756789386272e-03" rms="4.7632604837417603e-01" purity="6.3805836439132690e-01" nType="-99"/>
0401 </Node>
0402 </Node>
0403 </BinaryTree>
0404 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="28">
0405 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.4039472676813602e-02" rms="4.5703345537185669e-01" purity="4.8772072792053223e-01" nType="0">
0406 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3932416737079620e-01" cType="1" res="-4.6655975282192230e-02" rms="4.4412881135940552e-01" purity="4.4241273403167725e-01" nType="0">
0407 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0583828687667847e-02" rms="3.2107824087142944e-01" purity="1.2274982035160065e-01" nType="-99"/>
0408 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9452763050794601e-03" rms="4.8439505696296692e-01" purity="5.7567059993743896e-01" nType="-99"/>
0409 </Node>
0410 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7761905670166016e+01" cType="1" res="7.9890629276633263e-03" rms="4.6425202488899231e-01" purity="5.1832085847854614e-01" nType="0">
0411 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8242294043302536e-03" rms="4.5376697182655334e-01" purity="5.6708693504333496e-01" nType="-99"/>
0412 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3984269462525845e-03" rms="4.6764805912971497e-01" purity="4.9875852465629578e-01" nType="-99"/>
0413 </Node>
0414 </Node>
0415 </BinaryTree>
0416 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="29">
0417 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="8.0232881009578705e-03" rms="4.5918217301368713e-01" purity="5.0683665275573730e-01" nType="0">
0418 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7232473194599152e-01" cType="1" res="-1.5066838823258877e-02" rms="4.0764734148979187e-01" purity="2.3737204074859619e-01" nType="0">
0419 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5112454146146774e-03" rms="3.8423088192939758e-01" purity="1.9280014932155609e-01" nType="-99"/>
0420 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3966307975351810e-02" rms="4.9466380476951599e-01" purity="4.4492682814598083e-01" nType="-99"/>
0421 </Node>
0422 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="1.8060063943266869e-02" rms="4.7951403260231018e-01" purity="6.2396705150604248e-01" nType="0">
0423 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4786244183778763e-03" rms="4.7596195340156555e-01" purity="6.3493484258651733e-01" nType="-99"/>
0424 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3546264059841633e-03" rms="4.8846057057380676e-01" purity="5.8966594934463501e-01" nType="-99"/>
0425 </Node>
0426 </Node>
0427 </BinaryTree>
0428 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="30">
0429 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="1.4998435508459806e-03" rms="4.5530235767364502e-01" purity="5.0297278165817261e-01" nType="0">
0430 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6713941246271133e-02" rms="4.0692529082298279e-01" purity="2.7098542451858521e-01" nType="-99"/>
0431 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6688076853752136e-01" cType="1" res="6.5076933242380619e-03" rms="4.5673575997352600e-01" purity="5.1346653699874878e-01" nType="0">
0432 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6351210651919246e-03" rms="4.5584443211555481e-01" purity="4.3793505430221558e-01" nType="-99"/>
0433 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7816277518868446e-03" rms="4.5723092555999756e-01" purity="6.9756591320037842e-01" nType="-99"/>
0434 </Node>
0435 </Node>
0436 </BinaryTree>
0437 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="31">
0438 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9781183004379272e-01" cType="1" res="-7.3666381649672985e-03" rms="4.5862635970115662e-01" purity="4.8889824748039246e-01" nType="0">
0439 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.2796131223440170e-02" cType="1" res="-1.4764944091439247e-02" rms="4.5889115333557129e-01" purity="4.5684790611267090e-01" nType="0">
0440 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9794456213712692e-02" rms="2.9042252898216248e-01" purity="1.0357304662466049e-01" nType="-99"/>
0441 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8472456140443683e-03" rms="4.6592298150062561e-01" purity="4.7733947634696960e-01" nType="-99"/>
0442 </Node>
0443 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8428571701049805e+01" cType="1" res="4.2007733136415482e-02" rms="4.5377707481384277e-01" purity="7.0279365777969360e-01" nType="0">
0444 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5854528173804283e-02" rms="4.3969282507896423e-01" purity="7.2905975580215454e-01" nType="-99"/>
0445 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9445643350481987e-03" rms="4.8098865151405334e-01" purity="6.3259798288345337e-01" nType="-99"/>
0446 </Node>
0447 </Node>
0448 </BinaryTree>
0449 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="32">
0450 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3821629583835602e-03" cType="1" res="-1.7701560864225030e-03" rms="4.5827576518058777e-01" purity="4.9397626519203186e-01" nType="0">
0451 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0334251224994659e-01" cType="1" res="3.4859307110309601e-02" rms="4.5322218537330627e-01" purity="5.3543066978454590e-01" nType="0">
0452 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3153359759598970e-03" rms="4.5794263482093811e-01" purity="3.2995581626892090e-01" nType="-99"/>
0453 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3841914944350719e-02" rms="4.4731101393699646e-01" purity="7.1897161006927490e-01" nType="-99"/>
0454 </Node>
0455 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.1859856098890305e-02" cType="1" res="-1.0194644331932068e-02" rms="4.5901694893836975e-01" purity="4.8444202542304993e-01" nType="0">
0456 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1507027819752693e-03" rms="4.5480468869209290e-01" purity="4.5847994089126587e-01" nType="-99"/>
0457 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9921022728085518e-03" rms="4.6887579560279846e-01" purity="5.5593663454055786e-01" nType="-99"/>
0458 </Node>
0459 </Node>
0460 </BinaryTree>
0461 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="33">
0462 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.4301189184188843e+00" cType="1" res="7.1935150772333145e-03" rms="4.6152701973915100e-01" purity="5.0293081998825073e-01" nType="0">
0463 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1735575795173645e-02" cType="1" res="1.1477388441562653e-02" rms="4.5926180481910706e-01" purity="4.9155482649803162e-01" nType="0">
0464 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1824268400669098e-02" rms="2.5061541795730591e-01" purity="7.1601472795009613e-02" nType="-99"/>
0465 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5256510600447655e-03" rms="4.6557179093360901e-01" purity="5.0919151306152344e-01" nType="-99"/>
0466 </Node>
0467 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.4020810127258301e+00" cType="1" res="-3.3771507441997528e-02" rms="4.8072794079780579e-01" purity="6.1171507835388184e-01" nType="0">
0468 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2757675498723984e-02" rms="4.9066093564033508e-01" purity="5.0201910734176636e-01" nType="-99"/>
0469 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1915799006819725e-03" rms="4.6932968497276306e-01" purity="6.7770999670028687e-01" nType="-99"/>
0470 </Node>
0471 </Node>
0472 </BinaryTree>
0473 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="34">
0474 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1425323560833931e-02" cType="1" res="3.1393885146826506e-03" rms="4.5500388741493225e-01" purity="5.0503414869308472e-01" nType="0">
0475 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0592351686209440e-03" cType="1" res="-1.1102984659373760e-02" rms="4.5126846432685852e-01" purity="4.6812027692794800e-01" nType="0">
0476 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9186921939253807e-03" rms="4.6032080054283142e-01" purity="5.1284766197204590e-01" nType="-99"/>
0477 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9185841605067253e-03" rms="4.4485932588577271e-01" purity="4.4522091746330261e-01" nType="-99"/>
0478 </Node>
0479 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.9112664759159088e-02" cType="1" res="2.7958756312727928e-02" rms="4.6038943529129028e-01" purity="5.6936186552047729e-01" nType="0">
0480 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1331604793667793e-02" rms="4.6147170662879944e-01" purity="5.8886796236038208e-01" nType="-99"/>
0481 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0284385904669762e-03" rms="4.5474815368652344e-01" purity="5.3042274713516235e-01" nType="-99"/>
0482 </Node>
0483 </Node>
0484 </BinaryTree>
0485 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="35">
0486 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3357838392257690e-01" cType="1" res="-4.2375389602966607e-04" rms="4.5345768332481384e-01" purity="5.0482636690139771e-01" nType="0">
0487 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7593615017831326e-03" cType="1" res="-2.7402795851230621e-02" rms="4.3090617656707764e-01" purity="3.0958130955696106e-01" nType="0">
0488 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9762672018259764e-03" rms="4.4734439253807068e-01" purity="3.4496679902076721e-01" nType="-99"/>
0489 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2001157738268375e-02" rms="4.1955935955047607e-01" purity="2.8878265619277954e-01" nType="-99"/>
0490 </Node>
0491 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0466316044330597e-02" cType="1" res="2.1162316203117371e-02" rms="4.6960902214050293e-01" purity="6.6104292869567871e-01" nType="0">
0492 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5256729722023010e-03" rms="4.6623310446739197e-01" purity="6.7075920104980469e-01" nType="-99"/>
0493 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1387325823307037e-02" rms="4.9142515659332275e-01" purity="5.7777822017669678e-01" nType="-99"/>
0494 </Node>
0495 </Node>
0496 </BinaryTree>
0497 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="36">
0498 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3806863464415073e-03" cType="1" res="5.8708856813609600e-03" rms="4.5667871832847595e-01" purity="5.0900274515151978e-01" nType="0">
0499 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0202836710959673e-03" cType="1" res="4.2923938482999802e-02" rms="4.5658773183822632e-01" purity="5.5109798908233643e-01" nType="0">
0500 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6014825552701950e-02" rms="4.4738093018531799e-01" purity="5.8890867233276367e-01" nType="-99"/>
0501 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3911775574088097e-03" rms="4.6428617835044861e-01" purity="5.1342457532882690e-01" nType="-99"/>
0502 </Node>
0503 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-2.8637587092816830e-03" rms="4.5626208186149597e-01" purity="4.9907952547073364e-01" nType="0">
0504 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0160656645894051e-02" rms="4.3720227479934692e-01" purity="4.0315330028533936e-01" nType="-99"/>
0505 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4749941183254123e-03" rms="4.6010237932205200e-01" purity="5.2148079872131348e-01" nType="-99"/>
0506 </Node>
0507 </Node>
0508 </BinaryTree>
0509 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="37">
0510 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3478358983993530e+00" cType="1" res="1.5854815719649196e-03" rms="4.5861101150512695e-01" purity="5.0088977813720703e-01" nType="0">
0511 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1535682678222656e-01" cType="1" res="-1.8579458119347692e-03" rms="4.5944783091545105e-01" purity="4.8463630676269531e-01" nType="0">
0512 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5317504294216633e-03" rms="4.5318034291267395e-01" purity="4.6281522512435913e-01" nType="-99"/>
0513 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0735405683517456e-03" rms="4.8621875047683716e-01" purity="5.8849537372589111e-01" nType="-99"/>
0514 </Node>
0515 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1131304316222668e-02" rms="4.4437852501869202e-01" purity="7.2266286611557007e-01" nType="-99"/>
0516 </Node>
0517 </BinaryTree>
0518 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="38">
0519 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-3.0454972293227911e-03" rms="4.5502212643623352e-01" purity="4.9801602959632874e-01" nType="0">
0520 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3391406536102295e-01" cType="1" res="-3.4026853740215302e-02" rms="4.4337996840476990e-01" purity="4.3953123688697815e-01" nType="0">
0521 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4304723590612411e-02" rms="4.2412820458412170e-01" purity="3.3068534731864929e-01" nType="-99"/>
0522 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1704947575926781e-03" rms="4.7532251477241516e-01" purity="6.4987379312515259e-01" nType="-99"/>
0523 </Node>
0524 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0924160033464432e-02" cType="1" res="1.4252094551920891e-02" rms="4.6048855781555176e-01" purity="5.3066939115524292e-01" nType="0">
0525 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1774665694683790e-04" rms="4.5975545048713684e-01" purity="5.0628656148910522e-01" nType="-99"/>
0526 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1993523687124252e-02" rms="4.6048390865325928e-01" purity="6.0576474666595459e-01" nType="-99"/>
0527 </Node>
0528 </Node>
0529 </BinaryTree>
0530 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="39">
0531 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1697884798049927e-01" cType="1" res="1.2993963435292244e-02" rms="4.5917159318923950e-01" purity="5.0986033678054810e-01" nType="0">
0532 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.7402141690254211e-01" cType="1" res="2.0599232986569405e-02" rms="4.5313495397567749e-01" purity="4.7582992911338806e-01" nType="0">
0533 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8299226434901357e-04" rms="4.4836962223052979e-01" purity="3.6138528585433960e-01" nType="-99"/>
0534 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2239623814821243e-02" rms="4.5981633663177490e-01" purity="6.9049489498138428e-01" nType="-99"/>
0535 </Node>
0536 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1252130270004272e+00" cType="1" res="-1.3431001454591751e-02" rms="4.7861748933792114e-01" purity="6.2810111045837402e-01" nType="0">
0537 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3835524208843708e-02" rms="4.9554643034934998e-01" purity="5.6742405891418457e-01" nType="-99"/>
0538 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2779762987047434e-03" rms="4.6647691726684570e-01" purity="6.6223281621932983e-01" nType="-99"/>
0539 </Node>
0540 </Node>
0541 </BinaryTree>
0542 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="40">
0543 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.7911617178469896e-03" rms="4.5477598905563354e-01" purity="4.9964621663093567e-01" nType="0">
0544 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4195793867111206e+00" cType="1" res="-2.1646544337272644e-02" rms="4.4433230161666870e-01" purity="4.5743426680564880e-01" nType="0">
0545 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7605065889656544e-03" rms="4.4320228695869446e-01" purity="4.2153277993202209e-01" nType="-99"/>
0546 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0144341737031937e-02" rms="4.4569486379623413e-01" purity="6.8766659498214722e-01" nType="-99"/>
0547 </Node>
0548 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7761905670166016e+01" cType="1" res="1.1704390868544579e-02" rms="4.6125200390815735e-01" purity="5.2833735942840576e-01" nType="0">
0549 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9187929406762123e-03" rms="4.5720773935317993e-01" purity="5.7141107320785522e-01" nType="-99"/>
0550 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7808328741230071e-04" rms="4.6239280700683594e-01" purity="5.1156133413314819e-01" nType="-99"/>
0551 </Node>
0552 </Node>
0553 </BinaryTree>
0554 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="41">
0555 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0947035178542137e-02" cType="1" res="8.8730808347463608e-03" rms="4.5726332068443298e-01" purity="5.0883966684341431e-01" nType="0">
0556 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.8939997106790543e-03" cType="1" res="-1.3122700620442629e-03" rms="4.5677006244659424e-01" purity="4.8312723636627197e-01" nType="0">
0557 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7715958207845688e-03" rms="4.5738959312438965e-01" purity="4.9559935927391052e-01" nType="-99"/>
0558 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4996975921094418e-03" rms="4.5546954870223999e-01" purity="4.7258219122886658e-01" nType="-99"/>
0559 </Node>
0560 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5457042753696442e-02" cType="1" res="4.0962889790534973e-02" rms="4.5733311772346497e-01" purity="5.8984899520874023e-01" nType="0">
0561 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7785531282424927e-03" rms="4.5621198415756226e-01" purity="5.8100080490112305e-01" nType="-99"/>
0562 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7288090661168098e-02" rms="4.5928576588630676e-01" purity="6.2024539709091187e-01" nType="-99"/>
0563 </Node>
0564 </Node>
0565 </BinaryTree>
0566 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="42">
0567 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810507263988256e-03" cType="1" res="-8.3283288404345512e-03" rms="4.5881727337837219e-01" purity="4.9150899052619934e-01" nType="0">
0568 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.6683679576963186e-04" cType="1" res="3.1603001058101654e-02" rms="4.5835292339324951e-01" purity="5.4103499650955200e-01" nType="0">
0569 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8260331824421883e-02" rms="4.4685891270637512e-01" purity="6.1041760444641113e-01" nType="-99"/>
0570 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9461714439094067e-03" rms="4.6181809902191162e-01" purity="5.1139396429061890e-01" nType="-99"/>
0571 </Node>
0572 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1451386846601963e-02" cType="1" res="-1.7570931464433670e-02" rms="4.5842924714088440e-01" purity="4.8004555702209473e-01" nType="0">
0573 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2230493128299713e-02" rms="4.5009320974349976e-01" purity="3.9026945829391479e-01" nType="-99"/>
0574 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3164811136666685e-04" rms="4.6208524703979492e-01" purity="5.3122740983963013e-01" nType="-99"/>
0575 </Node>
0576 </Node>
0577 </BinaryTree>
0578 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="43">
0579 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1903138831257820e-02" cType="1" res="-4.5493603684008121e-03" rms="4.5543760061264038e-01" purity="4.9654269218444824e-01" nType="0">
0580 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3999739680439234e-03" cType="1" res="-2.1978303790092468e-02" rms="4.4346845149993896e-01" purity="4.5185562968254089e-01" nType="0">
0581 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9824954215437174e-03" rms="4.3973225355148315e-01" purity="5.1544815301895142e-01" nType="-99"/>
0582 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2433650903403759e-02" rms="4.4509887695312500e-01" purity="3.9048197865486145e-01" nType="-99"/>
0583 </Node>
0584 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.2787950932979584e-02" cType="1" res="1.1902576312422752e-02" rms="4.6585619449615479e-01" purity="5.3872483968734741e-01" nType="0">
0585 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9963285028934479e-03" rms="4.4961276650428772e-01" purity="5.5544215440750122e-01" nType="-99"/>
0586 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5087614301592112e-03" rms="4.7402721643447876e-01" purity="5.2903282642364502e-01" nType="-99"/>
0587 </Node>
0588 </Node>
0589 </BinaryTree>
0590 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="44">
0591 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.0833990760147572e-02" rms="4.5591843128204346e-01" purity="5.1136100292205811e-01" nType="0">
0592 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.1991502046585083e-01" cType="1" res="-2.4448743090033531e-02" rms="4.3386921286582947e-01" purity="4.2102050781250000e-01" nType="0">
0593 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4679460786283016e-02" rms="4.0409582853317261e-01" purity="2.8233537077903748e-01" nType="-99"/>
0594 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6279096752405167e-03" rms="4.7337603569030762e-01" purity="6.4343202114105225e-01" nType="-99"/>
0595 </Node>
0596 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3000000000000000e+01" cType="1" res="1.9112098962068558e-02" rms="4.6054762601852417e-01" purity="5.3255683183670044e-01" nType="0">
0597 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1200758628547192e-02" rms="4.4380661845207214e-01" purity="5.6538391113281250e-01" nType="-99"/>
0598 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3807631805539131e-03" rms="4.6520486474037170e-01" purity="5.2249872684478760e-01" nType="-99"/>
0599 </Node>
0600 </Node>
0601 </BinaryTree>
0602 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="45">
0603 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-8.8523450540378690e-04" rms="4.5671558380126953e-01" purity="4.9894040822982788e-01" nType="0">
0604 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1019959449768066e-01" cType="1" res="-3.3831570297479630e-02" rms="4.3019002676010132e-01" purity="3.9867731928825378e-01" nType="0">
0605 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0743677169084549e-02" rms="3.0884614586830139e-01" purity="1.1724183708429337e-01" nType="-99"/>
0606 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1937291128560901e-03" rms="4.8965775966644287e-01" purity="5.8273500204086304e-01" nType="-99"/>
0607 </Node>
0608 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.6186857223510742e+00" cType="1" res="6.7590102553367615e-03" rms="4.6231731772422791e-01" purity="5.2220356464385986e-01" nType="0">
0609 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3793347645550966e-03" rms="4.6161249279975891e-01" purity="5.2044481039047241e-01" nType="-99"/>
0610 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9881626591086388e-02" rms="4.7117391228675842e-01" purity="5.6945025920867920e-01" nType="-99"/>
0611 </Node>
0612 </Node>
0613 </BinaryTree>
0614 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="46">
0615 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5068371295928955e-01" cType="1" res="2.4251125287264585e-03" rms="4.5969161391258240e-01" purity="4.9978083372116089e-01" nType="0">
0616 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.6410626769065857e-01" cType="1" res="7.8704068437218666e-03" rms="4.5690464973449707e-01" purity="4.7559902071952820e-01" nType="0">
0617 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1742998398840427e-03" rms="4.4314503669738770e-01" purity="3.5008057951927185e-01" nType="-99"/>
0618 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9854233190417290e-03" rms="4.7429379820823669e-01" purity="6.5426170825958252e-01" nType="-99"/>
0619 </Node>
0620 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="9.0021598339080811e-01" cType="1" res="-2.5572465732693672e-02" rms="4.7277307510375977e-01" purity="6.2411427497863770e-01" nType="0">
0621 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5326343253254890e-02" rms="4.8197242617607117e-01" purity="4.8360478878021240e-01" nType="-99"/>
0622 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5158936623483896e-03" rms="4.6401199698448181e-01" purity="6.7976427078247070e-01" nType="-99"/>
0623 </Node>
0624 </Node>
0625 </BinaryTree>
0626 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="47">
0627 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2857006192207336e-02" cType="1" res="5.5569335818290710e-03" rms="4.6003475785255432e-01" purity="5.0475925207138062e-01" nType="0">
0628 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="1.0139374062418938e-02" rms="4.5846286416053772e-01" purity="5.0600904226303101e-01" nType="0">
0629 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1958504328504205e-03" rms="4.5598128437995911e-01" purity="5.0174033641815186e-01" nType="-99"/>
0630 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5732960775494576e-02" rms="4.8202398419380188e-01" purity="5.5447369813919067e-01" nType="-99"/>
0631 </Node>
0632 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6599399298429489e-02" cType="1" res="-5.0945557653903961e-02" rms="4.7537636756896973e-01" purity="4.8934906721115112e-01" nType="0">
0633 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1697746589779854e-02" rms="4.8594886064529419e-01" purity="4.2784917354583740e-01" nType="-99"/>
0634 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7372026341035962e-03" rms="4.6087774634361267e-01" purity="5.4847866296768188e-01" nType="-99"/>
0635 </Node>
0636 </Node>
0637 </BinaryTree>
0638 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="48">
0639 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1855902671813965e-01" cType="1" res="-6.7983553744852543e-03" rms="4.4972813129425049e-01" purity="5.0203186273574829e-01" nType="0">
0640 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.2510177493095398e-02" cType="1" res="-3.3650714904069901e-02" rms="4.2051634192466736e-01" purity="2.8679689764976501e-01" nType="0">
0641 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4742213785648346e-02" rms="2.8065371513366699e-01" purity="1.1490701138973236e-01" nType="-99"/>
0642 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5916203632950783e-03" rms="4.4679111242294312e-01" purity="3.2987713813781738e-01" nType="-99"/>
0643 </Node>
0644 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.0119367837905884e-01" cType="1" res="1.2413794174790382e-02" rms="4.6857091784477234e-01" purity="6.5602678060531616e-01" nType="0">
0645 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3893816657364368e-03" rms="4.6446686983108521e-01" purity="6.6221976280212402e-01" nType="-99"/>
0646 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8496893830597401e-03" rms="4.7713682055473328e-01" purity="6.4093375205993652e-01" nType="-99"/>
0647 </Node>
0648 </Node>
0649 </BinaryTree>
0650 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="49">
0651 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4285517856478691e-02" cType="1" res="-2.4337554350495338e-04" rms="4.5283317565917969e-01" purity="5.0257009267807007e-01" nType="0">
0652 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.4420088417828083e-03" cType="1" res="-1.9117059186100960e-02" rms="4.4237923622131348e-01" purity="4.5080691576004028e-01" nType="0">
0653 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3529511205852032e-04" rms="4.4801345467567444e-01" purity="4.8275795578956604e-01" nType="-99"/>
0654 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3418155722320080e-02" rms="4.3022757768630981e-01" purity="3.9653822779655457e-01" nType="-99"/>
0655 </Node>
0656 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.6508151292800903e+00" cType="1" res="2.0695233717560768e-02" rms="4.6325653791427612e-01" purity="5.5999666452407837e-01" nType="0">
0657 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3465395942330360e-03" rms="4.6113106608390808e-01" purity="5.5711144208908081e-01" nType="-99"/>
0658 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3570589013397694e-02" rms="4.7891774773597717e-01" purity="5.9210771322250366e-01" nType="-99"/>
0659 </Node>
0660 </Node>
0661 </BinaryTree>
0662 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="50">
0663 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="8.9045404456555843e-04" rms="4.6089354157447815e-01" purity="4.9692815542221069e-01" nType="0">
0664 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8213353827595711e-02" rms="3.7602737545967102e-01" purity="2.3797523975372314e-01" nType="-99"/>
0665 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0459569543600082e-02" cType="1" res="5.2806842140853405e-03" rms="4.6349531412124634e-01" purity="5.0748986005783081e-01" nType="0">
0666 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6781647466123104e-03" rms="4.6337398886680603e-01" purity="5.0810599327087402e-01" nType="-99"/>
0667 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1033622547984123e-02" rms="4.6105360984802246e-01" purity="5.0196701288223267e-01" nType="-99"/>
0668 </Node>
0669 </Node>
0670 </BinaryTree>
0671 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="51">
0672 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="1.1887573637068272e-02" rms="4.5498540997505188e-01" purity="5.1507407426834106e-01" nType="0">
0673 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.3809528350830078e+00" cType="1" res="1.5459581278264523e-02" rms="4.5495432615280151e-01" purity="5.1852196455001831e-01" nType="0">
0674 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8430583924055099e-03" rms="4.3176242709159851e-01" purity="4.0143182873725891e-01" nType="-99"/>
0675 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9763388708233833e-03" rms="4.5971018075942993e-01" purity="5.4640489816665649e-01" nType="-99"/>
0676 </Node>
0677 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0257958918809891e-02" rms="4.3346750736236572e-01" purity="3.7949645519256592e-01" nType="-99"/>
0678 </Node>
0679 </BinaryTree>
0680 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="52">
0681 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1448683738708496e+00" cType="1" res="-9.2793684452772141e-03" rms="4.5643913745880127e-01" purity="4.8986172676086426e-01" nType="0">
0682 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0328385233879089e-01" cType="1" res="-5.0041535869240761e-03" rms="4.5505046844482422e-01" purity="4.8694244027137756e-01" nType="0">
0683 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1743514798581600e-02" rms="3.7499713897705078e-01" purity="1.9465935230255127e-01" nType="-99"/>
0684 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9945852737873793e-04" rms="4.7237083315849304e-01" purity="5.5906885862350464e-01" nType="-99"/>
0685 </Node>
0686 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1348249167203903e-02" rms="4.7537967562675476e-01" purity="5.4830694198608398e-01" nType="-99"/>
0687 </Node>
0688 </BinaryTree>
0689 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="53">
0690 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-8.9838523417711258e-03" rms="4.5665860176086426e-01" purity="4.8974677920341492e-01" nType="0">
0691 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7740983292460442e-02" rms="3.8129872083663940e-01" purity="2.3190253973007202e-01" nType="-99"/>
0692 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7622341662645340e-03" cType="1" res="-4.7250618226826191e-03" rms="4.5925357937812805e-01" purity="5.0119376182556152e-01" nType="0">
0693 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1517396457493305e-03" rms="4.5034557580947876e-01" purity="5.1545137166976929e-01" nType="-99"/>
0694 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3547945786267519e-03" rms="4.6281144022941589e-01" purity="4.9488162994384766e-01" nType="-99"/>
0695 </Node>
0696 </Node>
0697 </BinaryTree>
0698 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="54">
0699 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="1.1025747284293175e-02" rms="4.5641663670539856e-01" purity="5.1219725608825684e-01" nType="0">
0700 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3029579520225525e-01" cType="1" res="-7.2261202149093151e-03" rms="4.4779640436172485e-01" purity="4.8670575022697449e-01" nType="0">
0701 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2077225670218468e-03" rms="4.3751630187034607e-01" purity="3.7356233596801758e-01" nType="-99"/>
0702 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6296470835804939e-03" rms="4.6198189258575439e-01" purity="6.8804556131362915e-01" nType="-99"/>
0703 </Node>
0704 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0456393063068390e-01" cType="1" res="3.3816955983638763e-02" rms="4.6595469117164612e-01" purity="5.4402858018875122e-01" nType="0">
0705 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2611521407961845e-02" rms="4.6083992719650269e-01" purity="3.9510676264762878e-01" nType="-99"/>
0706 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3233311735093594e-03" rms="4.6953460574150085e-01" purity="6.6359448432922363e-01" nType="-99"/>
0707 </Node>
0708 </Node>
0709 </BinaryTree>
0710 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="55">
0711 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7955304384231567e+00" cType="1" res="4.2443172424100339e-04" rms="4.5641210675239563e-01" purity="5.0055378675460815e-01" nType="0">
0712 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1953647136688232e+00" cType="1" res="-2.1050886716693640e-03" rms="4.5704481005668640e-01" purity="4.8958969116210938e-01" nType="0">
0713 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.0084864748641849e-05" rms="4.5588591694831848e-01" purity="4.8495078086853027e-01" nType="-99"/>
0714 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4806808903813362e-02" rms="4.8155972361564636e-01" purity="6.0829293727874756e-01" nType="-99"/>
0715 </Node>
0716 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2368557974696159e-02" rms="4.3954542279243469e-01" purity="7.3104506731033325e-01" nType="-99"/>
0717 </Node>
0718 </BinaryTree>
0719 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="56">
0720 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.5001746416091919e+00" cType="1" res="3.4707982558757067e-03" rms="4.5370358228683472e-01" purity="5.0661814212799072e-01" nType="0">
0721 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1794801950454712e-01" cType="1" res="-1.2702784733846784e-03" rms="4.5520600676536560e-01" purity="4.8895078897476196e-01" nType="0">
0722 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3847260270267725e-03" rms="4.4671711325645447e-01" purity="4.6639898419380188e-01" nType="-99"/>
0723 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0958337746560574e-03" rms="4.8998948931694031e-01" purity="5.8930093050003052e-01" nType="-99"/>
0724 </Node>
0725 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6187774017453194e-02" rms="4.2681780457496643e-01" purity="7.5251835584640503e-01" nType="-99"/>
0726 </Node>
0727 </BinaryTree>
0728 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="57">
0729 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-7.9236272722482681e-03" rms="4.5752835273742676e-01" purity="4.8954370617866516e-01" nType="0">
0730 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1442583575844765e-03" cType="1" res="-2.9361313208937645e-03" rms="4.5696452260017395e-01" purity="4.9394643306732178e-01" nType="0">
0731 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1754501871764660e-03" rms="4.4957244396209717e-01" purity="4.8583996295928955e-01" nType="-99"/>
0732 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7263666745275259e-03" rms="4.6129807829856873e-01" purity="4.9928846955299377e-01" nType="-99"/>
0733 </Node>
0734 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6646988689899445e-02" cType="1" res="-5.5970415472984314e-02" rms="4.6016433835029602e-01" purity="4.4713032245635986e-01" nType="0">
0735 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4362506344914436e-02" rms="4.5414498448371887e-01" purity="3.6576434969902039e-01" nType="-99"/>
0736 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6228704266250134e-04" rms="4.6105957031250000e-01" purity="5.4792225360870361e-01" nType="-99"/>
0737 </Node>
0738 </Node>
0739 </BinaryTree>
0740 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="58">
0741 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="3.1705687288194895e-03" rms="4.5871287584304810e-01" purity="4.9964603781700134e-01" nType="0">
0742 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.3478527069091797e+00" cType="1" res="2.0285168662667274e-02" rms="4.5312076807022095e-01" purity="5.0827240943908691e-01" nType="0">
0743 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8064867258071899e-03" rms="4.5491960644721985e-01" purity="4.8505011200904846e-01" nType="-99"/>
0744 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5577428974211216e-02" rms="4.3136778473854065e-01" purity="7.4830651283264160e-01" nType="-99"/>
0745 </Node>
0746 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1419845335185528e-03" cType="1" res="-2.1915679797530174e-02" rms="4.6565324068069458e-01" purity="4.8700168728828430e-01" nType="0">
0747 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3237888924777508e-02" rms="4.6362885832786560e-01" purity="4.2043027281761169e-01" nType="-99"/>
0748 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2111846162006259e-04" rms="4.6572875976562500e-01" purity="5.2622872591018677e-01" nType="-99"/>
0749 </Node>
0750 </Node>
0751 </BinaryTree>
0752 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="59">
0753 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="2.2917760070413351e-03" rms="4.5507672429084778e-01" purity="5.0083458423614502e-01" nType="0">
0754 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.3333330154418945e+00" cType="1" res="-3.6729217972606421e-03" rms="4.5347827672958374e-01" purity="4.9594584107398987e-01" nType="0">
0755 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1523006558418274e-03" rms="4.2631146311759949e-01" purity="3.8472676277160645e-01" nType="-99"/>
0756 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0451913112774491e-03" rms="4.5961076021194458e-01" purity="5.2355635166168213e-01" nType="-99"/>
0757 </Node>
0758 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4142856597900391e+01" cType="1" res="7.0032611489295959e-02" rms="4.6754202246665955e-01" purity="5.5635553598403931e-01" nType="0">
0759 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2724844515323639e-02" rms="4.6675908565521240e-01" purity="5.8907330036163330e-01" nType="-99"/>
0760 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0228764303028584e-03" rms="4.6501207351684570e-01" purity="4.9853417277336121e-01" nType="-99"/>
0761 </Node>
0762 </Node>
0763 </BinaryTree>
0764 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="60">
0765 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="-3.4411540254950523e-03" rms="4.5404905080795288e-01" purity="4.9526664614677429e-01" nType="0">
0766 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.2310158014297485e-02" cType="1" res="-6.9258472649380565e-04" rms="4.5337823033332825e-01" purity="4.9576804041862488e-01" nType="0">
0767 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2085160706192255e-03" rms="4.5056530833244324e-01" purity="4.8133102059364319e-01" nType="-99"/>
0768 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6991822309792042e-03" rms="4.6640089154243469e-01" purity="5.6692159175872803e-01" nType="-99"/>
0769 </Node>
0770 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2478777207434177e-02" rms="4.6353378891944885e-01" purity="4.8572701215744019e-01" nType="-99"/>
0771 </Node>
0772 </BinaryTree>
0773 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="61">
0774 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="-6.0180267319083214e-03" rms="4.4979560375213623e-01" purity="4.9840217828750610e-01" nType="0">
0775 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="-3.3254452049732208e-02" rms="3.8529306650161743e-01" purity="2.0337079465389252e-01" nType="0">
0776 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3422495722770691e-02" rms="1.5477365255355835e-01" purity="1.9685858860611916e-02" nType="-99"/>
0777 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4797062873840332e-03" rms="4.1060632467269897e-01" purity="2.3599310219287872e-01" nType="-99"/>
0778 </Node>
0779 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1903660371899605e-02" cType="1" res="5.5536348372697830e-03" rms="4.7408038377761841e-01" purity="6.2374913692474365e-01" nType="0">
0780 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5839343219995499e-03" rms="4.7813597321510315e-01" purity="5.9948647022247314e-01" nType="-99"/>
0781 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1768696866929531e-03" rms="4.7038477659225464e-01" purity="6.4055716991424561e-01" nType="-99"/>
0782 </Node>
0783 </Node>
0784 </BinaryTree>
0785 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="62">
0786 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.3012848496437073e-01" cType="1" res="-3.2623715233057737e-03" rms="4.5667406916618347e-01" purity="4.9503168463706970e-01" nType="0">
0787 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.2523510754108429e-02" cType="1" res="-1.4452893286943436e-02" rms="4.5372179150581360e-01" purity="4.0889373421669006e-01" nType="0">
0788 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6754237264394760e-02" rms="2.3040102422237396e-01" purity="6.2571443617343903e-02" nType="-99"/>
0789 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5721850795671344e-03" rms="4.6363148093223572e-01" purity="4.3176198005676270e-01" nType="-99"/>
0790 </Node>
0791 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="8.6724108457565308e-01" cType="1" res="2.1055784076452255e-02" rms="4.6209135651588440e-01" purity="6.8221819400787354e-01" nType="0">
0792 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1062783189117908e-02" rms="4.5220115780830383e-01" purity="7.1033352613449097e-01" nType="-99"/>
0793 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.4003858501091599e-04" rms="4.6931093931198120e-01" purity="6.5725284814834595e-01" nType="-99"/>
0794 </Node>
0795 </Node>
0796 </BinaryTree>
0797 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="63">
0798 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1428558975458145e-02" cType="1" res="5.0265248864889145e-03" rms="4.5641109347343445e-01" purity="5.0350850820541382e-01" nType="0">
0799 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-7.0632128044962883e-03" rms="4.5184135437011719e-01" purity="4.6638697385787964e-01" nType="0">
0800 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3031338341534138e-02" rms="4.2076593637466431e-01" purity="3.2740163803100586e-01" nType="-99"/>
0801 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0208356222137809e-04" rms="4.5777785778045654e-01" purity="4.9628272652626038e-01" nType="-99"/>
0802 </Node>
0803 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.4150161072611809e-02" cType="1" res="2.6254450902342796e-02" rms="4.6356388926506042e-01" purity="5.6868875026702881e-01" nType="0">
0804 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6802623644471169e-02" rms="4.3341380357742310e-01" purity="6.5212851762771606e-01" nType="-99"/>
0805 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0861743725836277e-03" rms="4.6623414754867554e-01" purity="5.5698573589324951e-01" nType="-99"/>
0806 </Node>
0807 </Node>
0808 </BinaryTree>
0809 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="64">
0810 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-3.7629390135407448e-03" rms="4.5218914747238159e-01" purity="4.9910920858383179e-01" nType="0">
0811 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.7142858505249023e+00" cType="1" res="2.5665762368589640e-03" rms="4.5133656263351440e-01" purity="5.0552642345428467e-01" nType="0">
0812 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5191440470516682e-02" rms="4.0688338875770569e-01" purity="3.0714535713195801e-01" nType="-99"/>
0813 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8357114167883992e-03" rms="4.5456454157829285e-01" purity="5.2252233028411865e-01" nType="-99"/>
0814 </Node>
0815 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2809524536132812e+01" cType="1" res="-5.0732783973217010e-02" rms="4.5572808384895325e-01" purity="4.5148855447769165e-01" nType="0">
0816 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5912727043032646e-03" rms="4.5725780725479126e-01" purity="4.7957655787467957e-01" nType="-99"/>
0817 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7408268302679062e-02" rms="4.4415536522865295e-01" purity="3.5149663686752319e-01" nType="-99"/>
0818 </Node>
0819 </Node>
0820 </BinaryTree>
0821 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="65">
0822 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.6522367000579834e+00" cType="1" res="-2.5165958795696497e-03" rms="4.5780876278877258e-01" purity="4.9315384030342102e-01" nType="0">
0823 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="8.2332298159599304e-02" cType="1" res="2.9399257618933916e-03" rms="4.5519033074378967e-01" purity="4.8764741420745850e-01" nType="0">
0824 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6177007257938385e-02" rms="1.6339097917079926e-01" purity="2.6245834305882454e-02" nType="-99"/>
0825 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0725531503558159e-03" rms="4.6580848097801208e-01" purity="5.1431918144226074e-01" nType="-99"/>
0826 </Node>
0827 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4294562861323357e-02" cType="1" res="-7.3331043124198914e-02" rms="4.8498788475990295e-01" purity="5.6461596488952637e-01" nType="0">
0828 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2926548272371292e-02" rms="4.7208845615386963e-01" purity="5.0022906064987183e-01" nType="-99"/>
0829 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8702573403716087e-03" rms="4.8778039216995239e-01" purity="6.1157065629959106e-01" nType="-99"/>
0830 </Node>
0831 </Node>
0832 </BinaryTree>
0833 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="66">
0834 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.6333925724029541e+00" cType="1" res="-1.4185409527271986e-03" rms="4.5410108566284180e-01" purity="4.9644163250923157e-01" nType="0">
0835 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6385899782180786e+00" cType="1" res="-4.6750288456678391e-03" rms="4.5502167940139771e-01" purity="4.8284989595413208e-01" nType="0">
0836 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5850825477391481e-04" rms="4.5357868075370789e-01" purity="4.8414412140846252e-01" nType="-99"/>
0837 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6341011747717857e-02" rms="4.8553934693336487e-01" purity="4.4034558534622192e-01" nType="-99"/>
0838 </Node>
0839 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3527671806514263e-02" rms="4.3277260661125183e-01" purity="7.4356603622436523e-01" nType="-99"/>
0840 </Node>
0841 </BinaryTree>
0842 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="67">
0843 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3999596834182739e+00" cType="1" res="-2.0249891094863415e-03" rms="4.5311042666435242e-01" purity="4.9853417277336121e-01" nType="0">
0844 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4299826622009277e+00" cType="1" res="-6.5200687386095524e-03" rms="4.5435470342636108e-01" purity="4.7937691211700439e-01" nType="0">
0845 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8031036062166095e-04" rms="4.5280817151069641e-01" purity="4.7998186945915222e-01" nType="-99"/>
0846 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1984903141856194e-02" rms="4.8323282599449158e-01" purity="4.6349021792411804e-01" nType="-99"/>
0847 </Node>
0848 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2863055802881718e-02" rms="4.3305322527885437e-01" purity="7.4089056253433228e-01" nType="-99"/>
0849 </Node>
0850 </BinaryTree>
0851 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="68">
0852 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7819685935974121e-01" cType="1" res="3.3337103668600321e-03" rms="4.5531409978866577e-01" purity="4.9685567617416382e-01" nType="0">
0853 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3796644527465105e-03" cType="1" res="-1.1753860861063004e-02" rms="4.4248920679092407e-01" purity="3.8730654120445251e-01" nType="0">
0854 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1418120004236698e-02" rms="4.5678427815437317e-01" purity="4.7098430991172791e-01" nType="-99"/>
0855 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9067096337676048e-03" rms="4.3726590275764465e-01" purity="3.6486124992370605e-01" nType="-99"/>
0856 </Node>
0857 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1982038021087646e-01" cType="1" res="2.5465400889515877e-02" rms="4.7262799739837646e-01" purity="6.5755140781402588e-01" nType="0">
0858 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1351227313280106e-02" rms="4.7050869464874268e-01" purity="6.2765890359878540e-01" nType="-99"/>
0859 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9923055078834295e-03" rms="4.7039994597434998e-01" purity="6.6148930788040161e-01" nType="-99"/>
0860 </Node>
0861 </Node>
0862 </BinaryTree>
0863 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="69">
0864 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="4.5925108715891838e-03" rms="4.5360234379768372e-01" purity="5.0657135248184204e-01" nType="0">
0865 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1137719973921776e-02" rms="3.8121137022972107e-01" purity="2.2955934703350067e-01" nType="-99"/>
0866 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0951771885156631e-02" cType="1" res="7.8404583036899567e-03" rms="4.5603874325752258e-01" purity="5.1795512437820435e-01" nType="0">
0867 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3318409512285143e-04" rms="4.5240199565887451e-01" purity="4.9514162540435791e-01" nType="-99"/>
0868 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3294576033949852e-03" rms="4.6652048826217651e-01" purity="5.9214711189270020e-01" nType="-99"/>
0869 </Node>
0870 </Node>
0871 </BinaryTree>
0872 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="70">
0873 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810287937521935e-02" cType="1" res="-8.8095320388674736e-03" rms="4.5566517114639282e-01" purity="4.8976662755012512e-01" nType="0">
0874 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1520808339118958e-02" cType="1" res="8.1232013180851936e-03" rms="4.5104056596755981e-01" purity="4.8611882328987122e-01" nType="0">
0875 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0543958051130176e-03" rms="4.5157709717750549e-01" purity="4.7710889577865601e-01" nType="-99"/>
0876 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6657777130603790e-02" rms="4.3710646033287048e-01" purity="6.3660848140716553e-01" nType="-99"/>
0877 </Node>
0878 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-4.9507517367601395e-02" rms="4.6407282352447510e-01" purity="4.9853417277336121e-01" nType="0">
0879 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3696174621582031e-02" rms="4.4174006581306458e-01" purity="2.9436266422271729e-01" nType="-99"/>
0880 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0308996364474297e-03" rms="4.6644547581672668e-01" purity="5.4125398397445679e-01" nType="-99"/>
0881 </Node>
0882 </Node>
0883 </BinaryTree>
0884 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="71">
0885 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7616148367524147e-03" cType="1" res="1.3486920855939388e-02" rms="4.5727437734603882e-01" purity="5.1038938760757446e-01" nType="0">
0886 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3999178558588028e-03" cType="1" res="3.3897899091243744e-02" rms="4.5185023546218872e-01" purity="5.1823651790618896e-01" nType="0">
0887 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2152215465903282e-02" rms="4.5455443859100342e-01" purity="5.4472827911376953e-01" nType="-99"/>
0888 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1281485036015511e-03" rms="4.3404746055603027e-01" purity="4.0681734681129456e-01" nType="-99"/>
0889 </Node>
0890 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="4.3620164506137371e-03" rms="4.5938533544540405e-01" purity="5.0688123703002930e-01" nType="0">
0891 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2365774493664503e-03" rms="4.5999068021774292e-01" purity="5.1232331991195679e-01" nType="-99"/>
0892 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3449406772851944e-03" rms="4.5348665118217468e-01" purity="4.6853280067443848e-01" nType="-99"/>
0893 </Node>
0894 </Node>
0895 </BinaryTree>
0896 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="72">
0897 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-9.0848933905363083e-03" rms="4.5410272479057312e-01" purity="4.8767831921577454e-01" nType="0">
0898 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9506860524415970e-02" rms="4.3072116374969482e-01" purity="4.0646553039550781e-01" nType="-99"/>
0899 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.4047618865966797e+01" cType="1" res="-1.3597438111901283e-02" rms="4.5489397644996643e-01" purity="4.9206236004829407e-01" nType="0">
0900 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4413503967225552e-03" rms="4.5266869664192200e-01" purity="4.8354345560073853e-01" nType="-99"/>
0901 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1772947404533625e-03" rms="4.6043816208839417e-01" purity="5.1764369010925293e-01" nType="-99"/>
0902 </Node>
0903 </Node>
0904 </BinaryTree>
0905 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="73">
0906 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="8.9600160717964172e-03" rms="4.5256701111793518e-01" purity="5.0798994302749634e-01" nType="0">
0907 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1699202060699463e-01" cType="1" res="1.3917616568505764e-02" rms="4.5121261477470398e-01" purity="5.1349902153015137e-01" nType="0">
0908 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.8315915743587539e-06" rms="4.2516329884529114e-01" purity="3.0664116144180298e-01" nType="-99"/>
0909 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2597075700759888e-03" rms="4.6851137280464172e-01" purity="6.5979140996932983e-01" nType="-99"/>
0910 </Node>
0911 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6653953120112419e-02" cType="1" res="-2.6396457105875015e-02" rms="4.6056640148162842e-01" purity="4.6870020031929016e-01" nType="0">
0912 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8425932154059410e-02" rms="4.6484583616256714e-01" purity="3.6616566777229309e-01" nType="-99"/>
0913 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1646108515560627e-03" rms="4.4971147179603577e-01" purity="5.8220177888870239e-01" nType="-99"/>
0914 </Node>
0915 </Node>
0916 </BinaryTree>
0917 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="74">
0918 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1605896949768066e-01" cType="1" res="1.2278908398002386e-03" rms="4.5852264761924744e-01" purity="4.9523448944091797e-01" nType="0">
0919 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="6.1430364847183228e-01" cType="1" res="9.1534927487373352e-03" rms="4.5298510789871216e-01" purity="4.5842826366424561e-01" nType="0">
0920 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0430151596665382e-03" rms="4.5186057686805725e-01" purity="4.3864491581916809e-01" nType="-99"/>
0921 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6025727614760399e-02" rms="4.6245795488357544e-01" purity="7.0895439386367798e-01" nType="-99"/>
0922 </Node>
0923 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="6.5234565734863281e-01" cType="1" res="-2.4901667609810829e-02" rms="4.7538828849792480e-01" purity="6.1657935380935669e-01" nType="0">
0924 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6947364211082458e-02" rms="4.8983907699584961e-01" purity="4.4519931077957153e-01" nType="-99"/>
0925 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4732368290424347e-03" rms="4.6637949347496033e-01" purity="6.6965246200561523e-01" nType="-99"/>
0926 </Node>
0927 </Node>
0928 </BinaryTree>
0929 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="75">
0930 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0465619415044785e-02" cType="1" res="-1.3871694914996624e-02" rms="4.5516586303710938e-01" purity="4.7768872976303101e-01" nType="0">
0931 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4305549860000610e+00" cType="1" res="-7.3360418900847435e-03" rms="4.5332947373390198e-01" purity="4.7981435060501099e-01" nType="0">
0932 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8069285326637328e-04" rms="4.5112401247024536e-01" purity="4.7002029418945312e-01" nType="-99"/>
0933 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5601777471601963e-02" rms="4.7019389271736145e-01" purity="5.7635003328323364e-01" nType="-99"/>
0934 </Node>
0935 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7272756695747375e-02" cType="1" res="-7.5494468212127686e-02" rms="4.6766051650047302e-01" purity="4.5764687657356262e-01" nType="0">
0936 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4478156119585037e-02" rms="4.6159538626670837e-01" purity="4.1790243983268738e-01" nType="-99"/>
0937 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1212792489677668e-03" rms="4.7391918301582336e-01" purity="5.4385149478912354e-01" nType="-99"/>
0938 </Node>
0939 </Node>
0940 </BinaryTree>
0941 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="76">
0942 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7641154378652573e-03" cType="1" res="6.3787312246859074e-03" rms="4.5633152127265930e-01" purity="4.9962905049324036e-01" nType="0">
0943 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="7.7142858505249023e+00" cType="1" res="2.7839157730340958e-02" rms="4.5166954398155212e-01" purity="5.1096940040588379e-01" nType="0">
0944 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6033051311969757e-02" rms="4.1096189618110657e-01" purity="5.1173418760299683e-01" nType="-99"/>
0945 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2732929103076458e-03" rms="4.5814827084541321e-01" purity="5.1081424951553345e-01" nType="-99"/>
0946 </Node>
0947 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3528186976909637e-01" cType="1" res="-3.5054069012403488e-03" rms="4.5812475681304932e-01" purity="4.9440595507621765e-01" nType="0">
0948 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4202355891466141e-03" rms="4.2678990960121155e-01" purity="3.3562788367271423e-01" nType="-99"/>
0949 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6069492343813181e-03" rms="4.8069286346435547e-01" purity="6.1791449785232544e-01" nType="-99"/>
0950 </Node>
0951 </Node>
0952 </BinaryTree>
0953 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="77">
0954 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="7.5411973521113396e-03" rms="4.5377057790756226e-01" purity="5.0224125385284424e-01" nType="0">
0955 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6285715103149414e+01" cType="1" res="1.9645638763904572e-02" rms="4.4715109467506409e-01" purity="5.0875473022460938e-01" nType="0">
0956 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3369754198938608e-03" rms="4.4656476378440857e-01" purity="4.8984932899475098e-01" nType="-99"/>
0957 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5287415124475956e-02" rms="4.4694760441780090e-01" purity="5.9509491920471191e-01" nType="-99"/>
0958 </Node>
0959 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5698115825653076e-02" cType="1" res="-1.5441362746059895e-02" rms="4.6521437168121338e-01" purity="4.8987418413162231e-01" nType="0">
0960 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3202127562835813e-04" rms="4.6285644173622131e-01" purity="4.9690660834312439e-01" nType="-99"/>
0961 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1823486313223839e-02" rms="4.7094216942787170e-01" purity="4.4763949513435364e-01" nType="-99"/>
0962 </Node>
0963 </Node>
0964 </BinaryTree>
0965 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="78">
0966 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6000000000000000e+01" cType="1" res="1.2825454585254192e-02" rms="4.5222890377044678e-01" purity="5.1608562469482422e-01" nType="0">
0967 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4285759069025517e-02" cType="1" res="7.6195184374228120e-04" rms="4.4798636436462402e-01" purity="4.8388090729713440e-01" nType="0">
0968 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9402904696762562e-03" rms="4.4314563274383545e-01" purity="4.1969543695449829e-01" nType="-99"/>
0969 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1132650114595890e-03" rms="4.5209124684333801e-01" purity="5.5203801393508911e-01" nType="-99"/>
0970 </Node>
0971 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5230005681514740e-03" cType="1" res="2.4100234732031822e-02" rms="4.5586988329887390e-01" purity="5.4618483781814575e-01" nType="0">
0972 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0602657683193684e-02" rms="4.5103731751441956e-01" purity="5.4228007793426514e-01" nType="-99"/>
0973 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2583092320710421e-03" rms="4.5941179990768433e-01" purity="5.4972106218338013e-01" nType="-99"/>
0974 </Node>
0975 </Node>
0976 </BinaryTree>
0977 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="79">
0978 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7632413916289806e-03" cType="1" res="3.5203362349420786e-03" rms="4.5562642812728882e-01" purity="5.0450456142425537e-01" nType="0">
0979 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7726121544837952e-01" cType="1" res="2.3597598075866699e-02" rms="4.4743758440017700e-01" purity="5.1720809936523438e-01" nType="0">
0980 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0108483023941517e-02" rms="4.4078207015991211e-01" purity="4.5907098054885864e-01" nType="-99"/>
0981 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9469376206398010e-03" rms="4.6041318774223328e-01" purity="6.5583217144012451e-01" nType="-99"/>
0982 </Node>
0983 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1226630769670010e-02" cType="1" res="-5.5947056971490383e-03" rms="4.5900622010231018e-01" purity="4.9873718619346619e-01" nType="0">
0984 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0215901769697666e-02" rms="4.4587182998657227e-01" purity="3.8396722078323364e-01" nType="-99"/>
0985 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4396337792277336e-03" rms="4.6270829439163208e-01" purity="5.3710615634918213e-01" nType="-99"/>
0986 </Node>
0987 </Node>
0988 </BinaryTree>
0989 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="80">
0990 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2838066816329956e-02" cType="1" res="1.3667800463736057e-02" rms="4.5935142040252686e-01" purity="5.0984168052673340e-01" nType="0">
0991 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.6711435765028000e-02" cType="1" res="7.5923111289739609e-03" rms="4.5683553814888000e-01" purity="5.0217920541763306e-01" nType="0">
0992 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7395184151828289e-03" rms="4.5615115761756897e-01" purity="5.0347697734832764e-01" nType="-99"/>
0993 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0153538547456264e-02" rms="4.6285450458526611e-01" purity="4.8463726043701172e-01" nType="-99"/>
0994 </Node>
0995 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.9315103888511658e-01" cType="1" res="7.9498350620269775e-02" rms="4.8088032007217407e-01" purity="5.9286862611770630e-01" nType="0">
0996 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9846018180251122e-02" rms="4.8573562502861023e-01" purity="5.5909377336502075e-01" nType="-99"/>
0997 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2394362390041351e-03" rms="4.6771791577339172e-01" purity="6.3694310188293457e-01" nType="-99"/>
0998 </Node>
0999 </Node>
1000 </BinaryTree>
1001 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="81">
1002 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-1.4135999605059624e-02" rms="4.5152232050895691e-01" purity="4.8922517895698547e-01" nType="0">
1003 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3405607342720032e-01" cType="1" res="-1.9061625003814697e-02" rms="4.5025387406349182e-01" purity="4.8628628253936768e-01" nType="0">
1004 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1136934459209442e-03" rms="4.4216400384902954e-01" purity="3.9680525660514832e-01" nType="-99"/>
1005 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3520139511674643e-03" rms="4.6530538797378540e-01" purity="6.7292016744613647e-01" nType="-99"/>
1006 </Node>
1007 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4142856597900391e+01" cType="1" res="4.0891814976930618e-02" rms="4.6190065145492554e-01" purity="5.2205783128738403e-01" nType="0">
1008 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2872389517724514e-02" rms="4.6718412637710571e-01" purity="5.4785871505737305e-01" nType="-99"/>
1009 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1338717564940453e-03" rms="4.5199188590049744e-01" purity="4.7899302840232849e-01" nType="-99"/>
1010 </Node>
1011 </Node>
1012 </BinaryTree>
1013 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="82">
1014 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0953150242567062e-02" cType="1" res="-4.3830592185258865e-03" rms="4.5634296536445618e-01" purity="4.9353054165840149e-01" nType="0">
1015 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="-1.4730919152498245e-02" rms="4.5412278175354004e-01" purity="4.6845188736915588e-01" nType="0">
1016 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0042714420706034e-03" rms="4.2760977149009705e-01" purity="3.1853070855140686e-01" nType="-99"/>
1017 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3581826873123646e-03" rms="4.7788673639297485e-01" purity="6.1473929882049561e-01" nType="-99"/>
1018 </Node>
1019 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3686611801385880e-02" cType="1" res="2.9222283512353897e-02" rms="4.6188363432884216e-01" purity="5.7497513294219971e-01" nType="0">
1020 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9772624596953392e-02" rms="4.3075907230377197e-01" purity="6.5437132120132446e-01" nType="-99"/>
1021 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8160532712936401e-03" rms="4.6759885549545288e-01" purity="5.5736982822418213e-01" nType="-99"/>
1022 </Node>
1023 </Node>
1024 </BinaryTree>
1025 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="83">
1026 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="6.8882526829838753e-03" rms="4.5111840963363647e-01" purity="5.1038032770156860e-01" nType="0">
1027 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4177670478820801e-01" cType="1" res="1.1259424500167370e-02" rms="4.5055523514747620e-01" purity="5.1600944995880127e-01" nType="0">
1028 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9572291057556868e-03" rms="3.9606326818466187e-01" purity="2.2805829346179962e-01" nType="-99"/>
1029 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1043432429432869e-03" rms="4.7124257683753967e-01" purity="6.3620632886886597e-01" nType="-99"/>
1030 </Node>
1031 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7555216588079929e-03" cType="1" res="-3.3809356391429901e-02" rms="4.5431444048881531e-01" purity="4.5797029137611389e-01" nType="0">
1032 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9202361367642879e-03" rms="4.5698213577270508e-01" purity="5.0825077295303345e-01" nType="-99"/>
1033 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4300542883574963e-02" rms="4.5045682787895203e-01" purity="4.3026870489120483e-01" nType="-99"/>
1034 </Node>
1035 </Node>
1036 </BinaryTree>
1037 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="84">
1038 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="-1.3354018330574036e-02" rms="4.4966709613800049e-01" purity="4.8626565933227539e-01" nType="0">
1039 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3389075994491577e-01" cType="1" res="-2.3468218743801117e-02" rms="4.4562035799026489e-01" purity="4.7257682681083679e-01" nType="0">
1040 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5668723806738853e-03" rms="4.3321928381919861e-01" purity="3.7510901689529419e-01" nType="-99"/>
1041 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4649751828983426e-03" rms="4.6793133020401001e-01" purity="6.6687434911727905e-01" nType="-99"/>
1042 </Node>
1043 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.6174731552600861e-02" cType="1" res="1.5064943581819534e-02" rms="4.5965787768363953e-01" purity="5.2472865581512451e-01" nType="0">
1044 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6014201100915670e-03" rms="4.5925444364547729e-01" purity="4.8169407248497009e-01" nType="-99"/>
1045 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3933784328401089e-02" rms="4.5698925852775574e-01" purity="6.1746108531951904e-01" nType="-99"/>
1046 </Node>
1047 </Node>
1048 </BinaryTree>
1049 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="85">
1050 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-8.7855961173772812e-03" rms="4.5071345567703247e-01" purity="4.9017825722694397e-01" nType="0">
1051 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.2952213883399963e-01" cType="1" res="2.7894144877791405e-02" rms="4.3493917584419250e-01" purity="4.4369819760322571e-01" nType="0">
1052 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1861139684915543e-02" rms="2.7476620674133301e-01" purity="7.8929260373115540e-02" nType="-99"/>
1053 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2020176276564598e-02" rms="4.7966948151588440e-01" purity="5.8435273170471191e-01" nType="-99"/>
1054 </Node>
1055 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.7000000000000000e+01" cType="1" res="-1.8185123801231384e-02" rms="4.5419111847877502e-01" purity="5.0208914279937744e-01" nType="0">
1056 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.7974024675786495e-03" rms="4.5271921157836914e-01" purity="4.9951934814453125e-01" nType="-99"/>
1057 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0099273175001144e-02" rms="4.6364849805831909e-01" purity="5.2685272693634033e-01" nType="-99"/>
1058 </Node>
1059 </Node>
1060 </BinaryTree>
1061 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="86">
1062 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-2.9056177008897066e-03" rms="4.5117333531379700e-01" purity="4.9334508180618286e-01" nType="0">
1063 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8644191324710846e-02" rms="3.9584890007972717e-01" purity="2.4503344297409058e-01" nType="-99"/>
1064 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2841445654630661e-02" cType="1" res="3.9871483750175685e-05" rms="4.5332807302474976e-01" purity="5.0472176074981689e-01" nType="0">
1065 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1743143275380135e-04" rms="4.5216181874275208e-01" purity="4.9746572971343994e-01" nType="-99"/>
1066 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6940509974956512e-03" rms="4.6394589543342590e-01" purity="5.8566838502883911e-01" nType="-99"/>
1067 </Node>
1068 </Node>
1069 </BinaryTree>
1070 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="87">
1071 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7630430199205875e-03" cType="1" res="3.3179998863488436e-03" rms="4.5252904295921326e-01" purity="4.9765384197235107e-01" nType="0">
1072 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.3142856597900391e+01" cType="1" res="2.3770218715071678e-02" rms="4.4834569096565247e-01" purity="5.0587302446365356e-01" nType="0">
1073 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0876575252041221e-03" rms="4.3648999929428101e-01" purity="4.8706194758415222e-01" nType="-99"/>
1074 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7598697915673256e-02" rms="4.7376352548599243e-01" purity="5.5407094955444336e-01" nType="-99"/>
1075 </Node>
1076 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-5.6281397119164467e-03" rms="4.5405727624893188e-01" purity="4.9405866861343384e-01" nType="0">
1077 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4512439742684364e-03" rms="4.5359149575233459e-01" purity="4.8840683698654175e-01" nType="-99"/>
1078 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8631448298692703e-03" rms="4.5382121205329895e-01" purity="4.9840709567070007e-01" nType="-99"/>
1079 </Node>
1080 </Node>
1081 </BinaryTree>
1082 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="88">
1083 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-7.1728280745446682e-03" rms="4.5538121461868286e-01" purity="4.8576807975769043e-01" nType="0">
1084 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.5714160650968552e-02" cType="1" res="2.4652119725942612e-02" rms="4.3310534954071045e-01" purity="4.3875625729560852e-01" nType="0">
1085 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1230144649744034e-02" rms="4.3108701705932617e-01" purity="4.4931274652481079e-01" nType="-99"/>
1086 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0814441144466400e-02" rms="4.2807957530021667e-01" purity="3.7497255206108093e-01" nType="-99"/>
1087 </Node>
1088 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1903728358447552e-02" cType="1" res="-1.5478316694498062e-02" rms="4.6065592765808105e-01" purity="4.9803695082664490e-01" nType="0">
1089 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3509505018591881e-03" rms="4.5277172327041626e-01" purity="4.4561037421226501e-01" nType="-99"/>
1090 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3914245432242751e-04" rms="4.6753463149070740e-01" purity="5.4745513200759888e-01" nType="-99"/>
1091 </Node>
1092 </Node>
1093 </BinaryTree>
1094 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="89">
1095 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="9.9918106570839882e-04" rms="4.5518472790718079e-01" purity="4.9264296889305115e-01" nType="0">
1096 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.0857143402099609e+01" cType="1" res="-2.9002449009567499e-03" rms="4.5479261875152588e-01" purity="4.8830109834671021e-01" nType="0">
1097 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8271066993474960e-04" rms="4.5416966080665588e-01" purity="4.9394196271896362e-01" nType="-99"/>
1098 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4925982579588890e-02" rms="4.5362117886543274e-01" purity="3.8663971424102783e-01" nType="-99"/>
1099 </Node>
1100 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3857143402099609e+01" cType="1" res="4.8239357769489288e-02" rms="4.5727458596229553e-01" purity="5.4524326324462891e-01" nType="0">
1101 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3919425904750824e-02" rms="4.4927126169204712e-01" purity="6.0594713687896729e-01" nType="-99"/>
1102 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9607291370630264e-03" rms="4.5740500092506409e-01" purity="4.5781499147415161e-01" nType="-99"/>
1103 </Node>
1104 </Node>
1105 </BinaryTree>
1106 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="90">
1107 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.4839588403701782e+00" cType="1" res="2.1688221022486687e-03" rms="4.5236402750015259e-01" purity="4.9470835924148560e-01" nType="0">
1108 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.9444216489791870e-01" cType="1" res="-1.5167027013376355e-03" rms="4.5356178283691406e-01" purity="4.7761502861976624e-01" nType="0">
1109 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3987621059641242e-03" rms="4.4522181153297424e-01" purity="4.4366332888603210e-01" nType="-99"/>
1110 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0547745563089848e-03" rms="4.8548990488052368e-01" purity="6.1849921941757202e-01" nType="-99"/>
1111 </Node>
1112 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3357549905776978e-02" rms="4.3069425225257874e-01" purity="7.4655342102050781e-01" nType="-99"/>
1113 </Node>
1114 </BinaryTree>
1115 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="91">
1116 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0469367057085037e-02" cType="1" res="8.6668739095330238e-03" rms="4.5508337020874023e-01" purity="5.0514423847198486e-01" nType="0">
1117 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1560574173927307e-02" cType="1" res="1.3444780372083187e-02" rms="4.5347857475280762e-01" purity="5.0580942630767822e-01" nType="0">
1118 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0115193435922265e-03" rms="4.5151266455650330e-01" purity="4.5120665431022644e-01" nType="-99"/>
1119 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5844991952180862e-03" rms="4.5485526323318481e-01" purity="5.6593191623687744e-01" nType="-99"/>
1120 </Node>
1121 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-3.5589251667261124e-02" rms="4.6737173199653625e-01" purity="4.9898302555084229e-01" nType="0">
1122 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9865479320287704e-02" rms="4.7083786129951477e-01" purity="3.9481446146965027e-01" nType="-99"/>
1123 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4879868142306805e-03" rms="4.6367099881172180e-01" purity="5.5158454179763794e-01" nType="-99"/>
1124 </Node>
1125 </Node>
1126 </BinaryTree>
1127 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="92">
1128 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9047625362873077e-02" cType="1" res="9.2271724715828896e-03" rms="4.5488041639328003e-01" purity="5.0536668300628662e-01" nType="0">
1129 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1790606193244457e-02" cType="1" res="2.0593298599123955e-02" rms="4.4882273674011230e-01" purity="4.9225059151649475e-01" nType="0">
1130 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6758052408695221e-03" rms="4.5165482163429260e-01" purity="4.6943780779838562e-01" nType="-99"/>
1131 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3445365242660046e-02" rms="4.3581923842430115e-01" purity="5.7931059598922729e-01" nType="-99"/>
1132 </Node>
1133 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="6.4618694782257080e-01" cType="1" res="-1.0024656541645527e-02" rms="4.6432650089263916e-01" purity="5.2758264541625977e-01" nType="0">
1134 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0122673120349646e-03" rms="4.5914787054061890e-01" purity="5.0952470302581787e-01" nType="-99"/>
1135 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5459349378943443e-02" rms="4.8016425967216492e-01" purity="5.9967625141143799e-01" nType="-99"/>
1136 </Node>
1137 </Node>
1138 </BinaryTree>
1139 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="93">
1140 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4230572581291199e-01" cType="1" res="-8.8847411097958684e-04" rms="4.5948958396911621e-01" purity="4.8996946215629578e-01" nType="0">
1141 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2857143402099609e+01" cType="1" res="1.8623588606715202e-02" rms="4.1304489970207214e-01" purity="2.4781383574008942e-01" nType="0">
1142 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0172588992863894e-03" rms="3.8806226849555969e-01" purity="2.0785711705684662e-01" nType="-99"/>
1143 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0601842552423477e-02" rms="4.6004819869995117e-01" purity="3.3906421065330505e-01" nType="-99"/>
1144 </Node>
1145 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.0158345103263855e-02" rms="4.7970452904701233e-01" purity="6.0501378774642944e-01" nType="0">
1146 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1712425407022238e-03" rms="4.7203350067138672e-01" purity="6.1307203769683838e-01" nType="-99"/>
1147 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.4101764000952244e-03" rms="4.8467624187469482e-01" purity="5.9880244731903076e-01" nType="-99"/>
1148 </Node>
1149 </Node>
1150 </BinaryTree>
1151 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="94">
1152 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4523811340332031e+01" cType="1" res="1.2834478169679642e-02" rms="4.5549970865249634e-01" purity="5.1008343696594238e-01" nType="0">
1153 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.0476190567016602e+01" cType="1" res="1.0794665664434433e-02" rms="4.5474296808242798e-01" purity="5.0939720869064331e-01" nType="0">
1154 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3646886050701141e-03" rms="4.3842774629592896e-01" purity="4.9045351147651672e-01" nType="-99"/>
1155 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6110833277925849e-04" rms="4.6117216348648071e-01" purity="5.1746040582656860e-01" nType="-99"/>
1156 </Node>
1157 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8691500648856163e-02" rms="4.7466292977333069e-01" purity="5.3233319520950317e-01" nType="-99"/>
1158 </Node>
1159 </BinaryTree>
1160 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="95">
1161 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8563992977142334e+00" cType="1" res="3.4805862233042717e-03" rms="4.5682045817375183e-01" purity="5.0262218713760376e-01" nType="0">
1162 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.7480405569076538e-01" cType="1" res="6.3340789638459682e-03" rms="4.5642843842506409e-01" purity="5.0201576948165894e-01" nType="0">
1163 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8325977511703968e-03" rms="4.2203441262245178e-01" purity="2.5602445006370544e-01" nType="-99"/>
1164 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7759216502308846e-03" rms="4.7398731112480164e-01" purity="6.3773804903030396e-01" nType="-99"/>
1165 </Node>
1166 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3188650608062744e-02" rms="4.5885026454925537e-01" purity="5.2491623163223267e-01" nType="-99"/>
1167 </Node>
1168 </BinaryTree>
1169 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="96">
1170 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-1.9184462726116180e-03" rms="4.5205479860305786e-01" purity="4.9853515625000000e-01" nType="0">
1171 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.0088143944740295e-01" cType="1" res="-3.6017667502164841e-02" rms="4.1779583692550659e-01" purity="3.7903690338134766e-01" nType="0">
1172 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1883161738514900e-02" rms="3.6535391211509705e-01" purity="2.1851961314678192e-01" nType="-99"/>
1173 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7632916830480099e-03" rms="4.8211225867271423e-01" purity="6.2706285715103149e-01" nType="-99"/>
1174 </Node>
1175 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1953159570693970e+00" cType="1" res="5.8012939989566803e-03" rms="4.5910477638244629e-01" purity="5.2558845281600952e-01" nType="0">
1176 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5998046621680260e-03" rms="4.5728531479835510e-01" purity="5.1550275087356567e-01" nType="-99"/>
1177 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5844118148088455e-03" rms="4.7171697020530701e-01" purity="6.0944449901580811e-01" nType="-99"/>
1178 </Node>
1179 </Node>
1180 </BinaryTree>
1181 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="97">
1182 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1699202060699463e-01" cType="1" res="1.1848566355183721e-03" rms="4.4914728403091431e-01" purity="5.0198191404342651e-01" nType="0">
1183 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.2051609158515930e-02" cType="1" res="-1.6327599063515663e-02" rms="4.2154437303543091e-01" purity="2.9577472805976868e-01" nType="0">
1184 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0018484443426132e-02" rms="3.1513908505439758e-01" purity="1.4387811720371246e-01" nType="-99"/>
1185 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5463295858353376e-03" rms="4.4329321384429932e-01" purity="3.3322870731353760e-01" nType="-99"/>
1186 </Node>
1187 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1905069462954998e-02" cType="1" res="1.4208106324076653e-02" rms="4.6819692850112915e-01" purity="6.5532922744750977e-01" nType="0">
1188 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2363076675683260e-03" rms="4.6818947792053223e-01" purity="6.4088714122772217e-01" nType="-99"/>
1189 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1446647159755230e-03" rms="4.6771880984306335e-01" purity="6.6528540849685669e-01" nType="-99"/>
1190 </Node>
1191 </Node>
1192 </BinaryTree>
1193 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="98">
1194 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="5.9013529680669308e-03" rms="4.5122298598289490e-01" purity="5.0671076774597168e-01" nType="0">
1195 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6670093536376953e+00" cType="1" res="1.0362034663558006e-02" rms="4.5124912261962891e-01" purity="5.1048117876052856e-01" nType="0">
1196 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5964217018336058e-03" rms="4.5112505555152893e-01" purity="4.9333378672599792e-01" nType="-99"/>
1197 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0955999605357647e-02" rms="4.5076069235801697e-01" purity="6.8257731199264526e-01" nType="-99"/>
1198 </Node>
1199 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.1428569793701172e+01" cType="1" res="-5.6745953857898712e-02" rms="4.4616895914077759e-01" purity="4.5375752449035645e-01" nType="0">
1200 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5309463166631758e-04" rms="4.6044263243675232e-01" purity="5.2822154760360718e-01" nType="-99"/>
1201 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7233259752392769e-02" rms="4.2273667454719543e-01" purity="3.7455525994300842e-01" nType="-99"/>
1202 </Node>
1203 </Node>
1204 </BinaryTree>
1205 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="99">
1206 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9040657207369804e-02" cType="1" res="-4.4531906023621559e-03" rms="4.5730590820312500e-01" purity="4.9177363514900208e-01" nType="0">
1207 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.7197427116334438e-03" cType="1" res="9.5937810838222504e-03" rms="4.5093080401420593e-01" purity="4.8140794038772583e-01" nType="0">
1208 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0457523688673973e-03" rms="4.4530212879180908e-01" purity="4.8204702138900757e-01" nType="-99"/>
1209 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1760293319821358e-03" rms="4.5229783654212952e-01" purity="4.8114475607872009e-01" nType="-99"/>
1210 </Node>
1211 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0828990042209625e-02" cType="1" res="-2.8690570965409279e-02" rms="4.6710953116416931e-01" purity="5.0965917110443115e-01" nType="0">
1212 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5511336736381054e-02" rms="4.7137081623077393e-01" purity="4.5664665102958679e-01" nType="-99"/>
1213 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2328309239819646e-03" rms="4.6290901303291321e-01" purity="5.4265797138214111e-01" nType="-99"/>
1214 </Node>
1215 </Node>
1216 </BinaryTree>
1217 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="100">
1218 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.8071134090423584e-01" cType="1" res="-1.1763443239033222e-02" rms="4.4936838746070862e-01" purity="4.9164989590644836e-01" nType="0">
1219 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5239905640482903e-03" cType="1" res="-2.2608255967497826e-02" rms="4.3638896942138672e-01" purity="3.8987982273101807e-01" nType="0">
1220 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.4937991555780172e-04" rms="4.3193268775939941e-01" purity="3.8590395450592041e-01" nType="-99"/>
1221 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0720114223659039e-02" rms="4.4012576341629028e-01" purity="3.9417985081672668e-01" nType="-99"/>
1222 </Node>
1223 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3808890953660011e-02" cType="1" res="4.9740411341190338e-03" rms="4.6820265054702759e-01" purity="6.4871799945831299e-01" nType="0">
1224 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4151674956083298e-03" rms="4.6531948447227478e-01" purity="6.6013491153717041e-01" nType="-99"/>
1225 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6865707263350487e-03" rms="4.7211858630180359e-01" purity="6.2866646051406860e-01" nType="-99"/>
1226 </Node>
1227 </Node>
1228 </BinaryTree>
1229 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="101">
1230 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-1.1491235345602036e-03" rms="4.4932103157043457e-01" purity="4.9576422572135925e-01" nType="0">
1231 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3391006514430046e-02" rms="3.5754168033599854e-01" purity="2.2840543091297150e-01" nType="-99"/>
1232 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8284777998924255e-01" cType="1" res="2.2686654701828957e-03" rms="4.5251834392547607e-01" purity="5.0720256567001343e-01" nType="0">
1233 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0172591321170330e-03" rms="4.4438132643699646e-01" purity="4.0346440672874451e-01" nType="-99"/>
1234 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0635592304170132e-03" rms="4.6416833996772766e-01" purity="6.6489225625991821e-01" nType="-99"/>
1235 </Node>
1236 </Node>
1237 </BinaryTree>
1238 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="102">
1239 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-5.5855531245470047e-03" rms="4.5132002234458923e-01" purity="4.9090227484703064e-01" nType="0">
1240 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.5714287757873535e+00" cType="1" res="1.5937883406877518e-02" rms="4.4502860307693481e-01" purity="4.8702228069305420e-01" nType="0">
1241 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.2523433268070221e-03" rms="4.0602928400039673e-01" purity="3.3114597201347351e-01" nType="-99"/>
1242 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4270179718732834e-03" rms="4.5176523923873901e-01" purity="5.1823782920837402e-01" nType="-99"/>
1243 </Node>
1244 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.0333332061767578e+01" cType="1" res="-2.1842874586582184e-02" rms="4.5534062385559082e-01" purity="4.9383300542831421e-01" nType="0">
1245 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1169202886521816e-03" rms="4.5547327399253845e-01" purity="5.0154221057891846e-01" nType="-99"/>
1246 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9405033439397812e-02" rms="4.4905084371566772e-01" purity="3.8512533903121948e-01" nType="-99"/>
1247 </Node>
1248 </Node>
1249 </BinaryTree>
1250 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="103">
1251 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1429203450679779e-02" cType="1" res="-1.4217622578144073e-02" rms="4.5055010914802551e-01" purity="4.8202633857727051e-01" nType="0">
1252 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.1031559705734253e-03" cType="1" res="-2.3442054167389870e-02" rms="4.4548940658569336e-01" purity="4.4618847966194153e-01" nType="0">
1253 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8248301977291703e-04" rms="4.5317828655242920e-01" purity="4.8335829377174377e-01" nType="-99"/>
1254 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2411432340741158e-02" rms="4.3574759364128113e-01" purity="4.0776535868644714e-01" nType="-99"/>
1255 </Node>
1256 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8233669698238373e-02" cType="1" res="1.8802492413669825e-03" rms="4.5880410075187683e-01" purity="5.4456830024719238e-01" nType="0">
1257 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3392552807927132e-03" rms="4.5615357160568237e-01" purity="5.7801586389541626e-01" nType="-99"/>
1258 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2370369881391525e-03" rms="4.5892706513404846e-01" purity="5.3091412782669067e-01" nType="-99"/>
1259 </Node>
1260 </Node>
1261 </BinaryTree>
1262 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="104">
1263 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3833708763122559e+00" cType="1" res="3.2242496963590384e-03" rms="4.5370760560035706e-01" purity="4.9655133485794067e-01" nType="0">
1264 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1183776855468750e+00" cType="1" res="6.4223762601613998e-03" rms="4.5329943299293518e-01" purity="4.9360206723213196e-01" nType="0">
1265 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9556005503982306e-04" rms="4.5466971397399902e-01" purity="4.7430068254470825e-01" nType="-99"/>
1266 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6394883394241333e-02" rms="4.2964300513267517e-01" purity="7.5012701749801636e-01" nType="-99"/>
1267 </Node>
1268 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6583112999796867e-02" rms="4.5677506923675537e-01" purity="5.6630748510360718e-01" nType="-99"/>
1269 </Node>
1270 </BinaryTree>
1271 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="105">
1272 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286073856055737e-02" cType="1" res="8.1158423563465476e-04" rms="4.5590624213218689e-01" purity="4.9482530355453491e-01" nType="0">
1273 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0884608142077923e-02" cType="1" res="1.1161632835865021e-02" rms="4.5192313194274902e-01" purity="4.7330594062805176e-01" nType="0">
1274 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1632820870727301e-04" rms="4.5220714807510376e-01" purity="4.6267336606979370e-01" nType="-99"/>
1275 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6790967434644699e-02" rms="4.4559219479560852e-01" purity="5.4520684480667114e-01" nType="-99"/>
1276 </Node>
1277 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="-1.1969564482569695e-02" rms="4.6045646071434021e-01" purity="5.2139931917190552e-01" nType="0">
1278 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5063068177551031e-04" rms="4.5966261625289917e-01" purity="5.3108501434326172e-01" nType="-99"/>
1279 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4144583605229855e-02" rms="4.6156316995620728e-01" purity="4.6807485818862915e-01" nType="-99"/>
1280 </Node>
1281 </Node>
1282 </BinaryTree>
1283 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="106">
1284 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="9.7381398081779480e-03" rms="4.5453104376792908e-01" purity="5.0200426578521729e-01" nType="0">
1285 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5380952835083008e+01" cType="1" res="1.9272362813353539e-02" rms="4.4622498750686646e-01" purity="5.0894284248352051e-01" nType="0">
1286 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5909286234527826e-03" rms="4.4638720154762268e-01" purity="4.9501600861549377e-01" nType="-99"/>
1287 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1480566114187241e-02" rms="4.4407248497009277e-01" purity="5.9468930959701538e-01" nType="-99"/>
1288 </Node>
1289 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4411652982234955e-01" cType="1" res="-3.9777620695531368e-03" rms="4.6587851643562317e-01" purity="4.9202242493629456e-01" nType="0">
1290 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2945115864276886e-03" rms="4.3499511480331421e-01" purity="2.9334849119186401e-01" nType="-99"/>
1291 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7907582484185696e-03" rms="4.8041433095932007e-01" purity="5.9696406126022339e-01" nType="-99"/>
1292 </Node>
1293 </Node>
1294 </BinaryTree>
1295 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="107">
1296 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1429577656090260e-03" cType="1" res="-2.8213923797011375e-03" rms="4.5497602224349976e-01" purity="4.8886939883232117e-01" nType="0">
1297 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.7554430961608887e-01" cType="1" res="-2.0140537992119789e-02" rms="4.4694879651069641e-01" purity="4.4696316123008728e-01" nType="0">
1298 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3587206900119781e-03" rms="4.4940897822380066e-01" purity="4.0088549256324768e-01" nType="-99"/>
1299 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6644397750496864e-02" rms="4.1879868507385254e-01" purity="7.6391452550888062e-01" nType="-99"/>
1300 </Node>
1301 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.6292299032211304e-01" cType="1" res="7.7154831960797310e-03" rms="4.5947191119194031e-01" purity="5.1436495780944824e-01" nType="0">
1302 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2300485074520111e-03" rms="4.5467036962509155e-01" purity="4.9986252188682556e-01" nType="-99"/>
1303 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.3905096873641014e-03" rms="4.7941112518310547e-01" purity="5.8610689640045166e-01" nType="-99"/>
1304 </Node>
1305 </Node>
1306 </BinaryTree>
1307 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="108">
1308 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="7.0034526288509369e-03" rms="4.5682004094123840e-01" purity="4.9873268604278564e-01" nType="0">
1309 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1142857551574707e+01" cType="1" res="-8.6248591542243958e-03" rms="4.4936218857765198e-01" purity="4.5878511667251587e-01" nType="0">
1310 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7969016917049885e-03" rms="4.4612321257591248e-01" purity="4.6180391311645508e-01" nType="-99"/>
1311 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9133673980832100e-02" rms="4.5707592368125916e-01" purity="4.4499772787094116e-01" nType="-99"/>
1312 </Node>
1313 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7615226358175278e-03" cType="1" res="1.7479186877608299e-02" rms="4.6145543456077576e-01" purity="5.2550971508026123e-01" nType="0">
1314 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0552548803389072e-02" rms="4.6732369065284729e-01" purity="5.4142707586288452e-01" nType="-99"/>
1315 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1094688670709729e-03" rms="4.5810610055923462e-01" purity="5.1797527074813843e-01" nType="-99"/>
1316 </Node>
1317 </Node>
1318 </BinaryTree>
1319 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="109">
1320 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3801013827323914e-02" cType="1" res="7.3188701644539833e-03" rms="4.5040041208267212e-01" purity="5.0584447383880615e-01" nType="0">
1321 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7819685935974121e-01" cType="1" res="1.7947167158126831e-02" rms="4.4392019510269165e-01" purity="5.0212287902832031e-01" nType="0">
1322 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2227652152650990e-05" rms="4.3566247820854187e-01" purity="3.8725143671035767e-01" nType="-99"/>
1323 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0656750760972500e-02" rms="4.5559677481651306e-01" purity="6.8997704982757568e-01" nType="-99"/>
1324 </Node>
1325 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0009368211030960e-02" cType="1" res="-1.8720170482993126e-02" rms="4.6487015485763550e-01" purity="5.1496213674545288e-01" nType="0">
1326 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1177130509167910e-03" rms="4.6105980873107910e-01" purity="5.3761124610900879e-01" nType="-99"/>
1327 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0923082940280437e-02" rms="4.7137925028800964e-01" purity="4.6792382001876831e-01" nType="-99"/>
1328 </Node>
1329 </Node>
1330 </BinaryTree>
1331 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="110">
1332 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="6.0280477628111839e-03" rms="4.5039734244346619e-01" purity="5.0519436597824097e-01" nType="0">
1333 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7844976186752319e-01" cType="1" res="1.7449578735977411e-03" rms="4.5053249597549438e-01" purity="5.0117033720016479e-01" nType="0">
1334 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4548061192035675e-03" rms="4.3796131014823914e-01" purity="3.9150556921958923e-01" nType="-99"/>
1335 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0834215469658375e-03" rms="4.6749940514564514e-01" purity="6.5860879421234131e-01" nType="-99"/>
1336 </Node>
1337 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0626741647720337e-01" cType="1" res="5.3556028753519058e-02" rms="4.4614365696907043e-01" purity="5.4984760284423828e-01" nType="0">
1338 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9092762714717537e-05" rms="4.2879804968833923e-01" purity="3.2682344317436218e-01" nType="-99"/>
1339 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0712222903966904e-02" rms="4.5466670393943787e-01" purity="7.1989858150482178e-01" nType="-99"/>
1340 </Node>
1341 </Node>
1342 </BinaryTree>
1343 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="111">
1344 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3890839517116547e-01" cType="1" res="1.0959687642753124e-02" rms="4.4734552502632141e-01" purity="5.1454478502273560e-01" nType="0">
1345 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.6807938963174820e-02" cType="1" res="-2.3334998637437820e-02" rms="3.8245195150375366e-01" purity="1.9827055931091309e-01" nType="0">
1346 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4110546112060547e-02" rms="2.2752229869365692e-01" purity="5.4033283144235611e-02" nType="-99"/>
1347 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0920056160539389e-03" rms="4.1105574369430542e-01" purity="2.3413076996803284e-01" nType="-99"/>
1348 </Node>
1349 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1903665028512478e-02" cType="1" res="2.4495085701346397e-02" rms="4.6981218457221985e-01" purity="6.3937163352966309e-01" nType="0">
1350 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3183689750730991e-04" rms="4.7419786453247070e-01" purity="6.1755496263504028e-01" nType="-99"/>
1351 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5689108818769455e-03" rms="4.6608498692512512e-01" purity="6.5506982803344727e-01" nType="-99"/>
1352 </Node>
1353 </Node>
1354 </BinaryTree>
1355 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="112">
1356 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0952293425798416e-02" cType="1" res="6.0070599429309368e-03" rms="4.5332670211791992e-01" purity="5.0328952074050903e-01" nType="0">
1357 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3756294250488281e+00" cType="1" res="-5.5883931927382946e-03" rms="4.4767037034034729e-01" purity="4.7858676314353943e-01" nType="0">
1358 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9432820631191134e-04" rms="4.4657042622566223e-01" purity="4.7743469476699829e-01" nType="-99"/>
1359 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4924188852310181e-02" rms="4.6349203586578369e-01" purity="5.0855976343154907e-01" nType="-99"/>
1360 </Node>
1361 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="4.2981956154108047e-02" rms="4.6899905800819397e-01" purity="5.8206027746200562e-01" nType="0">
1362 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4941199012100697e-03" rms="4.6141040325164795e-01" purity="4.8667883872985840e-01" nType="-99"/>
1363 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6707371920347214e-02" rms="4.6968948841094971e-01" purity="6.2880504131317139e-01" nType="-99"/>
1364 </Node>
1365 </Node>
1366 </BinaryTree>
1367 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="113">
1368 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7926548123359680e-01" cType="1" res="-2.3777685128152370e-03" rms="4.5622956752777100e-01" purity="4.9195215106010437e-01" nType="0">
1369 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="1.5231861732900143e-02" rms="4.4201007485389709e-01" purity="4.2403808236122131e-01" nType="0">
1370 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4964439691975713e-04" rms="4.2924672365188599e-01" purity="3.9781269431114197e-01" nType="-99"/>
1371 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0810409672558308e-02" rms="4.6707764267921448e-01" purity="4.8089951276779175e-01" nType="-99"/>
1372 </Node>
1373 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1448744274675846e-03" cType="1" res="-3.3602464944124222e-02" rms="4.7881972789764404e-01" purity="6.1237466335296631e-01" nType="0">
1374 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5528559684753418e-02" rms="4.7782287001609802e-01" purity="5.9412449598312378e-01" nType="-99"/>
1375 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3018842115998268e-03" rms="4.7852903604507446e-01" purity="6.2024545669555664e-01" nType="-99"/>
1376 </Node>
1377 </Node>
1378 </BinaryTree>
1379 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="114">
1380 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5207644626498222e-03" cType="1" res="-2.1227952092885971e-03" rms="4.5569363236427307e-01" purity="4.9220588803291321e-01" nType="0">
1381 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4177670478820801e-01" cType="1" res="1.7258042469620705e-02" rms="4.5292598009109497e-01" purity="4.7101011872291565e-01" nType="0">
1382 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2393664568662643e-02" rms="4.2325469851493835e-01" purity="2.7228379249572754e-01" nType="-99"/>
1383 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0821133148274384e-05" rms="4.7295820713043213e-01" purity="6.1808389425277710e-01" nType="-99"/>
1384 </Node>
1385 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1448617093265057e-02" cType="1" res="-1.8619129434227943e-02" rms="4.5738965272903442e-01" purity="5.1024705171585083e-01" nType="0">
1386 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2240629419684410e-02" rms="4.3400454521179199e-01" purity="3.1905186176300049e-01" nType="-99"/>
1387 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2631624490022659e-03" rms="4.5852643251419067e-01" purity="5.2295178174972534e-01" nType="-99"/>
1388 </Node>
1389 </Node>
1390 </BinaryTree>
1391 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="115">
1392 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.4857953786849976e-01" cType="1" res="-4.1906256228685379e-03" rms="4.5037001371383667e-01" purity="4.9851506948471069e-01" nType="0">
1393 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6666412353515625e-02" cType="1" res="-1.2377355247735977e-02" rms="4.4844910502433777e-01" purity="4.4790360331535339e-01" nType="0">
1394 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9247456267476082e-03" rms="4.4080573320388794e-01" purity="3.9902982115745544e-01" nType="-99"/>
1395 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1449245978146791e-03" rms="4.5827078819274902e-01" purity="5.1764583587646484e-01" nType="-99"/>
1396 </Node>
1397 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.0192424058914185e+00" cType="1" res="2.7173953130841255e-02" rms="4.5629739761352539e-01" purity="6.9241511821746826e-01" nType="0">
1398 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1210666038095951e-02" rms="4.5648205280303955e-01" purity="7.0094329118728638e-01" nType="-99"/>
1399 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6082170186564326e-03" rms="4.5517903566360474e-01" purity="6.8477797508239746e-01" nType="-99"/>
1400 </Node>
1401 </Node>
1402 </BinaryTree>
1403 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="116">
1404 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2857024818658829e-02" cType="1" res="-1.4977501705288887e-03" rms="4.5419818162918091e-01" purity="4.9383056163787842e-01" nType="0">
1405 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4691970795392990e-02" cType="1" res="-4.7233956865966320e-03" rms="4.5104402303695679e-01" purity="4.8952645063400269e-01" nType="0">
1406 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2123225789982826e-04" rms="4.5059782266616821e-01" purity="4.9032938480377197e-01" nType="-99"/>
1407 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4114112593233585e-02" rms="4.5165014266967773e-01" purity="4.8153701424598694e-01" nType="-99"/>
1408 </Node>
1409 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3940499126911163e-01" cType="1" res="3.6789894104003906e-02" rms="4.8846504092216492e-01" purity="5.4491943120956421e-01" nType="0">
1410 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0561322346329689e-02" rms="4.9890571832656860e-01" purity="4.5183986425399780e-01" nType="-99"/>
1411 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2942743748426437e-03" rms="4.7296461462974548e-01" purity="6.0860067605972290e-01" nType="-99"/>
1412 </Node>
1413 </Node>
1414 </BinaryTree>
1415 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="117">
1416 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-1.4329474652186036e-03" rms="4.5145756006240845e-01" purity="4.9670225381851196e-01" nType="0">
1417 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.2857141494750977e+00" cType="1" res="-2.4943072348833084e-02" rms="4.3494623899459839e-01" purity="4.3395879864692688e-01" nType="0">
1418 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6296291723847389e-02" rms="4.0276008844375610e-01" purity="3.0839613080024719e-01" nType="-99"/>
1419 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7612771373242140e-03" rms="4.4626882672309875e-01" purity="4.8352986574172974e-01" nType="-99"/>
1420 </Node>
1421 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1431040018796921e-02" cType="1" res="1.1365515179932117e-02" rms="4.5969188213348389e-01" purity="5.3085863590240479e-01" nType="0">
1422 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4070086257997900e-05" rms="4.5688018202781677e-01" purity="4.9622023105621338e-01" nType="-99"/>
1423 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1446197107434273e-03" rms="4.6393740177154541e-01" purity="5.9177571535110474e-01" nType="-99"/>
1424 </Node>
1425 </Node>
1426 </BinaryTree>
1427 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="118">
1428 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3497974872589111e-01" cType="1" res="-5.3474484011530876e-03" rms="4.5533978939056396e-01" purity="4.8764503002166748e-01" nType="0">
1429 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.7238992303609848e-02" cType="1" res="4.5300675556063652e-03" rms="4.3046844005584717e-01" purity="3.2767590880393982e-01" nType="0">
1430 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0324492827057838e-02" rms="3.0745714902877808e-01" purity="1.2222188711166382e-01" nType="-99"/>
1431 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8102008402347565e-03" rms="4.4921365380287170e-01" purity="3.6666235327720642e-01" nType="-99"/>
1432 </Node>
1433 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="-1.4361285604536533e-02" rms="4.7672727704048157e-01" purity="6.3362663984298706e-01" nType="0">
1434 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2293213978409767e-02" rms="4.7351869940757751e-01" purity="6.5930300951004028e-01" nType="-99"/>
1435 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9721565768122673e-03" rms="4.7697970271110535e-01" purity="6.2971037626266479e-01" nType="-99"/>
1436 </Node>
1437 </Node>
1438 </BinaryTree>
1439 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="119">
1440 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="8.0678844824433327e-03" rms="4.5472973585128784e-01" purity="5.0319176912307739e-01" nType="0">
1441 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.8095237731933594e+01" cType="1" res="1.8623834475874901e-02" rms="4.4997647404670715e-01" purity="5.0799167156219482e-01" nType="0">
1442 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5655785836279392e-03" rms="4.4800436496734619e-01" purity="5.1169335842132568e-01" nType="-99"/>
1443 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9079513885080814e-03" rms="4.6879205107688904e-01" purity="4.6757063269615173e-01" nType="-99"/>
1444 </Node>
1445 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6238094329833984e+01" cType="1" res="-1.4109432697296143e-02" rms="4.6377569437026978e-01" purity="4.9310758709907532e-01" nType="0">
1446 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1707428433001041e-03" rms="4.6631789207458496e-01" purity="4.7790643572807312e-01" nType="-99"/>
1447 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7955912351608276e-03" rms="4.5059743523597717e-01" purity="5.4407417774200439e-01" nType="-99"/>
1448 </Node>
1449 </Node>
1450 </BinaryTree>
1451 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="120">
1452 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9928156137466431e-01" cType="1" res="-7.9089601058512926e-04" rms="4.5521029829978943e-01" purity="4.9189466238021851e-01" nType="0">
1453 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0475431829690933e-02" cType="1" res="4.2958627454936504e-03" rms="4.5195889472961426e-01" purity="4.7456330060958862e-01" nType="0">
1454 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0645849872380495e-03" rms="4.5100578665733337e-01" purity="4.7528687119483948e-01" nType="-99"/>
1455 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5402335971593857e-03" rms="4.5918771624565125e-01" purity="4.6744668483734131e-01" nType="-99"/>
1456 </Node>
1457 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8571428298950195e+01" cType="1" res="-4.1193913668394089e-02" rms="4.7833690047264099e-01" purity="6.2955367565155029e-01" nType="0">
1458 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8159703835844994e-03" rms="4.7025388479232788e-01" purity="6.5970557928085327e-01" nType="-99"/>
1459 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4845594540238380e-02" rms="4.9364948272705078e-01" purity="5.4512012004852295e-01" nType="-99"/>
1460 </Node>
1461 </Node>
1462 </BinaryTree>
1463 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="121">
1464 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.0710792616009712e-02" rms="4.5157945156097412e-01" purity="4.8489639163017273e-01" nType="0">
1465 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.2857141494750977e+00" cType="1" res="-2.9869507998228073e-02" rms="4.4224122166633606e-01" purity="4.3417119979858398e-01" nType="0">
1466 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4057407863438129e-03" rms="4.2816245555877686e-01" purity="4.2534890770912170e-01" nType="-99"/>
1467 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4860407449305058e-02" rms="4.6129825711250305e-01" purity="4.4774430990219116e-01" nType="-99"/>
1468 </Node>
1469 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1900842189788818e-02" cType="1" res="2.0450050942599773e-03" rms="4.5724624395370483e-01" purity="5.1866894960403442e-01" nType="0">
1470 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9396961219608784e-03" rms="4.5566931366920471e-01" purity="4.6010440587997437e-01" nType="-99"/>
1471 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4065536931157112e-03" rms="4.5803976058959961e-01" purity="5.7330656051635742e-01" nType="-99"/>
1472 </Node>
1473 </Node>
1474 </BinaryTree>
1475 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="122">
1476 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="9.3625050794798881e-05" rms="4.5220595598220825e-01" purity="4.9594011902809143e-01" nType="0">
1477 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6191527023911476e-02" cType="1" res="1.4649959281086922e-02" rms="4.4041708111763000e-01" purity="4.8924955725669861e-01" nType="0">
1478 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1803727187216282e-03" rms="4.3222552537918091e-01" purity="4.8842644691467285e-01" nType="-99"/>
1479 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1762233488261700e-03" rms="4.6040010452270508e-01" purity="4.9153405427932739e-01" nType="-99"/>
1480 </Node>
1481 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7611068002879620e-03" cType="1" res="-1.0988662019371986e-02" rms="4.6067088842391968e-01" purity="5.0103384256362915e-01" nType="0">
1482 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8667258340865374e-03" rms="4.6748325228691101e-01" purity="5.0887370109558105e-01" nType="-99"/>
1483 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3901881910860538e-03" rms="4.5709365606307983e-01" purity="4.9755421280860901e-01" nType="-99"/>
1484 </Node>
1485 </Node>
1486 </BinaryTree>
1487 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="123">
1488 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7926548123359680e-01" cType="1" res="-2.5438384618610144e-03" rms="4.4859609007835388e-01" purity="4.9253478646278381e-01" nType="0">
1489 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1701977252960205e-01" cType="1" res="-1.5981864184141159e-02" rms="4.3740019202232361e-01" purity="3.8264906406402588e-01" nType="0">
1490 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9092598706483841e-02" rms="2.4482531845569611e-01" purity="6.9641031324863434e-02" nType="-99"/>
1491 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2987171066924930e-03" rms="4.6675378084182739e-01" purity="4.4738325476646423e-01" nType="-99"/>
1492 </Node>
1493 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="6.9443833827972412e-01" cType="1" res="1.7591757699847221e-02" rms="4.6413996815681458e-01" purity="6.5718805789947510e-01" nType="0">
1494 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1458915658295155e-02" rms="4.4967782497406006e-01" purity="6.9995838403701782e-01" nType="-99"/>
1495 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4871242456138134e-04" rms="4.7095412015914917e-01" purity="6.3353681564331055e-01" nType="-99"/>
1496 </Node>
1497 </Node>
1498 </BinaryTree>
1499 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="124">
1500 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-4.7933012247085571e-03" rms="4.5542448759078979e-01" purity="4.8663812875747681e-01" nType="0">
1501 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.4666666984558105e+01" cType="1" res="-2.6708790101110935e-03" rms="4.5605480670928955e-01" purity="4.8923343420028687e-01" nType="0">
1502 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5440426804125309e-03" rms="4.5035743713378906e-01" purity="4.4272202253341675e-01" nType="-99"/>
1503 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1029626261442900e-03" rms="4.6008050441741943e-01" purity="5.2752745151519775e-01" nType="-99"/>
1504 </Node>
1505 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9589038565754890e-02" rms="4.2401894927024841e-01" purity="3.9052858948707581e-01" nType="-99"/>
1506 </Node>
1507 </BinaryTree>
1508 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="125">
1509 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4219344556331635e-01" cType="1" res="1.7633007839322090e-02" rms="4.5534470677375793e-01" purity="5.1173418760299683e-01" nType="0">
1510 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="3.3034894615411758e-02" rms="4.1631230711936951e-01" purity="2.6014721393585205e-01" nType="0">
1511 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2265899926424026e-02" rms="2.4869911372661591e-01" purity="7.3771424591541290e-02" nType="-99"/>
1512 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3337021693587303e-02" rms="4.3740811944007874e-01" purity="2.9224878549575806e-01" nType="-99"/>
1513 </Node>
1514 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5714592784643173e-02" cType="1" res="1.0635664686560631e-02" rms="4.7184664011001587e-01" purity="6.2603455781936646e-01" nType="0">
1515 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4007818214595318e-03" rms="4.7006750106811523e-01" purity="6.3732671737670898e-01" nType="-99"/>
1516 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9108895733952522e-03" rms="4.7796291112899780e-01" purity="5.6909388303756714e-01" nType="-99"/>
1517 </Node>
1518 </Node>
1519 </BinaryTree>
1520 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="126">
1521 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7479321956634521e+00" cType="1" res="-7.2196414694190025e-03" rms="4.5044875144958496e-01" purity="4.9276328086853027e-01" nType="0">
1522 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1904960498213768e-02" cType="1" res="-1.0932500474154949e-02" rms="4.5133039355278015e-01" purity="4.7973838448524475e-01" nType="0">
1523 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5348677560687065e-03" rms="4.4211459159851074e-01" purity="4.3021571636199951e-01" nType="-99"/>
1524 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.8280623711179942e-05" rms="4.5968741178512573e-01" purity="5.2691352367401123e-01" nType="-99"/>
1525 </Node>
1526 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5604865737259388e-02" rms="4.2605581879615784e-01" purity="7.5028192996978760e-01" nType="-99"/>
1527 </Node>
1528 </BinaryTree>
1529 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="127">
1530 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.1637982912361622e-02" rms="4.5017889142036438e-01" purity="5.0876170396804810e-01" nType="0">
1531 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1429735980927944e-03" cType="1" res="3.8950525224208832e-02" rms="4.3829724192619324e-01" purity="4.5327913761138916e-01" nType="0">
1532 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3994412273168564e-02" rms="4.3890991806983948e-01" purity="4.6297708153724670e-01" nType="-99"/>
1533 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3259895388036966e-03" rms="4.3534803390502930e-01" purity="4.4696316123008728e-01" nType="-99"/>
1534 </Node>
1535 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3000000000000000e+01" cType="1" res="4.7433618456125259e-03" rms="4.5286864042282104e-01" purity="5.2276742458343506e-01" nType="0">
1536 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9180743992328644e-03" rms="4.4222539663314819e-01" purity="4.9794808030128479e-01" nType="-99"/>
1537 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8824515175074339e-03" rms="4.5529964566230774e-01" purity="5.2924287319183350e-01" nType="-99"/>
1538 </Node>
1539 </Node>
1540 </BinaryTree>
1541 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="128">
1542 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1697884798049927e-01" cType="1" res="-3.2060334342531860e-04" rms="4.5459035038948059e-01" purity="4.9505668878555298e-01" nType="0">
1543 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810300044715405e-03" cType="1" res="1.0235658846795559e-02" rms="4.4729235768318176e-01" purity="4.6706736087799072e-01" nType="0">
1544 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0361212305724621e-02" rms="4.5671579241752625e-01" purity="5.1434284448623657e-01" nType="-99"/>
1545 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4835819648578763e-04" rms="4.4464915990829468e-01" purity="4.5563405752182007e-01" nType="-99"/>
1546 </Node>
1547 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0953684821724892e-02" cType="1" res="-3.8813032209873199e-02" rms="4.7829365730285645e-01" purity="5.9711712598800659e-01" nType="0">
1548 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5265296213328838e-02" rms="4.7997543215751648e-01" purity="5.7113116979598999e-01" nType="-99"/>
1549 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4723946377635002e-03" rms="4.6836569905281067e-01" purity="6.5394747257232666e-01" nType="-99"/>
1550 </Node>
1551 </Node>
1552 </BinaryTree>
1553 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="129">
1554 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7998645901679993e-01" cType="1" res="9.1473832726478577e-03" rms="4.5114308595657349e-01" purity="5.0770395994186401e-01" nType="0">
1555 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3088234663009644e-01" cType="1" res="-9.2513272538781166e-03" rms="4.4162648916244507e-01" purity="3.9230817556381226e-01" nType="0">
1556 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0613459423184395e-03" rms="3.9681842923164368e-01" purity="2.4013733863830566e-01" nType="-99"/>
1557 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6624674946069717e-03" rms="4.8032528162002563e-01" purity="5.4072898626327515e-01" nType="-99"/>
1558 </Node>
1559 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3805737495422363e-02" cType="1" res="3.5335555672645569e-02" rms="4.6309351921081543e-01" purity="6.7195487022399902e-01" nType="0">
1560 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2785649858415127e-02" rms="4.5733320713043213e-01" purity="6.9144070148468018e-01" nType="-99"/>
1561 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0998230427503586e-03" rms="4.7093826532363892e-01" purity="6.3586431741714478e-01" nType="-99"/>
1562 </Node>
1563 </Node>
1564 </BinaryTree>
1565 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="130">
1566 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8499875068664551e+00" cType="1" res="3.4427605569362640e-03" rms="4.5750012993812561e-01" purity="4.9835622310638428e-01" nType="0">
1567 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5222741365432739e-03" cType="1" res="5.5021460866555572e-04" rms="4.5750388503074646e-01" purity="4.9145933985710144e-01" nType="0">
1568 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8116774521768093e-03" rms="4.5775306224822998e-01" purity="4.7242647409439087e-01" nType="-99"/>
1569 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8736749663949013e-03" rms="4.5690342783927917e-01" purity="5.0803810358047485e-01" nType="-99"/>
1570 </Node>
1571 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6889974474906921e-02" rms="4.5134299993515015e-01" purity="6.7192012071609497e-01" nType="-99"/>
1572 </Node>
1573 </BinaryTree>
1574 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="131">
1575 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1389057636260986e+00" cType="1" res="3.0418829992413521e-03" rms="4.5194634795188904e-01" purity="5.0439852476119995e-01" nType="0">
1576 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="-3.2679195282980800e-04" rms="4.5238846540451050e-01" purity="4.9272787570953369e-01" nType="0">
1577 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8084427574649453e-03" rms="4.4807019829750061e-01" purity="4.8368954658508301e-01" nType="-99"/>
1578 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2126939408481121e-03" rms="4.6537476778030396e-01" purity="5.2202892303466797e-01" nType="-99"/>
1579 </Node>
1580 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2645415030419827e-02" rms="4.4172576069831848e-01" purity="6.8582063913345337e-01" nType="-99"/>
1581 </Node>
1582 </BinaryTree>
1583 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="132">
1584 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7623142600059509e-03" cType="1" res="1.6094685997813940e-03" rms="4.5421087741851807e-01" purity="4.9595409631729126e-01" nType="0">
1585 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1855902671813965e-01" cType="1" res="-2.2821348160505295e-02" rms="4.3661823868751526e-01" purity="4.7058007121086121e-01" nType="0">
1586 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1955613270401955e-02" rms="4.1345795989036560e-01" purity="2.7877283096313477e-01" nType="-99"/>
1587 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7734095025807619e-04" rms="4.5952293276786804e-01" purity="6.8241417407989502e-01" nType="-99"/>
1588 </Node>
1589 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4194798469543457e+00" cType="1" res="1.1737630702555180e-02" rms="4.6092796325683594e-01" purity="5.0647330284118652e-01" nType="0">
1590 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1837380267679691e-03" rms="4.5837399363517761e-01" purity="4.9873104691505432e-01" nType="-99"/>
1591 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.3906186521053314e-03" rms="4.8098573088645935e-01" purity="5.7933068275451660e-01" nType="-99"/>
1592 </Node>
1593 </Node>
1594 </BinaryTree>
1595 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="133">
1596 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8516247272491455e+00" cType="1" res="4.3794857338070869e-03" rms="4.5488604903221130e-01" purity="5.0134587287902832e-01" nType="0">
1597 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="6.6328099928796291e-03" rms="4.5456853508949280e-01" purity="5.0076264142990112e-01" nType="0">
1598 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2588153593242168e-02" rms="3.7250664830207825e-01" purity="2.5548109412193298e-01" nType="-99"/>
1599 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1261249203234911e-03" rms="4.5775091648101807e-01" purity="5.1167935132980347e-01" nType="-99"/>
1600 </Node>
1601 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7699742689728737e-02" rms="4.5874580740928650e-01" purity="5.2304017543792725e-01" nType="-99"/>
1602 </Node>
1603 </BinaryTree>
1604 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="134">
1605 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095172494649887e-02" cType="1" res="1.0641905479133129e-02" rms="4.5525825023651123e-01" purity="5.0612825155258179e-01" nType="0">
1606 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4464202821254730e-02" cType="1" res="5.7902405969798565e-03" rms="4.5296961069107056e-01" purity="4.9696913361549377e-01" nType="0">
1607 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2693984210491180e-03" rms="4.5247063040733337e-01" purity="4.9726542830467224e-01" nType="-99"/>
1608 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5451884828507900e-02" rms="4.5710662007331848e-01" purity="4.9084678292274475e-01" nType="-99"/>
1609 </Node>
1610 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0285715103149414e+01" cType="1" res="4.0413327515125275e-02" rms="4.6795773506164551e-01" purity="5.6233161687850952e-01" nType="0">
1611 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5539383515715599e-02" rms="4.6379441022872925e-01" purity="5.8529704809188843e-01" nType="-99"/>
1612 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2411953695118427e-03" rms="4.7152364253997803e-01" purity="5.0387871265411377e-01" nType="-99"/>
1613 </Node>
1614 </Node>
1615 </BinaryTree>
1616 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="135">
1617 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9047625362873077e-02" cType="1" res="1.1191321536898613e-02" rms="4.5671105384826660e-01" purity="5.1008343696594238e-01" nType="0">
1618 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.4416107013821602e-03" cType="1" res="2.2714134305715561e-02" rms="4.5379006862640381e-01" purity="4.9396473169326782e-01" nType="0">
1619 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4878388335928321e-04" rms="4.5389190316200256e-01" purity="4.8897585272789001e-01" nType="-99"/>
1620 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0458998382091522e-02" rms="4.5284280180931091e-01" purity="4.9917301535606384e-01" nType="-99"/>
1621 </Node>
1622 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-7.7850725501775742e-03" rms="4.6085372567176819e-01" purity="5.3662860393524170e-01" nType="0">
1623 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2044981643557549e-03" rms="4.5632869005203247e-01" purity="4.9957850575447083e-01" nType="-99"/>
1624 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8936783093959093e-03" rms="4.6442455053329468e-01" purity="5.7676255702972412e-01" nType="-99"/>
1625 </Node>
1626 </Node>
1627 </BinaryTree>
1628 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="136">
1629 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1419847384095192e-02" cType="1" res="3.4153806045651436e-03" rms="4.5047059655189514e-01" purity="5.0601053237915039e-01" nType="0">
1630 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0194780770689249e-03" cType="1" res="-8.6657032370567322e-03" rms="4.4494402408599854e-01" purity="4.7109326720237732e-01" nType="0">
1631 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4127435162663460e-02" rms="4.4125381112098694e-01" purity="5.9396046400070190e-01" nType="-99"/>
1632 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7228736802935600e-03" rms="4.4462782144546509e-01" purity="4.5175850391387939e-01" nType="-99"/>
1633 </Node>
1634 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1939462423324585e+00" cType="1" res="2.5036944076418877e-02" rms="4.5940348505973816e-01" purity="5.6850200891494751e-01" nType="0">
1635 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2595989070832729e-03" rms="4.5769897103309631e-01" purity="5.4865980148315430e-01" nType="-99"/>
1636 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3506344519555569e-02" rms="4.6679601073265076e-01" purity="6.7502886056900024e-01" nType="-99"/>
1637 </Node>
1638 </Node>
1639 </BinaryTree>
1640 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="137">
1641 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5253167673945427e-03" cType="1" res="1.8084965646266937e-02" rms="4.5431706309318542e-01" purity="5.1850843429565430e-01" nType="0">
1642 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5428571701049805e+01" cType="1" res="3.7190996110439301e-02" rms="4.5276221632957458e-01" purity="5.0842517614364624e-01" nType="0">
1643 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4696033671498299e-02" rms="4.5170289278030396e-01" purity="5.0921797752380371e-01" nType="-99"/>
1644 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3394481763243675e-03" rms="4.5300254225730896e-01" purity="5.0764310359954834e-01" nType="-99"/>
1645 </Node>
1646 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1090047433972359e-02" cType="1" res="1.0377595899626613e-03" rms="4.5502313971519470e-01" purity="5.2750515937805176e-01" nType="0">
1647 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0722564533352852e-02" rms="4.4591483473777771e-01" purity="4.4777348637580872e-01" nType="-99"/>
1648 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4098241962492466e-03" rms="4.5775324106216431e-01" purity="5.6644582748413086e-01" nType="-99"/>
1649 </Node>
1650 </Node>
1651 </BinaryTree>
1652 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="138">
1653 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0944334343075752e-02" cType="1" res="-1.5882017090916634e-02" rms="4.5127972960472107e-01" purity="4.8517009615898132e-01" nType="0">
1654 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.8922683820128441e-03" cType="1" res="-2.5008751079440117e-02" rms="4.5106187462806702e-01" purity="4.5875313878059387e-01" nType="0">
1655 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9255049303174019e-03" rms="4.5175725221633911e-01" purity="4.6451145410537720e-01" nType="-99"/>
1656 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6761768907308578e-03" rms="4.5019459724426270e-01" purity="4.5400732755661011e-01" nType="-99"/>
1657 </Node>
1658 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1006152033805847e-01" cType="1" res="1.2891551479697227e-02" rms="4.5075783133506775e-01" purity="5.6845414638519287e-01" nType="0">
1659 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2006465345621109e-02" rms="4.2388707399368286e-01" purity="2.8380486369132996e-01" nType="-99"/>
1660 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9921456053853035e-03" rms="4.5851984620094299e-01" purity="6.7686891555786133e-01" nType="-99"/>
1661 </Node>
1662 </Node>
1663 </BinaryTree>
1664 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="139">
1665 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1936231851577759e+00" cType="1" res="3.7383851595222950e-03" rms="4.5143660902976990e-01" purity="5.0370371341705322e-01" nType="0">
1666 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0935153365135193e-02" cType="1" res="-4.1467216797173023e-03" rms="4.5097032189369202e-01" purity="4.7258508205413818e-01" nType="0">
1667 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6578283179551363e-03" rms="4.4990277290344238e-01" purity="4.4293975830078125e-01" nType="-99"/>
1668 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9848736748099327e-03" rms="4.5269998908042908e-01" purity="5.6815099716186523e-01" nType="-99"/>
1669 </Node>
1670 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.4285714149475098e+01" cType="1" res="5.0120264291763306e-02" rms="4.5139020681381226e-01" purity="6.8675035238265991e-01" nType="0">
1671 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7362395301461220e-02" rms="4.3924584984779358e-01" purity="7.1498626470565796e-01" nType="-99"/>
1672 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4941448830068111e-03" rms="4.6489188075065613e-01" purity="6.4899468421936035e-01" nType="-99"/>
1673 </Node>
1674 </Node>
1675 </BinaryTree>
1676 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="140">
1677 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6173925399780273e+00" cType="1" res="5.8551025576889515e-03" rms="4.5475739240646362e-01" purity="5.0708138942718506e-01" nType="0">
1678 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.7717959284782410e-01" cType="1" res="8.6515368893742561e-03" rms="4.5450809597969055e-01" purity="5.0604945421218872e-01" nType="0">
1679 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9418300194665790e-04" rms="4.4088450074195862e-01" purity="3.5639789700508118e-01" nType="-99"/>
1680 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7541358508169651e-03" rms="4.6782851219177246e-01" purity="6.6052556037902832e-01" nType="-99"/>
1681 </Node>
1682 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7332416027784348e-02" rms="4.5440235733985901e-01" purity="5.3741037845611572e-01" nType="-99"/>
1683 </Node>
1684 </BinaryTree>
1685 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="141">
1686 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.2001987695693970e-01" cType="1" res="-6.9201332516968250e-03" rms="4.5540761947631836e-01" purity="4.9226632714271545e-01" nType="0">
1687 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0951894819736481e-02" cType="1" res="3.1588780693709850e-03" rms="4.4821548461914062e-01" purity="4.5924335718154907e-01" nType="0">
1688 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5982236946001649e-03" rms="4.4542473554611206e-01" purity="4.3031272292137146e-01" nType="-99"/>
1689 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3299176767468452e-03" rms="4.5612126588821411e-01" purity="5.5794960260391235e-01" nType="-99"/>
1690 </Node>
1691 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.3866738677024841e-01" cType="1" res="-3.9747562259435654e-02" rms="4.7660762071609497e-01" purity="5.9982240200042725e-01" nType="0">
1692 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9390946030616760e-02" rms="4.6231114864349365e-01" purity="3.7193158268928528e-01" nType="-99"/>
1693 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6680412963032722e-03" rms="4.7701594233512878e-01" purity="6.3468819856643677e-01" nType="-99"/>
1694 </Node>
1695 </Node>
1696 </BinaryTree>
1697 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="142">
1698 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0465090423822403e-02" cType="1" res="1.6473698196932673e-03" rms="4.5609021186828613e-01" purity="5.0058585405349731e-01" nType="0">
1699 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1604359149932861e-01" cType="1" res="7.2876182384788990e-03" rms="4.5353651046752930e-01" purity="5.0303471088409424e-01" nType="0">
1700 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7573287263512611e-03" rms="4.4600492715835571e-01" purity="4.6946078538894653e-01" nType="-99"/>
1701 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2863809503614902e-03" rms="4.7709155082702637e-01" purity="6.1612385511398315e-01" nType="-99"/>
1702 </Node>
1703 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.3642189353704453e-02" cType="1" res="-5.2617762237787247e-02" rms="4.7656738758087158e-01" purity="4.7702538967132568e-01" nType="0">
1704 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0596651360392570e-02" rms="4.7337928414344788e-01" purity="4.1802704334259033e-01" nType="-99"/>
1705 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6305392906069756e-03" rms="4.7715318202972412e-01" purity="5.0220608711242676e-01" nType="-99"/>
1706 </Node>
1707 </Node>
1708 </BinaryTree>
1709 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="143">
1710 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9017636775970459e+00" cType="1" res="-1.0126896202564240e-02" rms="4.5063963532447815e-01" purity="4.8981669545173645e-01" nType="0">
1711 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-1.6232345253229141e-02" rms="4.5191651582717896e-01" purity="4.7058680653572083e-01" nType="0">
1712 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2984341941773891e-02" rms="4.1880926489830017e-01" purity="3.4523716568946838e-01" nType="-99"/>
1713 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2044423967599869e-03" rms="4.5851424336433411e-01" purity="4.9788558483123779e-01" nType="-99"/>
1714 </Node>
1715 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3190476417541504e+01" cType="1" res="5.7144600898027420e-02" rms="4.3062955141067505e-01" purity="7.0169633626937866e-01" nType="0">
1716 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9944975152611732e-02" rms="4.2163124680519104e-01" purity="7.3007142543792725e-01" nType="-99"/>
1717 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3188521414995193e-03" rms="4.3900409340858459e-01" purity="6.6697824001312256e-01" nType="-99"/>
1718 </Node>
1719 </Node>
1720 </BinaryTree>
1721 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="144">
1722 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="9.1684143990278244e-03" rms="4.5339679718017578e-01" purity="5.0892531871795654e-01" nType="0">
1723 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4761905670166016e+01" cType="1" res="-3.4959454205818474e-04" rms="4.5013004541397095e-01" purity="4.9888896942138672e-01" nType="0">
1724 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5740495705977082e-04" rms="4.4758614897727966e-01" purity="5.0297266244888306e-01" nType="-99"/>
1725 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1798145025968552e-02" rms="4.9898302555084229e-01" purity="3.9946430921554565e-01" nType="-99"/>
1726 </Node>
1727 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5682544112205505e-02" cType="1" res="4.5768532902002335e-02" rms="4.6392959356307983e-01" purity="5.4751855134963989e-01" nType="0">
1728 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3157994486391544e-02" rms="4.6101379394531250e-01" purity="5.5265343189239502e-01" nType="-99"/>
1729 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8750783316791058e-03" rms="4.7748687863349915e-01" purity="5.1324331760406494e-01" nType="-99"/>
1730 </Node>
1731 </Node>
1732 </BinaryTree>
1733 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="145">
1734 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7618046402931213e-02" cType="1" res="1.6618743538856506e-02" rms="4.5139703154563904e-01" purity="5.1888215541839600e-01" nType="0">
1735 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.3060757219791412e-02" cType="1" res="1.8965121358633041e-02" rms="4.5131397247314453e-01" purity="5.1954144239425659e-01" nType="0">
1736 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8347744848579168e-03" rms="4.5085918903350830e-01" purity="5.1420527696609497e-01" nType="-99"/>
1737 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7288118600845337e-02" rms="4.5566594600677490e-01" purity="6.1634778976440430e-01" nType="-99"/>
1738 </Node>
1739 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6961185261607170e-02" rms="4.4504582881927490e-01" purity="4.9311840534210205e-01" nType="-99"/>
1740 </Node>
1741 </BinaryTree>
1742 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="146">
1743 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="-4.5319385826587677e-03" rms="4.5107048749923706e-01" purity="4.9952697753906250e-01" nType="0">
1744 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3756294250488281e+00" cType="1" res="-1.3805963099002838e-02" rms="4.4767454266548157e-01" purity="4.8629096150398254e-01" nType="0">
1745 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2748246341943741e-03" rms="4.4762724637985229e-01" purity="4.7460311651229858e-01" nType="-99"/>
1746 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0024679824709892e-02" rms="4.4453209638595581e-01" purity="6.7399817705154419e-01" nType="-99"/>
1747 </Node>
1748 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.3571430206298828e+01" cType="1" res="2.4759385734796524e-02" rms="4.6040713787078857e-01" purity="5.4133182764053345e-01" nType="0">
1749 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0806783102452755e-02" rms="4.5776358246803284e-01" purity="5.6763017177581787e-01" nType="-99"/>
1750 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3436504416167736e-03" rms="4.6239501237869263e-01" purity="5.0002592802047729e-01" nType="-99"/>
1751 </Node>
1752 </Node>
1753 </BinaryTree>
1754 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="147">
1755 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3497974872589111e-01" cType="1" res="1.3689370825886726e-02" rms="4.5804712176322937e-01" purity="5.1208621263504028e-01" nType="0">
1756 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="3.1987641006708145e-02" rms="4.4377535581588745e-01" purity="3.5911571979522705e-01" nType="0">
1757 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7648933939635754e-03" rms="3.5575646162033081e-01" purity="1.7803271114826202e-01" nType="-99"/>
1758 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0023172944784164e-02" rms="4.5900496840476990e-01" purity="3.9559450745582581e-01" nType="-99"/>
1759 </Node>
1760 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0947582796216011e-02" cType="1" res="-2.8346790932118893e-03" rms="4.6995151042938232e-01" purity="6.5022456645965576e-01" nType="0">
1761 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1035895012319088e-03" rms="4.7477987408638000e-01" purity="6.3101458549499512e-01" nType="-99"/>
1762 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7641283646225929e-03" rms="4.5517128705978394e-01" purity="6.9512021541595459e-01" nType="-99"/>
1763 </Node>
1764 </Node>
1765 </BinaryTree>
1766 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="148">
1767 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="4.5113386586308479e-03" rms="4.4988095760345459e-01" purity="5.1182091236114502e-01" nType="0">
1768 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4177670478820801e-01" cType="1" res="2.0904352888464928e-02" rms="4.4060567021369934e-01" purity="5.2307587862014771e-01" nType="0">
1769 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4794933851808310e-03" rms="3.7829416990280151e-01" purity="1.8903699517250061e-01" nType="-99"/>
1770 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0662284269928932e-03" rms="4.6161910891532898e-01" purity="6.4989268779754639e-01" nType="-99"/>
1771 </Node>
1772 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3327292650938034e-02" cType="1" res="-1.9805446267127991e-02" rms="4.6222811937332153e-01" purity="4.9512565135955811e-01" nType="0">
1773 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5103657972067595e-03" rms="4.5871245861053467e-01" purity="4.9561807513237000e-01" nType="-99"/>
1774 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4341372065246105e-02" rms="4.7615393996238708e-01" purity="4.9278759956359863e-01" nType="-99"/>
1775 </Node>
1776 </Node>
1777 </BinaryTree>
1778 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="149">
1779 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3357838392257690e-01" cType="1" res="4.6188822016119957e-03" rms="4.5697906613349915e-01" purity="5.0210368633270264e-01" nType="0">
1780 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0022417604923248e-01" cType="1" res="2.7163783088326454e-02" rms="4.3919336795806885e-01" purity="3.5586765408515930e-01" nType="0">
1781 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4458201155066490e-03" rms="4.3102008104324341e-01" purity="3.1770840287208557e-01" nType="-99"/>
1782 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9993133842945099e-02" rms="4.8178175091743469e-01" purity="5.9479194879531860e-01" nType="-99"/>
1783 </Node>
1784 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="7.7142858505249023e+00" cType="1" res="-1.6237810254096985e-02" rms="4.7187939286231995e-01" purity="6.3738918304443359e-01" nType="0">
1785 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2926151044666767e-02" rms="4.8070752620697021e-01" purity="5.1895517110824585e-01" nType="-99"/>
1786 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0321963820606470e-03" rms="4.6999225020408630e-01" purity="6.5711545944213867e-01" nType="-99"/>
1787 </Node>
1788 </Node>
1789 </BinaryTree>
1790 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="150">
1791 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-2.6863932143896818e-03" rms="4.5037093758583069e-01" purity="4.9945905804634094e-01" nType="0">
1792 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.7142856597900391e+01" cType="1" res="2.2034605499356985e-03" rms="4.5075851678848267e-01" purity="5.0198358297348022e-01" nType="0">
1793 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1752209654077888e-04" rms="4.4854417443275452e-01" purity="4.9843573570251465e-01" nType="-99"/>
1794 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6467062756419182e-02" rms="4.8259809613227844e-01" purity="5.6367969512939453e-01" nType="-99"/>
1795 </Node>
1796 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="3.3205023407936096e-01" cType="1" res="-3.7900529801845551e-02" rms="4.4598945975303650e-01" purity="4.8127889633178711e-01" nType="0">
1797 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7162293195724487e-02" rms="4.3573400378227234e-01" purity="3.6207783222198486e-01" nType="-99"/>
1798 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6955645084381104e-03" rms="4.5698735117912292e-01" purity="6.8391907215118408e-01" nType="-99"/>
1799 </Node>
1800 </Node>
1801 </BinaryTree>
1802 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="151">
1803 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8087960332632065e-02" cType="1" res="-6.8598575890064240e-03" rms="4.4928583502769470e-01" purity="4.9589943885803223e-01" nType="0">
1804 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.9019353911280632e-02" cType="1" res="-3.0026684980839491e-03" rms="4.4654276967048645e-01" purity="4.9526694416999817e-01" nType="0">
1805 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8957452848553658e-03" rms="4.4415020942687988e-01" purity="4.7960102558135986e-01" nType="-99"/>
1806 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2833353877067566e-03" rms="4.6011367440223694e-01" purity="5.9321582317352295e-01" nType="-99"/>
1807 </Node>
1808 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.0142857551574707e+01" cType="1" res="-3.3918540924787521e-02" rms="4.6718263626098633e-01" purity="5.0033617019653320e-01" nType="0">
1809 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2239672020077705e-02" rms="4.7181314229965210e-01" purity="3.5683327913284302e-01" nType="-99"/>
1810 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4565785899758339e-03" rms="4.6412611007690430e-01" purity="5.4693657159805298e-01" nType="-99"/>
1811 </Node>
1812 </Node>
1813 </BinaryTree>
1814 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="152">
1815 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="-9.5581207424402237e-03" rms="4.4937151670455933e-01" purity="4.9316057562828064e-01" nType="0">
1816 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.3492567539215088e-01" cType="1" res="-4.6645072288811207e-03" rms="4.4882017374038696e-01" purity="4.9860882759094238e-01" nType="0">
1817 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2192993201315403e-03" rms="4.4818276166915894e-01" purity="4.6899577975273132e-01" nType="-99"/>
1818 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0851140879094601e-03" rms="4.5197671651840210e-01" purity="7.0191854238510132e-01" nType="-99"/>
1819 </Node>
1820 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9030712544918060e-02" cType="1" res="-7.9061403870582581e-02" rms="4.5143914222717285e-01" purity="4.1577970981597900e-01" nType="0">
1821 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1765855848789215e-02" rms="4.2668607831001282e-01" purity="3.2500526309013367e-01" nType="-99"/>
1822 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7906792238354683e-03" rms="4.7228321433067322e-01" purity="5.2996712923049927e-01" nType="-99"/>
1823 </Node>
1824 </Node>
1825 </BinaryTree>
1826 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="153">
1827 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1699202060699463e-01" cType="1" res="-4.1581941768527031e-03" rms="4.5618030428886414e-01" purity="4.9240663647651672e-01" nType="0">
1828 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3303521573543549e-02" cType="1" res="1.5343232080340385e-02" rms="4.3396675586700439e-01" purity="3.2859060168266296e-01" nType="0">
1829 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.4400737250689417e-05" rms="4.2558747529983521e-01" purity="3.0636179447174072e-01" nType="-99"/>
1830 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3811073973774910e-02" rms="4.6641600131988525e-01" purity="4.4250440597534180e-01" nType="-99"/>
1831 </Node>
1832 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4286322519183159e-02" cType="1" res="-1.9999036565423012e-02" rms="4.7286605834960938e-01" purity="6.2547308206558228e-01" nType="0">
1833 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7303258478641510e-03" rms="4.7961905598640442e-01" purity="6.0297608375549316e-01" nType="-99"/>
1834 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1272795964032412e-03" rms="4.6688961982727051e-01" purity="6.4334070682525635e-01" nType="-99"/>
1835 </Node>
1836 </Node>
1837 </BinaryTree>
1838 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="154">
1839 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.5549045801162720e-01" cType="1" res="9.7549724159762263e-04" rms="4.5274960994720459e-01" purity="4.9927482008934021e-01" nType="0">
1840 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.1207349896430969e-01" cType="1" res="-7.0617320016026497e-03" rms="4.5049366354942322e-01" purity="4.5186364650726318e-01" nType="0">
1841 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5522530563175678e-03" rms="4.4352042675018311e-01" purity="3.5763260722160339e-01" nType="-99"/>
1842 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9190002717077732e-03" rms="4.6507847309112549e-01" purity="6.6673487424850464e-01" nType="-99"/>
1843 </Node>
1844 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="9.7619047164916992e+00" cType="1" res="3.3583298325538635e-02" rms="4.6035203337669373e-01" purity="6.9162642955780029e-01" nType="0">
1845 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7043558880686760e-02" rms="4.5392003655433655e-01" purity="7.0602458715438843e-01" nType="-99"/>
1846 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7963097672909498e-03" rms="4.6203514933586121e-01" purity="6.8444412946701050e-01" nType="-99"/>
1847 </Node>
1848 </Node>
1849 </BinaryTree>
1850 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="155">
1851 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="9.0776458382606506e-03" rms="4.5599114894866943e-01" purity="5.0582379102706909e-01" nType="0">
1852 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.4770535826683044e-01" cType="1" res="3.7251219153404236e-02" rms="4.3774008750915527e-01" purity="4.3716809153556824e-01" nType="0">
1853 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0444052293896675e-02" rms="4.0948805212974548e-01" purity="3.3341100811958313e-01" nType="-99"/>
1854 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4681148352101445e-04" rms="4.7115540504455566e-01" purity="5.7984793186187744e-01" nType="-99"/>
1855 </Node>
1856 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2856398969888687e-02" cType="1" res="3.9956094697117805e-03" rms="4.5902207493782043e-01" purity="5.1820808649063110e-01" nType="0">
1857 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9517592154443264e-03" rms="4.5789226889610291e-01" purity="5.1950901746749878e-01" nType="-99"/>
1858 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1512450873851776e-02" rms="4.7026544809341431e-01" purity="5.0106030702590942e-01" nType="-99"/>
1859 </Node>
1860 </Node>
1861 </BinaryTree>
1862 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="156">
1863 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="-9.9975941702723503e-03" rms="4.4903534650802612e-01" purity="4.9000874161720276e-01" nType="0">
1864 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.2571430206298828e+01" cType="1" res="-1.3503415510058403e-02" rms="4.4941270351409912e-01" purity="4.8657444119453430e-01" nType="0">
1865 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7403051499277353e-03" rms="4.4971731305122375e-01" purity="4.8902139067649841e-01" nType="-99"/>
1866 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6596140339970589e-02" rms="4.3740367889404297e-01" purity="4.2243510484695435e-01" nType="-99"/>
1867 </Node>
1868 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1923449113965034e-02" cType="1" res="3.3229004591703415e-02" rms="4.4207745790481567e-01" purity="5.3235298395156860e-01" nType="0">
1869 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9704130291938782e-03" rms="4.2855015397071838e-01" purity="4.3921697139739990e-01" nType="-99"/>
1870 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9687093794345856e-02" rms="4.4651323556900024e-01" purity="6.0837441682815552e-01" nType="-99"/>
1871 </Node>
1872 </Node>
1873 </BinaryTree>
1874 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="157">
1875 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-1.4925285940989852e-03" rms="4.4930279254913330e-01" purity="5.0045073032379150e-01" nType="0">
1876 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3806863464415073e-03" cType="1" res="-2.8787788003683090e-02" rms="4.1863372921943665e-01" purity="3.8965585827827454e-01" nType="0">
1877 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1827416718006134e-02" rms="4.1517701745033264e-01" purity="5.1562517881393433e-01" nType="-99"/>
1878 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2726821005344391e-02" rms="4.1746860742568970e-01" purity="3.5654169321060181e-01" nType="-99"/>
1879 </Node>
1880 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3000000000000000e+01" cType="1" res="4.7721303999423981e-03" rms="4.5582029223442078e-01" purity="5.2587980031967163e-01" nType="0">
1881 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4773151427507401e-03" rms="4.5206493139266968e-01" purity="5.5271857976913452e-01" nType="-99"/>
1882 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6149293929338455e-04" rms="4.5671448111534119e-01" purity="5.1716452836990356e-01" nType="-99"/>
1883 </Node>
1884 </Node>
1885 </BinaryTree>
1886 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="158">
1887 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3806037381291389e-02" cType="1" res="-5.2350526675581932e-04" rms="4.5026654005050659e-01" purity="4.9872487783432007e-01" nType="0">
1888 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0400919020175934e-02" cType="1" res="1.1885805986821651e-02" rms="4.4357615709304810e-01" purity="4.8922628164291382e-01" nType="0">
1889 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0117728319019079e-04" rms="4.4445586204528809e-01" purity="4.7379261255264282e-01" nType="-99"/>
1890 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5997381657361984e-02" rms="4.2118635773658752e-01" purity="6.5868300199508667e-01" nType="-99"/>
1891 </Node>
1892 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8770683109760284e-02" cType="1" res="-2.9003117233514786e-02" rms="4.6400436758995056e-01" purity="5.2052438259124756e-01" nType="0">
1893 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4218096621334553e-02" rms="4.5385998487472534e-01" purity="5.0571614503860474e-01" nType="-99"/>
1894 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9055405650287867e-03" rms="4.7463327646255493e-01" purity="5.4206568002700806e-01" nType="-99"/>
1895 </Node>
1896 </Node>
1897 </BinaryTree>
1898 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="159">
1899 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3805448785424232e-02" cType="1" res="-9.6791898831725121e-03" rms="4.5270740985870361e-01" purity="4.8508790135383606e-01" nType="0">
1900 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4008058719336987e-03" cType="1" res="3.5960017703473568e-03" rms="4.4838309288024902e-01" purity="4.7731283307075500e-01" nType="0">
1901 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8887617886066437e-03" rms="4.5778369903564453e-01" purity="5.2155464887619019e-01" nType="-99"/>
1902 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3312121154740453e-03" rms="4.4280469417572021e-01" purity="4.5265927910804749e-01" nType="-99"/>
1903 </Node>
1904 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0041690915822983e-02" cType="1" res="-3.9683442562818527e-02" rms="4.6092563867568970e-01" purity="5.0266093015670776e-01" nType="0">
1905 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8197560682892799e-02" rms="4.6019381284713745e-01" purity="4.4120067358016968e-01" nType="-99"/>
1906 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5366858616471291e-03" rms="4.6049889922142029e-01" purity="5.2135127782821655e-01" nType="-99"/>
1907 </Node>
1908 </Node>
1909 </BinaryTree>
1910 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="160">
1911 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="8.3331083878874779e-03" rms="4.5371302962303162e-01" purity="5.0268316268920898e-01" nType="0">
1912 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4037419110536575e-02" rms="4.2815130949020386e-01" purity="3.4684830904006958e-01" nType="-99"/>
1913 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4328474998474121e+00" cType="1" res="6.2614525668323040e-03" rms="4.5485863089561462e-01" purity="5.1049995422363281e-01" nType="0">
1914 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3111589252948761e-03" rms="4.5328238606452942e-01" purity="4.9909842014312744e-01" nType="-99"/>
1915 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8172633871436119e-03" rms="4.6850579977035522e-01" purity="6.1965239048004150e-01" nType="-99"/>
1916 </Node>
1917 </Node>
1918 </BinaryTree>
1919 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="161">
1920 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3809723854064941e+00" cType="1" res="6.0077602975070477e-03" rms="4.5577967166900635e-01" purity="5.0081157684326172e-01" nType="0">
1921 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3798713460564613e-02" cType="1" res="9.4534866511821747e-03" rms="4.5554077625274658e-01" purity="5.0037932395935059e-01" nType="0">
1922 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6243701470084488e-04" rms="4.5058453083038330e-01" purity="4.6847048401832581e-01" nType="-99"/>
1923 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5397756882011890e-03" rms="4.6498519182205200e-01" purity="5.6771248579025269e-01" nType="-99"/>
1924 </Node>
1925 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1503770723938942e-02" rms="4.5135927200317383e-01" purity="5.1334095001220703e-01" nType="-99"/>
1926 </Node>
1927 </BinaryTree>
1928 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="162">
1929 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="2.7499962016008794e-04" rms="4.5355892181396484e-01" purity="4.9631491303443909e-01" nType="0">
1930 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.2025305032730103e-01" cType="1" res="3.5272757522761822e-03" rms="4.5291602611541748e-01" purity="4.9740120768547058e-01" nType="0">
1931 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6065504644066095e-03" rms="4.4508677721023560e-01" purity="4.6825447678565979e-01" nType="-99"/>
1932 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0705452449619770e-03" rms="4.7992491722106934e-01" purity="6.0544389486312866e-01" nType="-99"/>
1933 </Node>
1934 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5421371906995773e-02" rms="4.6157675981521606e-01" purity="4.7362208366394043e-01" nType="-99"/>
1935 </Node>
1936 </BinaryTree>
1937 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="163">
1938 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="7.1243643760681152e-03" rms="4.4978564977645874e-01" purity="5.0609451532363892e-01" nType="0">
1939 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.7353880405426025e-01" cType="1" res="1.4760745689272881e-02" rms="4.4766485691070557e-01" purity="5.1629364490509033e-01" nType="0">
1940 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7280919710174203e-03" rms="4.4785964488983154e-01" purity="4.6691671013832092e-01" nType="-99"/>
1941 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0395661927759647e-02" rms="4.4560125470161438e-01" purity="7.1047258377075195e-01" nType="-99"/>
1942 </Node>
1943 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0920933932065964e-02" cType="1" res="-5.4461948573589325e-02" rms="4.6194586157798767e-01" purity="4.2383983731269836e-01" nType="0">
1944 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8432028591632843e-02" rms="4.6369287371635437e-01" purity="3.7641805410385132e-01" nType="-99"/>
1945 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6967355040833354e-03" rms="4.5122662186622620e-01" purity="5.5896991491317749e-01" nType="-99"/>
1946 </Node>
1947 </Node>
1948 </BinaryTree>
1949 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="164">
1950 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-5.8465223992243409e-04" rms="4.4969961047172546e-01" purity="4.9983057379722595e-01" nType="0">
1951 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1432590484619141e+00" cType="1" res="-1.5989746898412704e-02" rms="4.4219312071800232e-01" purity="4.7647047042846680e-01" nType="0">
1952 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3183794952929020e-03" rms="4.4150704145431519e-01" purity="4.5941805839538574e-01" nType="-99"/>
1953 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2050700373947620e-02" rms="4.4534635543823242e-01" purity="6.9290423393249512e-01" nType="-99"/>
1954 </Node>
1955 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1438024751842022e-03" cType="1" res="1.8999973312020302e-02" rms="4.5831853151321411e-01" purity="5.2952843904495239e-01" nType="0">
1956 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4111750060692430e-03" rms="4.6594226360321045e-01" purity="4.7185149788856506e-01" nType="-99"/>
1957 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.7020376920700073e-03" rms="4.5320987701416016e-01" purity="5.6298065185546875e-01" nType="-99"/>
1958 </Node>
1959 </Node>
1960 </BinaryTree>
1961 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="165">
1962 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.4011412858963013e+00" cType="1" res="5.7070590555667877e-03" rms="4.5450335741043091e-01" purity="5.0170600414276123e-01" nType="0">
1963 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="6.9644808769226074e-01" cType="1" res="2.4318702053278685e-03" rms="4.5592272281646729e-01" purity="4.8474818468093872e-01" nType="0">
1964 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5504156947135925e-03" rms="4.4805335998535156e-01" purity="4.6427643299102783e-01" nType="-99"/>
1965 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0983185432851315e-03" rms="4.8770192265510559e-01" purity="5.7531630992889404e-01" nType="-99"/>
1966 </Node>
1967 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2752765789628029e-02" rms="4.3067291378974915e-01" purity="7.4702644348144531e-01" nType="-99"/>
1968 </Node>
1969 </BinaryTree>
1970 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="166">
1971 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9042728468775749e-02" cType="1" res="-5.9645655564963818e-03" rms="4.4809424877166748e-01" purity="4.9787282943725586e-01" nType="0">
1972 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1699202060699463e-01" cType="1" res="9.3068769201636314e-03" rms="4.3973794579505920e-01" purity="4.8956033587455750e-01" nType="0">
1973 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6157141439616680e-03" rms="4.1031694412231445e-01" purity="2.8773078322410583e-01" nType="-99"/>
1974 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6176983527839184e-03" rms="4.6363517642021179e-01" purity="6.7072951793670654e-01" nType="-99"/>
1975 </Node>
1976 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1989900618791580e-02" cType="1" res="-3.2864760607481003e-02" rms="4.6121835708618164e-01" purity="5.1251494884490967e-01" nType="0">
1977 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1758114919066429e-02" rms="4.4660913944244385e-01" purity="4.1728860139846802e-01" nType="-99"/>
1978 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2744291499257088e-03" rms="4.6224421262741089e-01" purity="5.2203303575515747e-01" nType="-99"/>
1979 </Node>
1980 </Node>
1981 </BinaryTree>
1982 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="167">
1983 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1901852674782276e-02" cType="1" res="1.4522554120048881e-03" rms="4.5157146453857422e-01" purity="5.0104022026062012e-01" nType="0">
1984 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.0677607804536819e-03" cType="1" res="-1.3536601327359676e-02" rms="4.4416695833206177e-01" purity="4.4593405723571777e-01" nType="0">
1985 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6390900127589703e-03" rms="4.4561377167701721e-01" purity="4.6152269840240479e-01" nType="-99"/>
1986 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8809631466865540e-02" rms="4.2672646045684814e-01" purity="3.1108814477920532e-01" nType="-99"/>
1987 </Node>
1988 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="1.5704492107033730e-02" rms="4.5804646611213684e-01" purity="5.5343824625015259e-01" nType="0">
1989 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6207559034228325e-02" rms="4.6253719925880432e-01" purity="4.9917438626289368e-01" nType="-99"/>
1990 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3556467648595572e-04" rms="4.5599570870399475e-01" purity="5.6711232662200928e-01" nType="-99"/>
1991 </Node>
1992 </Node>
1993 </BinaryTree>
1994 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="168">
1995 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3811066057533026e-03" cType="1" res="8.9317671954631805e-03" rms="4.5089283585548401e-01" purity="5.1310956478118896e-01" nType="0">
1996 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.9392571933567524e-04" cType="1" res="3.1955052167177200e-02" rms="4.4641050696372986e-01" purity="5.6547647714614868e-01" nType="0">
1997 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5403608791530132e-02" rms="4.6269580721855164e-01" purity="5.9358328580856323e-01" nType="-99"/>
1998 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2264406327158213e-03" rms="4.3519437313079834e-01" purity="5.4844987392425537e-01" nType="-99"/>
1999 </Node>
2000 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5456994324922562e-02" cType="1" res="3.5315868444740772e-03" rms="4.5176789164543152e-01" purity="5.0082671642303467e-01" nType="0">
2001 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2162522984435782e-05" rms="4.5166325569152832e-01" purity="4.9437987804412842e-01" nType="-99"/>
2002 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1240788735449314e-02" rms="4.5065346360206604e-01" purity="5.8846962451934814e-01" nType="-99"/>
2003 </Node>
2004 </Node>
2005 </BinaryTree>
2006 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="169">
2007 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-4.5579173602163792e-03" rms="4.5259749889373779e-01" purity="4.9386674165725708e-01" nType="0">
2008 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.5789039134979248e-01" cType="1" res="-3.5734850913286209e-02" rms="4.2417865991592407e-01" purity="3.7285533547401428e-01" nType="0">
2009 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9271899256855249e-03" rms="3.7396666407585144e-01" purity="2.6356795430183411e-01" nType="-99"/>
2010 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5685249119997025e-02" rms="4.8122176527976990e-01" purity="5.1966333389282227e-01" nType="-99"/>
2011 </Node>
2012 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.5000000000000000e+01" cType="1" res="2.3673414252698421e-03" rms="4.5838344097137451e-01" purity="5.2074670791625977e-01" nType="0">
2013 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7376560259144753e-05" rms="4.5729085803031921e-01" purity="5.2081030607223511e-01" nType="-99"/>
2014 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7652913928031921e-02" rms="4.8074084520339966e-01" purity="5.1906973123550415e-01" nType="-99"/>
2015 </Node>
2016 </Node>
2017 </BinaryTree>
2018 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="170">
2019 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5238918438553810e-03" cType="1" res="1.4700891915708780e-04" rms="4.5072647929191589e-01" purity="4.9893724918365479e-01" nType="0">
2020 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="1.3806090690195560e-02" rms="4.4856333732604980e-01" purity="4.8089921474456787e-01" nType="0">
2021 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2235554866492748e-02" rms="4.3694052100181580e-01" purity="4.8595288395881653e-01" nType="-99"/>
2022 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4354318156838417e-03" rms="4.5570129156112671e-01" purity="4.7707876563072205e-01" nType="-99"/>
2023 </Node>
2024 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5247740745544434e-01" cType="1" res="-1.1636500246822834e-02" rms="4.5225292444229126e-01" purity="5.1449841260910034e-01" nType="0">
2025 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9074717536568642e-02" rms="3.5354012250900269e-01" purity="1.8343329429626465e-01" nType="-99"/>
2026 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0183439590036869e-03" rms="4.7746962308883667e-01" purity="6.1674278974533081e-01" nType="-99"/>
2027 </Node>
2028 </Node>
2029 </BinaryTree>
2030 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="171">
2031 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="4.7072954475879669e-03" rms="4.5087546110153198e-01" purity="5.0652557611465454e-01" nType="0">
2032 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5428571701049805e+01" cType="1" res="-3.0273986980319023e-02" rms="4.5510008931159973e-01" purity="4.9202859401702881e-01" nType="0">
2033 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2797275849152356e-04" rms="4.4449529051780701e-01" purity="5.0886780023574829e-01" nType="-99"/>
2034 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4859458431601524e-02" rms="4.6360716223716736e-01" purity="4.7476407885551453e-01" nType="-99"/>
2035 </Node>
2036 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4411652982234955e-01" cType="1" res="1.1854512616991997e-02" rms="4.4967275857925415e-01" purity="5.0948756933212280e-01" nType="0">
2037 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1313342256471515e-03" rms="3.8597297668457031e-01" purity="2.0576542615890503e-01" nType="-99"/>
2038 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8765696808695793e-03" rms="4.7159275412559509e-01" purity="6.2541872262954712e-01" nType="-99"/>
2039 </Node>
2040 </Node>
2041 </BinaryTree>
2042 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="172">
2043 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7478190660476685e+00" cType="1" res="5.4850415326654911e-03" rms="4.5525136590003967e-01" purity="5.0467538833618164e-01" nType="0">
2044 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.0444643497467041e-01" cType="1" res="2.2087914403527975e-03" rms="4.5703777670860291e-01" purity="4.8962324857711792e-01" nType="0">
2045 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3130036424845457e-03" rms="4.5090752840042114e-01" purity="4.6448841691017151e-01" nType="-99"/>
2046 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9169870801270008e-03" rms="4.8011672496795654e-01" purity="5.9197783470153809e-01" nType="-99"/>
2047 </Node>
2048 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5599449165165424e-02" rms="4.1837048530578613e-01" purity="7.6976740360260010e-01" nType="-99"/>
2049 </Node>
2050 </BinaryTree>
2051 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="173">
2052 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714253783226013e-02" cType="1" res="-1.0228266473859549e-03" rms="4.5076236128807068e-01" purity="5.0153082609176636e-01" nType="0">
2053 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8909247368574142e-02" cType="1" res="6.2513821758329868e-03" rms="4.4633537530899048e-01" purity="5.0302118062973022e-01" nType="0">
2054 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3284784401766956e-04" rms="4.4510310888290405e-01" purity="4.8607942461967468e-01" nType="-99"/>
2055 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4385391958057880e-02" rms="4.5183777809143066e-01" purity="6.3062626123428345e-01" nType="-99"/>
2056 </Node>
2057 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5703117251396179e-01" cType="1" res="-4.2855985462665558e-02" rms="4.7325640916824341e-01" purity="4.9295988678932190e-01" nType="0">
2058 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1036103591322899e-02" rms="4.4522190093994141e-01" purity="3.2025429606437683e-01" nType="-99"/>
2059 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5467909164726734e-02" rms="4.7904428839683533e-01" purity="5.5018049478530884e-01" nType="-99"/>
2060 </Node>
2061 </Node>
2062 </BinaryTree>
2063 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="174">
2064 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="-5.8129145763814449e-03" rms="4.5129331946372986e-01" purity="4.9362471699714661e-01" nType="0">
2065 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2846102267503738e-02" cType="1" res="-8.2211336120963097e-03" rms="4.5010995864868164e-01" purity="4.9236640334129333e-01" nType="0">
2066 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1429431401193142e-03" rms="4.4783496856689453e-01" purity="4.8595592379570007e-01" nType="-99"/>
2067 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8652364686131477e-03" rms="4.7150534391403198e-01" purity="5.6323641538619995e-01" nType="-99"/>
2068 </Node>
2069 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4484371989965439e-02" rms="4.7783973813056946e-01" purity="5.2801930904388428e-01" nType="-99"/>
2070 </Node>
2071 </BinaryTree>
2072 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="175">
2073 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="3.1016373541206121e-03" rms="4.4790926575660706e-01" purity="5.0555235147476196e-01" nType="0">
2074 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8571428298950195e+01" cType="1" res="8.9868782088160515e-03" rms="4.4693434238433838e-01" purity="5.1327151060104370e-01" nType="0">
2075 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3888425892218947e-03" rms="4.4472008943557739e-01" purity="5.0966930389404297e-01" nType="-99"/>
2076 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1605271846055984e-02" rms="4.9185472726821899e-01" purity="6.0283607244491577e-01" nType="-99"/>
2077 </Node>
2078 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1408347412943840e-02" cType="1" res="-4.1817303746938705e-02" rms="4.5276823639869690e-01" purity="4.4663634896278381e-01" nType="0">
2079 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8320401217788458e-03" rms="4.5374575257301331e-01" purity="4.4092077016830444e-01" nType="-99"/>
2080 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2020861506462097e-02" rms="4.4619047641754150e-01" purity="4.5821896195411682e-01" nType="-99"/>
2081 </Node>
2082 </Node>
2083 </BinaryTree>
2084 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="176">
2085 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3121844530105591e+00" cType="1" res="1.2247264385223389e-02" rms="4.5554393529891968e-01" purity="5.1081222295761108e-01" nType="0">
2086 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.7513589859008789e-01" cType="1" res="1.5931732952594757e-02" rms="4.5437899231910706e-01" purity="5.0093287229537964e-01" nType="0">
2087 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1844573095440865e-03" rms="4.5324563980102539e-01" purity="4.8758682608604431e-01" nType="-99"/>
2088 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2366179376840591e-02" rms="4.6814554929733276e-01" purity="6.8790537118911743e-01" nType="-99"/>
2089 </Node>
2090 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8351603373885155e-03" rms="4.6879476308822632e-01" purity="6.5299391746520996e-01" nType="-99"/>
2091 </Node>
2092 </BinaryTree>
2093 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="177">
2094 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1662610769271851e-01" cType="1" res="-1.1990249622613192e-03" rms="4.5359003543853760e-01" purity="4.9449411034584045e-01" nType="0">
2095 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.7352370917797089e-01" cType="1" res="1.0690229013562202e-02" rms="4.4511145353317261e-01" purity="4.6854472160339355e-01" nType="0">
2096 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8581649363040924e-03" rms="3.4095284342765808e-01" purity="1.4700062572956085e-01" nType="-99"/>
2097 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2578239701688290e-03" rms="4.7510361671447754e-01" purity="5.7949984073638916e-01" nType="-99"/>
2098 </Node>
2099 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-4.2925346642732620e-02" rms="4.7984248399734497e-01" purity="5.8556568622589111e-01" nType="0">
2100 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4092630743980408e-03" rms="4.7586140036582947e-01" purity="6.0529774427413940e-01" nType="-99"/>
2101 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6680549830198288e-02" rms="4.8476368188858032e-01" purity="5.5251544713973999e-01" nType="-99"/>
2102 </Node>
2103 </Node>
2104 </BinaryTree>
2105 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="178">
2106 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095094263553619e-02" cType="1" res="-7.1168355643749237e-03" rms="4.5217996835708618e-01" purity="4.9068382382392883e-01" nType="0">
2107 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4466896206140518e-02" cType="1" res="-1.1659966781735420e-02" rms="4.5169490575790405e-01" purity="4.8018801212310791e-01" nType="0">
2108 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8724872497841716e-03" rms="4.5132476091384888e-01" purity="4.8134496808052063e-01" nType="-99"/>
2109 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3241380229592323e-02" rms="4.5084726810455322e-01" purity="4.5519113540649414e-01" nType="-99"/>
2110 </Node>
2111 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6600762754678726e-02" cType="1" res="2.1729258820414543e-02" rms="4.5418876409530640e-01" purity="5.5732560157775879e-01" nType="0">
2112 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0288893245160580e-02" rms="4.5662602782249451e-01" purity="5.7205146551132202e-01" nType="-99"/>
2113 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1288741603493690e-02" rms="4.3887504935264587e-01" purity="5.1158010959625244e-01" nType="-99"/>
2114 </Node>
2115 </Node>
2116 </BinaryTree>
2117 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="179">
2118 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-1.8183323554694653e-03" rms="4.5340812206268311e-01" purity="4.9811837077140808e-01" nType="0">
2119 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0469426661729813e-02" cType="1" res="-1.6948468983173370e-02" rms="4.4478285312652588e-01" purity="4.7208434343338013e-01" nType="0">
2120 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0276568140834570e-03" rms="4.4241610169410706e-01" purity="4.7613757848739624e-01" nType="-99"/>
2121 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5412051230669022e-02" rms="4.6402415633201599e-01" purity="4.3359243869781494e-01" nType="-99"/>
2122 </Node>
2123 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.0845868587493896e+00" cType="1" res="1.4403483830392361e-02" rms="4.6192690730094910e-01" purity="5.2603083848953247e-01" nType="0">
2124 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9335961230099201e-03" rms="4.6013313531875610e-01" purity="5.2259659767150879e-01" nType="-99"/>
2125 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9087709486484528e-02" rms="4.7722145915031433e-01" purity="5.7744872570037842e-01" nType="-99"/>
2126 </Node>
2127 </Node>
2128 </BinaryTree>
2129 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="180">
2130 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1903991699218750e-01" cType="1" res="-2.7204810176044703e-03" rms="4.5204052329063416e-01" purity="4.9841830134391785e-01" nType="0">
2131 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.1194362044334412e-01" cType="1" res="-1.4338478446006775e-02" rms="4.4578737020492554e-01" purity="4.4516596198081970e-01" nType="0">
2132 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1675625108182430e-02" rms="4.2169731855392456e-01" purity="2.6434913277626038e-01" nType="-99"/>
2133 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7081937771290541e-03" rms="4.6933075785636902e-01" purity="6.4723932743072510e-01" nType="-99"/>
2134 </Node>
2135 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7734095714986324e-03" cType="1" res="3.1186845153570175e-02" rms="4.6816912293434143e-01" purity="6.5383595228195190e-01" nType="0">
2136 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2448404282331467e-03" rms="4.6155121922492981e-01" purity="6.3347375392913818e-01" nType="-99"/>
2137 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1160056106746197e-02" rms="4.6831706166267395e-01" purity="6.5989643335342407e-01" nType="-99"/>
2138 </Node>
2139 </Node>
2140 </BinaryTree>
2141 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="181">
2142 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="7.5270710512995720e-03" rms="4.5362702012062073e-01" purity="5.0473260879516602e-01" nType="0">
2143 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4189636707305908e+00" cType="1" res="-8.0070989206433296e-03" rms="4.4516503810882568e-01" purity="4.7603696584701538e-01" nType="0">
2144 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2846389114856720e-03" rms="4.4461601972579956e-01" purity="4.4170457124710083e-01" nType="-99"/>
2145 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1489231139421463e-02" rms="4.4446113705635071e-01" purity="6.9647985696792603e-01" nType="-99"/>
2146 </Node>
2147 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.6142856597900391e+01" cType="1" res="2.3966632783412933e-02" rms="4.6184486150741577e-01" purity="5.3510087728500366e-01" nType="0">
2148 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6829269267618656e-03" rms="4.6155139803886414e-01" purity="5.3443241119384766e-01" nType="-99"/>
2149 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0793799310922623e-02" rms="4.6170932054519653e-01" purity="5.4575669765472412e-01" nType="-99"/>
2150 </Node>
2151 </Node>
2152 </BinaryTree>
2153 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="182">
2154 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="1.1215856298804283e-02" rms="4.5139196515083313e-01" purity="5.1341098546981812e-01" nType="0">
2155 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="7.1428570747375488e+00" cType="1" res="1.8491486087441444e-02" rms="4.5004785060882568e-01" purity="5.2340251207351685e-01" nType="0">
2156 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4327391050755978e-02" rms="4.3941092491149902e-01" purity="4.6105962991714478e-01" nType="-99"/>
2157 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5496871676295996e-03" rms="4.5194190740585327e-01" purity="5.3695654869079590e-01" nType="-99"/>
2158 </Node>
2159 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9021743908524513e-02" cType="1" res="-4.5512609183788300e-02" rms="4.5778924226760864e-01" purity="4.3550655245780945e-01" nType="0">
2160 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2370857875794172e-03" rms="4.5732465386390686e-01" purity="4.4541338086128235e-01" nType="-99"/>
2161 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8720067813992500e-02" rms="4.4797173142433167e-01" purity="4.1576230525970459e-01" nType="-99"/>
2162 </Node>
2163 </Node>
2164 </BinaryTree>
2165 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="183">
2166 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.7062569968402386e-03" rms="4.5247435569763184e-01" purity="4.9464309215545654e-01" nType="0">
2167 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6293350607156754e-02" rms="4.2367017269134521e-01" purity="3.8626390695571899e-01" nType="-99"/>
2168 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7571428298950195e+01" cType="1" res="-4.9129757098853588e-03" rms="4.5369139313697815e-01" purity="5.0027346611022949e-01" nType="0">
2169 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4056748263537884e-03" rms="4.5171079039573669e-01" purity="4.8426467180252075e-01" nType="-99"/>
2170 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2260354124009609e-03" rms="4.5577424764633179e-01" purity="5.1889556646347046e-01" nType="-99"/>
2171 </Node>
2172 </Node>
2173 </BinaryTree>
2174 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="184">
2175 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="1.0683238506317139e-02" rms="4.5197224617004395e-01" purity="5.1119095087051392e-01" nType="0">
2176 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5237316563725471e-03" cType="1" res="4.9444232136011124e-03" rms="4.5037844777107239e-01" purity="5.0689923763275146e-01" nType="0">
2177 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1078257597982883e-03" rms="4.4120553135871887e-01" purity="4.6299937367439270e-01" nType="-99"/>
2178 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4544511474668980e-03" rms="4.5709398388862610e-01" purity="5.4193395376205444e-01" nType="-99"/>
2179 </Node>
2180 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.5142856597900391e+01" cType="1" res="7.3463000357151031e-02" rms="4.6444618701934814e-01" purity="5.5813997983932495e-01" nType="0">
2181 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3329673334956169e-02" rms="4.6001520752906799e-01" purity="5.9128165245056152e-01" nType="-99"/>
2182 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5058808065950871e-03" rms="4.6943306922912598e-01" purity="4.8993062973022461e-01" nType="-99"/>
2183 </Node>
2184 </Node>
2185 </BinaryTree>
2186 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="185">
2187 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8563992977142334e+00" cType="1" res="5.4382965900003910e-03" rms="4.4983771443367004e-01" purity="5.0923061370849609e-01" nType="0">
2188 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.3491991162300110e-01" cType="1" res="7.7858883887529373e-03" rms="4.4942206144332886e-01" purity="5.0880825519561768e-01" nType="0">
2189 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0802808254957199e-03" rms="3.8437178730964661e-01" purity="2.2678548097610474e-01" nType="-99"/>
2190 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6445595324039459e-03" rms="4.6975070238113403e-01" purity="6.0739469528198242e-01" nType="-99"/>
2191 </Node>
2192 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8714046105742455e-02" rms="4.5654085278511047e-01" purity="5.2491623163223267e-01" nType="-99"/>
2193 </Node>
2194 </BinaryTree>
2195 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="186">
2196 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="3.1592996674589813e-04" rms="4.5253479480743408e-01" purity="5.0035178661346436e-01" nType="0">
2197 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1220481395721436e-01" cType="1" res="-2.8844710439443588e-02" rms="4.1619798541069031e-01" purity="3.8609713315963745e-01" nType="0">
2198 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7799271047115326e-02" rms="2.8014594316482544e-01" purity="9.5296502113342285e-02" nType="-99"/>
2199 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9181197108700871e-04" rms="4.8266938328742981e-01" purity="5.7427728176116943e-01" nType="-99"/>
2200 </Node>
2201 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="7.0049641653895378e-03" rms="4.6020534634590149e-01" purity="5.2656018733978271e-01" nType="0">
2202 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4968848600983620e-03" rms="4.5167842507362366e-01" purity="3.8203448057174683e-01" nType="-99"/>
2203 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4207769893109798e-03" rms="4.6722528338432312e-01" purity="6.5949106216430664e-01" nType="-99"/>
2204 </Node>
2205 </Node>
2206 </BinaryTree>
2207 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="187">
2208 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.1666486263275146e+00" cType="1" res="2.1696859039366245e-03" rms="4.5126983523368835e-01" purity="5.0371551513671875e-01" nType="0">
2209 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1907379142940044e-02" cType="1" res="-1.6419814201071858e-03" rms="4.5204672217369080e-01" purity="4.8144277930259705e-01" nType="0">
2210 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9310380816459656e-03" rms="4.4756773114204407e-01" purity="4.2141938209533691e-01" nType="-99"/>
2211 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6735996361821890e-03" rms="4.5584073662757874e-01" purity="5.3792518377304077e-01" nType="-99"/>
2212 </Node>
2213 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9072895869612694e-02" cType="1" res="4.0145453065633774e-02" rms="4.4166237115859985e-01" purity="7.2561985254287720e-01" nType="0">
2214 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5210561454296112e-02" rms="4.3209362030029297e-01" purity="7.5067931413650513e-01" nType="-99"/>
2215 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6473524738103151e-03" rms="4.5265728235244751e-01" purity="6.9047838449478149e-01" nType="-99"/>
2216 </Node>
2217 </Node>
2218 </BinaryTree>
2219 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="188">
2220 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2849726974964142e-02" cType="1" res="-8.3456896245479584e-03" rms="4.4881257414817810e-01" purity="4.9790072441101074e-01" nType="0">
2221 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7903034090995789e-01" cType="1" res="-1.2833656743168831e-02" rms="4.4731837511062622e-01" purity="4.9042832851409912e-01" nType="0">
2222 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3634010255336761e-03" rms="4.3373554944992065e-01" purity="3.8742133975028992e-01" nType="-99"/>
2223 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2392126488266513e-05" rms="4.6733820438385010e-01" purity="6.5030604600906372e-01" nType="-99"/>
2224 </Node>
2225 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5573357492685318e-02" cType="1" res="4.1495602577924728e-02" rms="4.6216371655464172e-01" purity="5.8088582754135132e-01" nType="0">
2226 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0703865215182304e-02" rms="4.4794386625289917e-01" purity="6.3756871223449707e-01" nType="-99"/>
2227 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2098023435100913e-03" rms="4.6877244114875793e-01" purity="5.4018652439117432e-01" nType="-99"/>
2228 </Node>
2229 </Node>
2230 </BinaryTree>
2231 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="189">
2232 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.8181337118148804e-01" cType="1" res="8.9807175099849701e-03" rms="4.4976595044136047e-01" purity="5.1055759191513062e-01" nType="0">
2233 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.9761567711830139e-01" cType="1" res="1.8276397138834000e-02" rms="4.3976935744285583e-01" purity="4.3341067433357239e-01" nType="0">
2234 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6414432320743799e-03" rms="4.3761375546455383e-01" purity="3.6529898643493652e-01" nType="-99"/>
2235 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4916311018168926e-02" rms="4.4510489702224731e-01" purity="7.1063327789306641e-01" nType="-99"/>
2236 </Node>
2237 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3818442132323980e-03" cType="1" res="-6.7431805655360222e-03" rms="4.6576562523841858e-01" purity="6.4105373620986938e-01" nType="0">
2238 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1711253784596920e-02" rms="4.2666018009185791e-01" purity="7.4496680498123169e-01" nType="-99"/>
2239 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9627919904887676e-03" rms="4.7246167063713074e-01" purity="6.2024372816085815e-01" nType="-99"/>
2240 </Node>
2241 </Node>
2242 </BinaryTree>
2243 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="190">
2244 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="4.4221370480954647e-03" rms="4.5189648866653442e-01" purity="5.0511813163757324e-01" nType="0">
2245 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5291481763124466e-02" rms="3.4729591012001038e-01" purity="1.8145899474620819e-01" nType="-99"/>
2246 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3327564597129822e-02" cType="1" res="9.2876497656106949e-03" rms="4.5483624935150146e-01" purity="5.1785850524902344e-01" nType="0">
2247 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0576267056167126e-03" rms="4.5315909385681152e-01" purity="5.1382458209991455e-01" nType="-99"/>
2248 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3007481619715691e-03" rms="4.6073833107948303e-01" purity="5.3552407026290894e-01" nType="-99"/>
2249 </Node>
2250 </Node>
2251 </BinaryTree>
2252 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="191">
2253 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="7.6889554038643837e-03" rms="4.5564839243888855e-01" purity="5.0804525613784790e-01" nType="0">
2254 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3759575560688972e-02" rms="4.1295579075813293e-01" purity="3.9800551533699036e-01" nType="-99"/>
2255 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1205669641494751e-01" cType="1" res="3.8501045200973749e-03" rms="4.5734333992004395e-01" purity="5.1355439424514771e-01" nType="0">
2256 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0706528127193451e-03" rms="4.3928658962249756e-01" purity="3.3498546481132507e-01" nType="-99"/>
2257 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7124054720625281e-03" rms="4.7010856866836548e-01" purity="6.4747220277786255e-01" nType="-99"/>
2258 </Node>
2259 </Node>
2260 </BinaryTree>
2261 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="192">
2262 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1411211974918842e-03" cType="1" res="5.3611686453223228e-03" rms="4.5395874977111816e-01" purity="5.0902748107910156e-01" nType="0">
2263 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.3142856597900391e+01" cType="1" res="2.3838223889470100e-02" rms="4.4296652078628540e-01" purity="5.1079058647155762e-01" nType="0">
2264 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4039363013580441e-03" rms="4.3357133865356445e-01" purity="4.8908519744873047e-01" nType="-99"/>
2265 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7239453271031380e-02" rms="4.6331590414047241e-01" purity="5.6793260574340820e-01" nType="-99"/>
2266 </Node>
2267 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1716603636741638e-01" cType="1" res="-7.0681483484804630e-03" rms="4.6078908443450928e-01" purity="5.0784146785736084e-01" nType="0">
2268 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7951050326228142e-03" rms="4.2853882908821106e-01" purity="3.2910364866256714e-01" nType="-99"/>
2269 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4944337569177151e-03" rms="4.7908475995063782e-01" purity="6.1778688430786133e-01" nType="-99"/>
2270 </Node>
2271 </Node>
2272 </BinaryTree>
2273 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="193">
2274 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1834862232208252e-01" cType="1" res="-2.4228198453783989e-03" rms="4.5078212022781372e-01" purity="4.9972915649414062e-01" nType="0">
2275 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.8158984184265137e-02" cType="1" res="-1.2961246073246002e-02" rms="4.4598644971847534e-01" purity="4.4289562106132507e-01" nType="0">
2276 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5342779532074928e-03" rms="3.7130844593048096e-01" purity="2.0938506722450256e-01" nType="-99"/>
2277 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5446101576089859e-03" rms="4.5642131567001343e-01" purity="4.7993889451026917e-01" nType="-99"/>
2278 </Node>
2279 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.2215263843536377e-01" cType="1" res="2.7006665244698524e-02" rms="4.6264246106147766e-01" purity="6.5844184160232544e-01" nType="0">
2280 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4708876628428698e-03" rms="4.7377255558967590e-01" purity="6.1838680505752563e-01" nType="-99"/>
2281 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9401593431830406e-03" rms="4.5856219530105591e-01" purity="6.7021936178207397e-01" nType="-99"/>
2282 </Node>
2283 </Node>
2284 </BinaryTree>
2285 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="194">
2286 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="5.1064891740679741e-03" rms="4.5213010907173157e-01" purity="5.0970917940139771e-01" nType="0">
2287 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="1.9400484859943390e-02" rms="4.4443845748901367e-01" purity="5.1640111207962036e-01" nType="0">
2288 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3389840722084045e-02" rms="4.2907273769378662e-01" purity="5.8940994739532471e-01" nType="-99"/>
2289 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8688381426036358e-03" rms="4.4774696230888367e-01" purity="4.9862736463546753e-01" nType="-99"/>
2290 </Node>
2291 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.1571428298950195e+01" cType="1" res="-1.5497870743274689e-02" rms="4.6221542358398438e-01" purity="5.0006294250488281e-01" nType="0">
2292 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3372911140322685e-02" rms="4.5941233634948730e-01" purity="4.6517661213874817e-01" nType="-99"/>
2293 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5749904933909420e-06" rms="4.6231359243392944e-01" purity="5.1314091682434082e-01" nType="-99"/>
2294 </Node>
2295 </Node>
2296 </BinaryTree>
2297 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="195">
2298 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="5.1107122562825680e-03" rms="4.5291653275489807e-01" purity="5.0864005088806152e-01" nType="0">
2299 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4285987243056297e-02" cType="1" res="9.6628535538911819e-03" rms="4.5168372988700867e-01" purity="5.1459383964538574e-01" nType="0">
2300 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9212528392672539e-03" rms="4.4695115089416504e-01" purity="4.9263706803321838e-01" nType="-99"/>
2301 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7067454801872373e-04" rms="4.5726835727691650e-01" purity="5.4225295782089233e-01" nType="-99"/>
2302 </Node>
2303 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3458866402506828e-02" rms="4.6829694509506226e-01" purity="3.7342175841331482e-01" nType="-99"/>
2304 </Node>
2305 </BinaryTree>
2306 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="196">
2307 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1902008205652237e-02" cType="1" res="1.2316653737798333e-03" rms="4.4810876250267029e-01" purity="5.1138687133789062e-01" nType="0">
2308 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4054998159408569e-01" cType="1" res="-1.5542015433311462e-02" rms="4.4675549864768982e-01" purity="4.5119071006774902e-01" nType="0">
2309 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6229412760585546e-03" rms="3.9974728226661682e-01" purity="2.3922231793403625e-01" nType="-99"/>
2310 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0894816890358925e-03" rms="4.7495821118354797e-01" purity="5.9307867288589478e-01" nType="-99"/>
2311 </Node>
2312 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5217837095260620e-01" cType="1" res="1.6654046252369881e-02" rms="4.4879654049873352e-01" purity="5.6673359870910645e-01" nType="0">
2313 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3117523863911629e-02" rms="3.8339346647262573e-01" purity="2.0839555561542511e-01" nType="-99"/>
2314 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3779406957328320e-03" rms="4.6341186761856079e-01" purity="6.6291111707687378e-01" nType="-99"/>
2315 </Node>
2316 </Node>
2317 </BinaryTree>
2318 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="197">
2319 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3804293945431709e-02" cType="1" res="-2.0071505568921566e-03" rms="4.5467752218246460e-01" purity="4.9789321422576904e-01" nType="0">
2320 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1534293889999390e-02" cType="1" res="1.1106591671705246e-02" rms="4.5107913017272949e-01" purity="4.9166619777679443e-01" nType="0">
2321 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4070570468902588e-03" rms="4.5149928331375122e-01" purity="4.8057892918586731e-01" nType="-99"/>
2322 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3005433380603790e-02" rms="4.3558001518249512e-01" purity="6.6529971361160278e-01" nType="-99"/>
2323 </Node>
2324 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6246983110904694e-02" cType="1" res="-3.2874088734388351e-02" rms="4.6156877279281616e-01" purity="5.1255023479461670e-01" nType="0">
2325 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5172636210918427e-03" rms="4.6120843291282654e-01" purity="5.0624531507492065e-01" nType="-99"/>
2326 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6156699750572443e-03" rms="4.6126839518547058e-01" purity="5.5086636543273926e-01" nType="-99"/>
2327 </Node>
2328 </Node>
2329 </BinaryTree>
2330 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="198">
2331 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-9.1844918206334114e-03" rms="4.4507780671119690e-01" purity="4.9539196491241455e-01" nType="0">
2332 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0469150990247726e-02" cType="1" res="8.9773861691355705e-03" rms="4.3460750579833984e-01" purity="4.8208060860633850e-01" nType="0">
2333 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9708299338817596e-03" rms="4.3089589476585388e-01" purity="4.9551066756248474e-01" nType="-99"/>
2334 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4686558172106743e-02" rms="4.5824220776557922e-01" purity="3.3753621578216553e-01" nType="-99"/>
2335 </Node>
2336 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3857143402099609e+01" cType="1" res="-2.0489051938056946e-02" rms="4.5110324025154114e-01" purity="5.0367742776870728e-01" nType="0">
2337 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9399125166237354e-03" rms="4.5078852772712708e-01" purity="5.0165820121765137e-01" nType="-99"/>
2338 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1223389767110348e-02" rms="4.5040223002433777e-01" purity="5.3375524282455444e-01" nType="-99"/>
2339 </Node>
2340 </Node>
2341 </BinaryTree>
2342 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="199">
2343 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="-7.2457524947822094e-03" rms="4.4797229766845703e-01" purity="4.9483382701873779e-01" nType="0">
2344 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.8387178778648376e-01" cType="1" res="1.1102734133601189e-02" rms="4.5058110356330872e-01" purity="5.4663711786270142e-01" nType="0">
2345 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9812899455428123e-03" rms="4.5178195834159851e-01" purity="4.8808300495147705e-01" nType="-99"/>
2346 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5773806311190128e-03" rms="4.4507426023483276e-01" purity="6.8644195795059204e-01" nType="-99"/>
2347 </Node>
2348 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.1841826215386391e-03" cType="1" res="-1.1461833491921425e-02" rms="4.4726434350013733e-01" purity="4.8293054103851318e-01" nType="0">
2349 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0128766819834709e-03" rms="4.2898800969123840e-01" purity="3.9672824740409851e-01" nType="-99"/>
2350 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.7007810836657882e-04" rms="4.5529395341873169e-01" purity="5.2286612987518311e-01" nType="-99"/>
2351 </Node>
2352 </Node>
2353 </BinaryTree>
2354 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="200">
2355 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1431123651564121e-03" cType="1" res="3.3477917313575745e-03" rms="4.5160096883773804e-01" purity="5.0626933574676514e-01" nType="0">
2356 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.9047622680664062e+00" cType="1" res="-1.2776311486959457e-02" rms="4.4444420933723450e-01" purity="4.6845588088035583e-01" nType="0">
2357 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8986471742391586e-03" rms="4.2129653692245483e-01" purity="4.3977189064025879e-01" nType="-99"/>
2358 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4484144784510136e-03" rms="4.4973143935203552e-01" purity="4.7585940361022949e-01" nType="-99"/>
2359 </Node>
2360 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.1718579530715942e-01" cType="1" res="1.3051209971308708e-02" rms="4.5557877421379089e-01" purity="5.2902531623840332e-01" nType="0">
2361 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0729059576988220e-03" rms="4.5096778869628906e-01" purity="4.7904142737388611e-01" nType="-99"/>
2362 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9682115465402603e-03" rms="4.6667402982711792e-01" purity="6.5990281105041504e-01" nType="-99"/>
2363 </Node>
2364 </Node>
2365 </BinaryTree>
2366 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="201">
2367 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714253783226013e-02" cType="1" res="2.9718705918639898e-03" rms="4.4936081767082214e-01" purity="5.0579714775085449e-01" nType="0">
2368 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-3.4982308279722929e-03" rms="4.4463086128234863e-01" purity="4.9441352486610413e-01" nType="0">
2369 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7201250195503235e-03" rms="4.4374719262123108e-01" purity="4.8101055622100830e-01" nType="-99"/>
2370 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4420541487634182e-03" rms="4.4630107283592224e-01" purity="5.2773821353912354e-01" nType="-99"/>
2371 </Node>
2372 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3940499126911163e-01" cType="1" res="3.5969723016023636e-02" rms="4.7136873006820679e-01" purity="5.6385409832000732e-01" nType="0">
2373 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9482217729091644e-02" rms="4.6693688631057739e-01" purity="4.3871799111366272e-01" nType="-99"/>
2374 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0674017723649740e-03" rms="4.7217050194740295e-01" purity="6.4198255538940430e-01" nType="-99"/>
2375 </Node>
2376 </Node>
2377 </BinaryTree>
2378 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="202">
2379 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="4.5271636918187141e-03" rms="4.5023581385612488e-01" purity="5.0423103570938110e-01" nType="0">
2380 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4269131422042847e+00" cType="1" res="7.1576321497559547e-03" rms="4.4986179471015930e-01" purity="5.0838220119476318e-01" nType="0">
2381 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8829488437622786e-03" rms="4.4858595728874207e-01" purity="4.9676600098609924e-01" nType="-99"/>
2382 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2528460770845413e-03" rms="4.5941111445426941e-01" purity="6.1650365591049194e-01" nType="-99"/>
2383 </Node>
2384 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2730664573609829e-02" rms="4.5454412698745728e-01" purity="4.1393679380416870e-01" nType="-99"/>
2385 </Node>
2386 </BinaryTree>
2387 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="203">
2388 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="-1.4818669296801090e-02" rms="4.5257458090782166e-01" purity="4.8205292224884033e-01" nType="0">
2389 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.5877451514825225e-03" cType="1" res="-4.0401339530944824e-02" rms="4.4942206144332886e-01" purity="4.8394116759300232e-01" nType="0">
2390 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6807837411761284e-02" rms="4.3002605438232422e-01" purity="4.8085504770278931e-01" nType="-99"/>
2391 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1777231488376856e-03" rms="4.8138678073883057e-01" purity="4.9008211493492126e-01" nType="-99"/>
2392 </Node>
2393 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3829734325408936e+00" cType="1" res="-9.5329843461513519e-03" rms="4.5304316282272339e-01" purity="4.8166280984878540e-01" nType="0">
2394 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7829856369644403e-03" rms="4.5256865024566650e-01" purity="4.7873201966285706e-01" nType="-99"/>
2395 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3623938895761967e-02" rms="4.6078380942344666e-01" purity="5.4824304580688477e-01" nType="-99"/>
2396 </Node>
2397 </Node>
2398 </BinaryTree>
2399 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="204">
2400 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="8.8760349899530411e-03" rms="4.5021066069602966e-01" purity="5.0826805830001831e-01" nType="0">
2401 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6640921831130981e+00" cType="1" res="1.2408940121531487e-02" rms="4.5096057653427124e-01" purity="5.1278525590896606e-01" nType="0">
2402 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2644655331969261e-03" rms="4.4966977834701538e-01" purity="5.0665801763534546e-01" nType="-99"/>
2403 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1791613884270191e-02" rms="4.6217992901802063e-01" purity="5.8892583847045898e-01" nType="-99"/>
2404 </Node>
2405 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7188427969813347e-02" rms="4.2464983463287354e-01" purity="4.0462717413902283e-01" nType="-99"/>
2406 </Node>
2407 </BinaryTree>
2408 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="205">
2409 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6185978204011917e-02" cType="1" res="4.4836518354713917e-03" rms="4.5159843564033508e-01" purity="5.0591373443603516e-01" nType="0">
2410 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.4817417189478874e-03" cType="1" res="-4.3162005022168159e-03" rms="4.4690102338790894e-01" purity="4.7781306505203247e-01" nType="0">
2411 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0418562237173319e-03" rms="4.4691798090934753e-01" purity="4.8836079239845276e-01" nType="-99"/>
2412 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5472507849335670e-03" rms="4.4589251279830933e-01" purity="4.6332350373268127e-01" nType="-99"/>
2413 </Node>
2414 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8456306084990501e-02" cType="1" res="2.5540938600897789e-02" rms="4.6196538209915161e-01" purity="5.7315611839294434e-01" nType="0">
2415 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0898703485727310e-02" rms="4.3699970841407776e-01" purity="6.3323885202407837e-01" nType="-99"/>
2416 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7964312359690666e-03" rms="4.6454095840454102e-01" purity="5.6488597393035889e-01" nType="-99"/>
2417 </Node>
2418 </Node>
2419 </BinaryTree>
2420 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="206">
2421 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.0888045653700829e-02" rms="4.5221251249313354e-01" purity="4.8582679033279419e-01" nType="0">
2422 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5241507515311241e-03" cType="1" res="-2.6693504303693771e-02" rms="4.4296178221702576e-01" purity="4.6364134550094604e-01" nType="0">
2423 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2662864066660404e-03" rms="4.3573552370071411e-01" purity="4.5307457447052002e-01" nType="-99"/>
2424 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0216074064373970e-02" rms="4.4844731688499451e-01" purity="4.7262924909591675e-01" nType="-99"/>
2425 </Node>
2426 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2285713195800781e+01" cType="1" res="9.5642060041427612e-03" rms="4.6310934424400330e-01" purity="5.1453477144241333e-01" nType="0">
2427 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5253955759108067e-03" rms="4.6440935134887695e-01" purity="5.3360688686370850e-01" nType="-99"/>
2428 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9029790572822094e-03" rms="4.5680245757102966e-01" purity="4.4714707136154175e-01" nType="-99"/>
2429 </Node>
2430 </Node>
2431 </BinaryTree>
2432 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="207">
2433 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5242485404014587e-03" cType="1" res="1.5687675913795829e-03" rms="4.5392650365829468e-01" purity="5.0048428773880005e-01" nType="0">
2434 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="2.0907104015350342e-02" rms="4.5610010623931885e-01" purity="4.8216894268989563e-01" nType="0">
2435 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8861589953303337e-02" rms="4.3498322367668152e-01" purity="3.0021682381629944e-01" nType="-99"/>
2436 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1814042702317238e-03" rms="4.6876904368400574e-01" purity="6.1683297157287598e-01" nType="-99"/>
2437 </Node>
2438 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5318074226379395e-01" cType="1" res="-1.4714060351252556e-02" rms="4.5144629478454590e-01" purity="5.1590579748153687e-01" nType="0">
2439 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9757509231567383e-02" rms="3.6320215463638306e-01" purity="1.6710443794727325e-01" nType="-99"/>
2440 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2557862646644935e-05" rms="4.7371035814285278e-01" purity="6.2036931514739990e-01" nType="-99"/>
2441 </Node>
2442 </Node>
2443 </BinaryTree>
2444 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="208">
2445 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7616148367524147e-03" cType="1" res="-6.9914492778480053e-03" rms="4.5021322369575500e-01" purity="4.9262064695358276e-01" nType="0">
2446 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1537595987319946e-01" cType="1" res="6.1482568271458149e-03" rms="4.4622376561164856e-01" purity="5.0138181447982788e-01" nType="0">
2447 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1849366389214993e-03" rms="4.3911102414131165e-01" purity="4.7883009910583496e-01" nType="-99"/>
2448 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0470528155565262e-02" rms="4.7625029087066650e-01" purity="6.1184453964233398e-01" nType="-99"/>
2449 </Node>
2450 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="6.9160731509327888e-03" cType="1" res="-1.2765547260642052e-02" rms="4.5183438062667847e-01" purity="4.8877066373825073e-01" nType="0">
2451 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6979688778519630e-02" rms="4.4429665803909302e-01" purity="3.1572380661964417e-01" nType="-99"/>
2452 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6377232968807220e-03" rms="4.5230847597122192e-01" purity="5.0848436355590820e-01" nType="-99"/>
2453 </Node>
2454 </Node>
2455 </BinaryTree>
2456 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="209">
2457 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1389057636260986e+00" cType="1" res="-8.3532044664025307e-03" rms="4.4926750659942627e-01" purity="4.9209052324295044e-01" nType="0">
2458 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.0622439533472061e-01" cType="1" res="-1.3053249567747116e-02" rms="4.4912353157997131e-01" purity="4.8019891977310181e-01" nType="0">
2459 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7189595401287079e-02" rms="2.0397052168846130e-01" purity="4.6295408159494400e-02" nType="-99"/>
2460 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4910778263583779e-03" rms="4.6629235148429871e-01" purity="5.2410078048706055e-01" nType="-99"/>
2461 </Node>
2462 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4654807746410370e-02" rms="4.4514295458793640e-01" purity="6.7732572555541992e-01" nType="-99"/>
2463 </Node>
2464 </BinaryTree>
2465 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="210">
2466 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="-2.3667109198868275e-03" rms="4.5253759622573853e-01" purity="4.9623051285743713e-01" nType="0">
2467 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1540325134992599e-02" cType="1" res="-6.1825802549719810e-03" rms="4.5107170939445496e-01" purity="4.9078550934791565e-01" nType="0">
2468 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1967870937660336e-04" rms="4.4882586598396301e-01" purity="4.7742629051208496e-01" nType="-99"/>
2469 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5343612805008888e-03" rms="4.5540770888328552e-01" purity="5.2119737863540649e-01" nType="-99"/>
2470 </Node>
2471 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4010934159159660e-02" rms="4.7184661030769348e-01" purity="5.8737659454345703e-01" nType="-99"/>
2472 </Node>
2473 </BinaryTree>
2474 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="211">
2475 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="3.3919431734830141e-03" rms="4.5246160030364990e-01" purity="4.9857446551322937e-01" nType="0">
2476 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2848851531744003e-02" cType="1" res="-2.3533517960458994e-03" rms="4.5118781924247742e-01" purity="4.9429979920387268e-01" nType="0">
2477 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7672317335382104e-03" rms="4.4930189847946167e-01" purity="4.8558193445205688e-01" nType="-99"/>
2478 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1394935660064220e-02" rms="4.6810775995254517e-01" purity="5.8956134319305420e-01" nType="-99"/>
2479 </Node>
2480 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4246240258216858e-02" cType="1" res="7.3396004736423492e-02" rms="4.6199983358383179e-01" purity="5.5065971612930298e-01" nType="0">
2481 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5316420942544937e-02" rms="4.6562626957893372e-01" purity="5.4539281129837036e-01" nType="-99"/>
2482 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8004222810268402e-03" rms="4.5237714052200317e-01" purity="5.5820661783218384e-01" nType="-99"/>
2483 </Node>
2484 </Node>
2485 </BinaryTree>
2486 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="212">
2487 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.8008101731538773e-02" rms="4.5087155699729919e-01" purity="5.1671105623245239e-01" nType="0">
2488 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.1571428298950195e+01" cType="1" res="1.4752979390323162e-02" rms="4.4956618547439575e-01" purity="5.1513576507568359e-01" nType="0">
2489 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7963232714682817e-03" rms="4.4943630695343018e-01" purity="5.1082974672317505e-01" nType="-99"/>
2490 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2591877020895481e-02" rms="4.4929200410842896e-01" purity="5.6615579128265381e-01" nType="-99"/>
2491 </Node>
2492 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6617894172668457e-01" cType="1" res="7.2835415601730347e-02" rms="4.6893316507339478e-01" purity="5.4324603080749512e-01" nType="0">
2493 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1934434324502945e-02" rms="4.4737926125526428e-01" purity="4.6333703398704529e-01" nType="-99"/>
2494 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0256687467917800e-04" rms="4.7426465153694153e-01" purity="6.0754245519638062e-01" nType="-99"/>
2495 </Node>
2496 </Node>
2497 </BinaryTree>
2498 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="213">
2499 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3468016386032104e+00" cType="1" res="-7.9778200015425682e-03" rms="4.5051488280296326e-01" purity="4.9171674251556396e-01" nType="0">
2500 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4299826622009277e+00" cType="1" res="-1.0263235308229923e-02" rms="4.5105651021003723e-01" purity="4.7365429997444153e-01" nType="0">
2501 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8660298082977533e-03" rms="4.5042556524276733e-01" purity="4.7494941949844360e-01" nType="-99"/>
2502 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8897114321589470e-02" rms="4.6253806352615356e-01" purity="4.3542262911796570e-01" nType="-99"/>
2503 </Node>
2504 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9553485587239265e-03" rms="4.4272628426551819e-01" purity="7.1668159961700439e-01" nType="-99"/>
2505 </Node>
2506 </BinaryTree>
2507 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="214">
2508 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.5232137229759246e-04" rms="4.4972932338714600e-01" purity="5.0530081987380981e-01" nType="0">
2509 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2285715103149414e+01" cType="1" res="-4.2842258699238300e-03" rms="4.4887083768844604e-01" purity="5.0155043601989746e-01" nType="0">
2510 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9879499450325966e-03" rms="4.4554951786994934e-01" purity="5.0895112752914429e-01" nType="-99"/>
2511 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0908685624599457e-02" rms="4.5756667852401733e-01" purity="4.7612488269805908e-01" nType="-99"/>
2512 </Node>
2513 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1896215379238129e-02" cType="1" res="6.7304529249668121e-02" rms="4.5828098058700562e-01" purity="5.6652927398681641e-01" nType="0">
2514 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3826104812324047e-02" rms="4.5656850934028625e-01" purity="5.3412628173828125e-01" nType="-99"/>
2515 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7350951209664345e-02" rms="4.5969840884208679e-01" purity="5.9653997421264648e-01" nType="-99"/>
2516 </Node>
2517 </Node>
2518 </BinaryTree>
2519 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="215">
2520 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.0858292579650879e+00" cType="1" res="5.8864057064056396e-04" rms="4.5403733849525452e-01" purity="4.9600619077682495e-01" nType="0">
2521 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1899558827280998e-02" cType="1" res="5.3138965740799904e-03" rms="4.5252150297164917e-01" purity="4.8419851064682007e-01" nType="0">
2522 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7416225057095289e-03" rms="4.4666400551795959e-01" purity="4.2753055691719055e-01" nType="-99"/>
2523 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9229115247726440e-03" rms="4.5748874545097351e-01" purity="5.3809833526611328e-01" nType="-99"/>
2524 </Node>
2525 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9059292972087860e-02" cType="1" res="-5.3966198116540909e-02" rms="4.6774074435234070e-01" purity="6.3233077526092529e-01" nType="0">
2526 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1197986099869013e-03" rms="4.5020622014999390e-01" purity="6.8298453092575073e-01" nType="-99"/>
2527 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8757004067301750e-02" rms="4.8832011222839355e-01" purity="5.4575669765472412e-01" nType="-99"/>
2528 </Node>
2529 </Node>
2530 </BinaryTree>
2531 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="216">
2532 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1904825456440449e-02" cType="1" res="2.2160967346280813e-03" rms="4.5429125428199768e-01" purity="4.9574416875839233e-01" nType="0">
2533 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.6687771575525403e-04" cType="1" res="-1.2697297148406506e-02" rms="4.4669103622436523e-01" purity="4.3994307518005371e-01" nType="0">
2534 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2704800814390182e-02" rms="4.7163796424865723e-01" purity="5.7473742961883545e-01" nType="-99"/>
2535 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0736679695546627e-03" rms="4.4308423995971680e-01" purity="4.2416036128997803e-01" nType="-99"/>
2536 </Node>
2537 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4255609512329102e+00" cType="1" res="1.6380276530981064e-02" rms="4.6094718575477600e-01" purity="5.4874193668365479e-01" nType="0">
2538 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2269797045737505e-03" rms="4.6173018217086792e-01" purity="5.3009492158889771e-01" nType="-99"/>
2539 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5056214295327663e-02" rms="4.5200654864311218e-01" purity="6.8316924571990967e-01" nType="-99"/>
2540 </Node>
2541 </Node>
2542 </BinaryTree>
2543 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="217">
2544 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.4090010896325111e-02" rms="4.5116174221038818e-01" purity="4.8522284626960754e-01" nType="0">
2545 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3825354874134064e-03" cType="1" res="-2.6193510275334120e-03" rms="4.4568112492561340e-01" purity="4.8488029837608337e-01" nType="0">
2546 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8752573356032372e-03" rms="4.3362694978713989e-01" purity="5.7030904293060303e-01" nType="-99"/>
2547 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0003869906067848e-03" rms="4.4820076227188110e-01" purity="4.6323201060295105e-01" nType="-99"/>
2548 </Node>
2549 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0475562214851379e-02" cType="1" res="-2.9848290607333183e-02" rms="4.5811608433723450e-01" purity="4.8569345474243164e-01" nType="0">
2550 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5741270296275616e-03" rms="4.5760971307754517e-01" purity="4.9177286028862000e-01" nType="-99"/>
2551 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1024087220430374e-02" rms="4.4972667098045349e-01" purity="4.2358371615409851e-01" nType="-99"/>
2552 </Node>
2553 </Node>
2554 </BinaryTree>
2555 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="218">
2556 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714160650968552e-02" cType="1" res="9.4748623669147491e-03" rms="4.5123201608657837e-01" purity="5.0894135236740112e-01" nType="0">
2557 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0610205605626106e-02" cType="1" res="1.6639182344079018e-02" rms="4.4919085502624512e-01" purity="5.0821667909622192e-01" nType="0">
2558 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7120262384414673e-03" rms="4.4899356365203857e-01" purity="4.9283435940742493e-01" nType="-99"/>
2559 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6679484397172928e-02" rms="4.4756564497947693e-01" purity="6.5479642152786255e-01" nType="-99"/>
2560 </Node>
2561 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.9261319637298584e-01" cType="1" res="-3.0357388779520988e-02" rms="4.6038764715194702e-01" purity="5.1297020912170410e-01" nType="0">
2562 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7999114468693733e-02" rms="4.5376232266426086e-01" purity="3.7699192762374878e-01" nType="-99"/>
2563 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0784981790930033e-03" rms="4.6258670091629028e-01" purity="6.4687812328338623e-01" nType="-99"/>
2564 </Node>
2565 </Node>
2566 </BinaryTree>
2567 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="219">
2568 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3806402459740639e-03" cType="1" res="1.4395802281796932e-03" rms="4.5415318012237549e-01" purity="4.9491345882415771e-01" nType="0">
2569 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.3603989500552416e-03" cType="1" res="-3.8124855607748032e-02" rms="4.5443618297576904e-01" purity="4.8238760232925415e-01" nType="0">
2570 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0325216725468636e-03" rms="4.5285698771476746e-01" purity="5.1463896036148071e-01" nType="-99"/>
2571 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6466667875647545e-02" rms="4.5554465055465698e-01" purity="4.3053412437438965e-01" nType="-99"/>
2572 </Node>
2573 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5456126332283020e-02" cType="1" res="9.5221111550927162e-03" rms="4.5367109775543213e-01" purity="4.9747234582901001e-01" nType="0">
2574 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2917491840198636e-03" rms="4.5061746239662170e-01" purity="4.9219375848770142e-01" nType="-99"/>
2575 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6616484150290489e-02" rms="4.9254035949707031e-01" purity="5.7577848434448242e-01" nType="-99"/>
2576 </Node>
2577 </Node>
2578 </BinaryTree>
2579 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="220">
2580 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="1.2243464589118958e-02" rms="4.4973936676979065e-01" purity="5.1266211271286011e-01" nType="0">
2581 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0952293425798416e-02" cType="1" res="1.4016389613971114e-03" rms="4.4280129671096802e-01" purity="4.9373382329940796e-01" nType="0">
2582 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2225426509976387e-03" rms="4.4311615824699402e-01" purity="4.6423944830894470e-01" nType="-99"/>
2583 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.0287707969546318e-03" rms="4.4024953246116638e-01" purity="5.8793789148330688e-01" nType="-99"/>
2584 </Node>
2585 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2830917984247208e-02" cType="1" res="2.6003345847129822e-02" rms="4.5802423357963562e-01" purity="5.3668498992919922e-01" nType="0">
2586 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.7387378551065922e-03" rms="4.5562109351158142e-01" purity="5.4172128438949585e-01" nType="-99"/>
2587 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9378181546926498e-02" rms="4.8159855604171753e-01" purity="4.5491847395896912e-01" nType="-99"/>
2588 </Node>
2589 </Node>
2590 </BinaryTree>
2591 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="221">
2592 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.6640921831130981e+00" cType="1" res="1.7030413728207350e-03" rms="4.5333069562911987e-01" purity="5.0256419181823730e-01" nType="0">
2593 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.2955713272094727e-01" cType="1" res="5.1077166572213173e-03" rms="4.5251721143722534e-01" purity="4.9540776014328003e-01" nType="0">
2594 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2079565678723156e-04" rms="4.5162403583526611e-01" purity="4.6132263541221619e-01" nType="-99"/>
2595 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2809349298477173e-03" rms="4.5617395639419556e-01" purity="6.9881570339202881e-01" nType="-99"/>
2596 </Node>
2597 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6622580587863922e-02" cType="1" res="-4.2672086507081985e-02" rms="4.6151137351989746e-01" purity="5.9583812952041626e-01" nType="0">
2598 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5573067832738161e-03" rms="4.4062918424606323e-01" purity="6.5584707260131836e-01" nType="-99"/>
2599 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7405029162764549e-02" rms="4.7990196943283081e-01" purity="5.0829350948333740e-01" nType="-99"/>
2600 </Node>
2601 </Node>
2602 </BinaryTree>
2603 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="222">
2604 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1428450942039490e-02" cType="1" res="-1.8189197871834040e-03" rms="4.4660377502441406e-01" purity="5.0274187326431274e-01" nType="0">
2605 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0924218893051147e+00" cType="1" res="-1.4327563345432281e-02" rms="4.4170925021171570e-01" purity="4.6358045935630798e-01" nType="0">
2606 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1053827628493309e-03" rms="4.4100868701934814e-01" purity="4.3517038226127625e-01" nType="-99"/>
2607 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8953545093536377e-03" rms="4.4423025846481323e-01" purity="7.2508335113525391e-01" nType="-99"/>
2608 </Node>
2609 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="1.9822109490633011e-02" rms="4.5413446426391602e-01" purity="5.7049447298049927e-01" nType="0">
2610 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2903142794966698e-03" rms="4.5357552170753479e-01" purity="5.8209985494613647e-01" nType="-99"/>
2611 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1428871229290962e-03" rms="4.5248845219612122e-01" purity="5.4527914524078369e-01" nType="-99"/>
2612 </Node>
2613 </Node>
2614 </BinaryTree>
2615 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="223">
2616 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="-2.8475653380155563e-03" rms="4.5444443821907043e-01" purity="4.9048018455505371e-01" nType="0">
2617 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.5094245970249176e-01" cType="1" res="2.0023932680487633e-02" rms="4.0695869922637939e-01" purity="2.4534915387630463e-01" nType="0">
2618 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8421270698308945e-03" rms="3.3111840486526489e-01" purity="1.3043326139450073e-01" nType="-99"/>
2619 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4856855385005474e-02" rms="4.7338604927062988e-01" purity="3.7169942259788513e-01" nType="-99"/>
2620 </Node>
2621 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2028811275959015e-01" cType="1" res="-1.3518013991415501e-02" rms="4.7460016608238220e-01" purity="6.0484343767166138e-01" nType="0">
2622 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4635905697941780e-03" rms="4.8497080802917480e-01" purity="4.5504778623580933e-01" nType="-99"/>
2623 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3066193787381053e-03" rms="4.7171813249588013e-01" purity="6.4131551980972290e-01" nType="-99"/>
2624 </Node>
2625 </Node>
2626 </BinaryTree>
2627 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="224">
2628 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1856740117073059e-01" cType="1" res="-5.5522755719721317e-03" rms="4.5438289642333984e-01" purity="4.9074235558509827e-01" nType="0">
2629 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2564001977443695e-01" cType="1" res="1.4295076951384544e-02" rms="4.2887255549430847e-01" purity="3.2644668221473694e-01" nType="0">
2630 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2128162458539009e-03" rms="3.7151974439620972e-01" purity="2.2088758647441864e-01" nType="-99"/>
2631 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0631390847265720e-02" rms="4.8584905266761780e-01" purity="4.5070859789848328e-01" nType="-99"/>
2632 </Node>
2633 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-2.1650182083249092e-02" rms="4.7345608472824097e-01" purity="6.2400019168853760e-01" nType="0">
2634 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7231059074401855e-03" rms="4.7423318028450012e-01" purity="6.1618816852569580e-01" nType="-99"/>
2635 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2486659474670887e-03" rms="4.6824988722801208e-01" purity="6.5898907184600830e-01" nType="-99"/>
2636 </Node>
2637 </Node>
2638 </BinaryTree>
2639 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="225">
2640 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1420194581151009e-03" cType="1" res="-3.8394632283598185e-03" rms="4.4904443621635437e-01" purity="4.9556490778923035e-01" nType="0">
2641 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1571428298950195e+01" cType="1" res="-2.8735550120472908e-02" rms="4.3820428848266602e-01" purity="4.4303762912750244e-01" nType="0">
2642 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1860154345631599e-02" rms="4.1087010502815247e-01" purity="3.2784232497215271e-01" nType="-99"/>
2643 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0851145964115858e-03" rms="4.4749301671981812e-01" purity="4.9070325493812561e-01" nType="-99"/>
2644 </Node>
2645 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="8.9795976877212524e-01" cType="1" res="1.0774955153465271e-02" rms="4.5465302467346191e-01" purity="5.2639931440353394e-01" nType="0">
2646 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4136522337794304e-03" rms="4.5109087228775024e-01" purity="5.1373815536499023e-01" nType="-99"/>
2647 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0163238272070885e-02" rms="4.7599142789840698e-01" purity="6.1791145801544189e-01" nType="-99"/>
2648 </Node>
2649 </Node>
2650 </BinaryTree>
2651 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="226">
2652 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.4011244773864746e+00" cType="1" res="1.1175185441970825e-02" rms="4.5882937312126160e-01" purity="5.0568056106567383e-01" nType="0">
2653 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.3497313857078552e-01" cType="1" res="7.1983486413955688e-03" rms="4.6018570661544800e-01" purity="4.8755761981010437e-01" nType="0">
2654 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1199263855814934e-02" rms="4.1420176625251770e-01" purity="2.7737781405448914e-01" nType="-99"/>
2655 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.9884020164608955e-04" rms="4.7728967666625977e-01" purity="5.7382541894912720e-01" nType="-99"/>
2656 </Node>
2657 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4784882776439190e-02" rms="4.3756508827209473e-01" purity="7.4104869365692139e-01" nType="-99"/>
2658 </Node>
2659 </BinaryTree>
2660 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="227">
2661 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1642939746379852e-01" cType="1" res="2.8860825113952160e-04" rms="4.4236928224563599e-01" purity="5.0569903850555420e-01" nType="0">
2662 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="7.2283424437046051e-02" cType="1" res="-3.5478256642818451e-02" rms="4.0973600745201111e-01" purity="2.7265357971191406e-01" nType="0">
2663 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3793527185916901e-03" rms="3.6353048682212830e-01" purity="2.1429428458213806e-01" nType="-99"/>
2664 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3630313798785210e-02" rms="4.2427921295166016e-01" purity="2.9460737109184265e-01" nType="-99"/>
2665 </Node>
2666 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="2.4929905310273170e-02" rms="4.6190848946571350e-01" purity="6.6625392436981201e-01" nType="0">
2667 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0647471323609352e-03" rms="4.6415585279464722e-01" purity="6.5838271379470825e-01" nType="-99"/>
2668 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2150709517300129e-02" rms="4.5092275738716125e-01" purity="7.0010602474212646e-01" nType="-99"/>
2669 </Node>
2670 </Node>
2671 </BinaryTree>
2672 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="228">
2673 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="8.3085298538208008e-03" rms="4.5567139983177185e-01" purity="5.0581842660903931e-01" nType="0">
2674 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5240883529186249e-03" cType="1" res="1.3581668026745319e-02" rms="4.5598381757736206e-01" purity="5.1256865262985229e-01" nType="0">
2675 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0217275060713291e-03" rms="4.5818907022476196e-01" purity="4.8503896594047546e-01" nType="-99"/>
2676 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3689782614819705e-04" rms="4.5382478833198547e-01" purity="5.3521561622619629e-01" nType="-99"/>
2677 </Node>
2678 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6651481389999390e-02" cType="1" res="-4.1811987757682800e-02" rms="4.4961413741111755e-01" purity="4.4165831804275513e-01" nType="0">
2679 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8974494189023972e-02" rms="4.3164563179016113e-01" purity="3.7111374735832214e-01" nType="-99"/>
2680 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3049828121438622e-03" rms="4.6763470768928528e-01" purity="5.3305131196975708e-01" nType="-99"/>
2681 </Node>
2682 </Node>
2683 </BinaryTree>
2684 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="229">
2685 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7364069223403931e+00" cType="1" res="2.9550920589827001e-04" rms="4.4714111089706421e-01" purity="5.0142031908035278e-01" nType="0">
2686 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1428450942039490e-02" cType="1" res="-2.7505469042807817e-03" rms="4.4791626930236816e-01" purity="4.8850405216217041e-01" nType="0">
2687 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1495010480284691e-03" rms="4.4510594010353088e-01" purity="4.4453114271163940e-01" nType="-99"/>
2688 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4161424264311790e-03" rms="4.5227390527725220e-01" purity="5.6549966335296631e-01" nType="-99"/>
2689 </Node>
2690 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4392346143722534e-02" rms="4.2748537659645081e-01" purity="7.5271487236022949e-01" nType="-99"/>
2691 </Node>
2692 </BinaryTree>
2693 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="230">
2694 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3528422415256500e-01" cType="1" res="2.3321167100220919e-03" rms="4.5956435799598694e-01" purity="4.9396619200706482e-01" nType="0">
2695 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3319674432277679e-02" cType="1" res="2.6893744245171547e-02" rms="4.3819364905357361e-01" purity="3.5252577066421509e-01" nType="0">
2696 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0205348953604698e-02" rms="4.3823617696762085e-01" purity="3.5628861188888550e-01" nType="-99"/>
2697 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0881030000746250e-02" rms="4.3127214908599854e-01" purity="3.2812365889549255e-01" nType="-99"/>
2698 </Node>
2699 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.6127578616142273e-01" cType="1" res="-2.0686430856585503e-02" rms="4.7758203744888306e-01" purity="6.2652063369750977e-01" nType="0">
2700 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0228972900658846e-04" rms="4.7622388601303101e-01" purity="6.2790983915328979e-01" nType="-99"/>
2701 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3525477200746536e-03" rms="4.7788432240486145e-01" purity="6.2579816579818726e-01" nType="-99"/>
2702 </Node>
2703 </Node>
2704 </BinaryTree>
2705 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="231">
2706 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-7.3661454953253269e-03" rms="4.4846016168594360e-01" purity="4.9422568082809448e-01" nType="0">
2707 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2857121676206589e-02" cType="1" res="-9.2185707762837410e-03" rms="4.4788354635238647e-01" purity="4.9391776323318481e-01" nType="0">
2708 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0925662722438574e-03" rms="4.4544062018394470e-01" purity="4.8828026652336121e-01" nType="-99"/>
2709 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9732577539980412e-03" rms="4.7328037023544312e-01" purity="5.5868464708328247e-01" nType="-99"/>
2710 </Node>
2711 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2240036390721798e-02" rms="4.6279042959213257e-01" purity="5.0422906875610352e-01" nType="-99"/>
2712 </Node>
2713 </BinaryTree>
2714 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="232">
2715 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4307407438755035e-01" cType="1" res="-9.5562813803553581e-03" rms="4.5449033379554749e-01" purity="4.8630356788635254e-01" nType="0">
2716 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.2990695238113403e-01" cType="1" res="9.5897894352674484e-03" rms="4.0543141961097717e-01" purity="2.4288538098335266e-01" nType="0">
2717 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4209182932972908e-02" rms="2.9702591896057129e-01" purity="1.0124174505472183e-01" nType="-99"/>
2718 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.0623227879405022e-03" rms="4.5836272835731506e-01" purity="3.3112683892250061e-01" nType="-99"/>
2719 </Node>
2720 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2028811275959015e-01" cType="1" res="-1.8541455268859863e-02" rms="4.7550687193870544e-01" purity="6.0053879022598267e-01" nType="0">
2721 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0253202170133591e-02" rms="4.8246237635612488e-01" purity="4.5757770538330078e-01" nType="-99"/>
2722 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5252273771911860e-03" rms="4.7352790832519531e-01" purity="6.3485866785049438e-01" nType="-99"/>
2723 </Node>
2724 </Node>
2725 </BinaryTree>
2726 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="233">
2727 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.9369726069271564e-03" rms="4.5333963632583618e-01" purity="4.9966281652450562e-01" nType="0">
2728 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.4790047407150269e-01" cType="1" res="2.7535744011402130e-02" rms="4.3955633044242859e-01" purity="4.2977511882781982e-01" nType="0">
2729 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3561489991843700e-02" rms="4.2632815241813660e-01" purity="4.1302317380905151e-01" nType="-99"/>
2730 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5965346246957779e-02" rms="4.8420825600624084e-01" purity="5.0747543573379517e-01" nType="-99"/>
2731 </Node>
2732 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.9063484668731689e+00" cType="1" res="-4.1889017447829247e-03" rms="4.5636346936225891e-01" purity="5.1638716459274292e-01" nType="0">
2733 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7522361595183611e-03" rms="4.5696181058883667e-01" purity="5.0549495220184326e-01" nType="-99"/>
2734 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9820949360728264e-03" rms="4.4602996110916138e-01" purity="6.6336256265640259e-01" nType="-99"/>
2735 </Node>
2736 </Node>
2737 </BinaryTree>
2738 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="234">
2739 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4523811340332031e+01" cType="1" res="1.1464487761259079e-02" rms="4.4748544692993164e-01" purity="5.1296627521514893e-01" nType="0">
2740 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.7714286804199219e+01" cType="1" res="1.3755895197391510e-02" rms="4.4696420431137085e-01" purity="5.1632928848266602e-01" nType="0">
2741 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5815903209149837e-03" rms="4.4719588756561279e-01" purity="5.1286894083023071e-01" nType="-99"/>
2742 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9717995077371597e-02" rms="4.3546539545059204e-01" purity="5.9581363201141357e-01" nType="-99"/>
2743 </Node>
2744 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7659330740571022e-02" rms="4.5838615298271179e-01" purity="3.8822260499000549e-01" nType="-99"/>
2745 </Node>
2746 </BinaryTree>
2747 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="235">
2748 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0469426661729813e-02" cType="1" res="6.5501509234309196e-03" rms="4.5261541008949280e-01" purity="5.0332456827163696e-01" nType="0">
2749 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="1.0074132122099400e-02" rms="4.5114549994468689e-01" purity="5.0289493799209595e-01" nType="0">
2750 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9783121533691883e-03" rms="4.5095807313919067e-01" purity="5.0140488147735596e-01" nType="-99"/>
2751 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5427021309733391e-02" rms="4.5279341936111450e-01" purity="5.4424124956130981e-01" nType="-99"/>
2752 </Node>
2753 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5913428068161011e-02" cType="1" res="-2.6334390044212341e-02" rms="4.6482244133949280e-01" purity="5.0733375549316406e-01" nType="0">
2754 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7280314117670059e-02" rms="4.5449587702751160e-01" purity="4.4184425473213196e-01" nType="-99"/>
2755 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5271638557314873e-03" rms="4.7018733620643616e-01" purity="5.7620859146118164e-01" nType="-99"/>
2756 </Node>
2757 </Node>
2758 </BinaryTree>
2759 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="236">
2760 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-1.6100865323096514e-03" rms="4.4869029521942139e-01" purity="4.9937772750854492e-01" nType="0">
2761 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6190426200628281e-02" cType="1" res="-7.6638008467853069e-03" rms="4.4611361622810364e-01" purity="4.9483370780944824e-01" nType="0">
2762 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7902197800576687e-04" rms="4.4072127342224121e-01" purity="4.8672074079513550e-01" nType="-99"/>
2763 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5251087546348572e-03" rms="4.5925366878509521e-01" purity="5.1641505956649780e-01" nType="-99"/>
2764 </Node>
2765 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8248642683029175e-01" cType="1" res="3.7099704146385193e-02" rms="4.6296146512031555e-01" purity="5.2843379974365234e-01" nType="0">
2766 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7056234218180180e-03" rms="4.6636968851089478e-01" purity="4.4490587711334229e-01" nType="-99"/>
2767 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3968459330499172e-02" rms="4.5516240596771240e-01" purity="6.8989336490631104e-01" nType="-99"/>
2768 </Node>
2769 </Node>
2770 </BinaryTree>
2771 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="237">
2772 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="3.2902443781495094e-03" rms="4.4938367605209351e-01" purity="5.0536578893661499e-01" nType="0">
2773 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6190426200628281e-02" cType="1" res="6.4856591634452343e-03" rms="4.4816920161247253e-01" purity="5.1036429405212402e-01" nType="0">
2774 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7236062344163656e-03" rms="4.4448232650756836e-01" purity="4.9920484423637390e-01" nType="-99"/>
2775 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7545477971434593e-03" rms="4.5688945055007935e-01" purity="5.3949135541915894e-01" nType="-99"/>
2776 </Node>
2777 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7593545839190483e-02" rms="4.7097519040107727e-01" purity="3.8677686452865601e-01" nType="-99"/>
2778 </Node>
2779 </BinaryTree>
2780 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="238">
2781 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="-3.0779482331126928e-03" rms="4.5140677690505981e-01" purity="4.9824115633964539e-01" nType="0">
2782 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.8268002569675446e-01" cType="1" res="-1.7236923798918724e-02" rms="3.8864389061927795e-01" purity="2.1490588784217834e-01" nType="0">
2783 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5263400059193373e-03" rms="3.7809196114540100e-01" purity="1.9908918440341949e-01" nType="-99"/>
2784 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4683499000966549e-02" rms="4.5936471223831177e-01" purity="3.3769831061363220e-01" nType="-99"/>
2785 </Node>
2786 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6835806965827942e-01" cType="1" res="2.8955054003745317e-03" rms="4.7528019547462463e-01" purity="6.1777591705322266e-01" nType="0">
2787 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4299178514629602e-03" rms="4.7906213998794556e-01" purity="5.9734141826629639e-01" nType="-99"/>
2788 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0231961756944656e-03" rms="4.6857792139053345e-01" purity="6.4977341890335083e-01" nType="-99"/>
2789 </Node>
2790 </Node>
2791 </BinaryTree>
2792 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="239">
2793 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0465705096721649e-02" cType="1" res="-1.4378922060132027e-02" rms="4.5092853903770447e-01" purity="4.8329347372055054e-01" nType="0">
2794 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1192990243434906e-02" cType="1" res="-7.3686377145349979e-03" rms="4.5025691390037537e-01" purity="4.8829895257949829e-01" nType="0">
2795 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5024631759151816e-04" rms="4.4715875387191772e-01" purity="4.7299152612686157e-01" nType="-99"/>
2796 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9299475289881229e-03" rms="4.5748344063758850e-01" purity="5.2801764011383057e-01" nType="-99"/>
2797 </Node>
2798 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-8.7723463773727417e-02" rms="4.5141503214836121e-01" purity="4.3092423677444458e-01" nType="0">
2799 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2945356369018555e-03" rms="4.4907638430595398e-01" purity="4.8313432931900024e-01" nType="-99"/>
2800 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8057427853345871e-02" rms="4.4277226924896240e-01" purity="3.5873726010322571e-01" nType="-99"/>
2801 </Node>
2802 </Node>
2803 </BinaryTree>
2804 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="240">
2805 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8561952114105225e+00" cType="1" res="3.7038065493106842e-03" rms="4.5350870490074158e-01" purity="4.9648657441139221e-01" nType="0">
2806 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.7817509174346924e-01" cType="1" res="5.7020811364054680e-03" rms="4.5344957709312439e-01" purity="4.9564862251281738e-01" nType="0">
2807 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4844787549227476e-03" rms="4.5012170076370239e-01" purity="4.7269827127456665e-01" nType="-99"/>
2808 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8073981888592243e-03" rms="4.7242739796638489e-01" purity="6.3611924648284912e-01" nType="-99"/>
2809 </Node>
2810 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5861967578530312e-02" rms="4.4967487454414368e-01" purity="5.2691352367401123e-01" nType="-99"/>
2811 </Node>
2812 </BinaryTree>
2813 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="241">
2814 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.7395620346069336e-01" cType="1" res="-1.6575132030993700e-03" rms="4.4770735502243042e-01" purity="4.9941104650497437e-01" nType="0">
2815 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-8.6412541568279266e-03" rms="4.4670876860618591e-01" purity="4.6677574515342712e-01" nType="0">
2816 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1681292243301868e-03" rms="4.3362933397293091e-01" purity="4.2762452363967896e-01" nType="-99"/>
2817 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8646710608154535e-04" rms="4.5941528677940369e-01" purity="5.0688982009887695e-01" nType="-99"/>
2818 </Node>
2819 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.2277984619140625e+00" cType="1" res="4.1459213942289352e-02" rms="4.5143777132034302e-01" purity="7.0089715719223022e-01" nType="0">
2820 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1221203729510307e-02" rms="4.3346995115280151e-01" purity="7.3303300142288208e-01" nType="-99"/>
2821 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1343663684092462e-04" rms="4.6064004302024841e-01" purity="6.7568218708038330e-01" nType="-99"/>
2822 </Node>
2823 </Node>
2824 </BinaryTree>
2825 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="242">
2826 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095362484455109e-02" cType="1" res="1.8738435581326485e-02" rms="4.5315399765968323e-01" purity="5.1561212539672852e-01" nType="0">
2827 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9955120980739594e-02" cType="1" res="1.2864976190030575e-02" rms="4.5106440782546997e-01" purity="5.0419789552688599e-01" nType="0">
2828 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9484648518264294e-03" rms="4.4984960556030273e-01" purity="4.9423182010650635e-01" nType="-99"/>
2829 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5627239160239697e-03" rms="4.5300725102424622e-01" purity="5.3283679485321045e-01" nType="-99"/>
2830 </Node>
2831 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.2394764423370361e-01" cType="1" res="5.4505154490470886e-02" rms="4.6407440304756165e-01" purity="5.8511942625045776e-01" nType="0">
2832 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9244674593210220e-02" rms="4.5198526978492737e-01" purity="5.9242892265319824e-01" nType="-99"/>
2833 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4335839599370956e-03" rms="4.8967519402503967e-01" purity="5.6210654973983765e-01" nType="-99"/>
2834 </Node>
2835 </Node>
2836 </BinaryTree>
2837 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="243">
2838 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.4873611927032471e-01" cType="1" res="-5.5707790888845921e-03" rms="4.4748643040657043e-01" purity="4.9558416008949280e-01" nType="0">
2839 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.7817639708518982e-01" cType="1" res="-1.3265383429825306e-02" rms="4.4600433111190796e-01" purity="4.5072686672210693e-01" nType="0">
2840 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1454468891024590e-03" rms="4.3278536200523376e-01" purity="3.2553145289421082e-01" nType="-99"/>
2841 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9159362204372883e-03" rms="4.6612858772277832e-01" purity="6.6457360982894897e-01" nType="-99"/>
2842 </Node>
2843 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="9.7619047164916992e+00" cType="1" res="2.7459330856800079e-02" rms="4.5230895280838013e-01" purity="6.8814009428024292e-01" nType="0">
2844 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5675716400146484e-03" rms="4.7726130485534668e-01" purity="5.9780657291412354e-01" nType="-99"/>
2845 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1397677473723888e-02" rms="4.4138866662979126e-01" purity="7.1862143278121948e-01" nType="-99"/>
2846 </Node>
2847 </Node>
2848 </BinaryTree>
2849 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="244">
2850 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-7.9894969239830971e-03" rms="4.5321810245513916e-01" purity="4.8558565974235535e-01" nType="0">
2851 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="-2.4591726250946522e-03" rms="4.5274657011032104e-01" purity="4.9251979589462280e-01" nType="0">
2852 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3680069074034691e-03" rms="4.5334392786026001e-01" purity="4.9273768067359924e-01" nType="-99"/>
2853 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8763359710574150e-04" rms="4.5235088467597961e-01" purity="4.9247410893440247e-01" nType="-99"/>
2854 </Node>
2855 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1896215379238129e-02" cType="1" res="-8.8607966899871826e-02" rms="4.5242545008659363e-01" purity="3.8450315594673157e-01" nType="0">
2856 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2434385269880295e-02" rms="4.2316561937332153e-01" purity="3.0888530611991882e-01" nType="-99"/>
2857 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1456835083663464e-02" rms="4.7370627522468567e-01" purity="4.5299908518791199e-01" nType="-99"/>
2858 </Node>
2859 </Node>
2860 </BinaryTree>
2861 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="245">
2862 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7903034090995789e-01" cType="1" res="6.4193746075034142e-03" rms="4.4636291265487671e-01" purity="5.1096749305725098e-01" nType="0">
2863 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.6581513285636902e-01" cType="1" res="-6.9859139621257782e-03" rms="4.3785533308982849e-01" purity="3.9912387728691101e-01" nType="0">
2864 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5790307708084583e-03" rms="4.2733550071716309e-01" purity="3.2525417208671570e-01" nType="-99"/>
2865 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2414983473718166e-02" rms="4.6849864721298218e-01" purity="6.6645199060440063e-01" nType="-99"/>
2866 </Node>
2867 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8571428298950195e+01" cType="1" res="2.5344422087073326e-02" rms="4.5743635296821594e-01" purity="6.6886377334594727e-01" nType="0">
2868 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7419226765632629e-03" rms="4.5334920287132263e-01" purity="6.8047827482223511e-01" nType="-99"/>
2869 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9363520045299083e-05" rms="4.6447286009788513e-01" purity="6.4557850360870361e-01" nType="-99"/>
2870 </Node>
2871 </Node>
2872 </BinaryTree>
2873 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="246">
2874 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7615054063498974e-03" cType="1" res="-6.7119480809196830e-04" rms="4.5009467005729675e-01" purity="4.9646142125129700e-01" nType="0">
2875 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7819685935974121e-01" cType="1" res="1.6876786947250366e-02" rms="4.4682916998863220e-01" purity="5.1308006048202515e-01" nType="0">
2876 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8904163092374802e-03" rms="4.3963399529457092e-01" purity="4.5597904920578003e-01" nType="-99"/>
2877 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3390849605202675e-03" rms="4.6229097247123718e-01" purity="6.5433615446090698e-01" nType="-99"/>
2878 </Node>
2879 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.7686493694782257e-02" cType="1" res="-8.6084092035889626e-03" rms="4.5133993029594421e-01" purity="4.8894453048706055e-01" nType="0">
2880 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4139912612736225e-03" rms="4.3809300661087036e-01" purity="4.1112551093101501e-01" nType="-99"/>
2881 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2678464408963919e-03" rms="4.5961916446685791e-01" purity="5.4195588827133179e-01" nType="-99"/>
2882 </Node>
2883 </Node>
2884 </BinaryTree>
2885 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="247">
2886 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7903034090995789e-01" cType="1" res="-1.7659692093729973e-03" rms="4.4736042618751526e-01" purity="4.9643597006797791e-01" nType="0">
2887 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.7342951297760010e-01" cType="1" res="-1.7189059406518936e-02" rms="4.3661573529243469e-01" purity="3.8382595777511597e-01" nType="0">
2888 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5868722051382065e-03" rms="4.2581990361213684e-01" purity="2.9903694987297058e-01" nType="-99"/>
2889 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9996947161853313e-03" rms="4.6825903654098511e-01" purity="6.5932321548461914e-01" nType="-99"/>
2890 </Node>
2891 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3841178044676781e-03" cType="1" res="2.0834786817431450e-02" rms="4.6172529458999634e-01" purity="6.6145294904708862e-01" nType="0">
2892 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1137694865465164e-03" rms="4.4796121120452881e-01" purity="6.7470407485961914e-01" nType="-99"/>
2893 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1995401047170162e-03" rms="4.6337336301803589e-01" purity="6.5946221351623535e-01" nType="-99"/>
2894 </Node>
2895 </Node>
2896 </BinaryTree>
2897 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="248">
2898 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="2.0567835308611393e-03" rms="4.4691130518913269e-01" purity="5.0367468595504761e-01" nType="0">
2899 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.8904762268066406e+01" cType="1" res="4.3472154065966606e-03" rms="4.4663718342781067e-01" purity="5.0719743967056274e-01" nType="0">
2900 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5157417692535091e-05" rms="4.4500315189361572e-01" purity="5.0406140089035034e-01" nType="-99"/>
2901 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2212827354669571e-02" rms="4.7584000229835510e-01" purity="6.0432869195938110e-01" nType="-99"/>
2902 </Node>
2903 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9463691860437393e-02" rms="4.4890680909156799e-01" purity="3.7578421831130981e-01" nType="-99"/>
2904 </Node>
2905 </BinaryTree>
2906 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="249">
2907 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="8.9321058476343751e-04" rms="4.5306357741355896e-01" purity="4.9309226870536804e-01" nType="0">
2908 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.8571429252624512e+00" cType="1" res="-2.4212638381868601e-03" rms="4.5283520221710205e-01" purity="4.9011141061782837e-01" nType="0">
2909 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0863339528441429e-02" rms="4.1714486479759216e-01" purity="3.4070786833763123e-01" nType="-99"/>
2910 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8622629148885608e-04" rms="4.5706027746200562e-01" purity="5.0958377122879028e-01" nType="-99"/>
2911 </Node>
2912 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5291640609502792e-03" cType="1" res="4.2103730142116547e-02" rms="4.5387646555900574e-01" purity="5.3015470504760742e-01" nType="0">
2913 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2752264514565468e-02" rms="4.4419029355049133e-01" purity="5.5854594707489014e-01" nType="-99"/>
2914 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6862700469791889e-03" rms="4.5666119456291199e-01" purity="5.0281316041946411e-01" nType="-99"/>
2915 </Node>
2916 </Node>
2917 </BinaryTree>
2918 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="250">
2919 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="-5.7692467235028744e-03" rms="4.5311835408210754e-01" purity="4.8694854974746704e-01" nType="0">
2920 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3303953707218170e-02" cType="1" res="8.9574409648776054e-03" rms="4.0415024757385254e-01" purity="2.3172369599342346e-01" nType="0">
2921 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8090309933759272e-04" rms="4.0072822570800781e-01" purity="2.1938569843769073e-01" nType="-99"/>
2922 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2793501615524292e-02" rms="4.2082497477531433e-01" purity="3.1705749034881592e-01" nType="-99"/>
2923 </Node>
2924 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2735130786895752e-01" cType="1" res="-1.2557233683764935e-02" rms="4.7383493185043335e-01" purity="6.0458964109420776e-01" nType="0">
2925 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3524584770202637e-03" rms="4.7759011387825012e-01" purity="4.5969963073730469e-01" nType="-99"/>
2926 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2380568077787757e-03" rms="4.7260299324989319e-01" purity="6.4197272062301636e-01" nType="-99"/>
2927 </Node>
2928 </Node>
2929 </BinaryTree>
2930 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="251">
2931 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="4.2538144043646753e-05" rms="4.5283302664756775e-01" purity="4.9455076456069946e-01" nType="0">
2932 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.1428570747375488e+00" cType="1" res="-3.3854981884360313e-03" rms="4.5107319951057434e-01" purity="4.9338024854660034e-01" nType="0">
2933 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0663310065865517e-02" rms="4.2576932907104492e-01" purity="4.2627429962158203e-01" nType="-99"/>
2934 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2426000796258450e-03" rms="4.5411005616188049e-01" purity="5.0257229804992676e-01" nType="-99"/>
2935 </Node>
2936 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3580292239785194e-02" rms="4.9000439047813416e-01" purity="5.2738666534423828e-01" nType="-99"/>
2937 </Node>
2938 </BinaryTree>
2939 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="252">
2940 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095172494649887e-02" cType="1" res="7.2105131112039089e-03" rms="4.5146217942237854e-01" purity="5.0259315967559814e-01" nType="0">
2941 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0858292579650879e+00" cType="1" res="-6.4172904239967465e-04" rms="4.4771838188171387e-01" purity="4.8996689915657043e-01" nType="0">
2942 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4616965781897306e-03" rms="4.4780886173248291e-01" purity="4.6403199434280396e-01" nType="-99"/>
2943 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0888799093663692e-02" rms="4.4415983557701111e-01" purity="7.2252148389816284e-01" nType="-99"/>
2944 </Node>
2945 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5896891951560974e-01" cType="1" res="5.3889863193035126e-02" rms="4.7040885686874390e-01" purity="5.7765263319015503e-01" nType="0">
2946 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6943245679140091e-02" rms="4.5684772729873657e-01" purity="4.1257011890411377e-01" nType="-99"/>
2947 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1433776281774044e-03" rms="4.7183430194854736e-01" purity="6.3106834888458252e-01" nType="-99"/>
2948 </Node>
2949 </Node>
2950 </BinaryTree>
2951 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="253">
2952 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="1.0609449818730354e-02" rms="4.5102587342262268e-01" purity="5.0616759061813354e-01" nType="0">
2953 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.7005508998408914e-03" cType="1" res="-2.6267414912581444e-02" rms="4.5130914449691772e-01" purity="4.8852095007896423e-01" nType="0">
2954 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0548471473157406e-02" rms="4.4948169589042664e-01" purity="4.8140907287597656e-01" nType="-99"/>
2955 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9908429607748985e-03" rms="4.5333731174468994e-01" purity="5.0725507736206055e-01" nType="-99"/>
2956 </Node>
2957 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5464679598808289e-02" cType="1" res="1.7992084845900536e-02" rms="4.5060670375823975e-01" purity="5.0970041751861572e-01" nType="0">
2958 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5206517204642296e-03" rms="4.4924747943878174e-01" purity="5.0353449583053589e-01" nType="-99"/>
2959 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6172263771295547e-02" rms="4.6692335605621338e-01" purity="6.0017579793930054e-01" nType="-99"/>
2960 </Node>
2961 </Node>
2962 </BinaryTree>
2963 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="254">
2964 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="4.9061668105423450e-03" rms="4.5017793774604797e-01" purity="5.0350850820541382e-01" nType="0">
2965 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.7142858505249023e+00" cType="1" res="1.2625742703676224e-02" rms="4.4722953438758850e-01" purity="5.1093322038650513e-01" nType="0">
2966 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7239093780517578e-02" rms="3.8598385453224182e-01" purity="2.8039512038230896e-01" nType="-99"/>
2967 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7846287488937378e-03" rms="4.5200681686401367e-01" purity="5.3286391496658325e-01" nType="-99"/>
2968 </Node>
2969 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="5.4953557252883911e-01" cType="1" res="-2.3246483877301216e-02" rms="4.5967346429824829e-01" purity="4.7643122076988220e-01" nType="0">
2970 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9974962174892426e-03" rms="4.6014764904975891e-01" purity="4.2512494325637817e-01" nType="-99"/>
2971 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.4804194048047066e-03" rms="4.5267087221145630e-01" purity="6.9806295633316040e-01" nType="-99"/>
2972 </Node>
2973 </Node>
2974 </BinaryTree>
2975 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="255">
2976 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-2.8379959985613823e-03" rms="4.5295217633247375e-01" purity="4.9092248082160950e-01" nType="0">
2977 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3820629715919495e-01" cType="1" res="1.9511774182319641e-02" rms="4.3509215116500854e-01" purity="4.2698585987091064e-01" nType="0">
2978 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3283589184284210e-03" rms="2.9229351878166199e-01" purity="1.0519705712795258e-01" nType="-99"/>
2979 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9125951267778873e-03" rms="4.8391073942184448e-01" purity="5.6745493412017822e-01" nType="-99"/>
2980 </Node>
2981 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.4333332061767578e+01" cType="1" res="-8.2922931760549545e-03" rms="4.5703902840614319e-01" purity="5.0652569532394409e-01" nType="0">
2982 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1218747608363628e-03" rms="4.5522525906562805e-01" purity="5.0583094358444214e-01" nType="-99"/>
2983 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1982815861701965e-03" rms="4.6973621845245361e-01" purity="5.1215326786041260e-01" nType="-99"/>
2984 </Node>
2985 </Node>
2986 </BinaryTree>
2987 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="256">
2988 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809492588043213e-02" cType="1" res="1.5016005374491215e-02" rms="4.5182129740715027e-01" purity="5.1540678739547729e-01" nType="0">
2989 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7975128889083862e-01" cType="1" res="2.6063563302159309e-02" rms="4.4874569773674011e-01" purity="5.0388503074645996e-01" nType="0">
2990 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0280179791152477e-02" rms="4.4019052386283875e-01" purity="4.3194425106048584e-01" nType="-99"/>
2991 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4126536552794278e-04" rms="4.6406218409538269e-01" purity="6.4627408981323242e-01" nType="-99"/>
2992 </Node>
2993 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.0711808204650879e-01" cType="1" res="-9.7863469272851944e-03" rms="4.5768067240715027e-01" purity="5.4127383232116699e-01" nType="0">
2994 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.4673889428377151e-03" rms="4.6062761545181274e-01" purity="4.3784305453300476e-01" nType="-99"/>
2995 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2224359456449747e-03" rms="4.5257949829101562e-01" purity="6.8133068084716797e-01" nType="-99"/>
2996 </Node>
2997 </Node>
2998 </BinaryTree>
2999 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="257">
3000 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="9.4864051789045334e-03" rms="4.5918095111846924e-01" purity="5.0548249483108521e-01" nType="0">
3001 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7126835882663727e-01" cType="1" res="4.7261454164981842e-02" rms="4.1969707608222961e-01" purity="2.8105330467224121e-01" nType="0">
3002 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6251944303512573e-03" rms="3.9781337976455688e-01" purity="2.1929408609867096e-01" nType="-99"/>
3003 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0123235657811165e-02" rms="4.8786148428916931e-01" purity="5.2845418453216553e-01" nType="-99"/>
3004 </Node>
3005 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0476087480783463e-02" cType="1" res="-8.1144729629158974e-03" rms="4.7543796896934509e-01" purity="6.1005282402038574e-01" nType="0">
3006 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8143029592465609e-04" rms="4.7456926107406616e-01" purity="6.2059503793716431e-01" nType="-99"/>
3007 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8851874396204948e-02" rms="4.7587472200393677e-01" purity="5.1766610145568848e-01" nType="-99"/>
3008 </Node>
3009 </Node>
3010 </BinaryTree>
3011 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="258">
3012 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.8665819168090820e+00" cType="1" res="9.5185765530914068e-04" rms="4.4783887267112732e-01" purity="5.0479578971862793e-01" nType="0">
3013 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5226264744997025e-02" cType="1" res="-4.4627087190747261e-03" rms="4.4959422945976257e-01" purity="4.8890537023544312e-01" nType="0">
3014 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1770780808292329e-04" rms="4.4821062684059143e-01" purity="4.8991253972053528e-01" nType="-99"/>
3015 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5158648602664471e-02" rms="4.7513803839683533e-01" purity="4.6660310029983521e-01" nType="-99"/>
3016 </Node>
3017 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4405824020504951e-02" rms="4.0183803439140320e-01" purity="7.9501533508300781e-01" nType="-99"/>
3018 </Node>
3019 </BinaryTree>
3020 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="259">
3021 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2609831392765045e-01" cType="1" res="2.0031514577567577e-03" rms="4.5434170961380005e-01" purity="5.0014823675155640e-01" nType="0">
3022 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0450264215469360e-01" cType="1" res="1.8296966329216957e-02" rms="4.3208211660385132e-01" purity="3.3739802241325378e-01" nType="0">
3023 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2679408323019743e-03" rms="4.2727166414260864e-01" purity="3.1259503960609436e-01" nType="-99"/>
3024 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7266632989048958e-02" rms="4.7230741381645203e-01" purity="5.8253836631774902e-01" nType="-99"/>
3025 </Node>
3026 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8096200674772263e-02" cType="1" res="-1.1601188220083714e-02" rms="4.7169288992881775e-01" purity="6.3603472709655762e-01" nType="0">
3027 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5325713735073805e-04" rms="4.6903070807456970e-01" purity="6.4738881587982178e-01" nType="-99"/>
3028 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3742851093411446e-02" rms="4.8555585741996765e-01" purity="5.6228321790695190e-01" nType="-99"/>
3029 </Node>
3030 </Node>
3031 </BinaryTree>
3032 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="260">
3033 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4285759069025517e-02" cType="1" res="-2.6377469766885042e-03" rms="4.4685322046279907e-01" purity="4.9891579151153564e-01" nType="0">
3034 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-1.6920255497097969e-02" rms="4.4361659884452820e-01" purity="4.4292593002319336e-01" nType="0">
3035 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1645470559597015e-03" rms="4.4162732362747192e-01" purity="4.3399405479431152e-01" nType="-99"/>
3036 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3253138400614262e-02" rms="4.5668554306030273e-01" purity="5.3275781869888306e-01" nType="-99"/>
3037 </Node>
3038 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5515601038932800e-01" cType="1" res="1.2951534241437912e-02" rms="4.4984215497970581e-01" purity="5.6002849340438843e-01" nType="0">
3039 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0132203809916973e-02" rms="3.9185053110122681e-01" purity="2.1793392300605774e-01" nType="-99"/>
3040 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8051184751093388e-03" rms="4.6369966864585876e-01" purity="6.5422731637954712e-01" nType="-99"/>
3041 </Node>
3042 </Node>
3043 </BinaryTree>
3044 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="261">
3045 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="1.2631764402613044e-03" rms="4.5138871669769287e-01" purity="4.9810165166854858e-01" nType="0">
3046 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4478863179683685e-01" cType="1" res="1.1813379824161530e-02" rms="4.4444084167480469e-01" purity="5.0663983821868896e-01" nType="0">
3047 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5826276335865259e-04" rms="3.8072812557220459e-01" purity="2.1653541922569275e-01" nType="-99"/>
3048 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0367622859776020e-03" rms="4.6927544474601746e-01" purity="6.3257241249084473e-01" nType="-99"/>
3049 </Node>
3050 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6850129961967468e-01" cType="1" res="-2.8555013239383698e-02" rms="4.6919006109237671e-01" purity="4.7397002577781677e-01" nType="0">
3051 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4761184360831976e-03" rms="4.6241638064384460e-01" purity="4.5128402113914490e-01" nType="-99"/>
3052 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9993593916296959e-02" rms="4.9263945221900940e-01" purity="5.7061553001403809e-01" nType="-99"/>
3053 </Node>
3054 </Node>
3055 </BinaryTree>
3056 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="262">
3057 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-1.9422859186306596e-03" rms="4.5040380954742432e-01" purity="4.9766519665718079e-01" nType="0">
3058 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.2881849408149719e-01" cType="1" res="-7.2829960845410824e-03" rms="4.4739821553230286e-01" purity="4.9439889192581177e-01" nType="0">
3059 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8289914373308420e-03" rms="4.4266295433044434e-01" purity="4.0208718180656433e-01" nType="-99"/>
3060 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0682257600128651e-03" rms="4.5655715465545654e-01" purity="6.8416368961334229e-01" nType="-99"/>
3061 </Node>
3062 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.5761905670166016e+01" cType="1" res="3.1150778755545616e-02" rms="4.6723905205726624e-01" purity="5.1790440082550049e-01" nType="0">
3063 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2450038455426693e-02" rms="4.6422925591468811e-01" purity="5.4727786779403687e-01" nType="-99"/>
3064 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4933143742382526e-02" rms="4.6861293911933899e-01" purity="3.8900229334831238e-01" nType="-99"/>
3065 </Node>
3066 </Node>
3067 </BinaryTree>
3068 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="263">
3069 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="3.7032300606369972e-03" rms="4.4973784685134888e-01" purity="5.0464338064193726e-01" nType="0">
3070 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="-9.5655239420011640e-04" rms="4.4784799218177795e-01" purity="5.0145518779754639e-01" nType="0">
3071 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3925085598602891e-04" rms="4.4625654816627502e-01" purity="5.0615638494491577e-01" nType="-99"/>
3072 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1531961150467396e-02" rms="4.6383777260780334e-01" purity="4.4520679116249084e-01" nType="-99"/>
3073 </Node>
3074 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.8556787073612213e-01" cType="1" res="5.7326618582010269e-02" rms="4.6761023998260498e-01" purity="5.4133182764053345e-01" nType="0">
3075 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6609711349010468e-02" rms="4.5422485470771790e-01" purity="4.5127886533737183e-01" nType="-99"/>
3076 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7136470414698124e-03" rms="4.7571796178817749e-01" purity="6.3276809453964233e-01" nType="-99"/>
3077 </Node>
3078 </Node>
3079 </BinaryTree>
3080 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="264">
3081 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810507263988256e-03" cType="1" res="1.0382955893874168e-02" rms="4.5483466982841492e-01" purity="5.0829601287841797e-01" nType="0">
3082 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.6692463112995028e-04" cType="1" res="-3.4148119390010834e-02" rms="4.4551399350166321e-01" purity="4.9684485793113708e-01" nType="0">
3083 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4802928827702999e-03" rms="4.5011454820632935e-01" purity="5.8271342515945435e-01" nType="-99"/>
3084 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4403409324586391e-02" rms="4.4135025143623352e-01" purity="4.6224594116210938e-01" nType="-99"/>
3085 </Node>
3086 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1854498982429504e-01" cType="1" res="1.9282529130578041e-02" rms="4.5615369081497192e-01" purity="5.1058459281921387e-01" nType="0">
3087 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2341448105871677e-02" rms="4.3379527330398560e-01" purity="3.5175579786300659e-01" nType="-99"/>
3088 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0358643087092787e-04" rms="4.7177785634994507e-01" purity="6.3376545906066895e-01" nType="-99"/>
3089 </Node>
3090 </Node>
3091 </BinaryTree>
3092 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="265">
3093 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="5.8859572745859623e-03" rms="4.4408497214317322e-01" purity="5.1324224472045898e-01" nType="0">
3094 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.7437633872032166e-01" cType="1" res="-1.9975900650024414e-02" rms="3.8898828625679016e-01" purity="2.0671451091766357e-01" nType="0">
3095 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0388967823237181e-03" rms="3.5719168186187744e-01" purity="1.6376343369483948e-01" nType="-99"/>
3096 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1806717142462730e-02" rms="4.4664424657821655e-01" purity="2.9641810059547424e-01" nType="-99"/>
3097 </Node>
3098 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="1.6595480963587761e-02" rms="4.6457186341285706e-01" purity="6.4017689228057861e-01" nType="0">
3099 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5592890605330467e-03" rms="4.5752558112144470e-01" purity="6.5459817647933960e-01" nType="-99"/>
3100 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6689670048654079e-03" rms="4.7928062081336975e-01" purity="6.0673743486404419e-01" nType="-99"/>
3101 </Node>
3102 </Node>
3103 </BinaryTree>
3104 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="266">
3105 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1418811567127705e-03" cType="1" res="-3.7685253191739321e-03" rms="4.5569947361946106e-01" purity="4.8788821697235107e-01" nType="0">
3106 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3919482529163361e-01" cType="1" res="1.4307883568108082e-02" rms="4.5399996638298035e-01" purity="4.7806704044342041e-01" nType="0">
3107 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0592688806355000e-02" rms="4.2951834201812744e-01" purity="2.7711996436119080e-01" nType="-99"/>
3108 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5212135622277856e-04" rms="4.7044733166694641e-01" purity="6.2427335977554321e-01" nType="-99"/>
3109 </Node>
3110 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.5012631416320801e+00" cType="1" res="-1.5689291059970856e-02" rms="4.5642518997192383e-01" purity="4.9436494708061218e-01" nType="0">
3111 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3256200365722179e-03" rms="4.5398530364036560e-01" purity="4.9080172181129456e-01" nType="-99"/>
3112 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2560374587774277e-02" rms="4.8710986971855164e-01" purity="5.6422245502471924e-01" nType="-99"/>
3113 </Node>
3114 </Node>
3115 </BinaryTree>
3116 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="267">
3117 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9012712240219116e+00" cType="1" res="3.5508112050592899e-03" rms="4.5590320229530334e-01" purity="4.9903726577758789e-01" nType="0">
3118 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7623572051525116e-01" cType="1" res="1.7725753423292190e-04" rms="4.5716479420661926e-01" purity="4.8432371020317078e-01" nType="0">
3119 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5771662630140781e-03" rms="4.2505908012390137e-01" purity="2.9716759920120239e-01" nType="-99"/>
3120 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1544344965368509e-03" rms="4.7593519091606140e-01" purity="6.0353434085845947e-01" nType="-99"/>
3121 </Node>
3122 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1075634509325027e-02" rms="4.3731692433357239e-01" purity="6.8582057952880859e-01" nType="-99"/>
3123 </Node>
3124 </BinaryTree>
3125 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="268">
3126 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2845897376537323e-02" cType="1" res="4.7050457214936614e-04" rms="4.5075950026512146e-01" purity="5.0318396091461182e-01" nType="0">
3127 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-5.1865940913558006e-03" rms="4.4878372550010681e-01" purity="4.9485573172569275e-01" nType="0">
3128 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8432275652885437e-03" rms="4.3871086835861206e-01" purity="4.9665361642837524e-01" nType="-99"/>
3129 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5571086704730988e-03" rms="4.5542004704475403e-01" purity="4.9349242448806763e-01" nType="-99"/>
3130 </Node>
3131 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8877573013305664e-01" cType="1" res="6.3257917761802673e-02" rms="4.6756029129028320e-01" purity="5.9561842679977417e-01" nType="0">
3132 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7112809941172600e-02" rms="4.5383986830711365e-01" purity="5.8688640594482422e-01" nType="-99"/>
3133 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8471900150179863e-03" rms="4.7586700320243835e-01" purity="6.0786569118499756e-01" nType="-99"/>
3134 </Node>
3135 </Node>
3136 </BinaryTree>
3137 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="269">
3138 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4130888283252716e-01" cType="1" res="-2.4039379786700010e-03" rms="4.5762002468109131e-01" purity="4.9182540178298950e-01" nType="0">
3139 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.8890556693077087e-02" cType="1" res="2.8103500604629517e-02" rms="4.1497984528541565e-01" purity="2.6823544502258301e-01" nType="0">
3140 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3281805440783501e-02" rms="3.0193907022476196e-01" purity="1.0656008869409561e-01" nType="-99"/>
3141 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3066800311207771e-02" rms="4.4511228799819946e-01" purity="3.2298928499221802e-01" nType="-99"/>
3142 </Node>
3143 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-1.7323078587651253e-02" rms="4.7637611627578735e-01" purity="6.0116827487945557e-01" nType="0">
3144 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7352975495159626e-03" rms="4.8228928446769714e-01" purity="5.5966198444366455e-01" nType="-99"/>
3145 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6912956489250064e-03" rms="4.7278231382369995e-01" purity="6.2420052289962769e-01" nType="-99"/>
3146 </Node>
3147 </Node>
3148 </BinaryTree>
3149 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="270">
3150 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3818094730377197e+00" cType="1" res="1.2647702358663082e-02" rms="4.5151004195213318e-01" purity="5.1614886522293091e-01" nType="0">
3151 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1849296092987061e-01" cType="1" res="1.5044027939438820e-02" rms="4.5127311348915100e-01" purity="5.1407551765441895e-01" nType="0">
3152 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0957734659314156e-02" rms="2.9650205373764038e-01" purity="1.0101198405027390e-01" nType="-99"/>
3153 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4789370149374008e-03" rms="4.6591520309448242e-01" purity="5.6268763542175293e-01" nType="-99"/>
3154 </Node>
3155 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1086761951446533e-02" rms="4.5328211784362793e-01" purity="5.6827980279922485e-01" nType="-99"/>
3156 </Node>
3157 </BinaryTree>
3158 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="271">
3159 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5708092153072357e-02" cType="1" res="-9.1479411348700523e-03" rms="4.4686794281005859e-01" purity="4.9049693346023560e-01" nType="0">
3160 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7819685935974121e-01" cType="1" res="-1.4703218825161457e-02" rms="4.4384872913360596e-01" purity="4.7881144285202026e-01" nType="0">
3161 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3193771056830883e-03" rms="4.2851272225379944e-01" purity="3.7618711590766907e-01" nType="-99"/>
3162 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5912907333113253e-04" rms="4.6764194965362549e-01" purity="6.4842885732650757e-01" nType="-99"/>
3163 </Node>
3164 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.5874226093292236e-01" cType="1" res="1.9638212397694588e-02" rms="4.6112641692161560e-01" purity="5.5104851722717285e-01" nType="0">
3165 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1462216498330235e-03" rms="4.5997893810272217e-01" purity="5.1640701293945312e-01" nType="-99"/>
3166 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5302116051316261e-02" rms="4.6150147914886475e-01" purity="6.7043381929397583e-01" nType="-99"/>
3167 </Node>
3168 </Node>
3169 </BinaryTree>
3170 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="272">
3171 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0000000000000000e+01" cType="1" res="-4.0486860089004040e-03" rms="4.5012599229812622e-01" purity="4.9384337663650513e-01" nType="0">
3172 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1837166547775269e+00" cType="1" res="-7.9565225169062614e-03" rms="4.4879636168479919e-01" purity="4.9038833379745483e-01" nType="0">
3173 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0311560258269310e-03" rms="4.4704380631446838e-01" purity="4.6338531374931335e-01" nType="-99"/>
3174 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3115522712469101e-03" rms="4.5851203799247742e-01" purity="6.5622764825820923e-01" nType="-99"/>
3175 </Node>
3176 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.6285713195800781e+01" cType="1" res="6.0643665492534637e-02" rms="4.6686428785324097e-01" purity="5.5104029178619385e-01" nType="0">
3177 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7180467024445534e-02" rms="4.7349622845649719e-01" purity="5.7342159748077393e-01" nType="-99"/>
3178 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0775451548397541e-02" rms="4.5937058329582214e-01" purity="5.2733916044235229e-01" nType="-99"/>
3179 </Node>
3180 </Node>
3181 </BinaryTree>
3182 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="273">
3183 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8499875068664551e+00" cType="1" res="-2.8531311545521021e-04" rms="4.5116224884986877e-01" purity="5.0236463546752930e-01" nType="0">
3184 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.3584097623825073e+00" cType="1" res="1.3399400049820542e-03" rms="4.5079362392425537e-01" purity="5.0143307447433472e-01" nType="0">
3185 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7120878743007779e-04" rms="4.5018002390861511e-01" purity="4.9069818854331970e-01" nType="-99"/>
3186 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2487288378179073e-03" rms="4.5744594931602478e-01" purity="6.3457101583480835e-01" nType="-99"/>
3187 </Node>
3188 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3385154306888580e-02" rms="4.6043533086776733e-01" purity="5.3591459989547729e-01" nType="-99"/>
3189 </Node>
3190 </BinaryTree>
3191 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="274">
3192 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="3.9588802610523999e-04" rms="4.5222249627113342e-01" purity="4.9936538934707642e-01" nType="0">
3193 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4287409372627735e-02" cType="1" res="1.2295869179069996e-02" rms="4.5122969150543213e-01" purity="5.0145083665847778e-01" nType="0">
3194 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1043383106589317e-03" rms="4.4064769148826599e-01" purity="4.9050506949424744e-01" nType="-99"/>
3195 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8957193717360497e-03" rms="4.6293273568153381e-01" purity="5.1508897542953491e-01" nType="-99"/>
3196 </Node>
3197 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.0275250673294067e+00" cType="1" res="-1.6190910711884499e-02" rms="4.5308151841163635e-01" purity="4.9645847082138062e-01" nType="0">
3198 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2519678138196468e-03" rms="4.5288088917732239e-01" purity="4.7673815488815308e-01" nType="-99"/>
3199 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7824689000844955e-03" rms="4.5063811540603638e-01" purity="6.9037157297134399e-01" nType="-99"/>
3200 </Node>
3201 </Node>
3202 </BinaryTree>
3203 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="275">
3204 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="-4.8498166725039482e-03" rms="4.5572990179061890e-01" purity="4.8878520727157593e-01" nType="0">
3205 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.3709740340709686e-01" cType="1" res="1.6580529510974884e-02" rms="4.1335558891296387e-01" purity="2.4638095498085022e-01" nType="0">
3206 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2289823032915592e-02" rms="3.9304879307746887e-01" purity="2.1225883066654205e-01" nType="-99"/>
3207 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1855836063623428e-03" rms="4.5339673757553101e-01" purity="3.2322400808334351e-01" nType="-99"/>
3208 </Node>
3209 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5713650286197662e-02" cType="1" res="-1.4909232966601849e-02" rms="4.7398263216018677e-01" purity="6.0256987810134888e-01" nType="0">
3210 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2118482263758779e-03" rms="4.7064977884292603e-01" purity="6.1709988117218018e-01" nType="-99"/>
3211 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2989906594157219e-02" rms="4.8699855804443359e-01" purity="5.3344422578811646e-01" nType="-99"/>
3212 </Node>
3213 </Node>
3214 </BinaryTree>
3215 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="276">
3216 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.2971962690353394e+00" cType="1" res="-4.9818186089396477e-03" rms="4.5042929053306580e-01" purity="4.9205023050308228e-01" nType="0">
3217 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.0885103344917297e-01" cType="1" res="-2.7642883360385895e-03" rms="4.4971513748168945e-01" purity="4.7982686758041382e-01" nType="0">
3218 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9726366046816111e-03" rms="4.3649697303771973e-01" purity="3.6580759286880493e-01" nType="-99"/>
3219 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5274215731769800e-03" rms="4.6934205293655396e-01" purity="6.5852582454681396e-01" nType="-99"/>
3220 </Node>
3221 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8442414999008179e-03" rms="4.5917862653732300e-01" purity="6.6296404600143433e-01" nType="-99"/>
3222 </Node>
3223 </BinaryTree>
3224 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="277">
3225 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7610900364816189e-03" cType="1" res="7.1041695773601532e-03" rms="4.5383515954017639e-01" purity="5.0054389238357544e-01" nType="0">
3226 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.1476190567016602e+01" cType="1" res="-1.6400130465626717e-02" rms="4.4452470541000366e-01" purity="4.7048896551132202e-01" nType="0">
3227 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8649457488209009e-03" rms="4.4340443611145020e-01" purity="4.7922125458717346e-01" nType="-99"/>
3228 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0643021911382675e-02" rms="4.4706463813781738e-01" purity="4.0073990821838379e-01" nType="-99"/>
3229 </Node>
3230 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3357838392257690e-01" cType="1" res="1.6533879563212395e-02" rms="4.5717766880989075e-01" purity="5.1260167360305786e-01" nType="0">
3231 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5398221164941788e-03" rms="4.3848168849945068e-01" purity="3.4713619947433472e-01" nType="-99"/>
3232 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9539684550836682e-04" rms="4.7058698534965515e-01" purity="6.4018034934997559e-01" nType="-99"/>
3233 </Node>
3234 </Node>
3235 </BinaryTree>
3236 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="278">
3237 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-2.7554307598620653e-03" rms="4.4955921173095703e-01" purity="4.9537646770477295e-01" nType="0">
3238 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.1904764175415039e+00" cType="1" res="-1.2401893734931946e-02" rms="4.4677871465682983e-01" purity="4.8265263438224792e-01" nType="0">
3239 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9653359428048134e-02" rms="4.1225880384445190e-01" purity="2.8830668330192566e-01" nType="-99"/>
3240 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0125302942469716e-03" rms="4.5074760913848877e-01" purity="5.0960385799407959e-01" nType="-99"/>
3241 </Node>
3242 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="3.5663947463035583e-02" rms="4.5845699310302734e-01" purity="5.4605221748352051e-01" nType="0">
3243 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4522692188620567e-02" rms="4.5800611376762390e-01" purity="5.6903642416000366e-01" nType="-99"/>
3244 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5396545901894569e-03" rms="4.5443278551101685e-01" purity="4.9834915995597839e-01" nType="-99"/>
3245 </Node>
3246 </Node>
3247 </BinaryTree>
3248 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="279">
3249 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2000000000000000e+01" cType="1" res="-2.4780622334219515e-04" rms="4.5240116119384766e-01" purity="4.9528869986534119e-01" nType="0">
3250 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.9047617912292480e+00" cType="1" res="6.3507640734314919e-03" rms="4.5254343748092651e-01" purity="5.0330555438995361e-01" nType="0">
3251 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8131354823708534e-02" rms="4.3444755673408508e-01" purity="4.0968221426010132e-01" nType="-99"/>
3252 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1042910773539916e-04" rms="4.5387524366378784e-01" purity="5.1259267330169678e-01" nType="-99"/>
3253 </Node>
3254 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6646971926093102e-02" cType="1" res="-5.7766977697610855e-02" rms="4.4705295562744141e-01" purity="4.2540633678436279e-01" nType="0">
3255 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8618410453200340e-02" rms="4.2762741446495056e-01" purity="3.8158532977104187e-01" nType="-99"/>
3256 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3587722145020962e-03" rms="4.6966931223869324e-01" purity="4.8187372088432312e-01" nType="-99"/>
3257 </Node>
3258 </Node>
3259 </BinaryTree>
3260 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="280">
3261 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="-3.1625274568796158e-03" rms="4.4478768110275269e-01" purity="5.0071924924850464e-01" nType="0">
3262 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.8157823085784912e-01" cType="1" res="-4.6839463175274432e-04" rms="4.4482028484344482e-01" purity="5.0513505935668945e-01" nType="0">
3263 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4293844364583492e-03" rms="4.3396440148353577e-01" purity="3.9513242244720459e-01" nType="-99"/>
3264 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2245332151651382e-03" rms="4.5938903093338013e-01" purity="6.6403007507324219e-01" nType="-99"/>
3265 </Node>
3266 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5304416194558144e-02" rms="4.3099114298820496e-01" purity="3.3124482631683350e-01" nType="-99"/>
3267 </Node>
3268 </BinaryTree>
3269 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="281">
3270 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="-4.3242555111646652e-03" rms="4.4676187634468079e-01" purity="4.9790090322494507e-01" nType="0">
3271 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4243316836655140e-02" cType="1" res="-3.7403412163257599e-02" rms="3.7534648180007935e-01" purity="1.9632492959499359e-01" nType="0">
3272 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0089722499251366e-03" rms="3.9049625396728516e-01" purity="2.1908773481845856e-01" nType="-99"/>
3273 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6529999449849129e-02" rms="3.3262556791305542e-01" purity="1.4378194510936737e-01" nType="-99"/>
3274 </Node>
3275 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5714481025934219e-02" cType="1" res="9.2473598197102547e-03" rms="4.7228264808654785e-01" purity="6.2163060903549194e-01" nType="0">
3276 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8508335128426552e-03" rms="4.6935775876045227e-01" purity="6.3314568996429443e-01" nType="-99"/>
3277 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5033566206693649e-03" rms="4.8432725667953491e-01" purity="5.6566977500915527e-01" nType="-99"/>
3278 </Node>
3279 </Node>
3280 </BinaryTree>
3281 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="282">
3282 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1947281360626221e+00" cType="1" res="1.3641195371747017e-02" rms="4.5184007287025452e-01" purity="5.1208913326263428e-01" nType="0">
3283 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.5967546105384827e-01" cType="1" res="7.5129154138267040e-03" rms="4.5162087678909302e-01" purity="4.8356607556343079e-01" nType="0">
3284 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5872513912618160e-03" rms="4.4079741835594177e-01" purity="4.2291006445884705e-01" nType="-99"/>
3285 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.7710488326847553e-03" rms="4.7374108433723450e-01" purity="6.2190240621566772e-01" nType="-99"/>
3286 </Node>
3287 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5265228301286697e-03" cType="1" res="5.0424981862306595e-02" rms="4.5140835642814636e-01" purity="6.8329304456710815e-01" nType="0">
3288 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4927536509931087e-03" rms="4.5656630396842957e-01" purity="6.3163065910339355e-01" nType="-99"/>
3289 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9299644976854324e-02" rms="4.4490253925323486e-01" purity="7.0865142345428467e-01" nType="-99"/>
3290 </Node>
3291 </Node>
3292 </BinaryTree>
3293 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="283">
3294 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1428352966904640e-03" cType="1" res="-7.2297910228371620e-03" rms="4.4943439960479736e-01" purity="4.8761671781539917e-01" nType="0">
3295 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.7798605412244797e-03" cType="1" res="-2.4597417563199997e-02" rms="4.4393175840377808e-01" purity="4.3647018074989319e-01" nType="0">
3296 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0802038274705410e-03" rms="4.4606173038482666e-01" purity="4.5367258787155151e-01" nType="-99"/>
3297 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5565756484866142e-02" rms="4.1868704557418823e-01" purity="2.8912612795829773e-01" nType="-99"/>
3298 </Node>
3299 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.1667878627777100e+00" cType="1" res="2.9852308798581362e-03" rms="4.5232826471328735e-01" purity="5.1769930124282837e-01" nType="0">
3300 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7419778741896152e-03" rms="4.5120635628700256e-01" purity="5.0697243213653564e-01" nType="-99"/>
3301 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0422156192362309e-02" rms="4.6199896931648254e-01" purity="6.3677418231964111e-01" nType="-99"/>
3302 </Node>
3303 </Node>
3304 </BinaryTree>
3305 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="284">
3306 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-3.5973289050161839e-03" rms="4.4748350977897644e-01" purity="4.9512887001037598e-01" nType="0">
3307 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8659576773643494e-02" rms="3.7667623162269592e-01" purity="2.3040592670440674e-01" nType="-99"/>
3308 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1424503996968269e-02" cType="1" res="-9.2635856708511710e-04" rms="4.5016604661941528e-01" purity="5.0681740045547485e-01" nType="0">
3309 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1183912176638842e-03" rms="4.4699504971504211e-01" purity="4.7184544801712036e-01" nType="-99"/>
3310 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8738232795149088e-03" rms="4.5526099205017090e-01" purity="5.6690961122512817e-01" nType="-99"/>
3311 </Node>
3312 </Node>
3313 </BinaryTree>
3314 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="285">
3315 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="-1.9819012377411127e-03" rms="4.5543763041496277e-01" purity="4.9454101920127869e-01" nType="0">
3316 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.5587784647941589e-02" cType="1" res="1.0382922366261482e-02" rms="4.3533870577812195e-01" purity="3.2193028926849365e-01" nType="0">
3317 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8955968320369720e-02" rms="4.0459281206130981e-01" purity="2.6191470026969910e-01" nType="-99"/>
3318 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2981554977595806e-03" rms="4.4935894012451172e-01" purity="3.5456764698028564e-01" nType="-99"/>
3319 </Node>
3320 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.3829062581062317e-01" cType="1" res="-1.1996135115623474e-02" rms="4.7084969282150269e-01" purity="6.3433790206909180e-01" nType="0">
3321 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5308430716395378e-03" rms="4.8128899931907654e-01" purity="5.7818585634231567e-01" nType="-99"/>
3322 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9912663847208023e-03" rms="4.6170499920845032e-01" purity="6.7699259519577026e-01" nType="-99"/>
3323 </Node>
3324 </Node>
3325 </BinaryTree>
3326 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="286">
3327 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="3.2476333435624838e-03" rms="4.5032027363777161e-01" purity="5.0175005197525024e-01" nType="0">
3328 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.5916589647531509e-02" rms="4.4469499588012695e-01" purity="4.8003634810447693e-01" nType="0">
3329 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1089168563485146e-03" rms="4.0368205308914185e-01" purity="3.4235137701034546e-01" nType="-99"/>
3330 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2931468710303307e-03" rms="4.5250284671783447e-01" purity="5.1007455587387085e-01" nType="-99"/>
3331 </Node>
3332 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2640278935432434e-01" cType="1" res="-1.4958151616156101e-02" rms="4.5766946673393250e-01" purity="5.3295350074768066e-01" nType="0">
3333 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2320820242166519e-02" rms="4.3009027838706970e-01" purity="2.9762783646583557e-01" nType="-99"/>
3334 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4435008526779711e-04" rms="4.6974211931228638e-01" purity="6.4809149503707886e-01" nType="-99"/>
3335 </Node>
3336 </Node>
3337 </BinaryTree>
3338 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="287">
3339 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1429577656090260e-03" cType="1" res="-5.0033051520586014e-03" rms="4.5229864120483398e-01" purity="4.9164727330207825e-01" nType="0">
3340 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="7.7142858505249023e+00" cType="1" res="1.2784357182681561e-02" rms="4.5251306891441345e-01" purity="4.7830510139465332e-01" nType="0">
3341 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4344613775610924e-02" rms="4.3566280603408813e-01" purity="4.6517261862754822e-01" nType="-99"/>
3342 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0678773075342178e-04" rms="4.5452767610549927e-01" purity="4.8098933696746826e-01" nType="-99"/>
3343 </Node>
3344 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-1.6254777088761330e-02" rms="4.5180150866508484e-01" purity="5.0008678436279297e-01" nType="0">
3345 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4917777851223946e-02" rms="4.2190647125244141e-01" purity="3.6091145873069763e-01" nType="-99"/>
3346 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6404198249801993e-03" rms="4.5771890878677368e-01" purity="5.3128606081008911e-01" nType="-99"/>
3347 </Node>
3348 </Node>
3349 </BinaryTree>
3350 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="288">
3351 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="1.8676865147426724e-03" rms="4.5535898208618164e-01" purity="4.9560478329658508e-01" nType="0">
3352 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3845683317631483e-03" cType="1" res="-2.0264027640223503e-02" rms="4.4777286052703857e-01" purity="4.6180301904678345e-01" nType="0">
3353 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4912239275872707e-02" rms="4.2173102498054504e-01" purity="4.5811671018600464e-01" nType="-99"/>
3354 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2268362119793892e-03" rms="4.5230880379676819e-01" purity="4.6252092719078064e-01" nType="-99"/>
3355 </Node>
3356 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3788774851709604e-03" cType="1" res="2.5680374354124069e-02" rms="4.6220058202743530e-01" purity="5.3197389841079712e-01" nType="0">
3357 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5181903988122940e-03" rms="4.7300726175308228e-01" purity="4.9230667948722839e-01" nType="-99"/>
3358 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.0033373087644577e-03" rms="4.5962572097778320e-01" purity="5.3949916362762451e-01" nType="-99"/>
3359 </Node>
3360 </Node>
3361 </BinaryTree>
3362 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="289">
3363 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="9.9860131740570068e-03" rms="4.4633442163467407e-01" purity="5.1470720767974854e-01" nType="0">
3364 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="1.5505029819905758e-02" rms="4.4495931267738342e-01" purity="5.2410531044006348e-01" nType="0">
3365 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6009413674473763e-03" rms="4.2732435464859009e-01" purity="5.1339381933212280e-01" nType="-99"/>
3366 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5971527472138405e-03" rms="4.4799479842185974e-01" purity="5.2623152732849121e-01" nType="-99"/>
3367 </Node>
3368 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.6164768263697624e-02" cType="1" res="-3.0360180884599686e-02" rms="4.5422852039337158e-01" purity="4.4600361585617065e-01" nType="0">
3369 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3985073193907738e-02" rms="4.5222175121307373e-01" purity="3.9377453923225403e-01" nType="-99"/>
3370 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4417687244713306e-03" rms="4.5275804400444031e-01" purity="5.5587506294250488e-01" nType="-99"/>
3371 </Node>
3372 </Node>
3373 </BinaryTree>
3374 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="290">
3375 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0947158113121986e-02" cType="1" res="5.2787708118557930e-03" rms="4.5105203986167908e-01" purity="5.0582033395767212e-01" nType="0">
3376 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.7994390577077866e-02" cType="1" res="-5.0834123976528645e-03" rms="4.4773426651954651e-01" purity="4.8013958334922791e-01" nType="0">
3377 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4662199323065579e-04" rms="4.4717913866043091e-01" purity="4.8347610235214233e-01" nType="-99"/>
3378 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3927539587020874e-02" rms="4.5145606994628906e-01" purity="3.9266502857208252e-01" nType="-99"/>
3379 </Node>
3380 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0690619945526123e-01" cType="1" res="3.8008388131856918e-02" rms="4.5984384417533875e-01" purity="5.8693456649780273e-01" nType="0">
3381 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7261896282434464e-02" rms="4.6054860949516296e-01" purity="4.1425129771232605e-01" nType="-99"/>
3382 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4858247749507427e-03" rms="4.5885455608367920e-01" purity="6.6379803419113159e-01" nType="-99"/>
3383 </Node>
3384 </Node>
3385 </BinaryTree>
3386 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="291">
3387 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6185978204011917e-02" cType="1" res="-4.8434096388518810e-03" rms="4.5056775212287903e-01" purity="4.9348962306976318e-01" nType="0">
3388 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.4940399453043938e-03" cType="1" res="3.3864593133330345e-03" rms="4.4341820478439331e-01" purity="4.8559337854385376e-01" nType="0">
3389 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7607302442193031e-03" rms="4.4970467686653137e-01" purity="5.3419625759124756e-01" nType="-99"/>
3390 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4704551156610250e-04" rms="4.4093826413154602e-01" purity="4.6832525730133057e-01" nType="-99"/>
3391 </Node>
3392 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3528422415256500e-01" cType="1" res="-2.6525815948843956e-02" rms="4.6819016337394714e-01" purity="5.1429307460784912e-01" nType="0">
3393 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3126006019301713e-04" rms="4.4894856214523315e-01" purity="3.6648470163345337e-01" nType="-99"/>
3394 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.7726611420512199e-03" rms="4.7857835888862610e-01" purity="6.0290169715881348e-01" nType="-99"/>
3395 </Node>
3396 </Node>
3397 </BinaryTree>
3398 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="292">
3399 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="9.2964423820376396e-03" rms="4.5151785016059875e-01" purity="5.0618422031402588e-01" nType="0">
3400 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4288366772234440e-02" cType="1" res="-1.9989384338259697e-02" rms="4.2294251918792725e-01" purity="3.8655626773834229e-01" nType="0">
3401 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7679790034890175e-02" rms="3.9900714159011841e-01" purity="3.0380824208259583e-01" nType="-99"/>
3402 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4950034245848656e-03" rms="4.4207727909088135e-01" purity="4.7124210000038147e-01" nType="-99"/>
3403 </Node>
3404 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3809259757399559e-02" cType="1" res="1.5647333115339279e-02" rms="4.5723181962966919e-01" purity="5.3212654590606689e-01" nType="0">
3405 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5529602579772472e-03" rms="4.5764651894569397e-01" purity="5.2167457342147827e-01" nType="-99"/>
3406 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7164889033883810e-03" rms="4.5507124066352844e-01" purity="5.5706208944320679e-01" nType="-99"/>
3407 </Node>
3408 </Node>
3409 </BinaryTree>
3410 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="293">
3411 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.1881873942911625e-02" rms="4.5475029945373535e-01" purity="5.0981813669204712e-01" nType="0">
3412 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4283343218266964e-02" cType="1" res="5.3529564291238785e-02" rms="4.4407287240028381e-01" purity="4.6031937003135681e-01" nType="0">
3413 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7946627065539360e-03" rms="4.2973017692565918e-01" purity="3.9955335855484009e-01" nType="-99"/>
3414 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7717398703098297e-02" rms="4.5817208290100098e-01" purity="5.2587473392486572e-01" nType="-99"/>
3415 </Node>
3416 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.6678323745727539e+00" cType="1" res="1.1043796548619866e-03" rms="4.5685482025146484e-01" purity="5.2262735366821289e-01" nType="0">
3417 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4107940630055964e-04" rms="4.5682883262634277e-01" purity="5.1031273603439331e-01" nType="-99"/>
3418 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2783577963709831e-03" rms="4.5573908090591431e-01" purity="6.6636687517166138e-01" nType="-99"/>
3419 </Node>
3420 </Node>
3421 </BinaryTree>
3422 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="294">
3423 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="4.5045758597552776e-03" rms="4.5015060901641846e-01" purity="5.0803321599960327e-01" nType="0">
3424 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3327564597129822e-02" cType="1" res="-8.3678634837269783e-03" rms="4.3712624907493591e-01" purity="4.6873077750205994e-01" nType="0">
3425 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1909456960856915e-03" rms="4.2823415994644165e-01" purity="4.5265993475914001e-01" nType="-99"/>
3426 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3788132071495056e-03" rms="4.6923246979713440e-01" purity="5.3557616472244263e-01" nType="-99"/>
3427 </Node>
3428 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.2956253886222839e-01" cType="1" res="1.3144615106284618e-02" rms="4.5848259329795837e-01" purity="5.3441315889358521e-01" nType="0">
3429 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5941347964107990e-03" rms="4.5739829540252686e-01" purity="4.8677098751068115e-01" nType="-99"/>
3430 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7991106510162354e-03" rms="4.6017983555793762e-01" purity="6.6546797752380371e-01" nType="-99"/>
3431 </Node>
3432 </Node>
3433 </BinaryTree>
3434 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="295">
3435 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="2.9446533881127834e-03" rms="4.4881305098533630e-01" purity="5.0578558444976807e-01" nType="0">
3436 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.1428575515747070e+00" cType="1" res="-8.4749599918723106e-03" rms="4.4560065865516663e-01" purity="4.9378988146781921e-01" nType="0">
3437 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3081794865429401e-03" rms="4.4094076752662659e-01" purity="4.4495880603790283e-01" nType="-99"/>
3438 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7717471607029438e-03" rms="4.4728183746337891e-01" purity="5.1648020744323730e-01" nType="-99"/>
3439 </Node>
3440 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8077950477600098e-02" cType="1" res="3.8403805345296860e-02" rms="4.5682877302169800e-01" purity="5.4303371906280518e-01" nType="0">
3441 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0189118795096874e-02" rms="4.5801353454589844e-01" purity="5.4387038946151733e-01" nType="-99"/>
3442 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5410318095237017e-04" rms="4.4692742824554443e-01" purity="5.3720551729202271e-01" nType="-99"/>
3443 </Node>
3444 </Node>
3445 </BinaryTree>
3446 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="296">
3447 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3332772552967072e-02" cType="1" res="-7.4929865077137947e-03" rms="4.5033466815948486e-01" purity="4.9047470092773438e-01" nType="0">
3448 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8551805764436722e-02" cType="1" res="-1.6297066584229469e-02" rms="4.4827541708946228e-01" purity="4.6961158514022827e-01" nType="0">
3449 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9493174515664577e-03" rms="4.4777563214302063e-01" purity="4.6847096085548401e-01" nType="-99"/>
3450 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8602630123496056e-02" rms="4.5079079270362854e-01" purity="4.8510617017745972e-01" nType="-99"/>
3451 </Node>
3452 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.7303782999515533e-02" cType="1" res="2.6856156066060066e-02" rms="4.5666038990020752e-01" purity="5.7187229394912720e-01" nType="0">
3453 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6408914700150490e-02" rms="4.3524625897407532e-01" purity="6.4702659845352173e-01" nType="-99"/>
3454 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0308159291744232e-03" rms="4.6389013528823853e-01" purity="5.4133176803588867e-01" nType="-99"/>
3455 </Node>
3456 </Node>
3457 </BinaryTree>
3458 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="297">
3459 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-5.5983723141252995e-03" rms="4.5185109972953796e-01" purity="4.8937821388244629e-01" nType="0">
3460 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1142857551574707e+01" cType="1" res="-1.1812953278422356e-02" rms="4.4982969760894775e-01" purity="4.8276379704475403e-01" nType="0">
3461 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3687984319403768e-03" rms="4.4089859724044800e-01" purity="4.6115541458129883e-01" nType="-99"/>
3462 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6611327454447746e-03" rms="4.5567873120307922e-01" purity="4.9811437726020813e-01" nType="-99"/>
3463 </Node>
3464 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5693254321813583e-02" cType="1" res="1.9993675872683525e-02" rms="4.5919623970985413e-01" purity="5.1661688089370728e-01" nType="0">
3465 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0722348708659410e-03" rms="4.5976576209068298e-01" purity="4.9933895468711853e-01" nType="-99"/>
3466 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6015419736504555e-02" rms="4.5287990570068359e-01" purity="5.9648180007934570e-01" nType="-99"/>
3467 </Node>
3468 </Node>
3469 </BinaryTree>
3470 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="298">
3471 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3821226786822081e-03" cType="1" res="1.5035930555313826e-03" rms="4.4783455133438110e-01" purity="4.9839076399803162e-01" nType="0">
3472 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4130920539610088e-04" cType="1" res="2.9448002576828003e-02" rms="4.5248576998710632e-01" purity="5.4142910242080688e-01" nType="0">
3473 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1992642432451248e-02" rms="4.7183728218078613e-01" purity="6.1931985616683960e-01" nType="-99"/>
3474 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7817088887095451e-03" rms="4.4671556353569031e-01" purity="5.2334660291671753e-01" nType="-99"/>
3475 </Node>
3476 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4887129664421082e-01" cType="1" res="-4.8965481109917164e-03" rms="4.4651639461517334e-01" purity="4.8853361606597900e-01" nType="0">
3477 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7405786141753197e-03" rms="3.6704105138778687e-01" purity="1.9948010146617889e-01" nType="-99"/>
3478 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3577521834522486e-04" rms="4.7594115138053894e-01" purity="6.1089795827865601e-01" nType="-99"/>
3479 </Node>
3480 </Node>
3481 </BinaryTree>
3482 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="299">
3483 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.6671545505523682e-01" cType="1" res="9.0129822492599487e-03" rms="4.5100700855255127e-01" purity="5.0814145803451538e-01" nType="0">
3484 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.8955909013748169e-02" cType="1" res="1.4986542984843254e-02" rms="4.4610938429832458e-01" purity="4.5006737112998962e-01" nType="0">
3485 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5609882585704327e-03" rms="3.6341813206672668e-01" purity="1.8671940267086029e-01" nType="-99"/>
3486 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3893816657364368e-03" rms="4.6443668007850647e-01" purity="5.1713538169860840e-01" nType="-99"/>
3487 </Node>
3488 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1953523159027100e+00" cType="1" res="-6.8593309260904789e-03" rms="4.6339529752731323e-01" purity="6.6244971752166748e-01" nType="0">
3489 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6037854626774788e-03" rms="4.6784913539886475e-01" purity="6.4949965476989746e-01" nType="-99"/>
3490 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1791856028139591e-02" rms="4.3887728452682495e-01" purity="7.1912872791290283e-01" nType="-99"/>
3491 </Node>
3492 </Node>
3493 </BinaryTree>
3494 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="300">
3495 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0952846631407738e-02" cType="1" res="-3.1835564877837896e-03" rms="4.5005688071250916e-01" purity="4.9610811471939087e-01" nType="0">
3496 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3577360436320305e-02" cType="1" res="-1.0601803660392761e-02" rms="4.4786837697029114e-01" purity="4.7160923480987549e-01" nType="0">
3497 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3808193616569042e-03" rms="4.4566991925239563e-01" purity="4.7359529137611389e-01" nType="-99"/>
3498 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2346474453806877e-02" rms="4.6348568797111511e-01" purity="4.5524820685386658e-01" nType="-99"/>
3499 </Node>
3500 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5896891951560974e-01" cType="1" res="2.1306188777089119e-02" rms="4.5635199546813965e-01" purity="5.7698595523834229e-01" nType="0">
3501 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8997363820672035e-03" rms="4.0372794866561890e-01" purity="2.5576069951057434e-01" nType="-99"/>
3502 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9259881749749184e-03" rms="4.6745154261589050e-01" purity="6.5714567899703979e-01" nType="-99"/>
3503 </Node>
3504 </Node>
3505 </BinaryTree>
3506 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="301">
3507 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0476035326719284e-02" cType="1" res="-9.5001012086868286e-03" rms="4.4863677024841309e-01" purity="4.8912283778190613e-01" nType="0">
3508 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6000000000000000e+01" cType="1" res="-4.3302378617227077e-03" rms="4.4831401109695435e-01" purity="4.9134221673011780e-01" nType="0">
3509 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4044650383293629e-03" rms="4.4157832860946655e-01" purity="4.9152392148971558e-01" nType="-99"/>
3510 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4890434257686138e-03" rms="4.5462673902511597e-01" purity="4.9114865064620972e-01" nType="-99"/>
3511 </Node>
3512 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.3395143747329712e-01" cType="1" res="-5.7816449552774429e-02" rms="4.4877207279205322e-01" purity="4.6838101744651794e-01" nType="0">
3513 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0097158625721931e-02" rms="4.3121957778930664e-01" purity="3.1276455521583557e-01" nType="-99"/>
3514 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8759713321924210e-03" rms="4.5458766818046570e-01" purity="6.6476744413375854e-01" nType="-99"/>
3515 </Node>
3516 </Node>
3517 </BinaryTree>
3518 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="302">
3519 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="1.1632407549768686e-03" rms="4.4947215914726257e-01" purity="4.9529537558555603e-01" nType="0">
3520 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1903036385774612e-02" cType="1" res="1.2118306010961533e-02" rms="4.4416236877441406e-01" purity="4.7897395491600037e-01" nType="0">
3521 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3013388961553574e-03" rms="4.4344380497932434e-01" purity="4.6251571178436279e-01" nType="-99"/>
3522 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2374677695333958e-02" rms="4.4619354605674744e-01" purity="5.7196587324142456e-01" nType="-99"/>
3523 </Node>
3524 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.9369724914431572e-02" cType="1" res="-1.5282464213669300e-02" rms="4.5683452486991882e-01" purity="5.1979702711105347e-01" nType="0">
3525 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1117132380604744e-02" rms="4.5913475751876831e-01" purity="4.7182565927505493e-01" nType="-99"/>
3526 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1934768408536911e-03" rms="4.5417279005050659e-01" purity="5.5098104476928711e-01" nType="-99"/>
3527 </Node>
3528 </Node>
3529 </BinaryTree>
3530 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="303">
3531 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-4.9813645891845226e-03" rms="4.5207712054252625e-01" purity="4.8952704668045044e-01" nType="0">
3532 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.0952382087707520e+00" cType="1" res="-6.1506225029006600e-04" rms="4.5104098320007324e-01" purity="4.9629205465316772e-01" nType="0">
3533 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2179421335458755e-03" rms="4.2777460813522339e-01" purity="4.1790243983268738e-01" nType="-99"/>
3534 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3514417223632336e-03" rms="4.5407095551490784e-01" purity="5.0756680965423584e-01" nType="-99"/>
3535 </Node>
3536 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2904762268066406e+01" cType="1" res="-4.8952881246805191e-02" rms="4.6007803082466125e-01" purity="4.2139875888824463e-01" nType="0">
3537 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0760808140039444e-02" rms="4.3836703896522522e-01" purity="4.0544635057449341e-01" nType="-99"/>
3538 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5391158200800419e-03" rms="4.8914876580238342e-01" purity="4.4982358813285828e-01" nType="-99"/>
3539 </Node>
3540 </Node>
3541 </BinaryTree>
3542 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="304">
3543 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-8.8713774457573891e-03" rms="4.4976815581321716e-01" purity="4.9009510874748230e-01" nType="0">
3544 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.3478358983993530e+00" cType="1" res="-1.8227048218250275e-02" rms="4.4710874557495117e-01" purity="4.8464149236679077e-01" nType="0">
3545 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8600353077054024e-03" rms="4.4857203960418701e-01" purity="4.6000173687934875e-01" nType="-99"/>
3546 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0685732588171959e-02" rms="4.2635950446128845e-01" purity="7.4846887588500977e-01" nType="-99"/>
3547 </Node>
3548 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2809524536132812e+01" cType="1" res="4.8348806798458099e-02" rms="4.6159482002258301e-01" purity="5.2345001697540283e-01" nType="0">
3549 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1325469762086868e-03" rms="4.5985561609268188e-01" purity="5.1193404197692871e-01" nType="-99"/>
3550 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0858647301793098e-02" rms="4.6288964152336121e-01" purity="5.5060356855392456e-01" nType="-99"/>
3551 </Node>
3552 </Node>
3553 </BinaryTree>
3554 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="305">
3555 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.3852135539054871e-01" cType="1" res="-2.8850769740529358e-04" rms="4.4931274652481079e-01" purity="4.9652662873268127e-01" nType="0">
3556 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.9270032048225403e-01" cType="1" res="9.1201094910502434e-03" rms="4.4085857272148132e-01" purity="4.3477261066436768e-01" nType="0">
3557 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6564893778413534e-04" rms="4.3596142530441284e-01" purity="3.6716055870056152e-01" nType="-99"/>
3558 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0030737146735191e-02" rms="4.5609149336814880e-01" purity="6.7645680904388428e-01" nType="-99"/>
3559 </Node>
3560 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.9581022262573242e+00" cType="1" res="-2.3155977949500084e-02" rms="4.6843874454498291e-01" purity="6.4661854505538940e-01" nType="0">
3561 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9137574173510075e-03" rms="4.7188246250152588e-01" purity="6.3787728548049927e-01" nType="-99"/>
3562 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2613018043339252e-03" rms="4.5268905162811279e-01" purity="6.8308222293853760e-01" nType="-99"/>
3563 </Node>
3564 </Node>
3565 </BinaryTree>
3566 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="306">
3567 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="8.7935542687773705e-03" rms="4.4644612073898315e-01" purity="5.0541532039642334e-01" nType="0">
3568 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1730917692184448e-01" cType="1" res="6.2822722829878330e-03" rms="4.4481885433197021e-01" purity="5.0445199012756348e-01" nType="0">
3569 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9101263498887420e-04" rms="4.3972408771514893e-01" purity="4.5412799715995789e-01" nType="-99"/>
3570 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5664979629218578e-03" rms="4.5933270454406738e-01" purity="6.5870821475982666e-01" nType="-99"/>
3571 </Node>
3572 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8395055085420609e-02" rms="4.8416110873222351e-01" purity="5.3204518556594849e-01" nType="-99"/>
3573 </Node>
3574 </BinaryTree>
3575 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="307">
3576 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2845379561185837e-02" cType="1" res="1.4509093016386032e-02" rms="4.5368558168411255e-01" purity="5.0912010669708252e-01" nType="0">
3577 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.1195250600576401e-03" cType="1" res="1.0298131965100765e-02" rms="4.5185393095016479e-01" purity="5.0129175186157227e-01" nType="0">
3578 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9561707787215710e-03" rms="4.5125669240951538e-01" purity="4.9906402826309204e-01" nType="-99"/>
3579 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7285696705803275e-04" rms="4.5187279582023621e-01" purity="5.0273364782333374e-01" nType="-99"/>
3580 </Node>
3581 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0974878966808319e-01" cType="1" res="6.0862384736537933e-02" rms="4.7089767456054688e-01" purity="5.9529262781143188e-01" nType="0">
3582 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1567037105560303e-02" rms="4.8201891779899597e-01" purity="4.7116655111312866e-01" nType="-99"/>
3583 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9650984369218349e-03" rms="4.6292906999588013e-01" purity="6.5044140815734863e-01" nType="-99"/>
3584 </Node>
3585 </Node>
3586 </BinaryTree>
3587 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="308">
3588 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1905161663889885e-02" cType="1" res="-4.3772654607892036e-03" rms="4.5110371708869934e-01" purity="4.9293261766433716e-01" nType="0">
3589 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.3660244233906269e-03" cType="1" res="-1.6410218551754951e-02" rms="4.4225087761878967e-01" purity="4.4121855497360229e-01" nType="0">
3590 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5259714564308524e-03" rms="4.4630974531173706e-01" purity="4.6569570899009705e-01" nType="-99"/>
3591 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5311992727220058e-02" rms="4.2178857326507568e-01" purity="3.3736076951026917e-01" nType="-99"/>
3592 </Node>
3593 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8232254087924957e-02" cType="1" res="6.9684800691902637e-03" rms="4.5900586247444153e-01" purity="5.4169321060180664e-01" nType="0">
3594 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0848772302269936e-03" rms="4.5076367259025574e-01" purity="5.5889654159545898e-01" nType="-99"/>
3595 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1433600708842278e-03" rms="4.6660950779914856e-01" purity="5.2286088466644287e-01" nType="-99"/>
3596 </Node>
3597 </Node>
3598 </BinaryTree>
3599 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="309">
3600 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.2778760194778442e-01" cType="1" res="-8.8668437674641609e-03" rms="4.4959598779678345e-01" purity="4.8835465312004089e-01" nType="0">
3601 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7917467355728149e-01" cType="1" res="-8.1695494009181857e-04" rms="4.4011253118515015e-01" purity="4.2589971423149109e-01" nType="0">
3602 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5374880060553551e-03" rms="4.3316069245338440e-01" purity="3.9199677109718323e-01" nType="-99"/>
3603 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0881744325160980e-02" rms="4.7394362092018127e-01" purity="6.1595267057418823e-01" nType="-99"/>
3604 </Node>
3605 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6428571701049805e+01" cType="1" res="-2.8252674266695976e-02" rms="4.7108805179595947e-01" purity="6.3875937461853027e-01" nType="0">
3606 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6691195089370012e-03" rms="4.6452912688255310e-01" purity="6.5878355503082275e-01" nType="-99"/>
3607 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2881545349955559e-02" rms="4.8055925965309143e-01" purity="6.0517954826354980e-01" nType="-99"/>
3608 </Node>
3609 </Node>
3610 </BinaryTree>
3611 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="310">
3612 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="3.5787431988865137e-03" rms="4.5133510231971741e-01" purity="4.9706965684890747e-01" nType="0">
3613 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.1047618865966797e+01" cType="1" res="1.0064844042062759e-02" rms="4.5060327649116516e-01" purity="5.0279814004898071e-01" nType="0">
3614 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0795455891638994e-03" rms="4.4640532135963440e-01" purity="4.9503955245018005e-01" nType="-99"/>
3615 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0030657052993774e-02" rms="4.7290503978729248e-01" purity="5.4792523384094238e-01" nType="-99"/>
3616 </Node>
3617 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4270962215960026e-02" cType="1" res="-2.7447242289781570e-02" rms="4.5353823900222778e-01" purity="4.6966800093650818e-01" nType="0">
3618 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.4650370990857482e-04" rms="4.5219609141349792e-01" purity="4.7676792740821838e-01" nType="-99"/>
3619 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6720121726393700e-02" rms="4.5174348354339600e-01" purity="4.5945185422897339e-01" nType="-99"/>
3620 </Node>
3621 </Node>
3622 </BinaryTree>
3623 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="311">
3624 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1535682678222656e-01" cType="1" res="3.9008455350995064e-03" rms="4.5101916790008545e-01" purity="5.0095945596694946e-01" nType="0">
3625 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="1.4022982679307461e-02" rms="4.4378748536109924e-01" purity="4.7285032272338867e-01" nType="0">
3626 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7112481445074081e-03" rms="4.4248941540718079e-01" purity="4.7796031832695007e-01" nType="-99"/>
3627 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2490903548896313e-03" rms="4.4768619537353516e-01" purity="4.4688299298286438e-01" nType="-99"/>
3628 </Node>
3629 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.1689113378524780e+00" cType="1" res="-3.1989112496376038e-02" rms="4.7403675317764282e-01" purity="6.0062557458877563e-01" nType="0">
3630 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1181683279573917e-02" rms="4.8230630159378052e-01" purity="5.4847031831741333e-01" nType="-99"/>
3631 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4257092920597643e-05" rms="4.5798784494400024e-01" purity="6.8841713666915894e-01" nType="-99"/>
3632 </Node>
3633 </Node>
3634 </BinaryTree>
3635 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="312">
3636 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4285987243056297e-02" cType="1" res="3.1387479975819588e-03" rms="4.5198851823806763e-01" purity="5.0079065561294556e-01" nType="0">
3637 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1564835906028748e-02" cType="1" res="1.6904134303331375e-02" rms="4.4770336151123047e-01" purity="4.8129147291183472e-01" nType="0">
3638 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2238744422793388e-03" rms="4.4482934474945068e-01" purity="4.6990701556205750e-01" nType="-99"/>
3639 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0922908559441566e-02" rms="4.6566745638847351e-01" purity="5.7613462209701538e-01" nType="-99"/>
3640 </Node>
3641 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1101567894220352e-02" cType="1" res="-1.3857717625796795e-02" rms="4.5665195584297180e-01" purity="5.2486681938171387e-01" nType="0">
3642 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3532929122447968e-02" rms="4.4645354151725769e-01" purity="4.7311511635780334e-01" nType="-99"/>
3643 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6188125270418823e-04" rms="4.5880845189094543e-01" purity="5.3955292701721191e-01" nType="-99"/>
3644 </Node>
3645 </Node>
3646 </BinaryTree>
3647 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="313">
3648 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="6.9384239614009857e-03" rms="4.4877591729164124e-01" purity="5.0641274452209473e-01" nType="0">
3649 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2849887162446976e-02" cType="1" res="3.0311131849884987e-03" rms="4.4729223847389221e-01" purity="5.0301808118820190e-01" nType="0">
3650 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3553940011188388e-04" rms="4.4644790887832642e-01" purity="4.9577233195304871e-01" nType="-99"/>
3651 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1809095740318298e-02" rms="4.5372998714447021e-01" purity="5.8387827873229980e-01" nType="-99"/>
3652 </Node>
3653 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6677986830472946e-02" cType="1" res="5.1749639213085175e-02" rms="4.6310245990753174e-01" purity="5.4534465074539185e-01" nType="0">
3654 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8110752142965794e-03" rms="4.6504652500152588e-01" purity="4.8419922590255737e-01" nType="-99"/>
3655 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8554242327809334e-02" rms="4.5913532376289368e-01" purity="6.1131346225738525e-01" nType="-99"/>
3656 </Node>
3657 </Node>
3658 </BinaryTree>
3659 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="314">
3660 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1429735980927944e-03" cType="1" res="-5.3454721346497536e-03" rms="4.4855704903602600e-01" purity="4.9322587251663208e-01" nType="0">
3661 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0606726650148630e-03" cType="1" res="-2.0371250808238983e-02" rms="4.4240492582321167e-01" purity="4.5112895965576172e-01" nType="0">
3662 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9235297804698348e-04" rms="4.5235159993171692e-01" purity="5.0942671298980713e-01" nType="-99"/>
3663 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2571614235639572e-02" rms="4.2665749788284302e-01" purity="3.7103343009948730e-01" nType="-99"/>
3664 </Node>
3665 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.0859701633453369e+00" cType="1" res="3.8125589489936829e-03" rms="4.5202076435089111e-01" purity="5.1888340711593628e-01" nType="0">
3666 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2668186575174332e-03" rms="4.5062169432640076e-01" purity="5.0704604387283325e-01" nType="-99"/>
3667 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2235693633556366e-02" rms="4.6180576086044312e-01" purity="6.3383340835571289e-01" nType="-99"/>
3668 </Node>
3669 </Node>
3670 </BinaryTree>
3671 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="315">
3672 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="2.1358402445912361e-03" rms="4.4993150234222412e-01" purity="4.9939563870429993e-01" nType="0">
3673 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.1571428298950195e+01" cType="1" res="5.5812881328165531e-03" rms="4.4970199465751648e-01" purity="5.0325745344161987e-01" nType="0">
3674 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0984290060587227e-04" rms="4.5052450895309448e-01" purity="4.9872285127639771e-01" nType="-99"/>
3675 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4104060828685760e-02" rms="4.3510067462921143e-01" purity="5.6186437606811523e-01" nType="-99"/>
3676 </Node>
3677 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7623944208025932e-02" rms="4.4821122288703918e-01" purity="4.1349276900291443e-01" nType="-99"/>
3678 </Node>
3679 </BinaryTree>
3680 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="316">
3681 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="1.5114757232367992e-02" rms="4.4558775424957275e-01" purity="5.1738494634628296e-01" nType="0">
3682 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3932416737079620e-01" cType="1" res="-4.2358213104307652e-03" rms="4.3266460299491882e-01" purity="4.7227498888969421e-01" nType="0">
3683 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5988716855645180e-02" rms="3.1260243058204651e-01" purity="1.3048142194747925e-01" nType="-99"/>
3684 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3559203837066889e-03" rms="4.7132810950279236e-01" purity="6.0872811079025269e-01" nType="-99"/>
3685 </Node>
3686 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="6.4303237199783325e-01" cType="1" res="2.7980281040072441e-02" rms="4.5351964235305786e-01" purity="5.4737693071365356e-01" nType="0">
3687 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2407826296985149e-03" rms="4.5501595735549927e-01" purity="5.1348030567169189e-01" nType="-99"/>
3688 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3003619387745857e-02" rms="4.4481700658798218e-01" purity="7.1676284074783325e-01" nType="-99"/>
3689 </Node>
3690 </Node>
3691 </BinaryTree>
3692 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="317">
3693 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5241507515311241e-03" cType="1" res="2.1336204372346401e-03" rms="4.4874024391174316e-01" purity="4.9913766980171204e-01" nType="0">
3694 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.3955295085906982e+00" cType="1" res="-1.5830753371119499e-02" rms="4.4323238730430603e-01" purity="4.4250440597534180e-01" nType="0">
3695 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6323713827878237e-03" rms="4.4101890921592712e-01" purity="4.3401801586151123e-01" nType="-99"/>
3696 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0711736753582954e-02" rms="4.6544197201728821e-01" purity="5.5316013097763062e-01" nType="-99"/>
3697 </Node>
3698 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2290758341550827e-02" cType="1" res="1.6002696007490158e-02" rms="4.5245906710624695e-01" purity="5.4286038875579834e-01" nType="0">
3699 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8108423836529255e-03" rms="4.5011180639266968e-01" purity="5.5059766769409180e-01" nType="-99"/>
3700 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6280154064297676e-03" rms="4.6387562155723572e-01" purity="4.9244266748428345e-01" nType="-99"/>
3701 </Node>
3702 </Node>
3703 </BinaryTree>
3704 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="318">
3705 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="7.7737974934279919e-03" rms="4.5134750008583069e-01" purity="5.0745522975921631e-01" nType="0">
3706 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4761905670166016e+01" cType="1" res="1.6785619081929326e-03" rms="4.4998997449874878e-01" purity="5.0019931793212891e-01" nType="0">
3707 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3481702189892530e-03" rms="4.4886112213134766e-01" purity="5.0368177890777588e-01" nType="-99"/>
3708 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0302968099713326e-02" rms="4.6729514002799988e-01" purity="4.1642504930496216e-01" nType="-99"/>
3709 </Node>
3710 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.0142856597900391e+01" cType="1" res="3.2699059695005417e-02" rms="4.5600983500480652e-01" purity="5.3712677955627441e-01" nType="0">
3711 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2342235073447227e-02" rms="4.7632679343223572e-01" purity="5.7123786211013794e-01" nType="-99"/>
3712 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1415809430181980e-03" rms="4.4455036520957947e-01" purity="5.1912713050842285e-01" nType="-99"/>
3713 </Node>
3714 </Node>
3715 </BinaryTree>
3716 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="319">
3717 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="1.3975650072097778e-03" rms="4.4894647598266602e-01" purity="5.0368881225585938e-01" nType="0">
3718 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6183884590864182e-02" cType="1" res="-9.8986329976469278e-04" rms="4.4841253757476807e-01" purity="5.0282132625579834e-01" nType="0">
3719 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9307776130735874e-03" rms="4.4741749763488770e-01" purity="4.7090831398963928e-01" nType="-99"/>
3720 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6565254926681519e-03" rms="4.4972941279411316e-01" purity="5.7761734724044800e-01" nType="-99"/>
3721 </Node>
3722 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7899945378303528e-02" rms="4.5916011929512024e-01" purity="5.3115588426589966e-01" nType="-99"/>
3723 </Node>
3724 </BinaryTree>
3725 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="320">
3726 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.4011244773864746e+00" cType="1" res="3.3829750027507544e-03" rms="4.4955521821975708e-01" purity="5.0529146194458008e-01" nType="0">
3727 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-2.5741031276993454e-04" rms="4.5075416564941406e-01" purity="4.8591431975364685e-01" nType="0">
3728 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3681633542291820e-04" rms="4.5044326782226562e-01" purity="4.8863014578819275e-01" nType="-99"/>
3729 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7021242529153824e-02" rms="4.5572522282600403e-01" purity="3.9104002714157104e-01" nType="-99"/>
3730 </Node>
3731 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1847117915749550e-02" rms="4.3185245990753174e-01" purity="7.4579048156738281e-01" nType="-99"/>
3732 </Node>
3733 </BinaryTree>
3734 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="321">
3735 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4346576631069183e-01" cType="1" res="9.3524008989334106e-03" rms="4.5533436536788940e-01" purity="5.0302988290786743e-01" nType="0">
3736 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="8.5527926683425903e-02" cType="1" res="3.7778653204441071e-02" rms="4.1409963369369507e-01" purity="2.7378365397453308e-01" nType="0">
3737 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8938468545675278e-02" rms="2.1417537331581116e-01" purity="4.9241498112678528e-02" nType="-99"/>
3738 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5523941256105900e-02" rms="4.4068151712417603e-01" purity="3.1768161058425903e-01" nType="-99"/>
3739 </Node>
3740 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.2012083530426025e-01" cType="1" res="-4.3921456672251225e-03" rms="4.7337535023689270e-01" purity="6.1387401819229126e-01" nType="0">
3741 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6071760803461075e-03" rms="4.7568461298942566e-01" purity="6.0187363624572754e-01" nType="-99"/>
3742 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6151558160781860e-03" rms="4.6640372276306152e-01" purity="6.4666301012039185e-01" nType="-99"/>
3743 </Node>
3744 </Node>
3745 </BinaryTree>
3746 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="322">
3747 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3527272045612335e-01" cType="1" res="-6.9017293862998486e-03" rms="4.4254055619239807e-01" purity="4.9775385856628418e-01" nType="0">
3748 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2420739978551865e-01" cType="1" res="-2.8282729908823967e-02" rms="4.1316315531730652e-01" purity="3.0165633559226990e-01" nType="0">
3749 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6281401738524437e-02" rms="3.5452046990394592e-01" purity="1.7939139902591705e-01" nType="-99"/>
3750 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3799853622913361e-03" rms="4.6428558230400085e-01" purity="4.2612519860267639e-01" nType="-99"/>
3751 </Node>
3752 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2841445654630661e-02" cType="1" res="1.0668100789189339e-02" rms="4.6455916762351990e-01" purity="6.5889698266983032e-01" nType="0">
3753 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9521560110151768e-04" rms="4.6546053886413574e-01" purity="6.5486526489257812e-01" nType="-99"/>
3754 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6053372994065285e-02" rms="4.5175778865814209e-01" purity="6.9419157505035400e-01" nType="-99"/>
3755 </Node>
3756 </Node>
3757 </BinaryTree>
3758 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="323">
3759 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-1.0487236082553864e-02" rms="4.5242002606391907e-01" purity="4.8760110139846802e-01" nType="0">
3760 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1923777870833874e-02" cType="1" res="6.1285190284252167e-02" rms="4.1474211215972900e-01" purity="3.7510356307029724e-01" nType="0">
3761 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3411201313138008e-02" rms="3.8977351784706116e-01" purity="3.5057008266448975e-01" nType="-99"/>
3762 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1957318522036076e-02" rms="4.3760636448860168e-01" purity="3.9940902590751648e-01" nType="-99"/>
3763 </Node>
3764 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5237316563725471e-03" cType="1" res="-1.4381797052919865e-02" rms="4.5405077934265137e-01" purity="4.9370551109313965e-01" nType="0">
3765 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6874995827674866e-03" rms="4.5044782757759094e-01" purity="4.4336420297622681e-01" nType="-99"/>
3766 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0867709061130881e-03" rms="4.5660668611526489e-01" purity="5.3306686878204346e-01" nType="-99"/>
3767 </Node>
3768 </Node>
3769 </BinaryTree>
3770 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="324">
3771 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6179777458310127e-02" cType="1" res="6.7902612499892712e-03" rms="4.5104494690895081e-01" purity="5.0214838981628418e-01" nType="0">
3772 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.7394072860479355e-03" cType="1" res="1.6445955261588097e-02" rms="4.4551438093185425e-01" purity="4.9464920163154602e-01" nType="0">
3773 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0509035615250468e-04" rms="4.4538223743438721e-01" purity="4.9326729774475098e-01" nType="-99"/>
3774 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6649857908487320e-03" rms="4.4523626565933228e-01" purity="4.9537131190299988e-01" nType="-99"/>
3775 </Node>
3776 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2000000000000000e+01" cType="1" res="-1.9561156630516052e-02" rms="4.6478486061096191e-01" purity="5.2261430025100708e-01" nType="0">
3777 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6709659248590469e-02" rms="4.6183750033378601e-01" purity="4.1612252593040466e-01" nType="-99"/>
3778 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0861213316675276e-05" rms="4.6453490853309631e-01" purity="5.6639480590820312e-01" nType="-99"/>
3779 </Node>
3780 </Node>
3781 </BinaryTree>
3782 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="325">
3783 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5241507515311241e-03" cType="1" res="-8.0182845704257488e-04" rms="4.5136705040931702e-01" purity="4.9781304597854614e-01" nType="0">
3784 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="1.4155869372189045e-02" rms="4.4733443856239319e-01" purity="4.7332441806793213e-01" nType="0">
3785 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2672109771519899e-03" rms="4.4318494200706482e-01" purity="4.6997264027595520e-01" nType="-99"/>
3786 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7933551222085953e-02" rms="4.9109780788421631e-01" purity="5.1451462507247925e-01" nType="-99"/>
3787 </Node>
3788 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1452674865722656e-02" cType="1" res="-1.3316442258656025e-02" rms="4.5433530211448669e-01" purity="5.1830184459686279e-01" nType="0">
3789 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1017681583762169e-02" rms="4.1371452808380127e-01" purity="2.5731796026229858e-01" nType="-99"/>
3790 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7484015552327037e-03" rms="4.5579114556312561e-01" purity="5.3305476903915405e-01" nType="-99"/>
3791 </Node>
3792 </Node>
3793 </BinaryTree>
3794 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="326">
3795 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="3.2918429933488369e-03" rms="4.5148852467536926e-01" purity="4.9939259886741638e-01" nType="0">
3796 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6714284896850586e+01" cType="1" res="5.6133507750928402e-03" rms="4.5182859897613525e-01" purity="5.0167858600616455e-01" nType="0">
3797 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2461863700300455e-03" rms="4.4372186064720154e-01" purity="4.7224038839340210e-01" nType="-99"/>
3798 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5239503271877766e-03" rms="4.6108862757682800e-01" purity="5.3832173347473145e-01" nType="-99"/>
3799 </Node>
3800 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0770994238555431e-02" rms="4.4127705693244934e-01" purity="4.5064651966094971e-01" nType="-99"/>
3801 </Node>
3802 </BinaryTree>
3803 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="327">
3804 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-2.9191984795033932e-03" rms="4.5146811008453369e-01" purity="4.9482187628746033e-01" nType="0">
3805 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3333333015441895e+01" cType="1" res="-7.5212907977402210e-03" rms="4.5184239745140076e-01" purity="4.8892575502395630e-01" nType="0">
3806 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3502600379288197e-03" rms="4.4058427214622498e-01" purity="4.8152288794517517e-01" nType="-99"/>
3807 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3126229904592037e-03" rms="4.6108278632164001e-01" purity="4.9548691511154175e-01" nType="-99"/>
3808 </Node>
3809 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.1428569793701172e+01" cType="1" res="4.4258207082748413e-02" rms="4.4487604498863220e-01" purity="5.5526453256607056e-01" nType="0">
3810 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1585468202829361e-02" rms="4.4654312729835510e-01" purity="6.2651884555816650e-01" nType="-99"/>
3811 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7970997616648674e-03" rms="4.3624848127365112e-01" purity="4.7122207283973694e-01" nType="-99"/>
3812 </Node>
3813 </Node>
3814 </BinaryTree>
3815 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="328">
3816 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666986048221588e-02" cType="1" res="7.1895023575052619e-04" rms="4.4624742865562439e-01" purity="5.0385576486587524e-01" nType="0">
3817 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.5547109805047512e-03" cType="1" res="-1.2950799427926540e-02" rms="4.4284513592720032e-01" purity="4.5347255468368530e-01" nType="0">
3818 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9248703978955746e-03" rms="4.4679597020149231e-01" purity="5.0112706422805786e-01" nType="-99"/>
3819 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4116444624960423e-02" rms="4.3347415328025818e-01" purity="3.8317343592643738e-01" nType="-99"/>
3820 </Node>
3821 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5107038021087646e-01" cType="1" res="1.8247935920953751e-02" rms="4.4996541738510132e-01" purity="5.6846308708190918e-01" nType="0">
3822 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4519221410155296e-03" rms="3.9830738306045532e-01" purity="2.2942656278610229e-01" nType="-99"/>
3823 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0502612031996250e-03" rms="4.6231105923652649e-01" purity="6.5845483541488647e-01" nType="-99"/>
3824 </Node>
3825 </Node>
3826 </BinaryTree>
3827 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="329">
3828 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809492588043213e-02" cType="1" res="1.1367895640432835e-03" rms="4.5042246580123901e-01" purity="5.0055378675460815e-01" nType="0">
3829 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0406406372785568e-02" cType="1" res="1.2514923699200153e-02" rms="4.4692701101303101e-01" purity="4.9300259351730347e-01" nType="0">
3830 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0816850699484348e-03" rms="4.4815060496330261e-01" purity="4.7562363743782043e-01" nType="-99"/>
3831 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3378062993288040e-02" rms="4.2521810531616211e-01" purity="6.7066991329193115e-01" nType="-99"/>
3832 </Node>
3833 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1456417441368103e-01" cType="1" res="-2.5626398622989655e-02" rms="4.5742478966712952e-01" purity="5.1831543445587158e-01" nType="0">
3834 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7526324838399887e-02" rms="4.0114566683769226e-01" purity="2.7448105812072754e-01" nType="-99"/>
3835 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6780813457444310e-03" rms="4.7881630063056946e-01" purity="6.2484586238861084e-01" nType="-99"/>
3836 </Node>
3837 </Node>
3838 </BinaryTree>
3839 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="330">
3840 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-1.2939542531967163e-02" rms="4.4810003042221069e-01" purity="4.8736402392387390e-01" nType="0">
3841 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.8285715103149414e+01" cType="1" res="-8.6714038625359535e-03" rms="4.4620710611343384e-01" purity="4.9479824304580688e-01" nType="0">
3842 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8860595561563969e-03" rms="4.3682849407196045e-01" purity="4.7818204760551453e-01" nType="-99"/>
3843 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0072585213929415e-03" rms="4.6375399827957153e-01" purity="5.2822721004486084e-01" nType="-99"/>
3844 </Node>
3845 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3302614688873291e-01" cType="1" res="-5.6634426116943359e-02" rms="4.6478834748268127e-01" purity="4.1125643253326416e-01" nType="0">
3846 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7990995440632105e-03" rms="4.2357435822486877e-01" purity="2.5676646828651428e-01" nType="-99"/>
3847 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0901164039969444e-02" rms="4.8325017094612122e-01" purity="5.0242525339126587e-01" nType="-99"/>
3848 </Node>
3849 </Node>
3850 </BinaryTree>
3851 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="331">
3852 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="9.1035589575767517e-03" rms="4.5106968283653259e-01" purity="5.1077336072921753e-01" nType="0">
3853 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8089040666818619e-02" cType="1" res="4.2267579585313797e-02" rms="4.3317535519599915e-01" purity="4.6593618392944336e-01" nType="0">
3854 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5583869367837906e-03" rms="4.2753386497497559e-01" purity="4.5190498232841492e-01" nType="-99"/>
3855 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5239752605557442e-02" rms="4.6053493022918701e-01" purity="5.4938048124313354e-01" nType="-99"/>
3856 </Node>
3857 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.6640921831130981e+00" cType="1" res="7.6114089461043477e-04" rms="4.5508006215095520e-01" purity="5.2205216884613037e-01" nType="0">
3858 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4914789935573936e-03" rms="4.5377206802368164e-01" purity="5.1904147863388062e-01" nType="-99"/>
3859 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8532924354076385e-02" rms="4.6633762121200562e-01" purity="5.6488591432571411e-01" nType="-99"/>
3860 </Node>
3861 </Node>
3862 </BinaryTree>
3863 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="332">
3864 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="2.7496963739395142e-03" rms="4.5050099492073059e-01" purity="5.0066471099853516e-01" nType="0">
3865 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.6666665077209473e+00" cType="1" res="5.9204413555562496e-03" rms="4.5036187767982483e-01" purity="5.0460374355316162e-01" nType="0">
3866 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1358330100774765e-03" rms="4.1488149762153625e-01" purity="3.6635354161262512e-01" nType="-99"/>
3867 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6372189167886972e-03" rms="4.5441576838493347e-01" purity="5.2213585376739502e-01" nType="-99"/>
3868 </Node>
3869 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6598377376794815e-02" cType="1" res="-3.6921828985214233e-02" rms="4.5035472512245178e-01" purity="4.5138078927993774e-01" nType="0">
3870 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6800779849290848e-02" rms="4.3013611435890198e-01" purity="3.7979921698570251e-01" nType="-99"/>
3871 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7979920054785907e-04" rms="4.7002032399177551e-01" purity="5.3548401594161987e-01" nType="-99"/>
3872 </Node>
3873 </Node>
3874 </BinaryTree>
3875 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="333">
3876 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="1.0613991878926754e-02" rms="4.5232442021369934e-01" purity="5.0634676218032837e-01" nType="0">
3877 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1142857551574707e+01" cType="1" res="5.2651856094598770e-03" rms="4.5036333799362183e-01" purity="4.9991109967231750e-01" nType="0">
3878 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8358954265713692e-03" rms="4.3785801529884338e-01" purity="4.8565629124641418e-01" nType="-99"/>
3879 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7922773258760571e-03" rms="4.5892921090126038e-01" purity="5.1040059328079224e-01" nType="-99"/>
3880 </Node>
3881 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1422145701944828e-03" cType="1" res="3.2235603779554367e-02" rms="4.5953261852264404e-01" purity="5.3236204385757446e-01" nType="0">
3882 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0306036565452814e-03" rms="4.6625944972038269e-01" purity="4.7987443208694458e-01" nType="-99"/>
3883 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1542112566530704e-02" rms="4.5451024174690247e-01" purity="5.6458073854446411e-01" nType="-99"/>
3884 </Node>
3885 </Node>
3886 </BinaryTree>
3887 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="334">
3888 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.6688076853752136e-01" cType="1" res="2.3660454899072647e-03" rms="4.4698503613471985e-01" purity="5.0688517093658447e-01" nType="0">
3889 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.0802337899804115e-02" rms="4.4306352734565735e-01" purity="4.2699503898620605e-01" nType="0">
3890 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1514779701828957e-03" rms="4.2734068632125854e-01" purity="3.7568289041519165e-01" nType="-99"/>
3891 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7029503360390663e-03" rms="4.5914372801780701e-01" purity="4.8372629284858704e-01" nType="-99"/>
3892 </Node>
3893 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="8.8911944627761841e-01" cType="1" res="3.3712033182382584e-02" rms="4.5465224981307983e-01" purity="6.9705563783645630e-01" nType="0">
3894 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7429526671767235e-03" rms="4.6540644764900208e-01" purity="6.6820937395095825e-01" nType="-99"/>
3895 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3565427623689175e-02" rms="4.4104498624801636e-01" purity="7.2934150695800781e-01" nType="-99"/>
3896 </Node>
3897 </Node>
3898 </BinaryTree>
3899 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="335">
3900 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810507263988256e-03" cType="1" res="7.6912650838494301e-03" rms="4.5373618602752686e-01" purity="5.0724017620086670e-01" nType="0">
3901 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7964271903038025e-01" cType="1" res="3.7269689142704010e-02" rms="4.6299988031387329e-01" purity="5.5184268951416016e-01" nType="0">
3902 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5454944223165512e-02" rms="4.6106639504432678e-01" purity="5.1466917991638184e-01" nType="-99"/>
3903 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4684913270175457e-03" rms="4.6130499243736267e-01" purity="6.5136474370956421e-01" nType="-99"/>
3904 </Node>
3905 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3821952342987061e+00" cType="1" res="7.8519532689824700e-04" rms="4.5126679539680481e-01" purity="4.9682623147964478e-01" nType="0">
3906 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8801276241429150e-04" rms="4.5136299729347229e-01" purity="4.8820409178733826e-01" nType="-99"/>
3907 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0358266532421112e-02" rms="4.4716176390647888e-01" purity="6.5805673599243164e-01" nType="-99"/>
3908 </Node>
3909 </Node>
3910 </BinaryTree>
3911 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="336">
3912 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1799588203430176e-01" cType="1" res="-3.4221555106341839e-03" rms="4.4891032576560974e-01" purity="4.9895414710044861e-01" nType="0">
3913 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1400539018213749e-03" cType="1" res="6.5743234008550644e-03" rms="4.4115793704986572e-01" purity="4.7246441245079041e-01" nType="0">
3914 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7864210791885853e-03" rms="4.3503364920616150e-01" purity="4.1517692804336548e-01" nType="-99"/>
3915 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4621445015072823e-03" rms="4.4416776299476624e-01" purity="5.0775170326232910e-01" nType="-99"/>
3916 </Node>
3917 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-3.8948241621255875e-02" rms="4.7373563051223755e-01" purity="5.9309500455856323e-01" nType="0">
3918 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9235849380493164e-02" rms="4.7545066475868225e-01" purity="5.4477971792221069e-01" nType="-99"/>
3919 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4262062031775713e-03" rms="4.6979954838752747e-01" purity="6.2814784049987793e-01" nType="-99"/>
3920 </Node>
3921 </Node>
3922 </BinaryTree>
3923 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="337">
3924 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="3.4436422865837812e-03" rms="4.5166629552841187e-01" purity="5.0258702039718628e-01" nType="0">
3925 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="9.5259966328740120e-03" rms="4.5025858283042908e-01" purity="5.0952696800231934e-01" nType="0">
3926 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1705691944807768e-03" rms="4.4797143340110779e-01" purity="5.1194661855697632e-01" nType="-99"/>
3927 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3766450807452202e-02" rms="4.8973739147186279e-01" purity="4.6003594994544983e-01" nType="-99"/>
3928 </Node>
3929 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5180496573448181e-03" cType="1" res="-3.2497271895408630e-02" rms="4.5825168490409851e-01" purity="4.6157842874526978e-01" nType="0">
3930 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5181360766291618e-02" rms="4.6751689910888672e-01" purity="3.8139921426773071e-01" nType="-99"/>
3931 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5508189573884010e-03" rms="4.5019999146461487e-01" purity="5.1945543289184570e-01" nType="-99"/>
3932 </Node>
3933 </Node>
3934 </BinaryTree>
3935 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="338">
3936 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.5721877813339233e+00" cType="1" res="3.8665300235152245e-03" rms="4.5030736923217773e-01" purity="5.0274187326431274e-01" nType="0">
3937 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8084905594587326e-02" cType="1" res="6.7405165173113346e-03" rms="4.4943863153457642e-01" purity="4.9383512139320374e-01" nType="0">
3938 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8518717736005783e-03" rms="4.4765064120292664e-01" purity="4.9378430843353271e-01" nType="-99"/>
3939 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6382070071995258e-03" rms="4.6077635884284973e-01" purity="4.9420726299285889e-01" nType="-99"/>
3940 </Node>
3941 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3071584515273571e-02" rms="4.6310466527938843e-01" purity="6.7151463031768799e-01" nType="-99"/>
3942 </Node>
3943 </BinaryTree>
3944 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="339">
3945 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-6.4708585850894451e-03" rms="4.4805032014846802e-01" purity="4.9759107828140259e-01" nType="0">
3946 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6191264390945435e-02" cType="1" res="-1.4277220703661442e-02" rms="4.4439974427223206e-01" purity="4.8971188068389893e-01" nType="0">
3947 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4362105866894126e-03" rms="4.3799459934234619e-01" purity="4.8639434576034546e-01" nType="-99"/>
3948 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9508304372429848e-03" rms="4.6054604649543762e-01" purity="4.9872270226478577e-01" nType="-99"/>
3949 </Node>
3950 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="6.8671244382858276e-01" cType="1" res="2.4546978995203972e-02" rms="4.6096631884574890e-01" purity="5.2889835834503174e-01" nType="0">
3951 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2309668604284525e-03" rms="4.6203702688217163e-01" purity="4.9038416147232056e-01" nType="-99"/>
3952 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4770942740142345e-02" rms="4.5429131388664246e-01" purity="6.7778211832046509e-01" nType="-99"/>
3953 </Node>
3954 </Node>
3955 </BinaryTree>
3956 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="340">
3957 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3756294250488281e+00" cType="1" res="6.9316602312028408e-03" rms="4.5178458094596863e-01" purity="5.0342988967895508e-01" nType="0">
3958 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5256017521023750e-03" cType="1" res="9.8014464601874352e-03" rms="4.5101109147071838e-01" purity="5.0215321779251099e-01" nType="0">
3959 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2999003566801548e-03" rms="4.4514474272727966e-01" purity="4.8552659153938293e-01" nType="-99"/>
3960 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4955344684422016e-04" rms="4.5571550726890564e-01" purity="5.1690912246704102e-01" nType="-99"/>
3961 </Node>
3962 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5778005123138428e-02" rms="4.6532875299453735e-01" purity="5.3685474395751953e-01" nType="-99"/>
3963 </Node>
3964 </BinaryTree>
3965 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="341">
3966 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4523811340332031e+01" cType="1" res="3.6745802499353886e-03" rms="4.5174106955528259e-01" purity="5.0141257047653198e-01" nType="0">
3967 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.3523811340332031e+01" cType="1" res="1.0410619433969259e-03" rms="4.5119228959083557e-01" purity="5.0040084123611450e-01" nType="0">
3968 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1620506411418319e-03" rms="4.4941592216491699e-01" purity="5.0498038530349731e-01" nType="-99"/>
3969 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3115064240992069e-02" rms="4.7387263178825378e-01" purity="4.3052646517753601e-01" nType="-99"/>
3970 </Node>
3971 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8651593476533890e-02" rms="4.6088126301765442e-01" purity="5.3081840276718140e-01" nType="-99"/>
3972 </Node>
3973 </BinaryTree>
3974 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="342">
3975 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4283332042396069e-02" cType="1" res="5.6204614229500294e-03" rms="4.5492237806320190e-01" purity="5.0352531671524048e-01" nType="0">
3976 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7998645901679993e-01" cType="1" res="1.8569223582744598e-02" rms="4.5255568623542786e-01" purity="4.8169630765914917e-01" nType="0">
3977 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5577890276908875e-03" rms="4.4134894013404846e-01" purity="4.2225044965744019e-01" nType="-99"/>
3978 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9196473769843578e-03" rms="4.7504773736000061e-01" purity="6.1403280496597290e-01" nType="-99"/>
3979 </Node>
3980 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="-1.0665742680430412e-02" rms="4.5736142992973328e-01" purity="5.3098046779632568e-01" nType="0">
3981 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9454835243523121e-03" rms="4.5965632796287537e-01" purity="5.1707023382186890e-01" nType="-99"/>
3982 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1097502261400223e-03" rms="4.4382441043853760e-01" purity="5.9484243392944336e-01" nType="-99"/>
3983 </Node>
3984 </Node>
3985 </BinaryTree>
3986 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="343">
3987 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-4.4888355769217014e-03" rms="4.5041799545288086e-01" purity="4.9504598975181580e-01" nType="0">
3988 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.1942343115806580e-01" cType="1" res="1.5050684101879597e-02" rms="4.2709332704544067e-01" purity="4.3724602460861206e-01" nType="0">
3989 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6204668469727039e-03" rms="3.9819544553756714e-01" purity="2.7681696414947510e-01" nType="-99"/>
3990 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3568852096796036e-02" rms="4.6370309591293335e-01" purity="6.7963492870330811e-01" nType="-99"/>
3991 </Node>
3992 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6238094329833984e+01" cType="1" res="-9.1761350631713867e-03" rms="4.5571127533912659e-01" purity="5.0891155004501343e-01" nType="0">
3993 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6264709457755089e-03" rms="4.5263087749481201e-01" purity="4.9269062280654907e-01" nType="-99"/>
3994 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7042186856269836e-04" rms="4.5739996433258057e-01" purity="5.1992440223693848e-01" nType="-99"/>
3995 </Node>
3996 </Node>
3997 </BinaryTree>
3998 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="344">
3999 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="5.3160716779530048e-03" rms="4.5069226622581482e-01" purity="5.0689828395843506e-01" nType="0">
4000 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7611230984330177e-03" cType="1" res="1.3667401857674122e-02" rms="4.4752377271652222e-01" purity="5.1142346858978271e-01" nType="0">
4001 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8820473924279213e-03" rms="4.4252201914787292e-01" purity="4.8063376545906067e-01" nType="-99"/>
4002 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5282446555793285e-03" rms="4.4931402802467346e-01" purity="5.2437198162078857e-01" nType="-99"/>
4003 </Node>
4004 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6333332061767578e+01" cType="1" res="-1.7968865111470222e-02" rms="4.5860865712165833e-01" purity="4.9428111314773560e-01" nType="0">
4005 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2226440533995628e-03" rms="4.5993849635124207e-01" purity="4.9035352468490601e-01" nType="-99"/>
4006 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2221946641802788e-03" rms="4.5291468501091003e-01" purity="5.0542658567428589e-01" nType="-99"/>
4007 </Node>
4008 </Node>
4009 </BinaryTree>
4010 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="345">
4011 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6192779541015625e+00" cType="1" res="3.1854663975536823e-03" rms="4.5137649774551392e-01" purity="5.0457972288131714e-01" nType="0">
4012 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="2.2794293181505054e-04" rms="4.5148590207099915e-01" purity="4.9742668867111206e-01" nType="0">
4013 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8217475200071931e-04" rms="4.5081153512001038e-01" purity="4.9359348416328430e-01" nType="-99"/>
4014 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5972471386194229e-03" rms="4.5746520161628723e-01" purity="5.3890848159790039e-01" nType="-99"/>
4015 </Node>
4016 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6734855249524117e-02" rms="4.4313761591911316e-01" purity="6.7284232378005981e-01" nType="-99"/>
4017 </Node>
4018 </BinaryTree>
4019 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="346">
4020 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.0082164779305458e-02" rms="4.5292383432388306e-01" purity="4.8621699213981628e-01" nType="0">
4021 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="7.4285712242126465e+00" cType="1" res="-6.1819292604923248e-03" rms="4.5308756828308105e-01" purity="4.9099263548851013e-01" nType="0">
4022 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1117246299982071e-03" rms="4.4307816028594971e-01" purity="4.2580780386924744e-01" nType="-99"/>
4023 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2588175963610411e-03" rms="4.5472371578216553e-01" purity="5.0414383411407471e-01" nType="-99"/>
4024 </Node>
4025 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2746881470084190e-02" rms="4.4027647376060486e-01" purity="3.7924447655677795e-01" nType="-99"/>
4026 </Node>
4027 </BinaryTree>
4028 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="347">
4029 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809259757399559e-02" cType="1" res="4.8330677673220634e-03" rms="4.4891688227653503e-01" purity="5.0391525030136108e-01" nType="0">
4030 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.5869958326220512e-02" cType="1" res="-2.4218219332396984e-03" rms="4.4596108794212341e-01" purity="4.7645181417465210e-01" nType="0">
4031 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3072537258267403e-03" rms="4.4328749179840088e-01" purity="4.7404438257217407e-01" nType="-99"/>
4032 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0730335488915443e-02" rms="4.5797860622406006e-01" purity="4.8952999711036682e-01" nType="-99"/>
4033 </Node>
4034 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6259500086307526e-02" cType="1" res="2.0074589177966118e-02" rms="4.5468717813491821e-01" purity="5.6161206960678101e-01" nType="0">
4035 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3417591154575348e-03" rms="4.5552498102188110e-01" purity="5.6774145364761353e-01" nType="-99"/>
4036 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2638411074876785e-03" rms="4.4507536292076111e-01" purity="5.1651710271835327e-01" nType="-99"/>
4037 </Node>
4038 </Node>
4039 </BinaryTree>
4040 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="348">
4041 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-1.3852945994585752e-03" rms="4.4943359494209290e-01" purity="4.9759751558303833e-01" nType="0">
4042 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5238032937049866e-02" cType="1" res="1.1547233443707228e-03" rms="4.4936195015907288e-01" purity="5.0134372711181641e-01" nType="0">
4043 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0855444706976414e-03" rms="4.4756519794464111e-01" purity="5.0333875417709351e-01" nType="-99"/>
4044 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4727199450135231e-02" rms="4.7939854860305786e-01" purity="4.6120327711105347e-01" nType="-99"/>
4045 </Node>
4046 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3522641509771347e-02" rms="4.4108229875564575e-01" purity="3.5247367620468140e-01" nType="-99"/>
4047 </Node>
4048 </BinaryTree>
4049 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="349">
4050 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="3.7175901234149933e-03" rms="4.4728216528892517e-01" purity="5.0454246997833252e-01" nType="0">
4051 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.2857141494750977e+00" cType="1" res="-1.3361196033656597e-04" rms="4.4600048661231995e-01" purity="5.0235450267791748e-01" nType="0">
4052 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.7540177367627621e-03" rms="4.3102172017097473e-01" purity="4.1444537043571472e-01" nType="-99"/>
4053 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5832380158826709e-03" rms="4.5045620203018188e-01" purity="5.3035020828247070e-01" nType="-99"/>
4054 </Node>
4055 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6786625608801842e-02" rms="4.6415758132934570e-01" purity="5.4336076974868774e-01" nType="-99"/>
4056 </Node>
4057 </BinaryTree>
4058 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="350">
4059 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1924055814743042e+00" cType="1" res="7.8103188425302505e-03" rms="4.5030972361564636e-01" purity="5.0824904441833496e-01" nType="0">
4060 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.6599858999252319e-01" cType="1" res="1.4196344651281834e-02" rms="4.4871434569358826e-01" purity="4.9428448081016541e-01" nType="0">
4061 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4611807893961668e-03" rms="4.4842097163200378e-01" purity="4.8178386688232422e-01" nType="-99"/>
4062 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9112870097160339e-02" rms="4.4753777980804443e-01" purity="7.0897591114044189e-01" nType="-99"/>
4063 </Node>
4064 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7489429712295532e+00" cType="1" res="-3.8570050150156021e-02" rms="4.5907354354858398e-01" purity="6.0967081785202026e-01" nType="0">
4065 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7717696726322174e-02" rms="4.7807380557060242e-01" purity="5.1942974328994751e-01" nType="-99"/>
4066 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0738382637500763e-03" rms="4.1871085762977600e-01" purity="7.5350761413574219e-01" nType="-99"/>
4067 </Node>
4068 </Node>
4069 </BinaryTree>
4070 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="351">
4071 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1662610769271851e-01" cType="1" res="2.1520480513572693e-03" rms="4.4869002699851990e-01" purity="5.0470387935638428e-01" nType="0">
4072 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.5713683813810349e-02" cType="1" res="-9.1117080301046371e-03" rms="4.4525414705276489e-01" purity="4.4891801476478577e-01" nType="0">
4073 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5819617379456758e-04" rms="4.4333633780479431e-01" purity="4.4803687930107117e-01" nType="-99"/>
4074 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0361362248659134e-02" rms="4.5526337623596191e-01" purity="4.5432883501052856e-01" nType="-99"/>
4075 </Node>
4076 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.2057019472122192e-01" cType="1" res="3.4391604363918304e-02" rms="4.5684951543807983e-01" purity="6.6437613964080811e-01" nType="0">
4077 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5395495574921370e-04" rms="4.6927058696746826e-01" purity="6.2732070684432983e-01" nType="-99"/>
4078 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0157993063330650e-02" rms="4.5249098539352417e-01" purity="6.7568689584732056e-01" nType="-99"/>
4079 </Node>
4080 </Node>
4081 </BinaryTree>
4082 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="352">
4083 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9063484668731689e+00" cType="1" res="-1.4421173371374607e-02" rms="4.5217826962471008e-01" purity="4.8592844605445862e-01" nType="0">
4084 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.9804820716381073e-02" cType="1" res="-1.0740181431174278e-02" rms="4.5122420787811279e-01" purity="4.8022663593292236e-01" nType="0">
4085 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9298794046044350e-03" rms="3.8181957602500916e-01" purity="2.4090467393398285e-01" nType="-99"/>
4086 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2134379036724567e-03" rms="4.6398839354515076e-01" purity="5.2995902299880981e-01" nType="-99"/>
4087 </Node>
4088 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3190476417541504e+01" cType="1" res="-6.9608427584171295e-02" rms="4.6275117993354797e-01" purity="5.7141250371932983e-01" nType="0">
4089 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6013033501803875e-03" rms="4.7678044438362122e-01" purity="6.0400176048278809e-01" nType="-99"/>
4090 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7942877262830734e-02" rms="4.4341495633125305e-01" purity="5.3769612312316895e-01" nType="-99"/>
4091 </Node>
4092 </Node>
4093 </BinaryTree>
4094 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="353">
4095 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="-8.0685028806328773e-03" rms="4.4808501005172729e-01" purity="4.9546116590499878e-01" nType="0">
4096 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.3333330154418945e+00" cType="1" res="-1.2285873526707292e-04" rms="4.4687810540199280e-01" purity="5.0422787666320801e-01" nType="0">
4097 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9575852937996387e-03" rms="4.2347821593284607e-01" purity="4.1602861881256104e-01" nType="-99"/>
4098 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8855095840990543e-03" rms="4.5476675033569336e-01" purity="5.3608596324920654e-01" nType="-99"/>
4099 </Node>
4100 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7602695412933826e-03" cType="1" res="-5.7192567735910416e-02" rms="4.5238769054412842e-01" purity="4.4126084446907043e-01" nType="0">
4101 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2593424180522561e-03" rms="4.6502748131752014e-01" purity="5.0877839326858521e-01" nType="-99"/>
4102 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2064747288823128e-02" rms="4.4112801551818848e-01" purity="4.0296921133995056e-01" nType="-99"/>
4103 </Node>
4104 </Node>
4105 </BinaryTree>
4106 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="354">
4107 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-9.5389448106288910e-03" rms="4.4640019536018372e-01" purity="4.8986780643463135e-01" nType="0">
4108 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="-4.2212381958961487e-02" rms="4.1075214743614197e-01" purity="3.7001484632492065e-01" nType="0">
4109 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6033617369830608e-03" rms="4.2587003111839294e-01" purity="4.8848420381546021e-01" nType="-99"/>
4110 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5539592131972313e-02" rms="4.0574464201927185e-01" purity="3.4365773200988770e-01" nType="-99"/>
4111 </Node>
4112 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3809259757399559e-02" cType="1" res="-2.1134389098733664e-03" rms="4.5378369092941284e-01" purity="5.1710605621337891e-01" nType="0">
4113 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4528037756681442e-03" rms="4.5288369059562683e-01" purity="4.8965305089950562e-01" nType="-99"/>
4114 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4932838752865791e-03" rms="4.5521885156631470e-01" purity="5.7551181316375732e-01" nType="-99"/>
4115 </Node>
4116 </Node>
4117 </BinaryTree>
4118 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="355">
4119 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.4724070206284523e-03" rms="4.4922965764999390e-01" purity="4.9279099702835083e-01" nType="0">
4120 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3656761273741722e-02" rms="3.5976421833038330e-01" purity="2.0892181992530823e-01" nType="-99"/>
4121 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2849682271480560e-02" cType="1" res="1.7619756981730461e-03" rms="4.5234057307243347e-01" purity="5.0480198860168457e-01" nType="0">
4122 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0608076960779727e-04" rms="4.5099583268165588e-01" purity="4.9782502651214600e-01" nType="-99"/>
4123 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7793339043855667e-03" rms="4.6510496735572815e-01" purity="5.8077001571655273e-01" nType="-99"/>
4124 </Node>
4125 </Node>
4126 </BinaryTree>
4127 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="356">
4128 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="1.1101133422926068e-03" rms="4.5003879070281982e-01" purity="5.0016415119171143e-01" nType="0">
4129 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.7142856597900391e+01" cType="1" res="4.6434234827756882e-03" rms="4.4964691996574402e-01" purity="5.0553011894226074e-01" nType="0">
4130 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6717592845670879e-04" rms="4.4836169481277466e-01" purity="4.9666592478752136e-01" nType="-99"/>
4131 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0458392798900604e-02" rms="4.5989650487899780e-01" purity="6.3236320018768311e-01" nType="-99"/>
4132 </Node>
4133 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8484961017966270e-02" cType="1" res="-2.5527222082018852e-02" rms="4.5209425687789917e-01" purity="4.5971065759658813e-01" nType="0">
4134 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2040268629789352e-02" rms="4.4874265789985657e-01" purity="4.0916356444358826e-01" nType="-99"/>
4135 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1193828955292702e-03" rms="4.5457658171653748e-01" purity="5.8702248334884644e-01" nType="-99"/>
4136 </Node>
4137 </Node>
4138 </BinaryTree>
4139 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="357">
4140 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1429577656090260e-03" cType="1" res="9.1257644817233086e-03" rms="4.5040419697761536e-01" purity="5.0643813610076904e-01" nType="0">
4141 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.3598346710205078e-01" cType="1" res="3.3408910036087036e-02" rms="4.4670334458351135e-01" purity="5.1117628812789917e-01" nType="0">
4142 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3443801589310169e-03" rms="4.5075112581253052e-01" purity="4.5472344756126404e-01" nType="-99"/>
4143 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1067617461085320e-02" rms="4.2368873953819275e-01" purity="7.6344907283782959e-01" nType="-99"/>
4144 </Node>
4145 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-7.9654632136225700e-03" rms="4.5220962166786194e-01" purity="5.0310325622558594e-01" nType="0">
4146 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6986063029617071e-04" rms="4.4904920458793640e-01" purity="5.0635141134262085e-01" nType="-99"/>
4147 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4377857595682144e-03" rms="4.5629411935806274e-01" purity="4.9841180443763733e-01" nType="-99"/>
4148 </Node>
4149 </Node>
4150 </BinaryTree>
4151 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="358">
4152 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7618880867958069e-02" cType="1" res="9.7748823463916779e-03" rms="4.5056313276290894e-01" purity="5.0808441638946533e-01" nType="0">
4153 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="1.2555127032101154e-02" rms="4.5048987865447998e-01" purity="5.0948452949523926e-01" nType="0">
4154 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0527096502482891e-04" rms="4.4457799196243286e-01" purity="4.8672309517860413e-01" nType="-99"/>
4155 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8102989569306374e-03" rms="4.5728409290313721e-01" purity="5.3721743822097778e-01" nType="-99"/>
4156 </Node>
4157 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1337291225790977e-02" rms="4.4079062342643738e-01" purity="4.5550966262817383e-01" nType="-99"/>
4158 </Node>
4159 </BinaryTree>
4160 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="359">
4161 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3813898563385010e+00" cType="1" res="-2.1762088872492313e-03" rms="4.4710001349449158e-01" purity="4.9972984194755554e-01" nType="0">
4162 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.3542150259017944e-01" cType="1" res="-5.2138776518404484e-03" rms="4.4761317968368530e-01" purity="4.9015107750892639e-01" nType="0">
4163 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4828756470233202e-03" rms="4.3719285726547241e-01" purity="3.7879341840744019e-01" nType="-99"/>
4164 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9031858537346125e-03" rms="4.6353006362915039e-01" purity="6.6888052225112915e-01" nType="-99"/>
4165 </Node>
4166 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2872607447206974e-02" rms="4.3343701958656311e-01" purity="6.7938864231109619e-01" nType="-99"/>
4167 </Node>
4168 </BinaryTree>
4169 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="360">
4170 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1897341012954712e+00" cType="1" res="1.0304290801286697e-02" rms="4.5149430632591248e-01" purity="5.0936383008956909e-01" nType="0">
4171 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="1.6887092962861061e-02" rms="4.4886699318885803e-01" purity="4.9583467841148376e-01" nType="0">
4172 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4388668872416019e-03" rms="4.3723848462104797e-01" purity="4.9509236216545105e-01" nType="-99"/>
4173 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8791846539825201e-05" rms="4.6329236030578613e-01" purity="4.9681684374809265e-01" nType="-99"/>
4174 </Node>
4175 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8142856597900391e+01" cType="1" res="-3.7923995405435562e-02" rms="4.6747693419456482e-01" purity="6.0848414897918701e-01" nType="0">
4176 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4362824410200119e-03" rms="4.6258074045181274e-01" purity="6.4141756296157837e-01" nType="-99"/>
4177 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9978590309619904e-02" rms="4.7642639279365540e-01" purity="5.2073234319686890e-01" nType="-99"/>
4178 </Node>
4179 </Node>
4180 </BinaryTree>
4181 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="361">
4182 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="9.3467664718627930e-01" cType="1" res="2.6772476849146187e-04" rms="4.5307627320289612e-01" purity="4.9792373180389404e-01" nType="0">
4183 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6190137490630150e-02" cType="1" res="-6.2111420556902885e-03" rms="4.5182153582572937e-01" purity="4.6676346659660339e-01" nType="0">
4184 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2167133651673794e-03" rms="4.4670745730400085e-01" purity="4.3649429082870483e-01" nType="-99"/>
4185 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7825607471168041e-03" rms="4.6323555707931519e-01" purity="5.4206568002700806e-01" nType="-99"/>
4186 </Node>
4187 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8578264638781548e-02" cType="1" res="4.3391428887844086e-02" rms="4.5901677012443542e-01" purity="7.0532846450805664e-01" nType="0">
4188 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2457063943147659e-03" rms="4.6588778495788574e-01" purity="6.9832551479339600e-01" nType="-99"/>
4189 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6040198504924774e-02" rms="4.4228121638298035e-01" purity="7.2075510025024414e-01" nType="-99"/>
4190 </Node>
4191 </Node>
4192 </BinaryTree>
4193 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="362">
4194 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="7.2987242601811886e-03" rms="4.4936007261276245e-01" purity="5.1051950454711914e-01" nType="0">
4195 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.9030145406723022e+00" cType="1" res="1.3201963156461716e-02" rms="4.4303801655769348e-01" purity="5.1781105995178223e-01" nType="0">
4196 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3872018791735172e-03" rms="4.4203624129295349e-01" purity="5.0118827819824219e-01" nType="-99"/>
4197 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2828174047172070e-02" rms="4.5198944211006165e-01" purity="6.9977062940597534e-01" nType="-99"/>
4198 </Node>
4199 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4610991775989532e-01" cType="1" res="-9.3814898282289505e-03" rms="4.6635743975639343e-01" purity="4.8991653323173523e-01" nType="0">
4200 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7934817634522915e-03" rms="4.4393205642700195e-01" purity="3.1430003046989441e-01" nType="-99"/>
4201 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3383746892213821e-03" rms="4.7731080651283264e-01" purity="5.8788526058197021e-01" nType="-99"/>
4202 </Node>
4203 </Node>
4204 </BinaryTree>
4205 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="363">
4206 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8088966161012650e-02" cType="1" res="1.5434508677572012e-03" rms="4.5067268610000610e-01" purity="4.9934139847755432e-01" nType="0">
4207 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.5712225437164307e+00" cType="1" res="-5.0827837549149990e-03" rms="4.4845506548881531e-01" purity="4.8892676830291748e-01" nType="0">
4208 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9856444820761681e-04" rms="4.4743379950523376e-01" purity="4.8102569580078125e-01" nType="-99"/>
4209 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7383711412549019e-02" rms="4.6455770730972290e-01" purity="6.5190494060516357e-01" nType="-99"/>
4210 </Node>
4211 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.4038986861705780e-01" cType="1" res="4.2374283075332642e-02" rms="4.6201148629188538e-01" purity="5.6351613998413086e-01" nType="0">
4212 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8440768122673035e-02" rms="4.5048952102661133e-01" purity="4.3436893820762634e-01" nType="-99"/>
4213 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8802588135004044e-03" rms="4.6793225407600403e-01" purity="6.4406538009643555e-01" nType="-99"/>
4214 </Node>
4215 </Node>
4216 </BinaryTree>
4217 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="364">
4218 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3814709857106209e-03" cType="1" res="1.6984574031084776e-03" rms="4.5023864507675171e-01" purity="5.0394892692565918e-01" nType="0">
4219 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6047618865966797e+01" cType="1" res="-3.5464487969875336e-02" rms="4.4536155462265015e-01" purity="4.9131450057029724e-01" nType="0">
4220 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7958240350708365e-03" rms="4.2312297224998474e-01" purity="5.1890808343887329e-01" nType="-99"/>
4221 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6551008448004723e-02" rms="4.6911269426345825e-01" purity="4.5704013109207153e-01" nType="-99"/>
4222 </Node>
4223 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.5778453350067139e-01" cType="1" res="9.0851336717605591e-03" rms="4.5083692669868469e-01" purity="5.0646018981933594e-01" nType="0">
4224 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9757337071932852e-04" rms="4.4949379563331604e-01" purity="4.6768221259117126e-01" nType="-99"/>
4225 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3833124265074730e-03" rms="4.5516091585159302e-01" purity="6.7263782024383545e-01" nType="-99"/>
4226 </Node>
4227 </Node>
4228 </BinaryTree>
4229 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="365">
4230 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4283284544944763e-02" cType="1" res="-2.4932320229709148e-03" rms="4.5315840840339661e-01" purity="4.9248802661895752e-01" nType="0">
4231 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="1.4402192085981369e-02" rms="4.4755357503890991e-01" purity="4.7888594865798950e-01" nType="0">
4232 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4441406130790710e-03" rms="4.4528532028198242e-01" purity="4.7563025355339050e-01" nType="-99"/>
4233 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6443476080894470e-02" rms="4.6957206726074219e-01" purity="5.1648277044296265e-01" nType="-99"/>
4234 </Node>
4235 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.9788790047168732e-02" cType="1" res="-2.4539615958929062e-02" rms="4.5943605899810791e-01" purity="5.1023697853088379e-01" nType="0">
4236 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7681495305150747e-03" rms="4.5953181385993958e-01" purity="5.2319914102554321e-01" nType="-99"/>
4237 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2283588759601116e-02" rms="4.5798510313034058e-01" purity="4.6918034553527832e-01" nType="-99"/>
4238 </Node>
4239 </Node>
4240 </BinaryTree>
4241 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="366">
4242 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="3.1450144015252590e-03" rms="4.4871878623962402e-01" purity="5.0200933218002319e-01" nType="0">
4243 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.2857141494750977e+00" cType="1" res="1.5311772003769875e-03" rms="4.4859546422958374e-01" purity="5.0145334005355835e-01" nType="0">
4244 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1033810749650002e-03" rms="4.2302432656288147e-01" purity="3.3453550934791565e-01" nType="-99"/>
4245 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3434146530926228e-03" rms="4.5139303803443909e-01" purity="5.2144783735275269e-01" nType="-99"/>
4246 </Node>
4247 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1415093205869198e-02" rms="4.4977018237113953e-01" purity="5.1810795068740845e-01" nType="-99"/>
4248 </Node>
4249 </BinaryTree>
4250 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="367">
4251 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="-3.0544411856681108e-03" rms="4.4551759958267212e-01" purity="5.0041610002517700e-01" nType="0">
4252 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="-2.4917285889387131e-02" rms="3.8079595565795898e-01" purity="2.0811100304126740e-01" nType="0">
4253 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0686466470360756e-02" rms="3.7265980243682861e-01" purity="1.9391717016696930e-01" nType="-99"/>
4254 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5432880260050297e-02" rms="4.4228050112724304e-01" purity="3.4262180328369141e-01" nType="-99"/>
4255 </Node>
4256 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="6.2812352553009987e-03" rms="4.7013974189758301e-01" purity="6.2523365020751953e-01" nType="0">
4257 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6987005518749356e-04" rms="4.7028771042823792e-01" purity="6.2043702602386475e-01" nType="-99"/>
4258 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4692012965679169e-03" rms="4.6894615888595581e-01" purity="6.3796746730804443e-01" nType="-99"/>
4259 </Node>
4260 </Node>
4261 </BinaryTree>
4262 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="368">
4263 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-7.8506153076887131e-03" rms="4.4879907369613647e-01" purity="4.9259406328201294e-01" nType="0">
4264 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.9809524536132812e+01" cType="1" res="-3.5393789876252413e-03" rms="4.4940185546875000e-01" purity="4.9854198098182678e-01" nType="0">
4265 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7539494913071394e-03" rms="4.4171935319900513e-01" purity="4.8551395535469055e-01" nType="-99"/>
4266 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3913513179868460e-03" rms="4.6698436141014099e-01" purity="5.3006947040557861e-01" nType="-99"/>
4267 </Node>
4268 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.5839366316795349e-01" cType="1" res="-4.8041202127933502e-02" rms="4.4111770391464233e-01" purity="4.3714600801467896e-01" nType="0">
4269 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0060760900378227e-02" rms="4.1594740748405457e-01" purity="3.3471360802650452e-01" nType="-99"/>
4270 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3112401831895113e-03" rms="4.7566637396812439e-01" purity="6.1336034536361694e-01" nType="-99"/>
4271 </Node>
4272 </Node>
4273 </BinaryTree>
4274 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="369">
4275 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="9.0126303257420659e-04" rms="4.4899487495422363e-01" purity="5.0025033950805664e-01" nType="0">
4276 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-3.3322416711598635e-03" rms="4.4711139798164368e-01" purity="4.9474203586578369e-01" nType="0">
4277 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2607785873115063e-02" rms="4.1364884376525879e-01" purity="3.3633258938789368e-01" nType="-99"/>
4278 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3615692732855678e-03" rms="4.4856947660446167e-01" purity="5.0252467393875122e-01" nType="-99"/>
4279 </Node>
4280 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5690341591835022e-02" rms="4.7310274839401245e-01" purity="5.8888751268386841e-01" nType="-99"/>
4281 </Node>
4282 </BinaryTree>
4283 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="370">
4284 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6000000000000000e+01" cType="1" res="1.6749972477555275e-02" rms="4.5232129096984863e-01" purity="5.1574248075485229e-01" nType="0">
4285 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.5096212625503540e-01" cType="1" res="3.1267348676919937e-02" rms="4.4770655035972595e-01" purity="5.1628166437149048e-01" nType="0">
4286 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0882539674639702e-02" rms="4.3942216038703918e-01" purity="4.9156051874160767e-01" nType="-99"/>
4287 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5581546835601330e-03" rms="4.7879081964492798e-01" purity="6.2216740846633911e-01" nType="-99"/>
4288 </Node>
4289 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4287716709077358e-02" cType="1" res="2.2867675870656967e-03" rms="4.5641353726387024e-01" purity="5.1520532369613647e-01" nType="0">
4290 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5078469663858414e-03" rms="4.5364943146705627e-01" purity="4.9789935350418091e-01" nType="-99"/>
4291 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1012524850666523e-03" rms="4.5938381552696228e-01" purity="5.3693407773971558e-01" nType="-99"/>
4292 </Node>
4293 </Node>
4294 </BinaryTree>
4295 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="371">
4296 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0469150990247726e-02" cType="1" res="5.2837356925010681e-03" rms="4.5467928051948547e-01" purity="5.0314748287200928e-01" nType="0">
4297 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="1.0585743002593517e-02" rms="4.5279064774513245e-01" purity="5.0737202167510986e-01" nType="0">
4298 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3450556956231594e-03" rms="4.4992896914482117e-01" purity="4.9359893798828125e-01" nType="-99"/>
4299 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6233426332473755e-04" rms="4.5446881651878357e-01" purity="5.1771026849746704e-01" nType="-99"/>
4300 </Node>
4301 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6370059251785278e-02" cType="1" res="-5.0109762698411942e-02" rms="4.7040081024169922e-01" purity="4.5901158452033997e-01" nType="0">
4302 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8211154267191887e-02" rms="4.6559533476829529e-01" purity="4.1612955927848816e-01" nType="-99"/>
4303 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5330719761550426e-03" rms="4.7439697384834290e-01" purity="5.2466362714767456e-01" nType="-99"/>
4304 </Node>
4305 </Node>
4306 </BinaryTree>
4307 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="372">
4308 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5219533145427704e-02" cType="1" res="-4.5451619662344456e-03" rms="4.5131942629814148e-01" purity="4.9418485164642334e-01" nType="0">
4309 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.7992550283670425e-02" cType="1" res="-8.3793727681040764e-03" rms="4.4926697015762329e-01" purity="4.8923614621162415e-01" nType="0">
4310 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0587726077064872e-04" rms="4.4729277491569519e-01" purity="4.8132008314132690e-01" nType="-99"/>
4311 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0610237307846546e-03" rms="4.5616939663887024e-01" purity="5.1975464820861816e-01" nType="-99"/>
4312 </Node>
4313 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3162422925233841e-02" rms="4.7892898321151733e-01" purity="5.7375502586364746e-01" nType="-99"/>
4314 </Node>
4315 </BinaryTree>
4316 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="373">
4317 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0476363152265549e-02" cType="1" res="-6.1719054356217384e-03" rms="4.5246756076812744e-01" purity="4.9048063158988953e-01" nType="0">
4318 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.5420733951032162e-02" cType="1" res="-1.2753946706652641e-02" rms="4.5261391997337341e-01" purity="4.8042449355125427e-01" nType="0">
4319 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6801551100797951e-04" rms="4.4708037376403809e-01" purity="4.6805569529533386e-01" nType="-99"/>
4320 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2982415333390236e-03" rms="4.6158128976821899e-01" purity="5.0260996818542480e-01" nType="-99"/>
4321 </Node>
4322 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3834966123104095e-01" cType="1" res="4.7890957444906235e-02" rms="4.4761604070663452e-01" purity="5.7307898998260498e-01" nType="0">
4323 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0074785463511944e-03" rms="4.5334789156913757e-01" purity="3.2069379091262817e-01" nType="-99"/>
4324 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7020145431160927e-02" rms="4.4177204370498657e-01" purity="6.9844305515289307e-01" nType="-99"/>
4325 </Node>
4326 </Node>
4327 </BinaryTree>
4328 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="374">
4329 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="6.9069336168467999e-03" rms="4.5162454247474670e-01" purity="5.1047015190124512e-01" nType="0">
4330 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7580697573721409e-03" cType="1" res="1.8857683986425400e-02" rms="4.3418481945991516e-01" purity="3.3461686968803406e-01" nType="0">
4331 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1170663423836231e-03" rms="4.3668496608734131e-01" purity="3.2518261671066284e-01" nType="-99"/>
4332 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8958490416407585e-03" rms="4.3189045786857605e-01" purity="3.3976164460182190e-01" nType="-99"/>
4333 </Node>
4334 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.5828909873962402e+00" cType="1" res="-2.5544683448970318e-03" rms="4.6474993228912354e-01" purity="6.4969313144683838e-01" nType="0">
4335 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1620481275022030e-03" rms="4.6724757552146912e-01" purity="6.4062398672103882e-01" nType="-99"/>
4336 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2703316584229469e-03" rms="4.4930824637413025e-01" purity="6.9822335243225098e-01" nType="-99"/>
4337 </Node>
4338 </Node>
4339 </BinaryTree>
4340 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="375">
4341 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-3.6370065063238144e-03" rms="4.4934472441673279e-01" purity="4.9921092391014099e-01" nType="0">
4342 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0459904819726944e-02" cType="1" res="-1.7487334087491035e-02" rms="4.3923237919807434e-01" purity="4.7294038534164429e-01" nType="0">
4343 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0324936378747225e-03" rms="4.3704885244369507e-01" purity="4.7572520375251770e-01" nType="-99"/>
4344 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7112452536821365e-02" rms="4.5613536238670349e-01" purity="4.4609528779983521e-01" nType="-99"/>
4345 </Node>
4346 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6659360378980637e-02" cType="1" res="1.1282348074018955e-02" rms="4.5952215790748596e-01" purity="5.2750927209854126e-01" nType="0">
4347 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6235980223864317e-03" rms="4.5805484056472778e-01" purity="4.6872776746749878e-01" nType="-99"/>
4348 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0004394687712193e-02" rms="4.5924949645996094e-01" purity="5.9857028722763062e-01" nType="-99"/>
4349 </Node>
4350 </Node>
4351 </BinaryTree>
4352 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="376">
4353 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9060389995574951e+00" cType="1" res="1.0487305931746960e-02" rms="4.5237463712692261e-01" purity="5.1004958152770996e-01" nType="0">
4354 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.8095614016056061e-01" cType="1" res="1.4997702091932297e-02" rms="4.5190703868865967e-01" purity="5.0390189886093140e-01" nType="0">
4355 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0660512372851372e-02" rms="4.2719763517379761e-01" purity="3.2542577385902405e-01" nType="-99"/>
4356 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6470151826506481e-05" rms="4.6691432595252991e-01" purity="6.2174355983734131e-01" nType="-99"/>
4357 </Node>
4358 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6675708815455437e-02" cType="1" res="-5.7617932558059692e-02" rms="4.5396268367767334e-01" purity="6.0287714004516602e-01" nType="0">
4359 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0694407224655151e-03" rms="4.4124642014503479e-01" purity="6.3945293426513672e-01" nType="-99"/>
4360 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0899379625916481e-02" rms="4.6671372652053833e-01" purity="5.5962109565734863e-01" nType="-99"/>
4361 </Node>
4362 </Node>
4363 </BinaryTree>
4364 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="377">
4365 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5225668698549271e-02" cType="1" res="-9.5972949638962746e-03" rms="4.5475524663925171e-01" purity="4.8920831084251404e-01" nType="0">
4366 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1873304247856140e-01" cType="1" res="-5.4953652434051037e-03" rms="4.5403060317039490e-01" purity="4.9159494042396545e-01" nType="0">
4367 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2613080218434334e-03" rms="4.3079569935798645e-01" purity="3.2623893022537231e-01" nType="-99"/>
4368 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8818856701254845e-03" rms="4.7213301062583923e-01" purity="6.2879961729049683e-01" nType="-99"/>
4369 </Node>
4370 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2907290607690811e-02" rms="4.6132901310920715e-01" purity="4.3798217177391052e-01" nType="-99"/>
4371 </Node>
4372 </BinaryTree>
4373 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="378">
4374 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="-9.5681017264723778e-03" rms="4.5295369625091553e-01" purity="4.8382356762886047e-01" nType="0">
4375 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1878179907798767e-01" cType="1" res="4.7129192389547825e-03" rms="4.0504693984985352e-01" purity="2.4072764813899994e-01" nType="0">
4376 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3334643337875605e-03" rms="3.9061552286148071e-01" purity="2.0997121930122375e-01" nType="-99"/>
4377 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0140130072832108e-02" rms="4.8521026968955994e-01" purity="4.5251208543777466e-01" nType="-99"/>
4378 </Node>
4379 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-1.6374640166759491e-02" rms="4.7393488883972168e-01" purity="5.9968656301498413e-01" nType="0">
4380 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4890364408493042e-03" rms="4.7415563464164734e-01" purity="5.9288728237152100e-01" nType="-99"/>
4381 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7333699874579906e-03" rms="4.7156351804733276e-01" purity="6.2745827436447144e-01" nType="-99"/>
4382 </Node>
4383 </Node>
4384 </BinaryTree>
4385 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="379">
4386 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.1145869269967079e-02" rms="4.5059680938720703e-01" purity="5.0784510374069214e-01" nType="0">
4387 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.5713560879230499e-02" cType="1" res="1.4132333919405937e-02" rms="4.4918763637542725e-01" purity="5.1289111375808716e-01" nType="0">
4388 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9709742628037930e-03" rms="4.4688969850540161e-01" purity="5.0186800956726074e-01" nType="-99"/>
4389 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0440958663821220e-02" rms="4.5951265096664429e-01" purity="5.6950998306274414e-01" nType="-99"/>
4390 </Node>
4391 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3922342099249363e-02" rms="4.7730782628059387e-01" purity="3.8852354884147644e-01" nType="-99"/>
4392 </Node>
4393 </BinaryTree>
4394 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="380">
4395 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="-5.4080234840512276e-03" rms="4.4782266020774841e-01" purity="4.9400979280471802e-01" nType="0">
4396 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3784305900335312e-02" cType="1" res="-2.8558699414134026e-02" rms="3.8024523854255676e-01" purity="2.0393866300582886e-01" nType="0">
4397 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3331432826817036e-02" rms="3.6856490373611450e-01" purity="1.8847015500068665e-01" nType="-99"/>
4398 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4226589165627956e-03" rms="4.1660755872726440e-01" purity="2.6083925366401672e-01" nType="-99"/>
4399 </Node>
4400 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5241507515311241e-03" cType="1" res="4.5435009524226189e-03" rms="4.7357159852981567e-01" purity="6.1869949102401733e-01" nType="0">
4401 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1339672431349754e-03" rms="4.7040155529975891e-01" purity="6.4452028274536133e-01" nType="-99"/>
4402 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3308463171124458e-03" rms="4.7484359145164490e-01" purity="6.0038995742797852e-01" nType="-99"/>
4403 </Node>
4404 </Node>
4405 </BinaryTree>
4406 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="381">
4407 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="1.3752031140029430e-02" rms="4.5224374532699585e-01" purity="5.1216012239456177e-01" nType="0">
4408 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9815774634480476e-02" rms="4.2009976506233215e-01" purity="3.9303615689277649e-01" nType="-99"/>
4409 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.0142856597900391e+01" cType="1" res="1.1050855740904808e-02" rms="4.5351386070251465e-01" purity="5.1774013042449951e-01" nType="0">
4410 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6629863530397415e-03" rms="4.5366671681404114e-01" purity="5.1696699857711792e-01" nType="-99"/>
4411 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6121438071131706e-03" rms="4.5171147584915161e-01" purity="5.2248609066009521e-01" nType="-99"/>
4412 </Node>
4413 </Node>
4414 </BinaryTree>
4415 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="382">
4416 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095362484455109e-02" cType="1" res="-4.2758841300383210e-04" rms="4.4942650198936462e-01" purity="4.9769648909568787e-01" nType="0">
4417 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1766399964690208e-02" cType="1" res="-7.2350972332060337e-03" rms="4.4774129986763000e-01" purity="4.8497587442398071e-01" nType="0">
4418 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4722255552187562e-04" rms="4.4569835066795349e-01" purity="4.7414085268974304e-01" nType="-99"/>
4419 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7118763476610184e-03" rms="4.5307588577270508e-01" purity="5.2018833160400391e-01" nType="-99"/>
4420 </Node>
4421 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.0699395537376404e-01" cType="1" res="4.0171612054109573e-02" rms="4.5724874734878540e-01" purity="5.7356059551239014e-01" nType="0">
4422 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5551670007407665e-03" rms="4.6612599492073059e-01" purity="4.6472272276878357e-01" nType="-99"/>
4423 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6282433643937111e-02" rms="4.4321042299270630e-01" purity="7.1642917394638062e-01" nType="-99"/>
4424 </Node>
4425 </Node>
4426 </BinaryTree>
4427 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="383">
4428 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4283055439591408e-02" cType="1" res="1.0370573727414012e-03" rms="4.4624838232994080e-01" purity="5.0208246707916260e-01" nType="0">
4429 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.0397571325302124e-01" cType="1" res="-1.5489371493458748e-02" rms="4.3713673949241638e-01" purity="4.5141619443893433e-01" nType="0">
4430 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3577808216214180e-03" rms="4.3275809288024902e-01" purity="3.9077147841453552e-01" nType="-99"/>
4431 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4378134235739708e-03" rms="4.5089995861053467e-01" purity="7.0802694559097290e-01" nType="-99"/>
4432 </Node>
4433 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="1.9331248477101326e-02" rms="4.5542359352111816e-01" purity="5.5816835165023804e-01" nType="0">
4434 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8601309750229120e-03" rms="4.5865246653556824e-01" purity="5.4957455396652222e-01" nType="-99"/>
4435 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6816491261124611e-02" rms="4.2643958330154419e-01" purity="6.2281084060668945e-01" nType="-99"/>
4436 </Node>
4437 </Node>
4438 </BinaryTree>
4439 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="384">
4440 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3466711044311523e+00" cType="1" res="-9.3083101091906428e-04" rms="4.4933164119720459e-01" purity="4.9981427192687988e-01" nType="0">
4441 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="-4.5334124006330967e-03" rms="4.5119646191596985e-01" purity="4.7907251119613647e-01" nType="0">
4442 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7997655346989632e-03" rms="4.0579086542129517e-01" purity="2.4926503002643585e-01" nType="-99"/>
4443 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2863889355212450e-03" rms="4.7258460521697998e-01" purity="5.9760814905166626e-01" nType="-99"/>
4444 </Node>
4445 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0446156375110149e-02" rms="4.2404288053512573e-01" purity="7.4778407812118530e-01" nType="-99"/>
4446 </Node>
4447 </BinaryTree>
4448 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="385">
4449 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="2.7472036890685558e-03" rms="4.5400258898735046e-01" purity="4.9920818209648132e-01" nType="0">
4450 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.0476191043853760e+00" cType="1" res="7.3519788682460785e-02" rms="4.1932582855224609e-01" purity="4.0817692875862122e-01" nType="0">
4451 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7042796872556210e-03" rms="4.0778160095214844e-01" purity="3.3715218305587769e-01" nType="-99"/>
4452 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2509431242942810e-02" rms="4.2477497458457947e-01" purity="4.7877889871597290e-01" nType="-99"/>
4453 </Node>
4454 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.2025305032730103e-01" cType="1" res="-1.3453800929710269e-03" rms="4.5559105277061462e-01" purity="5.0447225570678711e-01" nType="0">
4455 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6321311704814434e-03" rms="4.5128324627876282e-01" purity="4.7322294116020203e-01" nType="-99"/>
4456 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7664487287402153e-03" rms="4.6942034363746643e-01" purity="6.1492860317230225e-01" nType="-99"/>
4457 </Node>
4458 </Node>
4459 </BinaryTree>
4460 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="386">
4461 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="-1.3793796533718705e-03" rms="4.5067754387855530e-01" purity="4.9323943257331848e-01" nType="0">
4462 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1432329714298248e-03" cType="1" res="8.8916001841425896e-03" rms="4.4196572899818420e-01" purity="5.0069653987884521e-01" nType="0">
4463 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3845971338450909e-03" rms="4.3662407994270325e-01" purity="4.4841659069061279e-01" nType="-99"/>
4464 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3176977671682835e-03" rms="4.4459435343742371e-01" purity="5.3169089555740356e-01" nType="-99"/>
4465 </Node>
4466 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3845061659812927e-03" cType="1" res="-2.3717304691672325e-02" rms="4.6828913688659668e-01" purity="4.7702142596244812e-01" nType="0">
4467 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6885782182216644e-03" rms="4.8480960726737976e-01" purity="5.5300712585449219e-01" nType="-99"/>
4468 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8858231902122498e-03" rms="4.6301528811454773e-01" purity="4.5818221569061279e-01" nType="-99"/>
4469 </Node>
4470 </Node>
4471 </BinaryTree>
4472 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="387">
4473 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095094263553619e-02" cType="1" res="5.2755316719412804e-03" rms="4.4483068585395813e-01" purity="5.0590896606445312e-01" nType="0">
4474 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.2471616268157959e-02" rms="4.4138348102569580e-01" purity="5.0993692874908447e-01" nType="0">
4475 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0176137331873178e-03" rms="4.4047811627388000e-01" purity="5.0643283128738403e-01" nType="-99"/>
4476 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9015898928046227e-02" rms="4.5013746619224548e-01" purity="5.6709563732147217e-01" nType="-99"/>
4477 </Node>
4478 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0935762226581573e-02" cType="1" res="-5.0194531679153442e-02" rms="4.6684780716896057e-01" purity="4.7485947608947754e-01" nType="0">
4479 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8228260576725006e-02" rms="4.5709347724914551e-01" purity="4.0805116295814514e-01" nType="-99"/>
4480 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8963933736085892e-03" rms="4.6770715713500977e-01" purity="4.9388578534126282e-01" nType="-99"/>
4481 </Node>
4482 </Node>
4483 </BinaryTree>
4484 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="388">
4485 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5598590373992920e-01" cType="1" res="-7.1098557673394680e-03" rms="4.5376414060592651e-01" purity="4.8944219946861267e-01" nType="0">
4486 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.1114357113838196e-02" cType="1" res="-1.2733126990497112e-02" rms="4.5102253556251526e-01" purity="4.5420730113983154e-01" nType="0">
4487 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5280852615833282e-03" rms="3.9066383242607117e-01" purity="2.3170542716979980e-01" nType="-99"/>
4488 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9153426662087440e-03" rms="4.6420437097549438e-01" purity="5.0861978530883789e-01" nType="-99"/>
4489 </Node>
4490 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="8.6621135473251343e-01" cType="1" res="1.8154036253690720e-02" rms="4.6504411101341248e-01" purity="6.4774328470230103e-01" nType="0">
4491 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2160264886915684e-02" rms="4.7626820206642151e-01" purity="5.7762968540191650e-01" nType="-99"/>
4492 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6947516491636634e-04" rms="4.5916682481765747e-01" purity="6.7769426107406616e-01" nType="-99"/>
4493 </Node>
4494 </Node>
4495 </BinaryTree>
4496 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="389">
4497 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237924903631210e-02" cType="1" res="-1.4377125538885593e-02" rms="4.4899898767471313e-01" purity="4.8146429657936096e-01" nType="0">
4498 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1697884798049927e-01" cType="1" res="-1.1161969043314457e-02" rms="4.4687300920486450e-01" purity="4.8379915952682495e-01" nType="0">
4499 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8435656353831291e-03" rms="4.3988332152366638e-01" purity="4.3222576379776001e-01" nType="-99"/>
4500 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1622056849300861e-03" rms="4.6673610806465149e-01" purity="6.4178436994552612e-01" nType="-99"/>
4501 </Node>
4502 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9997397437691689e-02" rms="4.8828327655792236e-01" purity="4.2985510826110840e-01" nType="-99"/>
4503 </Node>
4504 </BinaryTree>
4505 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="390">
4506 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5229334384202957e-02" cType="1" res="-4.5935614034533501e-03" rms="4.5083430409431458e-01" purity="4.8980709910392761e-01" nType="0">
4507 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.5844302028417587e-02" cType="1" res="-9.3964431434869766e-03" rms="4.4949322938919067e-01" purity="4.8294344544410706e-01" nType="0">
4508 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3451604433357716e-03" rms="4.4426220655441284e-01" purity="4.6080276370048523e-01" nType="-99"/>
4509 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3035385422408581e-03" rms="4.6367686986923218e-01" purity="5.4780238866806030e-01" nType="-99"/>
4510 </Node>
4511 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6036348417401314e-02" rms="4.6481087803840637e-01" purity="5.9593802690505981e-01" nType="-99"/>
4512 </Node>
4513 </BinaryTree>
4514 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="391">
4515 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="4.4257305562496185e-03" rms="4.4581151008605957e-01" purity="5.0480222702026367e-01" nType="0">
4516 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.5650536417961121e-02" cType="1" res="-2.0562451332807541e-02" rms="3.8585171103477478e-01" purity="2.0997887849807739e-01" nType="0">
4517 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0482471436262131e-02" rms="3.7951382994651794e-01" purity="1.9374486804008484e-01" nType="-99"/>
4518 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4011014029383659e-02" rms="4.2073759436607361e-01" purity="3.4543967247009277e-01" nType="-99"/>
4519 </Node>
4520 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.8254498243331909e+00" cType="1" res="1.4936009421944618e-02" rms="4.6834719181060791e-01" purity="6.2880784273147583e-01" nType="0">
4521 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4074775651097298e-03" rms="4.7076502442359924e-01" purity="6.2954121828079224e-01" nType="-99"/>
4522 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.8464774414896965e-03" rms="4.4269582629203796e-01" purity="6.2205719947814941e-01" nType="-99"/>
4523 </Node>
4524 </Node>
4525 </BinaryTree>
4526 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="392">
4527 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-4.0878340951167047e-04" rms="4.4792127609252930e-01" purity="4.9695226550102234e-01" nType="0">
4528 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1088102832436562e-02" rms="3.6807426810264587e-01" purity="2.2745265066623688e-01" nType="-99"/>
4529 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.9012712240219116e+00" cType="1" res="2.5319829583168030e-03" rms="4.5075568556785583e-01" purity="5.0836855173110962e-01" nType="0">
4530 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0712697257986292e-04" rms="4.5162656903266907e-01" purity="4.9351596832275391e-01" nType="-99"/>
4531 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5826201140880585e-03" rms="4.3820929527282715e-01" purity="6.9165778160095215e-01" nType="-99"/>
4532 </Node>
4533 </Node>
4534 </BinaryTree>
4535 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="393">
4536 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.5143148899078369e+00" cType="1" res="4.7795120626688004e-03" rms="4.5293700695037842e-01" purity="5.0044137239456177e-01" nType="0">
4537 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4255088567733765e+00" cType="1" res="8.7882764637470245e-03" rms="4.5083406567573547e-01" purity="4.9484393000602722e-01" nType="0">
4538 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0468687396496534e-03" rms="4.5041865110397339e-01" purity="4.8651799559593201e-01" nType="-99"/>
4539 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9268427044153214e-02" rms="4.5075401663780212e-01" purity="6.4113712310791016e-01" nType="-99"/>
4540 </Node>
4541 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9902121275663376e-02" rms="4.8795625567436218e-01" purity="6.2013691663742065e-01" nType="-99"/>
4542 </Node>
4543 </BinaryTree>
4544 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="394">
4545 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-7.0576379075646400e-03" rms="4.4624477624893188e-01" purity="4.9375408887863159e-01" nType="0">
4546 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5061966851353645e-02" rms="3.6634248495101929e-01" purity="2.1625760197639465e-01" nType="-99"/>
4547 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5230209827423096e-02" cType="1" res="-3.6835297942161560e-03" rms="4.4902801513671875e-01" purity="5.0559288263320923e-01" nType="0">
4548 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5802338020876050e-03" rms="4.4749084115028381e-01" purity="5.0052738189697266e-01" nType="-99"/>
4549 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8275896161794662e-03" rms="4.7196048498153687e-01" purity="5.9210050106048584e-01" nType="-99"/>
4550 </Node>
4551 </Node>
4552 </BinaryTree>
4553 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="395">
4554 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="4.7636980889365077e-04" rms="4.5283377170562744e-01" purity="4.9313229322433472e-01" nType="0">
4555 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.7666666030883789e+01" cType="1" res="3.5001870244741440e-02" rms="4.5454540848731995e-01" purity="5.4843556880950928e-01" nType="0">
4556 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0106646697968245e-03" rms="4.4468280673027039e-01" purity="5.2098941802978516e-01" nType="-99"/>
4557 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9907071962952614e-02" rms="4.7545990347862244e-01" purity="6.4294660091400146e-01" nType="-99"/>
4558 </Node>
4559 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="7.0002651214599609e-01" cType="1" res="-7.5874817557632923e-03" rms="4.5205336809158325e-01" purity="4.8021554946899414e-01" nType="0">
4560 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3295349819818512e-05" rms="4.4620287418365479e-01" purity="4.5443037152290344e-01" nType="-99"/>
4561 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0596835985779762e-02" rms="4.7865423560142517e-01" purity="6.1055058240890503e-01" nType="-99"/>
4562 </Node>
4563 </Node>
4564 </BinaryTree>
4565 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="396">
4566 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.0129678994417191e-03" rms="4.5033949613571167e-01" purity="4.9540710449218750e-01" nType="0">
4567 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3553690165281296e-02" rms="4.2533934116363525e-01" purity="3.4934854507446289e-01" nType="-99"/>
4568 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5229334384202957e-02" cType="1" res="-3.5132013726979494e-03" rms="4.5143696665763855e-01" purity="5.0286799669265747e-01" nType="0">
4569 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4784820377826691e-03" rms="4.4898629188537598e-01" purity="4.9893432855606079e-01" nType="-99"/>
4570 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8931005448102951e-03" rms="4.8806938529014587e-01" purity="5.6766909360885620e-01" nType="-99"/>
4571 </Node>
4572 </Node>
4573 </BinaryTree>
4574 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="397">
4575 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="9.3333756923675537e-01" cType="1" res="9.3868533149361610e-03" rms="4.5410841703414917e-01" purity="5.0085192918777466e-01" nType="0">
4576 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.4444017112255096e-02" cType="1" res="1.3546263799071312e-02" rms="4.5238804817199707e-01" purity="4.8338413238525391e-01" nType="0">
4577 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6297474503517151e-02" rms="3.0493962764739990e-01" purity="1.2192126363515854e-01" nType="-99"/>
4578 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9525255560874939e-03" rms="4.5946216583251953e-01" purity="5.0480806827545166e-01" nType="-99"/>
4579 </Node>
4580 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5351310446858406e-03" cType="1" res="-2.5328107178211212e-02" rms="4.6677684783935547e-01" purity="6.4664024114608765e-01" nType="0">
4581 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8252110108733177e-02" rms="4.7693485021591187e-01" purity="6.1930823326110840e-01" nType="-99"/>
4582 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6580655180150643e-05" rms="4.5953059196472168e-01" purity="6.6040354967117310e-01" nType="-99"/>
4583 </Node>
4584 </Node>
4585 </BinaryTree>
4586 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="398">
4587 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="5.3452774882316589e-03" rms="4.5211663842201233e-01" purity="4.9867558479309082e-01" nType="0">
4588 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.3428569793701172e+01" cType="1" res="1.2472240487113595e-03" rms="4.5049419999122620e-01" purity="4.9551156163215637e-01" nType="0">
4589 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1139651760458946e-03" rms="4.5095932483673096e-01" purity="4.9921983480453491e-01" nType="-99"/>
4590 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9279243424534798e-02" rms="4.3075269460678101e-01" purity="4.0369722247123718e-01" nType="-99"/>
4591 </Node>
4592 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1871494352817535e-02" cType="1" res="7.3411405086517334e-02" rms="4.7309687733650208e-01" purity="5.5122798681259155e-01" nType="0">
4593 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4413068145513535e-03" rms="4.5236435532569885e-01" purity="4.9584603309631348e-01" nType="-99"/>
4594 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3541497066617012e-02" rms="4.8844626545906067e-01" purity="5.9901750087738037e-01" nType="-99"/>
4595 </Node>
4596 </Node>
4597 </BinaryTree>
4598 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="399">
4599 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="5.6310021318495274e-03" rms="4.5180216431617737e-01" purity="5.0118035078048706e-01" nType="0">
4600 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1602226644754410e-02" rms="3.8216969370841980e-01" purity="2.5071179866790771e-01" nType="-99"/>
4601 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3380952835083008e+01" cType="1" res="7.6671703718602657e-03" rms="4.5462405681610107e-01" purity="5.1262193918228149e-01" nType="0">
4602 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1467530429363251e-03" rms="4.4683703780174255e-01" purity="5.1078200340270996e-01" nType="-99"/>
4603 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7547509924042970e-04" rms="4.5947244763374329e-01" purity="5.1383030414581299e-01" nType="-99"/>
4604 </Node>
4605 </Node>
4606 </BinaryTree>
4607 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="400">
4608 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="4.1424855589866638e-03" rms="4.4832190871238708e-01" purity="5.0409603118896484e-01" nType="0">
4609 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9040971994400024e-02" cType="1" res="-8.2737496122717857e-03" rms="4.2757859826087952e-01" purity="3.1409990787506104e-01" nType="0">
4610 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6044850498437881e-03" rms="4.1971045732498169e-01" purity="2.8550127148628235e-01" nType="-99"/>
4611 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5060543343424797e-03" rms="4.4331952929496765e-01" purity="3.7717291712760925e-01" nType="-99"/>
4612 </Node>
4613 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5248026773333549e-03" cType="1" res="1.4316556043922901e-02" rms="4.6438211202621460e-01" purity="6.5978199243545532e-01" nType="0">
4614 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3249948695302010e-03" rms="4.5309582352638245e-01" purity="6.8908989429473877e-01" nType="-99"/>
4615 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5535278301686049e-04" rms="4.7085621953010559e-01" purity="6.4042264223098755e-01" nType="-99"/>
4616 </Node>
4617 </Node>
4618 </BinaryTree>
4619 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="401">
4620 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3756294250488281e+00" cType="1" res="9.2147383838891983e-03" rms="4.4525563716888428e-01" purity="5.1114118099212646e-01" nType="0">
4621 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="5.6676250696182251e-01" cType="1" res="1.1468481272459030e-02" rms="4.4577270746231079e-01" purity="5.0762885808944702e-01" nType="0">
4622 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4952974207699299e-04" rms="4.4176557660102844e-01" purity="4.3389469385147095e-01" nType="-99"/>
4623 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3639680631458759e-03" rms="4.5431110262870789e-01" purity="6.7976599931716919e-01" nType="-99"/>
4624 </Node>
4625 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5726940780878067e-03" rms="4.3076515197753906e-01" purity="5.8835262060165405e-01" nType="-99"/>
4626 </Node>
4627 </BinaryTree>
4628 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="402">
4629 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="5.9614161727949977e-04" rms="4.4950529932975769e-01" purity="5.0057703256607056e-01" nType="0">
4630 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.5713560879230499e-02" cType="1" res="3.4443996846675873e-03" rms="4.4863837957382202e-01" purity="5.0473588705062866e-01" nType="0">
4631 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3419419303536415e-03" rms="4.4762519001960754e-01" purity="5.0438648462295532e-01" nType="-99"/>
4632 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2160940617322922e-03" rms="4.5290604233741760e-01" purity="5.0676614046096802e-01" nType="-99"/>
4633 </Node>
4634 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4998369850218296e-02" rms="4.6406608819961548e-01" purity="4.0625041723251343e-01" nType="-99"/>
4635 </Node>
4636 </BinaryTree>
4637 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="403">
4638 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0465705096721649e-02" cType="1" res="1.9337474368512630e-03" rms="4.5166760683059692e-01" purity="4.9738189578056335e-01" nType="0">
4639 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1855902671813965e-01" cType="1" res="7.3405187577009201e-03" rms="4.5086818933486938e-01" purity="4.9962559342384338e-01" nType="0">
4640 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3570545278489590e-03" rms="4.2855459451675415e-01" purity="3.2672718167304993e-01" nType="-99"/>
4641 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2991317827254534e-04" rms="4.6843728423118591e-01" purity="6.4391505718231201e-01" nType="-99"/>
4642 </Node>
4643 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7271281480789185e-02" cType="1" res="-5.0650734454393387e-02" rms="4.5603865385055542e-01" purity="4.7556066513061523e-01" nType="0">
4644 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6113309003412724e-03" rms="4.5976972579956055e-01" purity="4.8286077380180359e-01" nType="-99"/>
4645 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3964449763298035e-02" rms="4.4215369224548340e-01" purity="4.5752689242362976e-01" nType="-99"/>
4646 </Node>
4647 </Node>
4648 </BinaryTree>
4649 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="404">
4650 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714287310838699e-02" cType="1" res="2.1201721392571926e-03" rms="4.5040139555931091e-01" purity="4.9802616238594055e-01" nType="0">
4651 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.7011085292324424e-03" cType="1" res="-4.6118116006255150e-03" rms="4.4742426276206970e-01" purity="4.8501333594322205e-01" nType="0">
4652 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9899244010448456e-03" rms="4.4124534726142883e-01" purity="5.0589340925216675e-01" nType="-99"/>
4653 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2181959755253047e-04" rms="4.4837403297424316e-01" purity="4.8114475607872009e-01" nType="-99"/>
4654 </Node>
4655 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.9347209930419922e-01" cType="1" res="3.5361371934413910e-02" rms="4.6339088678359985e-01" purity="5.6228083372116089e-01" nType="0">
4656 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5144661068916321e-02" rms="4.5870304107666016e-01" purity="5.2318304777145386e-01" nType="-99"/>
4657 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7699258169159293e-03" rms="4.6672382950782776e-01" purity="6.1903369426727295e-01" nType="-99"/>
4658 </Node>
4659 </Node>
4660 </BinaryTree>
4661 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="405">
4662 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7618098556995392e-02" cType="1" res="1.5173665015026927e-03" rms="4.5213329792022705e-01" purity="4.9732324481010437e-01" nType="0">
4663 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.2689253091812134e-03" cType="1" res="-1.4301505871117115e-03" rms="4.5127180218696594e-01" purity="4.9307426810264587e-01" nType="0">
4664 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4537860453128815e-03" rms="4.5494219660758972e-01" purity="5.4546713829040527e-01" nType="-99"/>
4665 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8572919070720673e-03" rms="4.5021131634712219e-01" purity="4.8128944635391235e-01" nType="-99"/>
4666 </Node>
4667 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0026752725243568e-02" rms="4.6865832805633545e-01" purity="6.2390071153640747e-01" nType="-99"/>
4668 </Node>
4669 </BinaryTree>
4670 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="406">
4671 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-8.7263369932770729e-03" rms="4.4850862026214600e-01" purity="4.8970785737037659e-01" nType="0">
4672 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.2380952835083008e+00" cType="1" res="2.5030290707945824e-03" rms="4.4594082236289978e-01" purity="4.9882814288139343e-01" nType="0">
4673 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0254727676510811e-02" rms="3.9800694584846497e-01" purity="3.0851519107818604e-01" nType="-99"/>
4674 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6621296526864171e-03" rms="4.5072644948959351e-01" purity="5.1987761259078979e-01" nType="-99"/>
4675 </Node>
4676 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.6333333969116211e+01" cType="1" res="-4.0515575557947159e-02" rms="4.5419645309448242e-01" purity="4.6388933062553406e-01" nType="0">
4677 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0522143691778183e-02" rms="4.5222920179367065e-01" purity="4.0950232744216919e-01" nType="-99"/>
4678 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9753915518522263e-03" rms="4.5348674058914185e-01" purity="4.8537740111351013e-01" nType="-99"/>
4679 </Node>
4680 </Node>
4681 </BinaryTree>
4682 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="407">
4683 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="2.1982954349368811e-03" rms="4.5065477490425110e-01" purity="4.9851435422897339e-01" nType="0">
4684 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2856961488723755e-02" cType="1" res="-3.7660989910364151e-03" rms="4.5002126693725586e-01" purity="4.9366086721420288e-01" nType="0">
4685 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0107268355786800e-03" rms="4.4893962144851685e-01" purity="4.8514258861541748e-01" nType="-99"/>
4686 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0090160183608532e-02" rms="4.5898568630218506e-01" purity="5.8680808544158936e-01" nType="-99"/>
4687 </Node>
4688 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7602695412933826e-03" cType="1" res="4.7475542873144150e-02" rms="4.5288088917732239e-01" purity="5.3535807132720947e-01" nType="0">
4689 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0662949904799461e-03" rms="4.4502258300781250e-01" purity="4.7308897972106934e-01" nType="-99"/>
4690 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7270587384700775e-02" rms="4.5338934659957886e-01" purity="5.6139636039733887e-01" nType="-99"/>
4691 </Node>
4692 </Node>
4693 </BinaryTree>
4694 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="408">
4695 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="8.3192549645900726e-03" rms="4.5320296287536621e-01" purity="5.0702637434005737e-01" nType="0">
4696 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.6253737807273865e-02" cType="1" res="2.4852761998772621e-02" rms="4.3570789694786072e-01" purity="3.4428757429122925e-01" nType="0">
4697 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7068024724721909e-02" rms="4.0070486068725586e-01" purity="2.7096337080001831e-01" nType="-99"/>
4698 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8230144632980227e-03" rms="4.5686635375022888e-01" purity="3.9342427253723145e-01" nType="-99"/>
4699 </Node>
4700 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3327672630548477e-02" cType="1" res="-5.3643900901079178e-03" rms="4.6674448251724243e-01" purity="6.4171403646469116e-01" nType="0">
4701 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8409042432904243e-04" rms="4.6396228671073914e-01" purity="6.5224236249923706e-01" nType="-99"/>
4702 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2478933036327362e-03" rms="4.7576022148132324e-01" purity="6.0205167531967163e-01" nType="-99"/>
4703 </Node>
4704 </Node>
4705 </BinaryTree>
4706 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="409">
4707 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714663565158844e-02" cType="1" res="-1.0033295489847660e-02" rms="4.4650682806968689e-01" purity="4.8696601390838623e-01" nType="0">
4708 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4411652982234955e-01" cType="1" res="-1.5638174954801798e-03" rms="4.4378802180290222e-01" purity="4.9144440889358521e-01" nType="0">
4709 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2755130454897881e-03" rms="3.8969308137893677e-01" purity="2.1567115187644958e-01" nType="-99"/>
4710 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3484229566529393e-03" rms="4.6795696020126343e-01" purity="6.2729251384735107e-01" nType="-99"/>
4711 </Node>
4712 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-6.2029413878917694e-02" rms="4.5943954586982727e-01" purity="4.5947211980819702e-01" nType="0">
4713 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5181429460644722e-02" rms="4.4955727458000183e-01" purity="3.5414981842041016e-01" nType="-99"/>
4714 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8377725332975388e-03" rms="4.6271571516990662e-01" purity="5.1269358396530151e-01" nType="-99"/>
4715 </Node>
4716 </Node>
4717 </BinaryTree>
4718 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="410">
4719 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-2.7106599882245064e-03" rms="4.4887414574623108e-01" purity="4.9765741825103760e-01" nType="0">
4720 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3333703875541687e-02" cType="1" res="-3.3003453165292740e-02" rms="4.1768756508827209e-01" purity="3.7691003084182739e-01" nType="0">
4721 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4229505322873592e-02" rms="4.0137559175491333e-01" purity="3.5713022947311401e-01" nType="-99"/>
4722 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1724477931857109e-03" rms="4.6970078349113464e-01" purity="4.5356008410453796e-01" nType="-99"/>
4723 </Node>
4724 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5219533145427704e-02" cType="1" res="4.1705593466758728e-03" rms="4.5538023114204407e-01" purity="5.2508604526519775e-01" nType="0">
4725 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8494745017960668e-03" rms="4.5388567447662354e-01" purity="5.2718198299407959e-01" nType="-99"/>
4726 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6169700771570206e-02" rms="4.7971445322036743e-01" purity="4.8069944977760315e-01" nType="-99"/>
4727 </Node>
4728 </Node>
4729 </BinaryTree>
4730 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="411">
4731 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9915090799331665e-01" cType="1" res="1.5665121376514435e-02" rms="4.5090070366859436e-01" purity="5.1218187808990479e-01" nType="0">
4732 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="2.0040372386574745e-02" rms="4.4870102405548096e-01" purity="4.9297294020652771e-01" nType="0">
4733 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3468109108507633e-03" rms="4.4884774088859558e-01" purity="4.9554583430290222e-01" nType="-99"/>
4734 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7826019152998924e-03" rms="4.4007197022438049e-01" purity="4.0847909450531006e-01" nType="-99"/>
4735 </Node>
4736 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.2651331424713135e+00" cType="1" res="-1.6969658434391022e-02" rms="4.6568638086318970e-01" purity="6.5546047687530518e-01" nType="0">
4737 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3948880136013031e-02" rms="4.8289301991462708e-01" purity="6.0992896556854248e-01" nType="-99"/>
4738 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4411423355340958e-02" rms="4.2197716236114502e-01" purity="7.3768621683120728e-01" nType="-99"/>
4739 </Node>
4740 </Node>
4741 </BinaryTree>
4742 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="412">
4743 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.6902725696563721e-01" cType="1" res="3.3474725205451250e-03" rms="4.5060232281684875e-01" purity="5.0425219535827637e-01" nType="0">
4744 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7235637903213501e-01" cType="1" res="-3.9357109926640987e-03" rms="4.4933825731277466e-01" purity="4.7135758399963379e-01" nType="0">
4745 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4135293895378709e-03" rms="4.3641397356987000e-01" purity="4.1834786534309387e-01" nType="-99"/>
4746 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9963385574519634e-03" rms="4.7816598415374756e-01" purity="5.9857779741287231e-01" nType="-99"/>
4747 </Node>
4748 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.2726861238479614e+00" cType="1" res="4.7994390130043030e-02" rms="4.5573827624320984e-01" purity="7.0590066909790039e-01" nType="0">
4749 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0359558984637260e-02" rms="4.3543228507041931e-01" purity="7.4484175443649292e-01" nType="-99"/>
4750 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5748132765293121e-03" rms="4.6371388435363770e-01" purity="6.8756544589996338e-01" nType="-99"/>
4751 </Node>
4752 </Node>
4753 </BinaryTree>
4754 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="413">
4755 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095094263553619e-02" cType="1" res="1.7643460305407643e-03" rms="4.5352894067764282e-01" purity="4.9731877446174622e-01" nType="0">
4756 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.5395624339580536e-02" cType="1" res="-5.9112417511641979e-03" rms="4.5112016797065735e-01" purity="4.8394784331321716e-01" nType="0">
4757 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0746300257742405e-04" rms="4.5135554671287537e-01" purity="4.7713539004325867e-01" nType="-99"/>
4758 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8725548014044762e-03" rms="4.4834828376770020e-01" purity="5.1440382003784180e-01" nType="-99"/>
4759 </Node>
4760 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.1502263396978378e-02" cType="1" res="4.7919925302267075e-02" rms="4.6508860588073730e-01" purity="5.7772207260131836e-01" nType="0">
4761 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7525618672370911e-02" rms="4.6396160125732422e-01" purity="6.4786660671234131e-01" nType="-99"/>
4762 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2085856180638075e-03" rms="4.6101629734039307e-01" purity="5.4210466146469116e-01" nType="-99"/>
4763 </Node>
4764 </Node>
4765 </BinaryTree>
4766 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="414">
4767 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="-9.0445848181843758e-03" rms="4.5570290088653564e-01" purity="4.8270037770271301e-01" nType="0">
4768 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8761250674724579e-02" cType="1" res="-1.3990215957164764e-02" rms="4.5518210530281067e-01" purity="4.7415885329246521e-01" nType="0">
4769 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1613347344100475e-03" rms="4.5452192425727844e-01" purity="4.7739467024803162e-01" nType="-99"/>
4770 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0746514201164246e-02" rms="4.5787954330444336e-01" purity="4.2664954066276550e-01" nType="-99"/>
4771 </Node>
4772 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5122936107218266e-02" rms="4.5693102478981018e-01" purity="6.1444413661956787e-01" nType="-99"/>
4773 </Node>
4774 </BinaryTree>
4775 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="415">
4776 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9012712240219116e+00" cType="1" res="-1.5911962836980820e-03" rms="4.5004412531852722e-01" purity="4.9333938956260681e-01" nType="0">
4777 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.9630812406539917e-02" cType="1" res="-5.6337248533964157e-03" rms="4.4978275895118713e-01" purity="4.7846451401710510e-01" nType="0">
4778 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2956861481070518e-03" rms="3.8599735498428345e-01" purity="2.4529352784156799e-01" nType="-99"/>
4779 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8811790980398655e-03" rms="4.6178719401359558e-01" purity="5.2750611305236816e-01" nType="-99"/>
4780 </Node>
4781 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1798992753028870e-02" rms="4.5019796490669250e-01" purity="6.8263471126556396e-01" nType="-99"/>
4782 </Node>
4783 </BinaryTree>
4784 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="416">
4785 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.3021077029407024e-02" rms="4.4913107156753540e-01" purity="4.8384550213813782e-01" nType="0">
4786 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2857177555561066e-02" cType="1" res="-2.9399111866950989e-02" rms="4.4222125411033630e-01" purity="4.3300220370292664e-01" nType="0">
4787 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2774959951639175e-03" rms="4.4009321928024292e-01" purity="4.3748876452445984e-01" nType="-99"/>
4788 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4905608966946602e-02" rms="4.6474567055702209e-01" purity="3.7063217163085938e-01" nType="-99"/>
4789 </Node>
4790 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2856302112340927e-02" cType="1" res="-2.0865467377007008e-03" rms="4.5335644483566284e-01" purity="5.1779013872146606e-01" nType="0">
4791 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9373233662918210e-03" rms="4.5188757777214050e-01" purity="5.0740426778793335e-01" nType="-99"/>
4792 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3527199625968933e-02" rms="4.6359306573867798e-01" purity="6.2526082992553711e-01" nType="-99"/>
4793 </Node>
4794 </Node>
4795 </BinaryTree>
4796 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="417">
4797 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2857121676206589e-02" cType="1" res="1.6020374605432153e-03" rms="4.4879591464996338e-01" purity="4.9981522560119629e-01" nType="0">
4798 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0416902843862772e-03" cType="1" res="-3.8760791067034006e-03" rms="4.4596543908119202e-01" purity="4.9150523543357849e-01" nType="0">
4799 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1481781303882599e-03" rms="4.5608925819396973e-01" purity="5.5176919698715210e-01" nType="-99"/>
4800 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4810663890093565e-03" rms="4.4347336888313293e-01" purity="4.7833195328712463e-01" nType="-99"/>
4801 </Node>
4802 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7619510442018509e-02" cType="1" res="5.7868566364049911e-02" rms="4.7324022650718689e-01" purity="5.8516883850097656e-01" nType="0">
4803 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0162221044301987e-02" rms="4.7526922821998596e-01" purity="6.0701978206634521e-01" nType="-99"/>
4804 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7849929863587022e-03" rms="4.6199667453765869e-01" purity="5.3737759590148926e-01" nType="-99"/>
4805 </Node>
4806 </Node>
4807 </BinaryTree>
4808 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="418">
4809 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.0847260951995850e+00" cType="1" res="7.5605865567922592e-03" rms="4.4905501604080200e-01" purity="5.0555038452148438e-01" nType="0">
4810 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0354045778512955e-01" cType="1" res="1.1079568415880203e-02" rms="4.4758489727973938e-01" purity="4.9158838391304016e-01" nType="0">
4811 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7212352082133293e-03" rms="3.5970750451087952e-01" purity="1.9543607532978058e-01" nType="-99"/>
4812 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6411938965320587e-03" rms="4.6681025624275208e-01" purity="5.6678497791290283e-01" nType="-99"/>
4813 </Node>
4814 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7458301782608032e+00" cType="1" res="-2.9856190085411072e-02" rms="4.6274685859680176e-01" purity="6.5400618314743042e-01" nType="0">
4815 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2231327593326569e-02" rms="4.7567799687385559e-01" purity="6.0219067335128784e-01" nType="-99"/>
4816 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6403810586780310e-03" rms="4.4839572906494141e-01" purity="7.0514601469039917e-01" nType="-99"/>
4817 </Node>
4818 </Node>
4819 </BinaryTree>
4820 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="419">
4821 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475346148014069e-02" cType="1" res="-2.1548245567828417e-03" rms="4.5255550742149353e-01" purity="4.9021211266517639e-01" nType="0">
4822 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1730917692184448e-01" cType="1" res="-8.6895786225795746e-03" rms="4.5170876383781433e-01" purity="4.7896814346313477e-01" nType="0">
4823 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0160305798053741e-04" rms="4.4451963901519775e-01" purity="4.4686970114707947e-01" nType="-99"/>
4824 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7177276834845543e-03" rms="4.7570443153381348e-01" purity="5.9396052360534668e-01" nType="-99"/>
4825 </Node>
4826 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6827998012304306e-02" cType="1" res="4.7355219721794128e-02" rms="4.5588684082031250e-01" purity="5.7540124654769897e-01" nType="0">
4827 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3742486014962196e-02" rms="4.5555871725082397e-01" purity="5.7004308700561523e-01" nType="-99"/>
4828 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7945543192327023e-03" rms="4.5548290014266968e-01" purity="5.8676981925964355e-01" nType="-99"/>
4829 </Node>
4830 </Node>
4831 </BinaryTree>
4832 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="420">
4833 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2856961488723755e-02" cType="1" res="4.7284173779189587e-03" rms="4.5521709322929382e-01" purity="4.9742537736892700e-01" nType="0">
4834 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0812036022543907e-03" cType="1" res="8.9459363371133804e-03" rms="4.5333999395370483e-01" purity="4.9862891435623169e-01" nType="0">
4835 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3842573650181293e-03" rms="4.5910546183586121e-01" purity="4.7138953208923340e-01" nType="-99"/>
4836 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5817308127880096e-03" rms="4.5074146986007690e-01" purity="5.0890648365020752e-01" nType="-99"/>
4837 </Node>
4838 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6263519674539566e-02" cType="1" res="-4.9192413687705994e-02" rms="4.7528100013732910e-01" purity="4.8203802108764648e-01" nType="0">
4839 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2393724173307419e-03" rms="4.9464210867881775e-01" purity="4.9267688393592834e-01" nType="-99"/>
4840 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0070176571607590e-02" rms="4.5438233017921448e-01" purity="4.7280073165893555e-01" nType="-99"/>
4841 </Node>
4842 </Node>
4843 </BinaryTree>
4844 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="421">
4845 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1424055099487305e-02" cType="1" res="7.6700248755514622e-03" rms="4.5170292258262634e-01" purity="5.0562506914138794e-01" nType="0">
4846 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0197086259722710e-02" cType="1" res="1.7451781779527664e-02" rms="4.4885227084159851e-01" purity="4.9186637997627258e-01" nType="0">
4847 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5851367497816682e-03" rms="4.5144039392471313e-01" purity="4.6538344025611877e-01" nType="-99"/>
4848 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0300843045115471e-02" rms="4.4189128279685974e-01" purity="5.5191254615783691e-01" nType="-99"/>
4849 </Node>
4850 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.5506565347313881e-02" cType="1" res="-1.1738897301256657e-02" rms="4.5668673515319824e-01" purity="5.3292512893676758e-01" nType="0">
4851 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3376976363360882e-02" rms="4.4927227497100830e-01" purity="5.0559955835342407e-01" nType="-99"/>
4852 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1851328033953905e-04" rms="4.5754352211952209e-01" purity="5.3774172067642212e-01" nType="-99"/>
4853 </Node>
4854 </Node>
4855 </BinaryTree>
4856 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="422">
4857 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="-2.3274256382137537e-03" rms="4.5494189858436584e-01" purity="4.9258551001548767e-01" nType="0">
4858 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="7.2996539529412985e-04" rms="4.5422342419624329e-01" purity="4.9712008237838745e-01" nType="0">
4859 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8915660008788109e-03" rms="4.3398368358612061e-01" purity="3.4182825684547424e-01" nType="-99"/>
4860 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1937861349433661e-03" rms="4.7024008631706238e-01" purity="6.2915909290313721e-01" nType="-99"/>
4861 </Node>
4862 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8572252243757248e-02" rms="4.6605733036994934e-01" purity="3.7966462969779968e-01" nType="-99"/>
4863 </Node>
4864 </BinaryTree>
4865 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="423">
4866 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="9.0666012838482857e-03" rms="4.5042702555656433e-01" purity="5.0666546821594238e-01" nType="0">
4867 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8564628213644028e-02" cType="1" res="3.0121788382530212e-02" rms="4.4045305252075195e-01" purity="5.0282317399978638e-01" nType="0">
4868 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1044683866202831e-02" rms="4.3352571129798889e-01" purity="5.0933778285980225e-01" nType="-99"/>
4869 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4173681158572435e-03" rms="4.6063303947448730e-01" purity="4.8098123073577881e-01" nType="-99"/>
4870 </Node>
4871 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4095237731933594e+01" cType="1" res="-6.7765475250780582e-03" rms="4.5714983344078064e-01" purity="5.0955671072006226e-01" nType="0">
4872 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6515494100749493e-03" rms="4.5480984449386597e-01" purity="5.1017850637435913e-01" nType="-99"/>
4873 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7286002635955811e-02" rms="4.8994705080986023e-01" purity="4.9856635928153992e-01" nType="-99"/>
4874 </Node>
4875 </Node>
4876 </BinaryTree>
4877 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="424">
4878 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="1.4292567968368530e-02" rms="4.4678014516830444e-01" purity="5.1639872789382935e-01" nType="0">
4879 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.8896403908729553e-01" cType="1" res="-1.2874418869614601e-02" rms="4.2744901776313782e-01" purity="3.1587579846382141e-01" nType="0">
4880 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4499742216430604e-04" rms="4.1779518127441406e-01" purity="2.9609891772270203e-01" nType="-99"/>
4881 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5502867288887501e-02" rms="4.7102576494216919e-01" purity="4.2116263508796692e-01" nType="-99"/>
4882 </Node>
4883 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.0857143402099609e+01" cType="1" res="3.6000795662403107e-02" rms="4.6049496531486511e-01" purity="6.7662990093231201e-01" nType="0">
4884 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2516252771019936e-03" rms="4.5753589272499084e-01" purity="6.8418467044830322e-01" nType="-99"/>
4885 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1971832029521465e-03" rms="4.8521828651428223e-01" purity="6.0506993532180786e-01" nType="-99"/>
4886 </Node>
4887 </Node>
4888 </BinaryTree>
4889 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="425">
4890 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.4299826622009277e+00" cType="1" res="-4.8109102062880993e-03" rms="4.5181122422218323e-01" purity="4.9391889572143555e-01" nType="0">
4891 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.1178900003433228e-01" cType="1" res="-9.2812143266201019e-03" rms="4.5103761553764343e-01" purity="4.7335404157638550e-01" nType="0">
4892 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7412905627861619e-04" rms="4.3548631668090820e-01" purity="3.8933596014976501e-01" nType="-99"/>
4893 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5918252803385258e-03" rms="4.7525182366371155e-01" purity="6.1389565467834473e-01" nType="-99"/>
4894 </Node>
4895 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3810740560293198e-02" cType="1" res="3.1194388866424561e-02" rms="4.5640051364898682e-01" purity="6.5955483913421631e-01" nType="0">
4896 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1518270708620548e-02" rms="4.4367384910583496e-01" purity="6.8706643581390381e-01" nType="-99"/>
4897 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3156861532479525e-03" rms="4.7942313551902771e-01" purity="6.0289686918258667e-01" nType="-99"/>
4898 </Node>
4899 </Node>
4900 </BinaryTree>
4901 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="426">
4902 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7622337006032467e-03" cType="1" res="-2.0571975037455559e-03" rms="4.4979989528656006e-01" purity="4.9738469719886780e-01" nType="0">
4903 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0412411540746689e-03" cType="1" res="-2.6569617912173271e-02" rms="4.3905621767044067e-01" purity="4.7281140089035034e-01" nType="0">
4904 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9615342868492007e-04" rms="4.3424478173255920e-01" purity="5.5152642726898193e-01" nType="-99"/>
4905 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5246918424963951e-02" rms="4.4230270385742188e-01" purity="3.7975987792015076e-01" nType="-99"/>
4906 </Node>
4907 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="7.8008179552853107e-03" rms="4.5367568731307983e-01" purity="5.0726723670959473e-01" nType="0">
4908 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6569529436528683e-03" rms="4.5305886864662170e-01" purity="5.1158756017684937e-01" nType="-99"/>
4909 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1452147737145424e-02" rms="4.6060419082641602e-01" purity="4.3224343657493591e-01" nType="-99"/>
4910 </Node>
4911 </Node>
4912 </BinaryTree>
4913 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="427">
4914 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-1.3054955750703812e-02" rms="4.4786030054092407e-01" purity="4.8302915692329407e-01" nType="0">
4915 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.0000000000000000e+01" cType="1" res="-1.7079165205359459e-02" rms="4.4724884629249573e-01" purity="4.8123845458030701e-01" nType="0">
4916 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2446593493223190e-02" rms="4.2584893107414246e-01" purity="3.7602442502975464e-01" nType="-99"/>
4917 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5470660291612148e-03" rms="4.5424479246139526e-01" purity="5.1914042234420776e-01" nType="-99"/>
4918 </Node>
4919 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.7184756398200989e-01" cType="1" res="1.3200450688600540e-02" rms="4.5094862580299377e-01" purity="4.9471238255500793e-01" nType="0">
4920 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1499410979449749e-03" rms="4.4231027364730835e-01" purity="4.0046668052673340e-01" nType="-99"/>
4921 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3038963079452515e-02" rms="4.6241322159767151e-01" purity="6.6400009393692017e-01" nType="-99"/>
4922 </Node>
4923 </Node>
4924 </BinaryTree>
4925 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="428">
4926 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5223486423492432e-03" cType="1" res="1.8851099302992225e-03" rms="4.5127132534980774e-01" purity="4.9771854281425476e-01" nType="0">
4927 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5375191257335246e-04" cType="1" res="1.6877423971891403e-02" rms="4.5207896828651428e-01" purity="4.7291791439056396e-01" nType="0">
4928 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2305056452751160e-02" rms="4.7364896535873413e-01" purity="4.5095384120941162e-01" nType="-99"/>
4929 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1505949124693871e-03" rms="4.4951528310775757e-01" purity="4.7447869181632996e-01" nType="-99"/>
4930 </Node>
4931 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.0639494284987450e-02" rms="4.5021289587020874e-01" purity="5.1843696832656860e-01" nType="0">
4932 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7824586555361748e-04" rms="4.3903797864913940e-01" purity="5.2784031629562378e-01" nType="-99"/>
4933 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2492146864533424e-03" rms="4.6490266919136047e-01" purity="5.0501167774200439e-01" nType="-99"/>
4934 </Node>
4935 </Node>
4936 </BinaryTree>
4937 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="429">
4938 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1902816593647003e-02" cType="1" res="1.3858407735824585e-02" rms="4.5237579941749573e-01" purity="5.0703495740890503e-01" nType="0">
4939 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.6712992954999208e-04" cType="1" res="2.8046248480677605e-02" rms="4.4782871007919312e-01" purity="4.8960638046264648e-01" nType="0">
4940 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3148885220289230e-02" rms="4.4996139407157898e-01" purity="5.1422619819641113e-01" nType="-99"/>
4941 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9120799675583839e-03" rms="4.4687834382057190e-01" purity="4.8725578188896179e-01" nType="-99"/>
4942 </Node>
4943 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-1.0562893003225327e-03" rms="4.5663201808929443e-01" purity="5.2535653114318848e-01" nType="0">
4944 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1084987781941891e-02" rms="4.5102068781852722e-01" purity="4.7792434692382812e-01" nType="-99"/>
4945 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0222428031265736e-03" rms="4.5731991529464722e-01" purity="5.3755718469619751e-01" nType="-99"/>
4946 </Node>
4947 </Node>
4948 </BinaryTree>
4949 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="430">
4950 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.0089514544233680e-03" rms="4.5375370979309082e-01" purity="4.9678802490234375e-01" nType="0">
4951 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="1.3245455920696259e-02" rms="4.5037969946861267e-01" purity="5.0517648458480835e-01" nType="0">
4952 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6992662101984024e-02" rms="4.0866640210151672e-01" purity="2.4767771363258362e-01" nType="-99"/>
4953 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8327655531466007e-04" rms="4.6638578176498413e-01" purity="6.1626058816909790e-01" nType="-99"/>
4954 </Node>
4955 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.1571428298950195e+01" cType="1" res="-2.1201068535447121e-02" rms="4.5773151516914368e-01" purity="4.8490527272224426e-01" nType="0">
4956 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2288353405892849e-02" rms="4.5474126935005188e-01" purity="4.6176820993423462e-01" nType="-99"/>
4957 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0860845688730478e-03" rms="4.5830276608467102e-01" purity="4.9389737844467163e-01" nType="-99"/>
4958 </Node>
4959 </Node>
4960 </BinaryTree>
4961 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="431">
4962 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="4.4724834151566029e-03" rms="4.5331439375877380e-01" purity="5.0238925218582153e-01" nType="0">
4963 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.3423434942960739e-02" cType="1" res="1.6977507621049881e-02" rms="4.3600544333457947e-01" purity="3.4798225760459900e-01" nType="0">
4964 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7241310104727745e-02" rms="2.8441888093948364e-01" purity="9.6280895173549652e-02" nType="-99"/>
4965 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8645368553698063e-03" rms="4.4431364536285400e-01" purity="3.6603716015815735e-01" nType="-99"/>
4966 </Node>
4967 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5715203732252121e-02" cType="1" res="-6.7099165171384811e-03" rms="4.6796813607215881e-01" purity="6.4046496152877808e-01" nType="0">
4968 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1184463296085596e-03" rms="4.6752581000328064e-01" purity="6.4090383052825928e-01" nType="-99"/>
4969 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6375882811844349e-03" rms="4.6871554851531982e-01" purity="6.3869297504425049e-01" nType="-99"/>
4970 </Node>
4971 </Node>
4972 </BinaryTree>
4973 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="432">
4974 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="3.1851036474108696e-03" rms="4.5123380422592163e-01" purity="5.0244671106338501e-01" nType="0">
4975 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.6230808496475220e-01" cType="1" res="3.6163926124572754e-02" rms="4.3116438388824463e-01" purity="4.4626256823539734e-01" nType="0">
4976 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3811928220093250e-03" rms="3.9323604106903076e-01" purity="2.6402628421783447e-01" nType="-99"/>
4977 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6236845403909683e-02" rms="4.6944075822830200e-01" purity="6.6272228956222534e-01" nType="-99"/>
4978 </Node>
4979 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7614132054150105e-03" cType="1" res="-3.0587003566324711e-03" rms="4.5466461777687073e-01" purity="5.1308393478393555e-01" nType="0">
4980 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5022781491279602e-03" rms="4.5605978369712830e-01" purity="4.7791838645935059e-01" nType="-99"/>
4981 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5601986087858677e-03" rms="4.5374077558517456e-01" purity="5.2732324600219727e-01" nType="-99"/>
4982 </Node>
4983 </Node>
4984 </BinaryTree>
4985 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="433">
4986 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.2947007780894637e-03" rms="4.4850230216979980e-01" purity="4.9605864286422729e-01" nType="0">
4987 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.6000000000000000e+01" cType="1" res="-5.6119132786989212e-03" rms="4.4716587662696838e-01" purity="4.9321523308753967e-01" nType="0">
4988 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3039766529109329e-04" rms="4.4582018256187439e-01" purity="4.9541369080543518e-01" nType="-99"/>
4989 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8804402835667133e-03" rms="4.5317521691322327e-01" purity="4.8209068179130554e-01" nType="-99"/>
4990 </Node>
4991 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6473004594445229e-02" rms="4.6445256471633911e-01" purity="5.4396158456802368e-01" nType="-99"/>
4992 </Node>
4993 </BinaryTree>
4994 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="434">
4995 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="5.8735096827149391e-03" rms="4.5091935992240906e-01" purity="5.0548768043518066e-01" nType="0">
4996 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1778970956802368e-01" cType="1" res="2.3549452889710665e-03" rms="4.4968795776367188e-01" purity="5.0248503684997559e-01" nType="0">
4997 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3419139431789517e-03" rms="4.4375205039978027e-01" purity="4.5150062441825867e-01" nType="-99"/>
4998 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7074790820479393e-03" rms="4.6606606245040894e-01" purity="6.5341955423355103e-01" nType="-99"/>
4999 </Node>
5000 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1375034004449844e-02" cType="1" res="4.6293709427118301e-02" rms="4.6291685104370117e-01" purity="5.3998088836669922e-01" nType="0">
5001 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8289448693394661e-02" rms="4.5583632588386536e-01" purity="5.5093216896057129e-01" nType="-99"/>
5002 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2969806343317032e-03" rms="4.7020277380943298e-01" purity="5.1903378963470459e-01" nType="-99"/>
5003 </Node>
5004 </Node>
5005 </BinaryTree>
5006 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="435">
5007 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="4.0641915984451771e-03" rms="4.5620211958885193e-01" purity="5.0029110908508301e-01" nType="0">
5008 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8790578469634056e-02" rms="4.3598496913909912e-01" purity="3.5300204157829285e-01" nType="-99"/>
5009 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2062139213085175e-01" cType="1" res="1.0079167550429702e-03" rms="4.5700433850288391e-01" purity="5.0783801078796387e-01" nType="0">
5010 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5173157230019569e-03" rms="4.3720144033432007e-01" purity="3.4232544898986816e-01" nType="-99"/>
5011 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0007726270705462e-03" rms="4.7193002700805664e-01" purity="6.3948410749435425e-01" nType="-99"/>
5012 </Node>
5013 </Node>
5014 </BinaryTree>
5015 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="436">
5016 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286322519183159e-02" cType="1" res="6.0315323062241077e-03" rms="4.4781082868576050e-01" purity="5.0651681423187256e-01" nType="0">
5017 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-5.7137771509587765e-03" rms="4.4378691911697388e-01" purity="4.6133479475975037e-01" nType="0">
5018 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1234581731259823e-03" rms="4.3865543603897095e-01" purity="4.4655245542526245e-01" nType="-99"/>
5019 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8668249510228634e-03" rms="4.5532497763633728e-01" purity="4.9833244085311890e-01" nType="-99"/>
5020 </Node>
5021 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.3175060749053955e-01" cType="1" res="1.9112354144454002e-02" rms="4.5189097523689270e-01" purity="5.5683624744415283e-01" nType="0">
5022 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0683843176811934e-03" rms="4.4970241189002991e-01" purity="5.1151412725448608e-01" nType="-99"/>
5023 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0204224847257137e-02" rms="4.5636728405952454e-01" purity="6.7324459552764893e-01" nType="-99"/>
5024 </Node>
5025 </Node>
5026 </BinaryTree>
5027 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="437">
5028 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237135142087936e-02" cType="1" res="-4.9291802570223808e-03" rms="4.4638577103614807e-01" purity="4.9731373786926270e-01" nType="0">
5029 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.6612696945667267e-02" cType="1" res="-1.9361065933480859e-03" rms="4.4517993927001953e-01" purity="4.9788919091224670e-01" nType="0">
5030 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9346177577972412e-03" rms="4.4405627250671387e-01" purity="4.8713752627372742e-01" nType="-99"/>
5031 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0045281611382961e-02" rms="4.5112702250480652e-01" purity="5.8122992515563965e-01" nType="-99"/>
5032 </Node>
5033 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4503221958875656e-02" rms="4.6549525856971741e-01" purity="4.8605766892433167e-01" nType="-99"/>
5034 </Node>
5035 </BinaryTree>
5036 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="438">
5037 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="1.4890771359205246e-02" rms="4.5255810022354126e-01" purity="5.1536917686462402e-01" nType="0">
5038 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7620246186852455e-03" cType="1" res="2.6355073787271976e-03" rms="4.4662827253341675e-01" purity="4.9998688697814941e-01" nType="0">
5039 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1732713840901852e-03" rms="4.2759585380554199e-01" purity="4.6221587061882019e-01" nType="-99"/>
5040 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5299230366945267e-03" rms="4.5327484607696533e-01" purity="5.1469290256500244e-01" nType="-99"/>
5041 </Node>
5042 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1417735144495964e-02" cType="1" res="3.8955323398113251e-02" rms="4.6303871273994446e-01" purity="5.4557406902313232e-01" nType="0">
5043 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4079252257943153e-02" rms="4.6724590659141541e-01" purity="5.4141044616699219e-01" nType="-99"/>
5044 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3071168046444654e-04" rms="4.5123538374900818e-01" purity="5.5418771505355835e-01" nType="-99"/>
5045 </Node>
5046 </Node>
5047 </BinaryTree>
5048 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="439">
5049 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7632413916289806e-03" cType="1" res="4.9541657790541649e-03" rms="4.5097884535789490e-01" purity="5.0513279438018799e-01" nType="0">
5050 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.0803310740739107e-04" cType="1" res="2.5837590917944908e-02" rms="4.4742390513420105e-01" purity="5.2356880903244019e-01" nType="0">
5051 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.7226824574172497e-03" rms="4.5277047157287598e-01" purity="5.1543754339218140e-01" nType="-99"/>
5052 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9344784393906593e-03" rms="4.4491362571716309e-01" purity="5.2587950229644775e-01" nType="-99"/>
5053 </Node>
5054 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.5534663572907448e-02" cType="1" res="-4.8821493983268738e-03" rms="4.5230966806411743e-01" purity="4.9644926190376282e-01" nType="0">
5055 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.8158732503652573e-03" rms="4.3331292271614075e-01" purity="4.0620949864387512e-01" nType="-99"/>
5056 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2445132490247488e-03" rms="4.6180909872055054e-01" purity="5.4618811607360840e-01" nType="-99"/>
5057 </Node>
5058 </Node>
5059 </BinaryTree>
5060 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="440">
5061 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="2.1240087226033211e-03" rms="4.5018675923347473e-01" purity="5.0413662195205688e-01" nType="0">
5062 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="-2.9493581969290972e-03" rms="4.4838738441467285e-01" purity="4.9875062704086304e-01" nType="0">
5063 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4075081609189510e-03" rms="4.4478014111518860e-01" purity="5.4697358608245850e-01" nType="-99"/>
5064 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2388822399079800e-03" rms="4.4892627000808716e-01" purity="4.8823848366737366e-01" nType="-99"/>
5065 </Node>
5066 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.9666667938232422e+01" cType="1" res="2.7905050665140152e-02" rms="4.5835474133491516e-01" purity="5.3150618076324463e-01" nType="0">
5067 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7115496173501015e-03" rms="4.6305468678474426e-01" purity="5.4997068643569946e-01" nType="-99"/>
5068 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8921049609780312e-04" rms="4.4583448767662048e-01" purity="4.8941844701766968e-01" nType="-99"/>
5069 </Node>
5070 </Node>
5071 </BinaryTree>
5072 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="441">
5073 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="-1.1618250980973244e-02" rms="4.4670110940933228e-01" purity="4.9048388004302979e-01" nType="0">
5074 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.8095237731933594e+01" cType="1" res="4.3477822327986360e-04" rms="4.4069561362266541e-01" purity="4.9806979298591614e-01" nType="0">
5075 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2698906939476728e-03" rms="4.3921869993209839e-01" purity="4.9114248156547546e-01" nType="-99"/>
5076 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0472833886742592e-02" rms="4.5470649003982544e-01" purity="6.0868781805038452e-01" nType="-99"/>
5077 </Node>
5078 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.8285713195800781e+01" cType="1" res="-3.4229923039674759e-02" rms="4.5689806342124939e-01" purity="4.7625252604484558e-01" nType="0">
5079 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0461900383234024e-02" rms="4.5444878935813904e-01" purity="4.7102001309394836e-01" nType="-99"/>
5080 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7565873935818672e-03" rms="4.6487751603126526e-01" purity="5.0079661607742310e-01" nType="-99"/>
5081 </Node>
5082 </Node>
5083 </BinaryTree>
5084 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="442">
5085 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.4285773504525423e-03" rms="4.4970813393592834e-01" purity="5.0354552268981934e-01" nType="0">
5086 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.4790047407150269e-01" cType="1" res="3.6196131259202957e-02" rms="4.3056121468544006e-01" purity="4.5959588885307312e-01" nType="0">
5087 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3695993460714817e-02" rms="4.1734802722930908e-01" purity="4.3731749057769775e-01" nType="-99"/>
5088 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6370884887874126e-03" rms="4.8303499817848206e-01" purity="5.6542080640792847e-01" nType="-99"/>
5089 </Node>
5090 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.1000000000000000e+01" cType="1" res="-7.4020032770931721e-03" rms="4.5401898026466370e-01" purity="5.1470828056335449e-01" nType="0">
5091 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3409819267690182e-04" rms="4.4837766885757446e-01" purity="5.3648996353149414e-01" nType="-99"/>
5092 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2397339604794979e-03" rms="4.6204480528831482e-01" purity="4.8160108923912048e-01" nType="-99"/>
5093 </Node>
5094 </Node>
5095 </BinaryTree>
5096 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="443">
5097 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="6.6703679040074348e-03" rms="4.5163393020629883e-01" purity="5.1000416278839111e-01" nType="0">
5098 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0476087480783463e-02" cType="1" res="-1.8317346693947911e-03" rms="4.4712698459625244e-01" purity="4.9858841300010681e-01" nType="0">
5099 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7594181746244431e-04" rms="4.4601455330848694e-01" purity="4.9999511241912842e-01" nType="-99"/>
5100 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0269538499414921e-02" rms="4.5513430237770081e-01" purity="4.8558223247528076e-01" nType="-99"/>
5101 </Node>
5102 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.1794801950454712e-01" cType="1" res="2.3104567080736160e-02" rms="4.5977514982223511e-01" purity="5.3207027912139893e-01" nType="0">
5103 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5983239114284515e-03" rms="4.5461189746856689e-01" purity="5.2546572685241699e-01" nType="-99"/>
5104 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.6022728830575943e-03" rms="4.7877350449562073e-01" purity="5.6456273794174194e-01" nType="-99"/>
5105 </Node>
5106 </Node>
5107 </BinaryTree>
5108 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="444">
5109 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.6474162340164185e-01" cType="1" res="-1.0175796225667000e-02" rms="4.4466590881347656e-01" purity="4.9102702736854553e-01" nType="0">
5110 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9039472565054893e-02" cType="1" res="-1.6680413857102394e-02" rms="4.4328817725181580e-01" purity="4.5605453848838806e-01" nType="0">
5111 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0928041823208332e-03" rms="4.3483501672744751e-01" purity="4.1894453763961792e-01" nType="-99"/>
5112 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8333691665902734e-04" rms="4.5612800121307373e-01" purity="5.1662224531173706e-01" nType="-99"/>
5113 </Node>
5114 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.2611733675003052e+00" cType="1" res="2.8746828436851501e-02" rms="4.5086586475372314e-01" purity="7.0029699802398682e-01" nType="0">
5115 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8521107733249664e-02" rms="4.4013872742652893e-01" purity="7.3669993877410889e-01" nType="-99"/>
5116 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4013963826000690e-04" rms="4.5370626449584961e-01" purity="6.8318951129913330e-01" nType="-99"/>
5117 </Node>
5118 </Node>
5119 </BinaryTree>
5120 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="445">
5121 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9913189411163330e-01" cType="1" res="1.0581100359559059e-02" rms="4.5146334171295166e-01" purity="5.0783884525299072e-01" nType="0">
5122 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.4447962194681168e-02" cType="1" res="5.3911525756120682e-03" rms="4.5222666859626770e-01" purity="4.7472667694091797e-01" nType="0">
5123 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4345615655183792e-02" rms="2.6010030508041382e-01" purity="7.0515759289264679e-02" nType="-99"/>
5124 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4598774034529924e-03" rms="4.6083796024322510e-01" purity="4.9921077489852905e-01" nType="-99"/>
5125 </Node>
5126 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6238094329833984e+01" cType="1" res="4.3256767094135284e-02" rms="4.4524028897285461e-01" purity="7.1631139516830444e-01" nType="0">
5127 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6988869067281485e-03" rms="4.5460966229438782e-01" purity="6.9614338874816895e-01" nType="-99"/>
5128 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0148921757936478e-02" rms="4.2743065953254700e-01" purity="7.4501574039459229e-01" nType="-99"/>
5129 </Node>
5130 </Node>
5131 </BinaryTree>
5132 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="446">
5133 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7618843615055084e-02" cType="1" res="1.3044527731835842e-02" rms="4.4559654593467712e-01" purity="5.2008724212646484e-01" nType="0">
5134 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4423411488533020e-01" cType="1" res="9.4312969595193863e-03" rms="4.4565066695213318e-01" purity="5.1488429307937622e-01" nType="0">
5135 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1718902755528688e-03" rms="3.9449509978294373e-01" purity="2.2724486887454987e-01" nType="-99"/>
5136 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0013380348682404e-03" rms="4.6572485566139221e-01" purity="6.3894045352935791e-01" nType="-99"/>
5137 </Node>
5138 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4873249232769012e-02" rms="4.3246778845787048e-01" purity="6.6296404600143433e-01" nType="-99"/>
5139 </Node>
5140 </BinaryTree>
5141 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="447">
5142 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3832516744732857e-03" cType="1" res="-8.3030629903078079e-03" rms="4.4630891084671021e-01" purity="4.9908789992332458e-01" nType="0">
5143 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.5884224558249116e-03" cType="1" res="2.5521976873278618e-02" rms="4.4787693023681641e-01" purity="5.6222259998321533e-01" nType="0">
5144 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2291252389550209e-03" rms="4.4216653704643250e-01" purity="5.5709964036941528e-01" nType="-99"/>
5145 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4742230065166950e-02" rms="4.5747551321983337e-01" purity="5.7269179821014404e-01" nType="-99"/>
5146 </Node>
5147 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5464336872100830e-02" cType="1" res="-1.6433890908956528e-02" rms="4.4554850459098816e-01" purity="4.8391166329383850e-01" nType="0">
5148 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2713770419359207e-03" rms="4.4282919168472290e-01" purity="4.7635173797607422e-01" nType="-99"/>
5149 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2021910399198532e-02" rms="4.7549536824226379e-01" purity="5.8625829219818115e-01" nType="-99"/>
5150 </Node>
5151 </Node>
5152 </BinaryTree>
5153 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="448">
5154 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="-6.3186191255226731e-04" rms="4.5103713870048523e-01" purity="4.9950987100601196e-01" nType="0">
5155 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.6173925399780273e+00" cType="1" res="2.9927275609225035e-03" rms="4.5062142610549927e-01" purity="5.0476306676864624e-01" nType="0">
5156 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1330328308977187e-05" rms="4.5063990354537964e-01" purity="4.9628770351409912e-01" nType="-99"/>
5157 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5743535012006760e-02" rms="4.4524377584457397e-01" purity="6.8445724248886108e-01" nType="-99"/>
5158 </Node>
5159 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0622244104743004e-02" rms="4.5229843258857727e-01" purity="3.7394332885742188e-01" nType="-99"/>
5160 </Node>
5161 </BinaryTree>
5162 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="449">
5163 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.6997252823784947e-03" rms="4.4859641790390015e-01" purity="4.9643051624298096e-01" nType="0">
5164 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.9714284896850586e+01" cType="1" res="1.6228962922468781e-03" rms="4.4867941737174988e-01" purity="5.0044250488281250e-01" nType="0">
5165 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1162724634632468e-04" rms="4.4683364033699036e-01" purity="4.9636700749397278e-01" nType="-99"/>
5166 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7876358777284622e-03" rms="4.6269634366035461e-01" purity="5.3625845909118652e-01" nType="-99"/>
5167 </Node>
5168 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6781738027930260e-02" rms="4.4094163179397583e-01" purity="4.1112783551216125e-01" nType="-99"/>
5169 </Node>
5170 </BinaryTree>
5171 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="450">
5172 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-5.8954525738954544e-03" rms="4.4835680723190308e-01" purity="4.9323844909667969e-01" nType="0">
5173 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.2857141494750977e+00" cType="1" res="-7.9348757863044739e-03" rms="4.4780850410461426e-01" purity="4.9276161193847656e-01" nType="0">
5174 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8142536804080009e-03" rms="4.2725151777267456e-01" purity="4.2534402012825012e-01" nType="-99"/>
5175 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1456800643354654e-03" rms="4.5032986998558044e-01" purity="5.0206071138381958e-01" nType="-99"/>
5176 </Node>
5177 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4381045475602150e-02" rms="4.6101000905036926e-01" purity="5.0887954235076904e-01" nType="-99"/>
5178 </Node>
5179 </BinaryTree>
5180 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="451">
5181 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6205048561096191e+00" cType="1" res="2.3513459600508213e-03" rms="4.4934219121932983e-01" purity="5.0100302696228027e-01" nType="0">
5182 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5225702226161957e-02" cType="1" res="5.2401493303477764e-03" rms="4.4872465729713440e-01" purity="4.9999132752418518e-01" nType="0">
5183 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9109082641080022e-03" rms="4.4774729013442993e-01" purity="5.0006186962127686e-01" nType="-99"/>
5184 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0721776634454727e-02" rms="4.6508517861366272e-01" purity="4.9855583906173706e-01" nType="-99"/>
5185 </Node>
5186 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0722143352031708e-02" rms="4.5915964245796204e-01" purity="5.3256613016128540e-01" nType="-99"/>
5187 </Node>
5188 </BinaryTree>
5189 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="452">
5190 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="3.1884273630566895e-04" rms="4.4653210043907166e-01" purity="5.0231671333312988e-01" nType="0">
5191 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.2857141494750977e+00" cType="1" res="2.2952668368816376e-03" rms="4.4667834043502808e-01" purity="5.0514376163482666e-01" nType="0">
5192 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5884623005986214e-03" rms="4.3346372246742249e-01" purity="4.4234606623649597e-01" nType="-99"/>
5193 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6974054314196110e-04" rms="4.4827592372894287e-01" purity="5.1382774114608765e-01" nType="-99"/>
5194 </Node>
5195 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7667798325419426e-02" rms="4.3419304490089417e-01" purity="3.9413699507713318e-01" nType="-99"/>
5196 </Node>
5197 </BinaryTree>
5198 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="453">
5199 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.4260780811309814e+00" cType="1" res="-1.6304515302181244e-02" rms="4.4849041104316711e-01" purity="4.8325675725936890e-01" nType="0">
5200 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="6.1305809020996094e-01" cType="1" res="-1.2503125704824924e-02" rms="4.4730955362319946e-01" purity="4.7237309813499451e-01" nType="0">
5201 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.7333563454449177e-03" rms="4.4134643673896790e-01" purity="4.1647884249687195e-01" nType="-99"/>
5202 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0448924303054810e-03" rms="4.6518963575363159e-01" purity="6.6119277477264404e-01" nType="-99"/>
5203 </Node>
5204 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.2736742496490479e+00" cType="1" res="-5.3030900657176971e-02" rms="4.5812106132507324e-01" purity="5.8840686082839966e-01" nType="0">
5205 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3890770971775055e-02" rms="4.6595147252082825e-01" purity="5.5308026075363159e-01" nType="-99"/>
5206 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8725964948534966e-03" rms="4.4731378555297852e-01" purity="6.1830854415893555e-01" nType="-99"/>
5207 </Node>
5208 </Node>
5209 </BinaryTree>
5210 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="454">
5211 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.1607031226158142e-01" cType="1" res="7.6631531119346619e-03" rms="4.5482212305068970e-01" purity="5.0409889221191406e-01" nType="0">
5212 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="1.5392101369798183e-02" rms="4.4964793324470520e-01" purity="4.3794050812721252e-01" nType="0">
5213 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8321096897125244e-02" rms="3.0644407868385315e-01" purity="1.5626013278961182e-01" nType="-99"/>
5214 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4497381895780563e-03" rms="4.5442837476730347e-01" purity="4.4967123866081238e-01" nType="-99"/>
5215 </Node>
5216 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3813985288143158e-02" cType="1" res="-1.0048970580101013e-02" rms="4.6597990393638611e-01" purity="6.5571147203445435e-01" nType="0">
5217 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3448273316025734e-03" rms="4.5890140533447266e-01" purity="6.8576574325561523e-01" nType="-99"/>
5218 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2758940458297729e-02" rms="4.7567215561866760e-01" purity="5.9904021024703979e-01" nType="-99"/>
5219 </Node>
5220 </Node>
5221 </BinaryTree>
5222 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="455">
5223 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="7.4352216906845570e-03" rms="4.4735288619995117e-01" purity="5.1070046424865723e-01" nType="0">
5224 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8567157685756683e-02" cType="1" res="-2.3437431082129478e-02" rms="4.3803128600120544e-01" purity="4.5256626605987549e-01" nType="0">
5225 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6331533920019865e-03" rms="4.3121233582496643e-01" purity="4.5502465963363647e-01" nType="-99"/>
5226 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2957361526787281e-02" rms="4.5819416642189026e-01" purity="4.4455167651176453e-01" nType="-99"/>
5227 </Node>
5228 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2809524536132812e+01" cType="1" res="2.7340753003954887e-02" rms="4.5214506983757019e-01" purity="5.4818320274353027e-01" nType="0">
5229 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8847531005740166e-03" rms="4.5181804895401001e-01" purity="5.6510579586029053e-01" nType="-99"/>
5230 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2564178369939327e-03" rms="4.4998738169670105e-01" purity="4.5869836211204529e-01" nType="-99"/>
5231 </Node>
5232 </Node>
5233 </BinaryTree>
5234 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="456">
5235 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286842197179794e-02" cType="1" res="1.3300729915499687e-03" rms="4.5063355565071106e-01" purity="5.0136047601699829e-01" nType="0">
5236 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1924055814743042e+00" cType="1" res="-1.1330427601933479e-02" rms="4.4276058673858643e-01" purity="4.5371285080909729e-01" nType="0">
5237 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8445382593199611e-03" rms="4.3989372253417969e-01" purity="4.3532404303550720e-01" nType="-99"/>
5238 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0942759923636913e-02" rms="4.6437743306159973e-01" purity="6.0557758808135986e-01" nType="-99"/>
5239 </Node>
5240 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.3118013143539429e-01" cType="1" res="1.5463264659047127e-02" rms="4.5885047316551208e-01" purity="5.5455058813095093e-01" nType="0">
5241 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4214342273771763e-03" rms="4.5271080732345581e-01" purity="5.3435289859771729e-01" nType="-99"/>
5242 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9945216849446297e-03" rms="4.7481951117515564e-01" purity="6.1371052265167236e-01" nType="-99"/>
5243 </Node>
5244 </Node>
5245 </BinaryTree>
5246 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="457">
5247 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="1.9182458054274321e-03" rms="4.5182937383651733e-01" purity="4.9746078252792358e-01" nType="0">
5248 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6190426200628281e-02" cType="1" res="-2.6184746529906988e-03" rms="4.5082765817642212e-01" purity="4.9254938960075378e-01" nType="0">
5249 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0196763109415770e-03" rms="4.4508630037307739e-01" purity="4.6699780225753784e-01" nType="-99"/>
5250 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6119256876409054e-03" rms="4.6341341733932495e-01" purity="5.5326908826828003e-01" nType="-99"/>
5251 </Node>
5252 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.1428569793701172e+01" cType="1" res="5.1952738314867020e-02" rms="4.5977342128753662e-01" purity="5.5162763595581055e-01" nType="0">
5253 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6212301328778267e-02" rms="4.5714268088340759e-01" purity="6.0432875156402588e-01" nType="-99"/>
5254 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.7777206897735596e-03" rms="4.6196278929710388e-01" purity="4.9416834115982056e-01" nType="-99"/>
5255 </Node>
5256 </Node>
5257 </BinaryTree>
5258 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="458">
5259 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2857024818658829e-02" cType="1" res="-1.3176123611629009e-02" rms="4.4895383715629578e-01" purity="4.8619139194488525e-01" nType="0">
5260 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8773305714130402e-02" cType="1" res="-1.7917525023221970e-02" rms="4.4793450832366943e-01" purity="4.7705912590026855e-01" nType="0">
5261 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7277804221957922e-03" rms="4.4784629344940186e-01" purity="4.7974359989166260e-01" nType="-99"/>
5262 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7562931403517723e-02" rms="4.4590911269187927e-01" purity="4.2041823267936707e-01" nType="-99"/>
5263 </Node>
5264 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6599399298429489e-02" cType="1" res="3.8036920130252838e-02" rms="4.5669311285018921e-01" purity="5.8483076095581055e-01" nType="0">
5265 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4662724919617176e-02" rms="4.4287145137786865e-01" purity="6.1527973413467407e-01" nType="-99"/>
5266 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6756964032538235e-04" rms="4.7277057170867920e-01" purity="5.4238373041152954e-01" nType="-99"/>
5267 </Node>
5268 </Node>
5269 </BinaryTree>
5270 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="459">
5271 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237135142087936e-02" cType="1" res="1.1236123973503709e-03" rms="4.4749620556831360e-01" purity="5.0301098823547363e-01" nType="0">
5272 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7975128889083862e-01" cType="1" res="4.2306771501898766e-03" rms="4.4626146554946899e-01" purity="5.0457864999771118e-01" nType="0">
5273 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8316116183996201e-03" rms="4.3975639343261719e-01" purity="3.9835336804389954e-01" nType="-99"/>
5274 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9207680858671665e-03" rms="4.5545405149459839e-01" purity="6.6651308536529541e-01" nType="-99"/>
5275 </Node>
5276 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4682888053357601e-02" rms="4.6782350540161133e-01" purity="4.7033742070198059e-01" nType="-99"/>
5277 </Node>
5278 </BinaryTree>
5279 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="460">
5280 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.6783611774444580e-01" cType="1" res="-8.9424811303615570e-03" rms="4.4655236601829529e-01" purity="4.8869958519935608e-01" nType="0">
5281 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1407631039619446e-03" cType="1" res="-1.3957556337118149e-02" rms="4.4483387470245361e-01" purity="4.5649319887161255e-01" nType="0">
5282 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9881343990564346e-03" rms="4.3453070521354675e-01" purity="4.1321295499801636e-01" nType="-99"/>
5283 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7231495631858706e-04" rms="4.5091658830642700e-01" purity="4.8405134677886963e-01" nType="-99"/>
5284 </Node>
5285 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.8485248088836670e+00" cType="1" res="2.2877752780914307e-02" rms="4.5602235198020935e-01" purity="6.9304645061492920e-01" nType="0">
5286 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2980160303413868e-02" rms="4.5365282893180847e-01" purity="7.1169090270996094e-01" nType="-99"/>
5287 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0892462283372879e-03" rms="4.5437952876091003e-01" purity="6.6261249780654907e-01" nType="-99"/>
5288 </Node>
5289 </Node>
5290 </BinaryTree>
5291 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="461">
5292 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="-2.9869817662984133e-03" rms="4.5131626725196838e-01" purity="4.9509847164154053e-01" nType="0">
5293 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2047618865966797e+01" cType="1" res="-1.1554961092770100e-02" rms="4.5064675807952881e-01" purity="4.7960785031318665e-01" nType="0">
5294 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1071082446724176e-03" rms="4.4494500756263733e-01" purity="4.6646970510482788e-01" nType="-99"/>
5295 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.6650422997772694e-03" rms="4.5562654733657837e-01" purity="4.9336495995521545e-01" nType="-99"/>
5296 </Node>
5297 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4828706681728363e-01" cType="1" res="2.0600816234946251e-02" rms="4.5231664180755615e-01" purity="5.3774428367614746e-01" nType="0">
5298 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2950014621019363e-03" rms="4.1797617077827454e-01" purity="2.6170405745506287e-01" nType="-99"/>
5299 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4368895515799522e-03" rms="4.6469369530677795e-01" purity="6.5801471471786499e-01" nType="-99"/>
5300 </Node>
5301 </Node>
5302 </BinaryTree>
5303 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="462">
5304 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.6678323745727539e+00" cType="1" res="-1.4783929800614715e-03" rms="4.4526240229606628e-01" purity="4.9764585494995117e-01" nType="0">
5305 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0475431829690933e-02" cType="1" res="-7.8511554747819901e-03" rms="4.4545879960060120e-01" purity="4.7745317220687866e-01" nType="0">
5306 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2012369483709335e-03" rms="4.4274353981018066e-01" purity="4.6862250566482544e-01" nType="-99"/>
5307 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5657456181943417e-03" rms="4.6481081843376160e-01" purity="5.4896187782287598e-01" nType="-99"/>
5308 </Node>
5309 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6344811916351318e+00" cType="1" res="5.8815605938434601e-02" rms="4.3884369730949402e-01" purity="6.8869280815124512e-01" nType="0">
5310 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4117177352309227e-02" rms="4.4888105988502502e-01" purity="6.3633882999420166e-01" nType="-99"/>
5311 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3476289138197899e-03" rms="4.2617124319076538e-01" purity="7.3007136583328247e-01" nType="-99"/>
5312 </Node>
5313 </Node>
5314 </BinaryTree>
5315 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="463">
5316 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="-3.3884632866829634e-03" rms="4.5196697115898132e-01" purity="4.8859903216362000e-01" nType="0">
5317 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.3333334922790527e+00" cType="1" res="1.1841212399303913e-03" rms="4.5070865750312805e-01" purity="4.9290505051612854e-01" nType="0">
5318 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2227619998157024e-02" rms="4.2191812396049500e-01" purity="4.1427612304687500e-01" nType="-99"/>
5319 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.4008538397029042e-04" rms="4.5344817638397217e-01" purity="5.0135350227355957e-01" nType="-99"/>
5320 </Node>
5321 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7515332698822021e-03" cType="1" res="-3.0271297320723534e-02" rms="4.5837363600730896e-01" purity="4.6328356862068176e-01" nType="0">
5322 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8030361756682396e-03" rms="4.8568591475486755e-01" purity="5.0894129276275635e-01" nType="-99"/>
5323 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3038204982876778e-02" rms="4.4112160801887512e-01" purity="4.3888926506042480e-01" nType="-99"/>
5324 </Node>
5325 </Node>
5326 </BinaryTree>
5327 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="464">
5328 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="7.0002651214599609e-01" cType="1" res="1.1493545025587082e-02" rms="4.5381703972816467e-01" purity="5.0561165809631348e-01" nType="0">
5329 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="1.6897683963179588e-02" rms="4.5097789168357849e-01" purity="4.7729346156120300e-01" nType="0">
5330 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2986214607954025e-02" rms="3.1967037916183472e-01" purity="1.6864199936389923e-01" nType="-99"/>
5331 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8878588713705540e-03" rms="4.5497903227806091e-01" purity="4.8920500278472900e-01" nType="-99"/>
5332 </Node>
5333 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="9.0004807710647583e-01" cType="1" res="-1.6078758984804153e-02" rms="4.6706214547157288e-01" purity="6.5009313821792603e-01" nType="0">
5334 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2008062563836575e-02" rms="4.7806590795516968e-01" purity="5.8919668197631836e-01" nType="-99"/>
5335 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1614607693627477e-04" rms="4.6233987808227539e-01" purity="6.7174273729324341e-01" nType="-99"/>
5336 </Node>
5337 </Node>
5338 </BinaryTree>
5339 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="465">
5340 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1834114789962769e+00" cType="1" res="-4.7235624515451491e-04" rms="4.5109927654266357e-01" purity="4.9239486455917358e-01" nType="0">
5341 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.3696040511131287e-01" cType="1" res="5.6457682512700558e-03" rms="4.4849556684494019e-01" purity="4.7870349884033203e-01" nType="0">
5342 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5506817512214184e-03" rms="4.3830001354217529e-01" purity="4.1055846214294434e-01" nType="-99"/>
5343 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3406477887183428e-03" rms="4.7181802988052368e-01" purity="6.4484822750091553e-01" nType="-99"/>
5344 </Node>
5345 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6668125987052917e-02" cType="1" res="-4.4275503605604172e-02" rms="4.6698352694511414e-01" purity="5.9041923284530640e-01" nType="0">
5346 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0728854462504387e-02" rms="4.6499907970428467e-01" purity="5.5193036794662476e-01" nType="-99"/>
5347 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1468785386532545e-04" rms="4.6511557698249817e-01" purity="6.2825649976730347e-01" nType="-99"/>
5348 </Node>
5349 </Node>
5350 </BinaryTree>
5351 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="466">
5352 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="8.6313867941498756e-03" rms="4.5203635096549988e-01" purity="5.0218015909194946e-01" nType="0">
5353 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.7142858505249023e+00" cType="1" res="-2.5215456262230873e-03" rms="4.4789129495620728e-01" purity="4.8005083203315735e-01" nType="0">
5354 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6068207118660212e-03" rms="4.4105625152587891e-01" purity="4.4494527578353882e-01" nType="-99"/>
5355 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6671664565801620e-03" rms="4.5275184512138367e-01" purity="5.0743216276168823e-01" nType="-99"/>
5356 </Node>
5357 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3000000000000000e+01" cType="1" res="2.3124001920223236e-02" rms="4.5695999264717102e-01" purity="5.3093600273132324e-01" nType="0">
5358 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3210562802851200e-03" rms="4.5700708031654358e-01" purity="5.3897565603256226e-01" nType="-99"/>
5359 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8181068636476994e-03" rms="4.5303785800933838e-01" purity="4.2589971423149109e-01" nType="-99"/>
5360 </Node>
5361 </Node>
5362 </BinaryTree>
5363 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="467">
5364 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="1.8997807055711746e-03" rms="4.4837051630020142e-01" purity="5.0209939479827881e-01" nType="0">
5365 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6669277101755142e-02" cType="1" res="-1.5307438559830189e-02" rms="4.2386692762374878e-01" purity="3.0766695737838745e-01" nType="0">
5366 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5686919949948788e-04" rms="4.2639932036399841e-01" purity="3.0623608827590942e-01" nType="-99"/>
5367 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3515945523977280e-02" rms="4.1573715209960938e-01" purity="3.1080603599548340e-01" nType="-99"/>
5368 </Node>
5369 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="1.5650613233447075e-02" rms="4.6657285094261169e-01" purity="6.5747654438018799e-01" nType="0">
5370 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9530123360455036e-03" rms="4.6508425474166870e-01" purity="6.6254287958145142e-01" nType="-99"/>
5371 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9534107781946659e-03" rms="4.7282671928405762e-01" purity="6.3122570514678955e-01" nType="-99"/>
5372 </Node>
5373 </Node>
5374 </BinaryTree>
5375 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="468">
5376 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3327713608741760e-02" cType="1" res="-8.6496705189347267e-03" rms="4.4602638483047485e-01" purity="4.9336180090904236e-01" nType="0">
5377 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8565831482410431e-02" cType="1" res="-3.2973461784422398e-03" rms="4.4156855344772339e-01" purity="4.9053567647933960e-01" nType="0">
5378 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7088087042793632e-03" rms="4.4054129719734192e-01" purity="4.8206096887588501e-01" nType="-99"/>
5379 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1661838814616203e-03" rms="4.5112973451614380e-01" purity="5.8781683444976807e-01" nType="-99"/>
5380 </Node>
5381 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="7.0447725057601929e-01" cType="1" res="-3.2583016902208328e-02" rms="4.6468433737754822e-01" purity="5.0599908828735352e-01" nType="0">
5382 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9569833315908909e-03" rms="4.6200287342071533e-01" purity="4.9625220894813538e-01" nType="-99"/>
5383 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3322150111198425e-02" rms="4.7034883499145508e-01" purity="5.5028611421585083e-01" nType="-99"/>
5384 </Node>
5385 </Node>
5386 </BinaryTree>
5387 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="469">
5388 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.4011412858963013e+00" cType="1" res="-2.6407383847981691e-03" rms="4.4539672136306763e-01" purity="4.9840307235717773e-01" nType="0">
5389 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-7.2076749056577682e-03" rms="4.4649755954742432e-01" purity="4.7889575362205505e-01" nType="0">
5390 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7762653343379498e-03" rms="4.2957291007041931e-01" purity="4.1615748405456543e-01" nType="-99"/>
5391 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8382965400815010e-04" rms="4.5500266551971436e-01" purity="5.1257348060607910e-01" nType="-99"/>
5392 </Node>
5393 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3588840141892433e-02" rms="4.2669674754142761e-01" purity="7.4881702661514282e-01" nType="-99"/>
5394 </Node>
5395 </BinaryTree>
5396 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="470">
5397 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809660226106644e-02" cType="1" res="1.3179786503314972e-02" rms="4.5179128646850586e-01" purity="5.0899845361709595e-01" nType="0">
5398 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1341430945321918e-03" cType="1" res="5.7326112873852253e-03" rms="4.4756752252578735e-01" purity="4.8336356878280640e-01" nType="0">
5399 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3470771722495556e-02" rms="4.4678735733032227e-01" purity="4.6057906746864319e-01" nType="-99"/>
5400 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3437937963753939e-03" rms="4.4708278775215149e-01" purity="4.8628267645835876e-01" nType="-99"/>
5401 </Node>
5402 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4302059412002563e+00" cType="1" res="2.8749452903866768e-02" rms="4.6010744571685791e-01" purity="5.6259280443191528e-01" nType="0">
5403 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2309473976492882e-03" rms="4.6032443642616272e-01" purity="5.4535204172134399e-01" nType="-99"/>
5404 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6229366883635521e-02" rms="4.5612567663192749e-01" purity="6.8281227350234985e-01" nType="-99"/>
5405 </Node>
5406 </Node>
5407 </BinaryTree>
5408 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="471">
5409 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="7.9168258234858513e-03" rms="4.4885239005088806e-01" purity="5.0662547349929810e-01" nType="0">
5410 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.4285714149475098e+01" cType="1" res="1.3396913185715675e-02" rms="4.4907367229461670e-01" purity="5.1404982805252075e-01" nType="0">
5411 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7959713004529476e-03" rms="4.3995830416679382e-01" purity="4.6927192807197571e-01" nType="-99"/>
5412 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9910662025213242e-03" rms="4.5721691846847534e-01" purity="5.5955731868743896e-01" nType="-99"/>
5413 </Node>
5414 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0626741647720337e-01" cType="1" res="-3.2521754503250122e-02" rms="4.4513514637947083e-01" purity="4.5183983445167542e-01" nType="0">
5415 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0043743774294853e-02" rms="4.0046036243438721e-01" purity="2.4974721670150757e-01" nType="-99"/>
5416 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1093784430995584e-04" rms="4.7578024864196777e-01" purity="6.1872947216033936e-01" nType="-99"/>
5417 </Node>
5418 </Node>
5419 </BinaryTree>
5420 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="472">
5421 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="2.3461279924958944e-03" rms="4.5386645197868347e-01" purity="4.9766120314598083e-01" nType="0">
5422 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1404320187866688e-03" cType="1" res="2.1791387349367142e-02" rms="4.3248981237411499e-01" purity="3.4339421987533569e-01" nType="0">
5423 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1912137269973755e-02" rms="4.4662922620773315e-01" purity="3.5640400648117065e-01" nType="-99"/>
5424 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9713303481694311e-04" rms="4.1752436757087708e-01" purity="3.3103275299072266e-01" nType="-99"/>
5425 </Node>
5426 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-1.4190321788191795e-02" rms="4.7065141797065735e-01" purity="6.2885147333145142e-01" nType="0">
5427 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3987766839563847e-03" rms="4.7113886475563049e-01" purity="6.2586128711700439e-01" nType="-99"/>
5428 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4826969280838966e-03" rms="4.6515473723411560e-01" purity="6.5109455585479736e-01" nType="-99"/>
5429 </Node>
5430 </Node>
5431 </BinaryTree>
5432 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="473">
5433 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1432590484619141e+00" cType="1" res="4.5133214443922043e-03" rms="4.4986963272094727e-01" purity="5.0187271833419800e-01" nType="0">
5434 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810507263988256e-03" cType="1" res="7.7534518204629421e-03" rms="4.4850191473960876e-01" purity="4.9879503250122070e-01" nType="0">
5435 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.0176062658429146e-03" rms="4.6676340699195862e-01" purity="5.4565054178237915e-01" nType="-99"/>
5436 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3247060491703451e-04" rms="4.4408053159713745e-01" purity="4.8835942149162292e-01" nType="-99"/>
5437 </Node>
5438 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4187324792146683e-02" rms="4.7181910276412964e-01" purity="5.6367969512939453e-01" nType="-99"/>
5439 </Node>
5440 </BinaryTree>
5441 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="474">
5442 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3811066057533026e-03" cType="1" res="1.0681398212909698e-02" rms="4.4972229003906250e-01" purity="5.1155835390090942e-01" nType="0">
5443 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3578719794750214e-01" cType="1" res="3.8823924958705902e-02" rms="4.6155691146850586e-01" purity="5.6001257896423340e-01" nType="0">
5444 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9158039242029190e-02" rms="4.7627294063568115e-01" purity="3.7258845567703247e-01" nType="-99"/>
5445 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9563407190144062e-03" rms="4.5019039511680603e-01" purity="6.8431955575942993e-01" nType="-99"/>
5446 </Node>
5447 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.1990031003952026e-01" cType="1" res="4.1962675750255585e-03" rms="4.4669944047927856e-01" purity="5.0039267539978027e-01" nType="0">
5448 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0300127323716879e-03" rms="4.4173723459243774e-01" purity="4.4688487052917480e-01" nType="-99"/>
5449 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1773317866027355e-03" rms="4.5964801311492920e-01" purity="6.5191525220870972e-01" nType="-99"/>
5450 </Node>
5451 </Node>
5452 </BinaryTree>
5453 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="475">
5454 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="6.8227737210690975e-03" rms="4.5377764105796814e-01" purity="5.0434941053390503e-01" nType="0">
5455 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6184374466538429e-02" cType="1" res="-1.7490841448307037e-02" rms="4.2536306381225586e-01" purity="3.9511489868164062e-01" nType="0">
5456 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2582360766828060e-02" rms="4.0413078665733337e-01" purity="3.5315588116645813e-01" nType="-99"/>
5457 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0426538996398449e-02" rms="4.6387025713920593e-01" purity="4.8965117335319519e-01" nType="-99"/>
5458 </Node>
5459 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8571017086505890e-02" cType="1" res="1.2290685437619686e-02" rms="4.5974901318550110e-01" purity="5.2891528606414795e-01" nType="0">
5460 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0297356210649014e-03" rms="4.5939281582832336e-01" purity="5.2113944292068481e-01" nType="-99"/>
5461 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4359369892627001e-03" rms="4.5982030034065247e-01" purity="5.5356246232986450e-01" nType="-99"/>
5462 </Node>
5463 </Node>
5464 </BinaryTree>
5465 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="476">
5466 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="6.2202792614698410e-03" rms="4.4804525375366211e-01" purity="5.0577503442764282e-01" nType="0">
5467 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.2749612331390381e-01" cType="1" res="-2.2457914426922798e-02" rms="4.2074334621429443e-01" purity="3.8410210609436035e-01" nType="0">
5468 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1870326474308968e-02" rms="3.9636397361755371e-01" purity="2.9052820801734924e-01" nType="-99"/>
5469 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9144045226275921e-03" rms="4.7808873653411865e-01" purity="6.4177387952804565e-01" nType="-99"/>
5470 </Node>
5471 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5229442417621613e-02" cType="1" res="1.2698057107627392e-02" rms="4.5373401045799255e-01" purity="5.3325825929641724e-01" nType="0">
5472 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7298554088920355e-03" rms="4.5350331068038940e-01" purity="5.3350633382797241e-01" nType="-99"/>
5473 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5238704234361649e-03" rms="4.5458084344863892e-01" purity="5.2854919433593750e-01" nType="-99"/>
5474 </Node>
5475 </Node>
5476 </BinaryTree>
5477 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="477">
5478 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0951771885156631e-02" cType="1" res="-1.1971868661930785e-04" rms="4.4806501269340515e-01" purity="5.0211626291275024e-01" nType="0">
5479 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3581465706229210e-02" cType="1" res="-9.0473555028438568e-03" rms="4.4300580024719238e-01" purity="4.7867965698242188e-01" nType="0">
5480 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9858378740027547e-04" rms="4.4018256664276123e-01" purity="4.8313951492309570e-01" nType="-99"/>
5481 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4180865138769150e-02" rms="4.6394601464271545e-01" purity="4.3949639797210693e-01" nType="-99"/>
5482 </Node>
5483 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.4581258893013000e-02" cType="1" res="2.9437461867928505e-02" rms="4.6319541335105896e-01" purity="5.7970911264419556e-01" nType="0">
5484 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8044471740722656e-02" rms="4.4636699557304382e-01" purity="6.6965788602828979e-01" nType="-99"/>
5485 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2630292698740959e-03" rms="4.6816167235374451e-01" purity="5.4741150140762329e-01" nType="-99"/>
5486 </Node>
5487 </Node>
5488 </BinaryTree>
5489 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="478">
5490 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475681424140930e-02" cType="1" res="-2.2534981835633516e-03" rms="4.4596979022026062e-01" purity="5.0371354818344116e-01" nType="0">
5491 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-6.7328177392482758e-03" rms="4.4533810019493103e-01" purity="4.9668589234352112e-01" nType="0">
5492 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1778587251901627e-03" rms="4.4407665729522705e-01" purity="4.9649414420127869e-01" nType="-99"/>
5493 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4126267284154892e-02" rms="4.7843059897422791e-01" purity="5.0268578529357910e-01" nType="-99"/>
5494 </Node>
5495 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1196167171001434e-01" cType="1" res="3.4108374267816544e-02" rms="4.4941592216491699e-01" purity="5.6076210737228394e-01" nType="0">
5496 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2138532474637032e-02" rms="4.0951472520828247e-01" purity="3.0575251579284668e-01" nType="-99"/>
5497 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4857023954391479e-02" rms="4.6083253622055054e-01" purity="6.6852957010269165e-01" nType="-99"/>
5498 </Node>
5499 </Node>
5500 </BinaryTree>
5501 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="479">
5502 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="6.1864838935434818e-03" rms="4.5031121373176575e-01" purity="5.0498330593109131e-01" nType="0">
5503 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2571428298950195e+01" cType="1" res="4.0127960965037346e-03" rms="4.5023643970489502e-01" purity="5.0421571731567383e-01" nType="0">
5504 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3402019441127777e-03" rms="4.4107589125633240e-01" purity="4.8986920714378357e-01" nType="-99"/>
5505 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3329975083470345e-03" rms="4.5574215054512024e-01" purity="5.1382988691329956e-01" nType="-99"/>
5506 </Node>
5507 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7686652019619942e-02" rms="4.4720241427421570e-01" purity="5.2939975261688232e-01" nType="-99"/>
5508 </Node>
5509 </BinaryTree>
5510 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="480">
5511 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.7353880405426025e-01" cType="1" res="-7.0292046293616295e-03" rms="4.4746050238609314e-01" purity="4.9497327208518982e-01" nType="0">
5512 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.6364110708236694e-02" cType="1" res="-1.4067418873310089e-02" rms="4.4439873099327087e-01" purity="4.5083767175674438e-01" nType="0">
5513 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6848043352365494e-03" rms="3.8746106624603271e-01" purity="2.3814773559570312e-01" nType="-99"/>
5514 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3539332002401352e-03" rms="4.5845377445220947e-01" purity="5.0960421562194824e-01" nType="-99"/>
5515 </Node>
5516 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="2.3725753650069237e-02" rms="4.5933738350868225e-01" purity="6.8783301115036011e-01" nType="0">
5517 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6329071521759033e-03" rms="4.8857465386390686e-01" purity="6.0953050851821899e-01" nType="-99"/>
5518 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.0153664350509644e-03" rms="4.4886559247970581e-01" purity="7.1200931072235107e-01" nType="-99"/>
5519 </Node>
5520 </Node>
5521 </BinaryTree>
5522 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="481">
5523 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="5.4156972328200936e-04" rms="4.5148813724517822e-01" purity="5.0100773572921753e-01" nType="0">
5524 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9957579672336578e-02" rms="4.2407011985778809e-01" purity="3.8761085271835327e-01" nType="-99"/>
5525 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.8523811340332031e+01" cType="1" res="-3.2105604186654091e-03" rms="4.5259949564933777e-01" purity="5.0706535577774048e-01" nType="0">
5526 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1824325085617602e-04" rms="4.5193725824356079e-01" purity="5.1117837429046631e-01" nType="-99"/>
5527 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0045551694929600e-02" rms="4.6191769838333130e-01" purity="4.3740633130073547e-01" nType="-99"/>
5528 </Node>
5529 </Node>
5530 </BinaryTree>
5531 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="482">
5532 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3811066057533026e-03" cType="1" res="-6.7706122063100338e-03" rms="4.4803190231323242e-01" purity="4.9364614486694336e-01" nType="0">
5533 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6238094329833984e+01" cType="1" res="3.4691501408815384e-02" rms="4.4771718978881836e-01" purity="5.6868523359298706e-01" nType="0">
5534 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1513674408197403e-02" rms="4.3854227662086487e-01" purity="6.1226564645767212e-01" nType="-99"/>
5535 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7006118372082710e-03" rms="4.5130327343940735e-01" purity="5.0905072689056396e-01" nType="-99"/>
5536 </Node>
5537 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.3110181093215942e+00" cType="1" res="-1.6922283917665482e-02" rms="4.4752392172813416e-01" purity="4.7527340054512024e-01" nType="0">
5538 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0810344032943249e-03" rms="4.4531002640724182e-01" purity="4.6597954630851746e-01" nType="-99"/>
5539 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9405821338295937e-02" rms="4.7445079684257507e-01" purity="6.1215496063232422e-01" nType="-99"/>
5540 </Node>
5541 </Node>
5542 </BinaryTree>
5543 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="483">
5544 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="-4.0323860594071448e-04" rms="4.4751268625259399e-01" purity="4.9737185239791870e-01" nType="0">
5545 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.0476190567016602e+01" cType="1" res="6.9431117735803127e-03" rms="4.4132205843925476e-01" purity="5.0301885604858398e-01" nType="0">
5546 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2297642901539803e-03" rms="4.3681600689888000e-01" purity="4.2729079723358154e-01" nType="-99"/>
5547 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6853497624397278e-03" rms="4.4383257627487183e-01" purity="5.5329614877700806e-01" nType="-99"/>
5548 </Node>
5549 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.1990031003952026e-01" cType="1" res="-1.5842661261558533e-02" rms="4.5986956357955933e-01" purity="4.8550373315811157e-01" nType="0">
5550 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3923550769686699e-03" rms="4.5616966485977173e-01" purity="4.4829654693603516e-01" nType="-99"/>
5551 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0480353422462940e-03" rms="4.7182658314704895e-01" purity="6.3366711139678955e-01" nType="-99"/>
5552 </Node>
5553 </Node>
5554 </BinaryTree>
5555 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="484">
5556 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="-7.5020431540906429e-03" rms="4.5041659474372864e-01" purity="4.8700654506683350e-01" nType="0">
5557 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4571428298950195e+01" cType="1" res="-5.1370328292250633e-03" rms="4.5084175467491150e-01" purity="4.9046289920806885e-01" nType="0">
5558 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3463104628026485e-03" rms="4.4884631037712097e-01" purity="4.7671154141426086e-01" nType="-99"/>
5559 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7000434026122093e-03" rms="4.5657062530517578e-01" purity="5.3882580995559692e-01" nType="-99"/>
5560 </Node>
5561 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2526618093252182e-02" rms="4.2505496740341187e-01" purity="3.5842829942703247e-01" nType="-99"/>
5562 </Node>
5563 </BinaryTree>
5564 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="485">
5565 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3821226786822081e-03" cType="1" res="6.4878528937697411e-03" rms="4.5038563013076782e-01" purity="5.0254565477371216e-01" nType="0">
5566 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.2739304900169373e-01" cType="1" res="-4.5969776809215546e-02" rms="4.5208105444908142e-01" purity="4.7852817177772522e-01" nType="0">
5567 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2543392889201641e-03" rms="4.4284853339195251e-01" purity="4.4693663716316223e-01" nType="-99"/>
5568 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9733717441558838e-02" rms="4.8276701569557190e-01" purity="6.1096477508544922e-01" nType="-99"/>
5569 </Node>
5570 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.8254643306136131e-02" cType="1" res="1.6969658434391022e-02" rms="4.4931253790855408e-01" purity="5.0734472274780273e-01" nType="0">
5571 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6757291420362890e-04" rms="4.3978798389434814e-01" purity="4.4815510511398315e-01" nType="-99"/>
5572 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6355105265974998e-03" rms="4.5842862129211426e-01" purity="5.6853884458541870e-01" nType="-99"/>
5573 </Node>
5574 </Node>
5575 </BinaryTree>
5576 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="486">
5577 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5242485404014587e-03" cType="1" res="-2.7665714733302593e-03" rms="4.5324778556823730e-01" purity="4.8944982886314392e-01" nType="0">
5578 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4269131422042847e+00" cType="1" res="1.5388577245175838e-02" rms="4.5175048708915710e-01" purity="4.7784835100173950e-01" nType="0">
5579 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0602098926901817e-03" rms="4.5042058825492859e-01" purity="4.6851998567581177e-01" nType="-99"/>
5580 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0482513345777988e-02" rms="4.6364572644233704e-01" purity="5.9287840127944946e-01" nType="-99"/>
5581 </Node>
5582 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-1.8799206241965294e-02" rms="4.5396262407302856e-01" purity="4.9969494342803955e-01" nType="0">
5583 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1973743140697479e-03" rms="4.5251324772834778e-01" purity="4.9467733502388000e-01" nType="-99"/>
5584 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9357234537601471e-03" rms="4.6154862642288208e-01" purity="5.4037976264953613e-01" nType="-99"/>
5585 </Node>
5586 </Node>
5587 </BinaryTree>
5588 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="487">
5589 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3815110325813293e-03" cType="1" res="-5.3774274419993162e-05" rms="4.5045447349548340e-01" purity="5.0056326389312744e-01" nType="0">
5590 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.9285715103149414e+01" cType="1" res="-2.9503529891371727e-02" rms="4.4905674457550049e-01" purity="5.0101262331008911e-01" nType="0">
5591 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1930625885725021e-02" rms="4.3583691120147705e-01" purity="4.8159098625183105e-01" nType="-99"/>
5592 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5019647253211588e-04" rms="4.6877276897430420e-01" purity="5.3327137231826782e-01" nType="-99"/>
5593 </Node>
5594 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6499939635396004e-03" cType="1" res="6.2455171719193459e-03" rms="4.5050302147865295e-01" purity="5.0046712160110474e-01" nType="0">
5595 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0894167236983776e-02" rms="4.3437919020652771e-01" purity="5.0543159246444702e-01" nType="-99"/>
5596 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4658608415629715e-04" rms="4.5303329825401306e-01" purity="4.9956536293029785e-01" nType="-99"/>
5597 </Node>
5598 </Node>
5599 </BinaryTree>
5600 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="488">
5601 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.5428571701049805e+01" cType="1" res="-1.6535759204998612e-03" rms="4.4845208525657654e-01" purity="4.9652889370918274e-01" nType="0">
5602 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.5868275165557861e-01" cType="1" res="-1.4773707836866379e-02" rms="4.4203576445579529e-01" purity="4.5921891927719116e-01" nType="0">
5603 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4982270076870918e-03" rms="4.3747290968894958e-01" purity="4.3439391255378723e-01" nType="-99"/>
5604 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7453121021389961e-02" rms="4.6624496579170227e-01" purity="6.1872953176498413e-01" nType="-99"/>
5605 </Node>
5606 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4102443456649780e-01" cType="1" res="1.0359886102378368e-02" rms="4.5391526818275452e-01" purity="5.3069186210632324e-01" nType="0">
5607 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7474551461637020e-03" rms="4.2084389925003052e-01" purity="2.7455511689186096e-01" nType="-99"/>
5608 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2922571301460266e-03" rms="4.6744930744171143e-01" purity="6.4346063137054443e-01" nType="-99"/>
5609 </Node>
5610 </Node>
5611 </BinaryTree>
5612 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="489">
5613 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="8.0432917457073927e-04" rms="4.4665491580963135e-01" purity="5.0039142370223999e-01" nType="0">
5614 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3328041434288025e-02" cType="1" res="1.6544597223401070e-02" rms="4.3533420562744141e-01" purity="4.8881793022155762e-01" nType="0">
5615 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5532654300332069e-03" rms="4.2887225747108459e-01" purity="4.9882611632347107e-01" nType="-99"/>
5616 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1389007791876793e-02" rms="4.6142935752868652e-01" purity="4.3773165345191956e-01" nType="-99"/>
5617 </Node>
5618 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1431123651564121e-03" cType="1" res="-1.0878353379666805e-02" rms="4.5452290773391724e-01" purity="5.0898152589797974e-01" nType="0">
5619 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.6149343512952328e-03" rms="4.4986149668693542e-01" purity="4.6076771616935730e-01" nType="-99"/>
5620 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1065499428659678e-04" rms="4.5696130394935608e-01" purity="5.3944462537765503e-01" nType="-99"/>
5621 </Node>
5622 </Node>
5623 </BinaryTree>
5624 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="490">
5625 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6186857223510742e+00" cType="1" res="5.9451702982187271e-03" rms="4.4913047552108765e-01" purity="5.0470763444900513e-01" nType="0">
5626 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3809660226106644e-02" cType="1" res="8.4809595718979836e-03" rms="4.4807729125022888e-01" purity="5.0412839651107788e-01" nType="0">
5627 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0691298636374995e-05" rms="4.4572326540946960e-01" purity="4.7275763750076294e-01" nType="-99"/>
5628 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9179095551371574e-03" rms="4.5234313607215881e-01" purity="5.6772935390472412e-01" nType="-99"/>
5629 </Node>
5630 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6516538336873055e-02" rms="4.7370818257331848e-01" purity="5.2241486310958862e-01" nType="-99"/>
5631 </Node>
5632 </BinaryTree>
5633 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="491">
5634 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="6.4898189157247543e-03" rms="4.5346358418464661e-01" purity="5.0051194429397583e-01" nType="0">
5635 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3315092325210571e-02" cType="1" res="2.5875315070152283e-02" rms="4.3309584259986877e-01" purity="3.5219079256057739e-01" nType="0">
5636 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6726287156343460e-03" rms="4.3286922574043274e-01" purity="3.5804894566535950e-01" nType="-99"/>
5637 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1076129972934723e-02" rms="4.2821905016899109e-01" purity="3.1099942326545715e-01" nType="-99"/>
5638 </Node>
5639 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2857304215431213e-02" cType="1" res="-1.0646591894328594e-02" rms="4.7006976604461670e-01" purity="6.3162505626678467e-01" nType="0">
5640 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6876623053103685e-03" rms="4.7026512026786804e-01" purity="6.2783616781234741e-01" nType="-99"/>
5641 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3742812275886536e-03" rms="4.6554744243621826e-01" purity="6.6416108608245850e-01" nType="-99"/>
5642 </Node>
5643 </Node>
5644 </BinaryTree>
5645 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="492">
5646 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475618094205856e-02" cType="1" res="-5.0270650535821915e-04" rms="4.4874322414398193e-01" purity="4.9739301204681396e-01" nType="0">
5647 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1562354862689972e-02" cType="1" res="2.7251455467194319e-03" rms="4.4666284322738647e-01" purity="4.9835717678070068e-01" nType="0">
5648 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2202131804078817e-03" rms="4.4161018729209900e-01" purity="4.4958332180976868e-01" nType="-99"/>
5649 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8113226182758808e-03" rms="4.5198586583137512e-01" purity="5.5390256643295288e-01" nType="-99"/>
5650 </Node>
5651 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8571428298950195e+01" cType="1" res="-3.2196760177612305e-02" rms="4.6749785542488098e-01" purity="4.8792594671249390e-01" nType="0">
5652 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0527097620069981e-03" rms="4.6998459100723267e-01" purity="5.0162142515182495e-01" nType="-99"/>
5653 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8393570557236671e-02" rms="4.5866206288337708e-01" purity="4.6300476789474487e-01" nType="-99"/>
5654 </Node>
5655 </Node>
5656 </BinaryTree>
5657 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="493">
5658 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="5.9035681188106537e-03" rms="4.5214256644248962e-01" purity="5.0376850366592407e-01" nType="0">
5659 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0936821699142456e+00" cType="1" res="-7.9580144956707954e-03" rms="4.4123631715774536e-01" purity="4.6084290742874146e-01" nType="0">
5660 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5478120446205139e-03" rms="4.4091370701789856e-01" purity="4.2003518342971802e-01" nType="-99"/>
5661 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3198464177548885e-02" rms="4.3803840875625610e-01" purity="7.3259943723678589e-01" nType="-99"/>
5662 </Node>
5663 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7761905670166016e+01" cType="1" res="1.5167735517024994e-02" rms="4.5905393362045288e-01" purity="5.3245711326599121e-01" nType="0">
5664 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8215816542506218e-03" rms="4.5171865820884705e-01" purity="5.7886654138565063e-01" nType="-99"/>
5665 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1123203439638019e-03" rms="4.6153014898300171e-01" purity="5.1397114992141724e-01" nType="-99"/>
5666 </Node>
5667 </Node>
5668 </BinaryTree>
5669 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="494">
5670 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7623435966670513e-03" cType="1" res="2.3040395171847194e-04" rms="4.5215076208114624e-01" purity="4.9695959687232971e-01" nType="0">
5671 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="-2.8932508081197739e-02" rms="4.4513493776321411e-01" purity="4.6126678586006165e-01" nType="0">
5672 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2456096708774567e-02" rms="4.2825579643249512e-01" purity="4.3599361181259155e-01" nType="-99"/>
5673 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0304050566628575e-04" rms="4.6913865208625793e-01" purity="5.0165486335754395e-01" nType="-99"/>
5674 </Node>
5675 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="9.3348550796508789e-01" cType="1" res="1.2041541747748852e-02" rms="4.5442926883697510e-01" purity="5.1141536235809326e-01" nType="0">
5676 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8936055973172188e-03" rms="4.5108994841575623e-01" purity="4.9923285841941833e-01" nType="-99"/>
5677 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2240123935043812e-02" rms="4.7533458471298218e-01" purity="6.0887920856475830e-01" nType="-99"/>
5678 </Node>
5679 </Node>
5680 </BinaryTree>
5681 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="495">
5682 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5226264744997025e-02" cType="1" res="8.6984485387802124e-03" rms="4.5070108771324158e-01" purity="5.0664699077606201e-01" nType="0">
5683 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1534089464694262e-03" cType="1" res="5.1121311262249947e-03" rms="4.4860678911209106e-01" purity="5.0118845701217651e-01" nType="0">
5684 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9908083900809288e-03" rms="4.4917923212051392e-01" purity="5.6574964523315430e-01" nType="-99"/>
5685 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0319515867158771e-04" rms="4.4816583395004272e-01" purity="4.8666739463806152e-01" nType="-99"/>
5686 </Node>
5687 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5187548473477364e-02" rms="4.7950991988182068e-01" purity="5.9459018707275391e-01" nType="-99"/>
5688 </Node>
5689 </BinaryTree>
5690 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="496">
5691 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5217882841825485e-02" cType="1" res="5.8495144912740216e-05" rms="4.5160016417503357e-01" purity="4.9854299426078796e-01" nType="0">
5692 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8753997534513474e-02" cType="1" res="3.1022997573018074e-03" rms="4.5109286904335022e-01" purity="4.9925884604454041e-01" nType="0">
5693 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6656518457457423e-04" rms="4.4971093535423279e-01" purity="4.9356040358543396e-01" nType="-99"/>
5694 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1447649449110031e-02" rms="4.6372660994529724e-01" purity="5.6318753957748413e-01" nType="-99"/>
5695 </Node>
5696 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3701463118195534e-02" rms="4.5736479759216309e-01" purity="4.8446980118751526e-01" nType="-99"/>
5697 </Node>
5698 </BinaryTree>
5699 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="497">
5700 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="2.7468535117805004e-03" rms="4.5122939348220825e-01" purity="5.0281006097793579e-01" nType="0">
5701 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.7714286804199219e+01" cType="1" res="4.8911513295024633e-04" rms="4.5001581311225891e-01" purity="5.0278449058532715e-01" nType="0">
5702 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2856671866029501e-04" rms="4.4997110962867737e-01" purity="5.0467890501022339e-01" nType="-99"/>
5703 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5816688537597656e-02" rms="4.4628676772117615e-01" purity="4.4234606623649597e-01" nType="-99"/>
5704 </Node>
5705 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8148941919207573e-02" rms="4.8376139998435974e-01" purity="5.0365370512008667e-01" nType="-99"/>
5706 </Node>
5707 </BinaryTree>
5708 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="498">
5709 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1592620015144348e-01" cType="1" res="-7.8970901668071747e-03" rms="4.4547370076179504e-01" purity="4.9687963724136353e-01" nType="0">
5710 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-2.5934893637895584e-02" rms="4.1610357165336609e-01" purity="2.8863540291786194e-01" nType="0">
5711 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2283047698438168e-03" rms="4.1758775711059570e-01" purity="2.9374083876609802e-01" nType="-99"/>
5712 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0914172753691673e-02" rms="3.9965394139289856e-01" purity="2.4773098528385162e-01" nType="-99"/>
5713 </Node>
5714 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2000000000000000e+01" cType="1" res="5.1438910886645317e-03" rms="4.6511965990066528e-01" purity="6.4743620157241821e-01" nType="0">
5715 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3691024444997311e-03" rms="4.6218532323837280e-01" purity="6.4841222763061523e-01" nType="-99"/>
5716 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3863625247031450e-03" rms="4.6602329611778259e-01" purity="6.4689105749130249e-01" nType="-99"/>
5717 </Node>
5718 </Node>
5719 </BinaryTree>
5720 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="499">
5721 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7364069223403931e+00" cType="1" res="-7.9625875514466316e-05" rms="4.5358699560165405e-01" purity="4.9254330992698669e-01" nType="0">
5722 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6675405502319336e+00" cType="1" res="-3.2772745471447706e-03" rms="4.5451441407203674e-01" purity="4.7975841164588928e-01" nType="0">
5723 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2480426448746584e-05" rms="4.5386698842048645e-01" purity="4.8177161812782288e-01" nType="-99"/>
5724 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2580992430448532e-02" rms="4.6252658963203430e-01" purity="4.1949337720870972e-01" nType="-99"/>
5725 </Node>
5726 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5640903264284134e-02" rms="4.2907929420471191e-01" purity="7.5323438644409180e-01" nType="-99"/>
5727 </Node>
5728 </BinaryTree>
5729 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="500">
5730 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-2.4530037771910429e-03" rms="4.4809922575950623e-01" purity="4.9510973691940308e-01" nType="0">
5731 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3754166439175606e-02" rms="3.6435630917549133e-01" purity="2.1252183616161346e-01" nType="-99"/>
5732 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6666624695062637e-02" cType="1" res="6.4709357684478164e-04" rms="4.5091170072555542e-01" purity="5.0663048028945923e-01" nType="0">
5733 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8628860600292683e-03" rms="4.4487538933753967e-01" purity="4.8970726132392883e-01" nType="-99"/>
5734 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6329650320112705e-03" rms="4.5913064479827881e-01" purity="5.3140062093734741e-01" nType="-99"/>
5735 </Node>
5736 </Node>
5737 </BinaryTree>
5738 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="501">
5739 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="-1.5516548592131585e-04" rms="4.4957101345062256e-01" purity="4.9863773584365845e-01" nType="0">
5740 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6238094329833984e+01" cType="1" res="-3.2785471528768539e-02" rms="4.4298630952835083e-01" purity="5.0094819068908691e-01" nType="0">
5741 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2725484557449818e-03" rms="4.2220249772071838e-01" purity="5.3027635812759399e-01" nType="-99"/>
5742 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5773734077811241e-02" rms="4.6508261561393738e-01" purity="4.6477049589157104e-01" nType="-99"/>
5743 </Node>
5744 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8662072271108627e-02" cType="1" res="6.5265176817774773e-03" rms="4.5061615109443665e-01" purity="4.9816462397575378e-01" nType="0">
5745 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7692823205143213e-03" rms="4.4825187325477600e-01" purity="4.9630585312843323e-01" nType="-99"/>
5746 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0481413491070271e-03" rms="4.6345415711402893e-01" purity="5.0925123691558838e-01" nType="-99"/>
5747 </Node>
5748 </Node>
5749 </BinaryTree>
5750 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="502">
5751 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4523811340332031e+01" cType="1" res="8.0314734950661659e-03" rms="4.4803643226623535e-01" purity="5.0558358430862427e-01" nType="0">
5752 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.1904764175415039e+00" cType="1" res="5.4764808155596256e-03" rms="4.4799304008483887e-01" purity="5.0422191619873047e-01" nType="0">
5753 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0129872485995293e-02" rms="4.3451392650604248e-01" purity="3.6080005764961243e-01" nType="-99"/>
5754 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1369599532335997e-04" rms="4.4845518469810486e-01" purity="5.1189702749252319e-01" nType="-99"/>
5755 </Node>
5756 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8951555714011192e-02" rms="4.4291362166404724e-01" purity="5.4512017965316772e-01" nType="-99"/>
5757 </Node>
5758 </BinaryTree>
5759 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="503">
5760 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-2.4625586811453104e-03" rms="4.4879400730133057e-01" purity="4.9732360243797302e-01" nType="0">
5761 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.2857141494750977e+00" cType="1" res="-1.0396023280918598e-02" rms="4.4673949480056763e-01" purity="4.9031695723533630e-01" nType="0">
5762 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2608797289431095e-02" rms="4.0345436334609985e-01" purity="3.8039636611938477e-01" nType="-99"/>
5763 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3343627583235502e-03" rms="4.4894754886627197e-01" purity="4.9681368470191956e-01" nType="-99"/>
5764 </Node>
5765 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6644500195980072e-02" cType="1" res="4.5025918632745743e-02" rms="4.5803654193878174e-01" purity="5.3926420211791992e-01" nType="0">
5766 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2549619209021330e-03" rms="4.6519994735717773e-01" purity="4.5653435587882996e-01" nType="-99"/>
5767 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8263952806591988e-02" rms="4.4751930236816406e-01" purity="6.2987059354782104e-01" nType="-99"/>
5768 </Node>
5769 </Node>
5770 </BinaryTree>
5771 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="504">
5772 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0465705096721649e-02" cType="1" res="6.4966590143740177e-03" rms="4.5106759667396545e-01" purity="5.0839960575103760e-01" nType="0">
5773 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4681811928749084e-02" cType="1" res="1.0136165656149387e-02" rms="4.5071959495544434e-01" purity="5.0838768482208252e-01" nType="0">
5774 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3802145840600133e-03" rms="4.4905009865760803e-01" purity="4.9885609745979309e-01" nType="-99"/>
5775 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2941493652760983e-02" rms="4.6518474817276001e-01" purity="6.0802596807479858e-01" nType="-99"/>
5776 </Node>
5777 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6361479908227921e-02" cType="1" res="-2.4710275232791901e-02" rms="4.5284157991409302e-01" purity="5.0850135087966919e-01" nType="0">
5778 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6768109053373337e-02" rms="4.4955688714981079e-01" purity="4.4742771983146667e-01" nType="-99"/>
5779 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5299190357327461e-03" rms="4.5004054903984070e-01" purity="5.8312243223190308e-01" nType="-99"/>
5780 </Node>
5781 </Node>
5782 </BinaryTree>
5783 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="505">
5784 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0476027876138687e-02" cType="1" res="-8.2787795690819621e-05" rms="4.4687125086784363e-01" purity="5.0271159410476685e-01" nType="0">
5785 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1201005205512047e-02" cType="1" res="-4.5932172797620296e-03" rms="4.4458156824111938e-01" purity="4.9576380848884583e-01" nType="0">
5786 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7262550536543131e-03" rms="4.3705534934997559e-01" purity="4.9133425951004028e-01" nType="-99"/>
5787 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0064285323023796e-03" rms="4.6414056420326233e-01" purity="5.0864148139953613e-01" nType="-99"/>
5788 </Node>
5789 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4107951223850250e-02" cType="1" res="3.6168947815895081e-02" rms="4.6327260136604309e-01" purity="5.5855333805084229e-01" nType="0">
5790 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1676791831851006e-02" rms="4.4498467445373535e-01" purity="6.0345089435577393e-01" nType="-99"/>
5791 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1982576688751578e-03" rms="4.7161266207695007e-01" purity="5.2641701698303223e-01" nType="-99"/>
5792 </Node>
5793 </Node>
5794 </BinaryTree>
5795 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="506">
5796 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714253783226013e-02" cType="1" res="9.8222689703106880e-03" rms="4.4846680760383606e-01" purity="5.1366502046585083e-01" nType="0">
5797 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.2308869063854218e-02" cType="1" res="2.8357650153338909e-03" rms="4.4698476791381836e-01" purity="4.9790638685226440e-01" nType="0">
5798 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4416140038520098e-03" rms="4.4619932770729065e-01" purity="4.9587482213973999e-01" nType="-99"/>
5799 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4355230145156384e-02" rms="4.5843240618705750e-01" purity="5.3949546813964844e-01" nType="-99"/>
5800 </Node>
5801 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.6573348045349121e-01" cType="1" res="4.3426092714071274e-02" rms="4.5402812957763672e-01" purity="5.8946108818054199e-01" nType="0">
5802 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2918311879038811e-03" rms="4.2411527037620544e-01" purity="2.8074261546134949e-01" nType="-99"/>
5803 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2405502609908581e-02" rms="4.6037378907203674e-01" purity="6.6763609647750854e-01" nType="-99"/>
5804 </Node>
5805 </Node>
5806 </BinaryTree>
5807 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="507">
5808 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7967523336410522e+00" cType="1" res="-8.5093602538108826e-03" rms="4.5013931393623352e-01" purity="4.9111446738243103e-01" nType="0">
5809 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-1.1052474379539490e-02" rms="4.5102483034133911e-01" purity="4.7844201326370239e-01" nType="0">
5810 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0731065720319748e-03" rms="4.2378029227256775e-01" purity="3.5540607571601868e-01" nType="-99"/>
5811 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4289472019299865e-03" rms="4.5680230855941772e-01" purity="5.0623780488967896e-01" nType="-99"/>
5812 </Node>
5813 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0503936558961868e-02" rms="4.2882424592971802e-01" purity="7.4526381492614746e-01" nType="-99"/>
5814 </Node>
5815 </BinaryTree>
5816 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="508">
5817 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3328589051961899e-02" cType="1" res="1.1315863579511642e-02" rms="4.4620746374130249e-01" purity="5.1398485898971558e-01" nType="0">
5818 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0627938210964203e-02" cType="1" res="1.7276840284466743e-02" rms="4.4409278035163879e-01" purity="5.0842118263244629e-01" nType="0">
5819 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9410910792648792e-03" rms="4.4416791200637817e-01" purity="4.8675543069839478e-01" nType="-99"/>
5820 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8395848870277405e-03" rms="4.4325071573257446e-01" purity="5.8753812313079834e-01" nType="-99"/>
5821 </Node>
5822 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0474288165569305e-02" cType="1" res="-1.3947775587439537e-02" rms="4.5419326424598694e-01" purity="5.3756463527679443e-01" nType="0">
5823 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6212539747357368e-02" rms="4.5524993538856506e-01" purity="4.9500575661659241e-01" nType="-99"/>
5824 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6266039609909058e-03" rms="4.4949567317962646e-01" purity="5.6722056865692139e-01" nType="-99"/>
5825 </Node>
5826 </Node>
5827 </BinaryTree>
5828 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="509">
5829 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8571359813213348e-02" cType="1" res="9.3252072110772133e-03" rms="4.4874995946884155e-01" purity="5.1428204774856567e-01" nType="0">
5830 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.2428569793701172e+01" cType="1" res="-5.7217115536332130e-03" rms="4.4629010558128357e-01" purity="4.8160529136657715e-01" nType="0">
5831 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2057925816625357e-03" rms="4.4489559531211853e-01" purity="4.7984689474105835e-01" nType="-99"/>
5832 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8643567338585854e-02" rms="4.7354343533515930e-01" purity="5.2733916044235229e-01" nType="-99"/>
5833 </Node>
5834 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0821135044097900e-02" cType="1" res="4.8278108239173889e-02" rms="4.5273903012275696e-01" purity="5.9887444972991943e-01" nType="0">
5835 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3960859738290310e-02" rms="4.4774115085601807e-01" purity="6.2049674987792969e-01" nType="-99"/>
5836 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7787696607410908e-03" rms="4.6016129851341248e-01" purity="5.6365966796875000e-01" nType="-99"/>
5837 </Node>
5838 </Node>
5839 </BinaryTree>
5840 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="510">
5841 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="7.2070332244038582e-03" rms="4.5335078239440918e-01" purity="5.0591731071472168e-01" nType="0">
5842 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="7.0170801877975464e-01" cType="1" res="1.3637262396514416e-02" rms="4.5297104120254517e-01" purity="5.1454806327819824e-01" nType="0">
5843 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2808034233748913e-03" rms="4.4925141334533691e-01" purity="4.9070632457733154e-01" nType="-99"/>
5844 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3756578601896763e-03" rms="4.6978119015693665e-01" purity="6.3903325796127319e-01" nType="-99"/>
5845 </Node>
5846 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.7952381134033203e+01" cType="1" res="-5.6495938450098038e-02" rms="4.5218241214752197e-01" purity="4.2041426897048950e-01" nType="0">
5847 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5474619120359421e-02" rms="4.5592170953750610e-01" purity="3.6684152483940125e-01" nType="-99"/>
5848 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9008399732410908e-03" rms="4.4770413637161255e-01" purity="4.4946774840354919e-01" nType="-99"/>
5849 </Node>
5850 </Node>
5851 </BinaryTree>
5852 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="511">
5853 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-2.5397728313691914e-04" rms="4.4981569051742554e-01" purity="5.0220739841461182e-01" nType="0">
5854 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.5714284896850586e+01" cType="1" res="-6.2023904174566269e-03" rms="4.5065873861312866e-01" purity="4.9725589156150818e-01" nType="0">
5855 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5665662481915206e-05" rms="4.4927567243576050e-01" purity="4.9904188513755798e-01" nType="-99"/>
5856 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6229100525379181e-02" rms="4.6051990985870361e-01" purity="4.7829982638359070e-01" nType="-99"/>
5857 </Node>
5858 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3826647084206343e-03" cType="1" res="3.6638066172599792e-02" rms="4.4277015328407288e-01" purity="5.3291672468185425e-01" nType="0">
5859 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4334209039807320e-02" rms="4.4767662882804871e-01" purity="6.2324959039688110e-01" nType="-99"/>
5860 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5684728063642979e-03" rms="4.3899035453796387e-01" purity="5.0551545619964600e-01" nType="-99"/>
5861 </Node>
5862 </Node>
5863 </BinaryTree>
5864 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="512">
5865 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="-6.1053382232785225e-03" rms="4.5611056685447693e-01" purity="4.8720234632492065e-01" nType="0">
5866 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.4526375830173492e-02" cType="1" res="8.4151541814208031e-03" rms="4.3461257219314575e-01" purity="3.3800199627876282e-01" nType="0">
5867 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7611857056617737e-02" rms="4.1558632254600525e-01" purity="2.4575820565223694e-01" nType="-99"/>
5868 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.4165628282353282e-04" rms="4.3604317307472229e-01" purity="3.5072889924049377e-01" nType="-99"/>
5869 </Node>
5870 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.5909643173217773e+00" cType="1" res="-1.9629906862974167e-02" rms="4.7486099600791931e-01" purity="6.2616944313049316e-01" nType="0">
5871 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9466338716447353e-03" rms="4.7688621282577515e-01" purity="6.1868023872375488e-01" nType="-99"/>
5872 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7123656366020441e-03" rms="4.6247521042823792e-01" purity="6.6539508104324341e-01" nType="-99"/>
5873 </Node>
5874 </Node>
5875 </BinaryTree>
5876 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="513">
5877 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1429577656090260e-03" cType="1" res="-1.0099494829773903e-02" rms="4.4809201359748840e-01" purity="4.9056398868560791e-01" nType="0">
5878 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="2.1033005323261023e-03" rms="4.5097658038139343e-01" purity="4.6991306543350220e-01" nType="0">
5879 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5249423496425152e-03" rms="4.1871947050094604e-01" purity="2.8895914554595947e-01" nType="-99"/>
5880 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0747693963348866e-03" rms="4.7381129860877991e-01" purity="6.0980921983718872e-01" nType="-99"/>
5881 </Node>
5882 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.5514453649520874e-02" cType="1" res="-1.7926627770066261e-02" rms="4.4605624675750732e-01" purity="5.0380992889404297e-01" nType="0">
5883 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3324378356337547e-03" rms="4.3751093745231628e-01" purity="4.5920130610466003e-01" nType="-99"/>
5884 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.0650316299870610e-04" rms="4.5368933677673340e-01" purity="5.4720067977905273e-01" nType="-99"/>
5885 </Node>
5886 </Node>
5887 </BinaryTree>
5888 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="514">
5889 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.7716582864522934e-02" rms="4.4887119531631470e-01" purity="4.8032474517822266e-01" nType="0">
5890 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2849682271480560e-02" cType="1" res="-1.4515765942633152e-02" rms="4.4899240136146545e-01" purity="4.8447576165199280e-01" nType="0">
5891 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5078201219439507e-03" rms="4.4787058234214783e-01" purity="4.7452789545059204e-01" nType="-99"/>
5892 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9847161173820496e-03" rms="4.5861110091209412e-01" purity="5.8833187818527222e-01" nType="-99"/>
5893 </Node>
5894 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2164583206176758e-02" rms="4.3939238786697388e-01" purity="3.8302904367446899e-01" nType="-99"/>
5895 </Node>
5896 </BinaryTree>
5897 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="515">
5898 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3327065408229828e-02" cType="1" res="-4.3040538002969697e-05" rms="4.5010387897491455e-01" purity="4.9646967649459839e-01" nType="0">
5899 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8565831482410431e-02" cType="1" res="-7.7124703675508499e-03" rms="4.4801640510559082e-01" purity="4.7465935349464417e-01" nType="0">
5900 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6115485969930887e-04" rms="4.4768220186233521e-01" purity="4.7372210025787354e-01" nType="-99"/>
5901 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9029730930924416e-02" rms="4.4687023758888245e-01" purity="4.8757651448249817e-01" nType="-99"/>
5902 </Node>
5903 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="2.8694747015833855e-02" rms="4.5669710636138916e-01" purity="5.7819414138793945e-01" nType="0">
5904 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8088821321725845e-02" rms="4.4696062803268433e-01" purity="5.4868566989898682e-01" nType="-99"/>
5905 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5440593492239714e-03" rms="4.5842513442039490e-01" purity="5.8621925115585327e-01" nType="-99"/>
5906 </Node>
5907 </Node>
5908 </BinaryTree>
5909 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="516">
5910 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-5.6579303927719593e-03" rms="4.4986665248870850e-01" purity="4.9107185006141663e-01" nType="0">
5911 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.2730185389518738e-01" cType="1" res="5.6445859372615814e-03" rms="4.3732658028602600e-01" purity="5.0018554925918579e-01" nType="0">
5912 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1552102882415056e-03" rms="4.2865249514579773e-01" purity="3.8599434494972229e-01" nType="-99"/>
5913 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6317937821149826e-03" rms="4.5056584477424622e-01" purity="7.0242089033126831e-01" nType="-99"/>
5914 </Node>
5915 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="-2.1648691967129707e-02" rms="4.6656599640846252e-01" purity="4.7817796468734741e-01" nType="0">
5916 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3560958905145526e-03" rms="4.4862133264541626e-01" purity="3.7690630555152893e-01" nType="-99"/>
5917 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1579985730350018e-02" rms="4.8396429419517517e-01" purity="5.9089082479476929e-01" nType="-99"/>
5918 </Node>
5919 </Node>
5920 </BinaryTree>
5921 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="517">
5922 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4207194149494171e-01" cType="1" res="-7.6471624197438359e-04" rms="4.4412878155708313e-01" purity="5.0081253051757812e-01" nType="0">
5923 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="-3.4344635903835297e-02" rms="3.7571263313293457e-01" purity="1.9637027382850647e-01" nType="0">
5924 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6284528002142906e-03" rms="3.7824210524559021e-01" purity="2.0380884408950806e-01" nType="-99"/>
5925 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8787752613425255e-02" rms="3.5551610589027405e-01" purity="1.5976420044898987e-01" nType="-99"/>
5926 </Node>
5927 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.1827416419982910e-01" cType="1" res="1.3156172819435596e-02" rms="4.6887308359146118e-01" purity="6.2702214717864990e-01" nType="0">
5928 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7511415323242545e-04" rms="4.7262668609619141e-01" purity="6.0985535383224487e-01" nType="-99"/>
5929 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6744969487190247e-03" rms="4.5740690827369690e-01" purity="6.7286449670791626e-01" nType="-99"/>
5930 </Node>
5931 </Node>
5932 </BinaryTree>
5933 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="518">
5934 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8060367107391357e-02" cType="1" res="1.2066701427102089e-02" rms="4.4607734680175781e-01" purity="5.1266950368881226e-01" nType="0">
5935 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="1.6982814297080040e-02" rms="4.4368210434913635e-01" purity="5.1119762659072876e-01" nType="0">
5936 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1149344071745872e-03" rms="4.4321906566619873e-01" purity="5.1503574848175049e-01" nType="-99"/>
5937 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5042064785957336e-03" rms="4.4653698801994324e-01" purity="4.5527297258377075e-01" nType="-99"/>
5938 </Node>
5939 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.1468296200037003e-02" cType="1" res="-2.2188579663634300e-02" rms="4.6096986532211304e-01" purity="5.2292543649673462e-01" nType="0">
5940 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8372923135757446e-02" rms="4.5541229844093323e-01" purity="4.4794231653213501e-01" nType="-99"/>
5941 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7793244700878859e-04" rms="4.6123629808425903e-01" purity="5.5000424385070801e-01" nType="-99"/>
5942 </Node>
5943 </Node>
5944 </BinaryTree>
5945 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="519">
5946 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0476299822330475e-02" cType="1" res="8.9698871597647667e-03" rms="4.5036450028419495e-01" purity="5.0606626272201538e-01" nType="0">
5947 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.6190652847290039e+00" cType="1" res="1.3736200518906116e-02" rms="4.4848835468292236e-01" purity="5.0656241178512573e-01" nType="0">
5948 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0962393395602703e-03" rms="4.4846290349960327e-01" purity="5.0570583343505859e-01" nType="-99"/>
5949 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0052408799529076e-02" rms="4.3820348381996155e-01" purity="5.3457719087600708e-01" nType="-99"/>
5950 </Node>
5951 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8380952835083008e+01" cType="1" res="-3.4659411758184433e-02" rms="4.6492269635200500e-01" purity="5.0152540206909180e-01" nType="0">
5952 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7840948421508074e-03" rms="4.5615530014038086e-01" purity="5.3217834234237671e-01" nType="-99"/>
5953 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9747922196984291e-02" rms="4.7711324691772461e-01" purity="4.4166740775108337e-01" nType="-99"/>
5954 </Node>
5955 </Node>
5956 </BinaryTree>
5957 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="520">
5958 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="5.9010609984397888e-03" rms="4.5040732622146606e-01" purity="5.0172460079193115e-01" nType="0">
5959 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7622341662645340e-03" cType="1" res="-1.0923547670245171e-03" rms="4.4856306910514832e-01" purity="4.9287593364715576e-01" nType="0">
5960 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8899275027215481e-03" rms="4.3676486611366272e-01" purity="4.6455520391464233e-01" nType="-99"/>
5961 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9919679034501314e-03" rms="4.5299267768859863e-01" purity="5.0450968742370605e-01" nType="-99"/>
5962 </Node>
5963 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.5857143402099609e+01" cType="1" res="3.3067833632230759e-02" rms="4.5648571848869324e-01" purity="5.3609818220138550e-01" nType="0">
5964 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1037074029445648e-02" rms="4.5694187283515930e-01" purity="5.5316805839538574e-01" nType="-99"/>
5965 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5009260736405849e-02" rms="4.4074401259422302e-01" purity="4.1456627845764160e-01" nType="-99"/>
5966 </Node>
5967 </Node>
5968 </BinaryTree>
5969 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="521">
5970 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6128084659576416e+00" cType="1" res="-1.2683407403528690e-02" rms="4.4260555505752563e-01" purity="4.9021205306053162e-01" nType="0">
5971 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.7506228685379028e-01" cType="1" res="-1.6415705904364586e-02" rms="4.4329461455345154e-01" purity="4.8098811507225037e-01" nType="0">
5972 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8920677080750465e-03" rms="4.1850283741950989e-01" purity="3.2974416017532349e-01" nType="-99"/>
5973 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9060713606886566e-04" rms="4.6728682518005371e-01" purity="6.4018803834915161e-01" nType="-99"/>
5974 </Node>
5975 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5573995187878609e-02" rms="4.1945138573646545e-01" purity="6.8925875425338745e-01" nType="-99"/>
5976 </Node>
5977 </BinaryTree>
5978 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="522">
5979 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3797967433929443e+00" cType="1" res="9.0823536738753319e-03" rms="4.5353916287422180e-01" purity="5.0765424966812134e-01" nType="0">
5980 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3010545969009399e-01" cType="1" res="1.1779627762734890e-02" rms="4.5374184846878052e-01" purity="5.0498914718627930e-01" nType="0">
5981 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8738903179764748e-03" rms="4.1627493500709534e-01" purity="2.5540316104888916e-01" nType="-99"/>
5982 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8813515827059746e-04" rms="4.6924099326133728e-01" purity="6.1639201641082764e-01" nType="-99"/>
5983 </Node>
5984 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3356461189687252e-02" rms="4.4376349449157715e-01" purity="5.7158184051513672e-01" nType="-99"/>
5985 </Node>
5986 </BinaryTree>
5987 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="523">
5988 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="2.0168481860309839e-03" rms="4.4964540004730225e-01" purity="5.0181430578231812e-01" nType="0">
5989 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1142857551574707e+01" cType="1" res="-3.5784814972430468e-03" rms="4.4862139225006104e-01" purity="4.9818924069404602e-01" nType="0">
5990 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3459879923611879e-03" rms="4.3872931599617004e-01" purity="4.7409752011299133e-01" nType="-99"/>
5991 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9894795734435320e-03" rms="4.5370963215827942e-01" purity="5.1143509149551392e-01" nType="-99"/>
5992 </Node>
5993 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1871494352817535e-02" cType="1" res="9.5286943018436432e-02" rms="4.5639064908027649e-01" purity="5.6224119663238525e-01" nType="0">
5994 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9367484152317047e-02" rms="4.5323371887207031e-01" purity="5.6879371404647827e-01" nType="-99"/>
5995 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5173156745731831e-02" rms="4.5767128467559814e-01" purity="5.5548650026321411e-01" nType="-99"/>
5996 </Node>
5997 </Node>
5998 </BinaryTree>
5999 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="524">
6000 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-7.0790546014904976e-03" rms="4.5240774750709534e-01" purity="4.8569062352180481e-01" nType="0">
6001 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5225702226161957e-02" cType="1" res="2.3756755981594324e-03" rms="4.5123293995857239e-01" purity="4.9446877837181091e-01" nType="0">
6002 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7300671897828579e-03" rms="4.5020937919616699e-01" purity="4.9752786755561829e-01" nType="-99"/>
6003 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2672807797789574e-02" rms="4.6138182282447815e-01" purity="4.2891490459442139e-01" nType="-99"/>
6004 </Node>
6005 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3717585951089859e-02" cType="1" res="-5.0838086754083633e-02" rms="4.5525553822517395e-01" purity="4.4506299495697021e-01" nType="0">
6006 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2116676494479179e-03" rms="4.5308667421340942e-01" purity="4.4169637560844421e-01" nType="-99"/>
6007 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0771335810422897e-02" rms="4.5781308412551880e-01" purity="4.5286142826080322e-01" nType="-99"/>
6008 </Node>
6009 </Node>
6010 </BinaryTree>
6011 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="525">
6012 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3814709857106209e-03" cType="1" res="6.9731641560792923e-03" rms="4.5132619142532349e-01" purity="5.0504744052886963e-01" nType="0">
6013 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0280542969703674e-01" cType="1" res="3.7743177264928818e-02" rms="4.4635164737701416e-01" purity="5.6685119867324829e-01" nType="0">
6014 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5589153412729502e-03" rms="4.6392342448234558e-01" purity="3.6147883534431458e-01" nType="-99"/>
6015 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3815840706229210e-02" rms="4.2962831258773804e-01" purity="7.4344033002853394e-01" nType="-99"/>
6016 </Node>
6017 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1438100337982178e+00" cType="1" res="-3.2888376154005527e-04" rms="4.5219141244888306e-01" purity="4.9038079380989075e-01" nType="0">
6018 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2480604760348797e-04" rms="4.5110002160072327e-01" purity="4.8808446526527405e-01" nType="-99"/>
6019 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7655145376920700e-02" rms="4.6747240424156189e-01" purity="5.3704375028610229e-01" nType="-99"/>
6020 </Node>
6021 </Node>
6022 </BinaryTree>
6023 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="526">
6024 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8088154047727585e-02" cType="1" res="-9.5074158161878586e-03" rms="4.4726121425628662e-01" purity="4.9043175578117371e-01" nType="0">
6025 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.9941149950027466e-01" cType="1" res="-3.4413032699376345e-03" rms="4.4622167944908142e-01" purity="4.9150800704956055e-01" nType="0">
6026 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9310527713969350e-03" rms="4.4539418816566467e-01" purity="4.6020963788032532e-01" nType="-99"/>
6027 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2023797072470188e-03" rms="4.5064800977706909e-01" purity="7.0284813642501831e-01" nType="-99"/>
6028 </Node>
6029 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.3122220039367676e-01" cType="1" res="-5.3387284278869629e-02" rms="4.5229366421699524e-01" purity="4.8264676332473755e-01" nType="0">
6030 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6228135451674461e-02" rms="4.3767684698104858e-01" purity="3.3320465683937073e-01" nType="-99"/>
6031 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7119500339031219e-03" rms="4.6026304364204407e-01" purity="6.6742426156997681e-01" nType="-99"/>
6032 </Node>
6033 </Node>
6034 </BinaryTree>
6035 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="527">
6036 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714160650968552e-02" cType="1" res="-2.4889882188290358e-03" rms="4.4467598199844360e-01" purity="5.0020468235015869e-01" nType="0">
6037 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.8023903295397758e-03" cType="1" res="3.9337822236120701e-03" rms="4.4246071577072144e-01" purity="5.0176453590393066e-01" nType="0">
6038 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2819371446967125e-03" rms="4.4375815987586975e-01" purity="4.9800747632980347e-01" nType="-99"/>
6039 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7621676670387387e-03" rms="4.4106322526931763e-01" purity="5.0490301847457886e-01" nType="-99"/>
6040 </Node>
6041 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5240417122840881e-02" cType="1" res="-4.0050931274890900e-02" rms="4.5560711622238159e-01" purity="4.9108222126960754e-01" nType="0">
6042 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8207091838121414e-02" rms="4.5325160026550293e-01" purity="4.4403064250946045e-01" nType="-99"/>
6043 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2309983186423779e-03" rms="4.5189088582992554e-01" purity="5.7393401861190796e-01" nType="-99"/>
6044 </Node>
6045 </Node>
6046 </BinaryTree>
6047 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="528">
6048 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1549341082572937e-01" cType="1" res="6.1965053901076317e-03" rms="4.4645541906356812e-01" purity="5.0436568260192871e-01" nType="0">
6049 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2839601635932922e-02" cType="1" res="-1.0300381109118462e-02" rms="4.2178145051002502e-01" purity="2.9964628815650940e-01" nType="0">
6050 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5097526162862778e-03" rms="4.1826266050338745e-01" purity="2.9086416959762573e-01" nType="-99"/>
6051 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9053289666771889e-02" rms="4.6142637729644775e-01" purity="4.2719733715057373e-01" nType="-99"/>
6052 </Node>
6053 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.4335213303565979e-01" cType="1" res="1.8396796658635139e-02" rms="4.6348202228546143e-01" purity="6.5576612949371338e-01" nType="0">
6054 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1092473119497299e-03" rms="4.6587932109832764e-01" purity="6.3783717155456543e-01" nType="-99"/>
6055 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0626382902264595e-03" rms="4.6200200915336609e-01" purity="6.6463226079940796e-01" nType="-99"/>
6056 </Node>
6057 </Node>
6058 </BinaryTree>
6059 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="529">
6060 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9065350294113159e+00" cType="1" res="9.4384029507637024e-03" rms="4.4951197504997253e-01" purity="5.0450015068054199e-01" nType="0">
6061 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6666706651449203e-02" cType="1" res="5.2796294912695885e-03" rms="4.4991812109947205e-01" purity="4.9035412073135376e-01" nType="0">
6062 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0549283362925053e-03" rms="4.4207423925399780e-01" purity="4.4207134842872620e-01" nType="-99"/>
6063 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3927320986986160e-03" rms="4.5941254496574402e-01" purity="5.5369687080383301e-01" nType="-99"/>
6064 </Node>
6065 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5046571381390095e-02" rms="4.4065919518470764e-01" purity="6.8812674283981323e-01" nType="-99"/>
6066 </Node>
6067 </BinaryTree>
6068 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="530">
6069 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7903034090995789e-01" cType="1" res="1.4767058193683624e-02" rms="4.5285087823867798e-01" purity="5.0956064462661743e-01" nType="0">
6070 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.4332829117774963e-02" cType="1" res="2.3900585249066353e-02" rms="4.4240215420722961e-01" purity="4.3330234289169312e-01" nType="0">
6071 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2551730275154114e-02" rms="2.4742417037487030e-01" purity="6.4434781670570374e-02" nType="-99"/>
6072 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6168328523635864e-03" rms="4.5971265435218811e-01" purity="4.7769594192504883e-01" nType="-99"/>
6073 </Node>
6074 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="6.9415867328643799e-01" cType="1" res="-6.2536884797737002e-04" rms="4.6953254938125610e-01" purity="6.3807630538940430e-01" nType="0">
6075 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9677253961563110e-03" rms="4.7829076647758484e-01" purity="6.1713486909866333e-01" nType="-99"/>
6076 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4138269256800413e-03" rms="4.6462875604629517e-01" purity="6.4765155315399170e-01" nType="-99"/>
6077 </Node>
6078 </Node>
6079 </BinaryTree>
6080 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="531">
6081 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="4.6057845465838909e-03" rms="4.5110297203063965e-01" purity="5.0160521268844604e-01" nType="0">
6082 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0475431829690933e-02" cType="1" res="7.2576599195599556e-03" rms="4.5191109180450439e-01" purity="5.0546175241470337e-01" nType="0">
6083 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8919850056990981e-04" rms="4.4840046763420105e-01" purity="5.0054830312728882e-01" nType="-99"/>
6084 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0267391800880432e-02" rms="4.8117560148239136e-01" purity="5.5027645826339722e-01" nType="-99"/>
6085 </Node>
6086 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1577700264751911e-02" rms="4.3118757009506226e-01" purity="4.2438641190528870e-01" nType="-99"/>
6087 </Node>
6088 </BinaryTree>
6089 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="532">
6090 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.3706689700484276e-02" rms="4.4852718710899353e-01" purity="4.8652574419975281e-01" nType="0">
6091 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1679636090993881e-02" rms="3.6936742067337036e-01" purity="2.3630715906620026e-01" nType="-99"/>
6092 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="9.1904764175415039e+00" cType="1" res="-1.0932156816124916e-02" rms="4.5163381099700928e-01" purity="4.9801111221313477e-01" nType="0">
6093 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2671095840632915e-03" rms="4.4566923379898071e-01" purity="4.9833434820175171e-01" nType="-99"/>
6094 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2062552422285080e-03" rms="4.5269313454627991e-01" purity="4.9792066216468811e-01" nType="-99"/>
6095 </Node>
6096 </Node>
6097 </BinaryTree>
6098 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="533">
6099 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4307407438755035e-01" cType="1" res="2.6033625472337008e-03" rms="4.5295637845993042e-01" purity="4.9939635396003723e-01" nType="0">
6100 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4259860850870609e-02" cType="1" res="2.2920727729797363e-02" rms="4.1377720236778259e-01" purity="2.5496855378150940e-01" nType="0">
6101 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2262549251317978e-02" rms="4.2497366666793823e-01" purity="2.7504792809486389e-01" nType="-99"/>
6102 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2436161786317825e-03" rms="3.8242074847221375e-01" purity="2.0635181665420532e-01" nType="-99"/>
6103 </Node>
6104 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4286562800407410e-02" cType="1" res="-6.7697265185415745e-03" rms="4.6963509917259216e-01" purity="6.1215919256210327e-01" nType="0">
6105 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8586266823112965e-03" rms="4.7124120593070984e-01" purity="5.8815634250640869e-01" nType="-99"/>
6106 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2262479178607464e-03" rms="4.6759954094886780e-01" purity="6.3279974460601807e-01" nType="-99"/>
6107 </Node>
6108 </Node>
6109 </BinaryTree>
6110 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="534">
6111 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-4.1303876787424088e-03" rms="4.4988846778869629e-01" purity="4.9269661307334900e-01" nType="0">
6112 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1662610769271851e-01" cType="1" res="-9.0930759906768799e-03" rms="4.4889819622039795e-01" purity="4.8828521370887756e-01" nType="0">
6113 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6823452683165669e-04" rms="4.4098842144012451e-01" purity="4.5552700757980347e-01" nType="-99"/>
6114 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9301083460450172e-03" rms="4.7374695539474487e-01" purity="5.9898209571838379e-01" nType="-99"/>
6115 </Node>
6116 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6652546823024750e-02" cType="1" res="5.0080496817827225e-02" rms="4.5707151293754578e-01" purity="5.4088521003723145e-01" nType="0">
6117 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7433683648705482e-03" rms="4.5648324489593506e-01" purity="4.7105798125267029e-01" nType="-99"/>
6118 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9123487174510956e-02" rms="4.5555418729782104e-01" purity="6.1402636766433716e-01" nType="-99"/>
6119 </Node>
6120 </Node>
6121 </BinaryTree>
6122 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="535">
6123 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5422190427780151e-01" cType="1" res="-3.7383991293609142e-03" rms="4.4578939676284790e-01" purity="4.9563348293304443e-01" nType="0">
6124 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7576702199876308e-03" cType="1" res="-1.2766636908054352e-02" rms="4.4394385814666748e-01" purity="4.5449361205101013e-01" nType="0">
6125 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0454484727233648e-03" rms="4.4064971804618835e-01" purity="4.7475215792655945e-01" nType="-99"/>
6126 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2277310751378536e-03" rms="4.4533097743988037e-01" purity="4.4441887736320496e-01" nType="-99"/>
6127 </Node>
6128 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1465853452682495e+00" cType="1" res="3.4657306969165802e-02" rms="4.5154246687889099e-01" purity="6.7059504985809326e-01" nType="0">
6129 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8116468563675880e-02" rms="4.5377567410469055e-01" purity="7.1246510744094849e-01" nType="-99"/>
6130 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8117376863956451e-03" rms="4.4995322823524475e-01" purity="6.5800088644027710e-01" nType="-99"/>
6131 </Node>
6132 </Node>
6133 </BinaryTree>
6134 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="536">
6135 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2856961488723755e-02" cType="1" res="-2.9888220597058535e-03" rms="4.4601052999496460e-01" purity="4.9773874878883362e-01" nType="0">
6136 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0406802650541067e-03" cType="1" res="-9.4712357968091965e-03" rms="4.4395059347152710e-01" purity="4.8616260290145874e-01" nType="0">
6137 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0210754349827766e-02" rms="4.4171744585037231e-01" purity="4.8646661639213562e-01" nType="-99"/>
6138 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4838940054178238e-04" rms="4.4410654902458191e-01" purity="4.8610278964042664e-01" nType="-99"/>
6139 </Node>
6140 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.4044649302959442e-01" cType="1" res="6.2679551541805267e-02" rms="4.6125760674476624e-01" purity="6.1500751972198486e-01" nType="0">
6141 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5206483900547028e-02" rms="4.7679731249809265e-01" purity="4.9966287612915039e-01" nType="-99"/>
6142 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6281551048159599e-03" rms="4.5043271780014038e-01" purity="6.8029493093490601e-01" nType="-99"/>
6143 </Node>
6144 </Node>
6145 </BinaryTree>
6146 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="537">
6147 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3633722960948944e-01" cType="1" res="1.1075397022068501e-02" rms="4.4751274585723877e-01" purity="5.0844711065292358e-01" nType="0">
6148 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8521114960312843e-02" cType="1" res="-1.2791099958121777e-02" rms="3.8620871305465698e-01" purity="2.1594129502773285e-01" nType="0">
6149 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8161519700661302e-04" rms="3.9353808760643005e-01" purity="2.2837935388088226e-01" nType="-99"/>
6150 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5582220405340195e-02" rms="3.2941383123397827e-01" purity="1.3904769718647003e-01" nType="-99"/>
6151 </Node>
6152 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.5512041449546814e-01" cType="1" res="2.0862098783254623e-02" rms="4.6999645233154297e-01" purity="6.2839215993881226e-01" nType="0">
6153 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2281604409217834e-03" rms="4.7086158394813538e-01" purity="6.1216515302658081e-01" nType="-99"/>
6154 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6530934954062104e-03" rms="4.6887302398681641e-01" purity="6.4108699560165405e-01" nType="-99"/>
6155 </Node>
6156 </Node>
6157 </BinaryTree>
6158 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="538">
6159 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3806402459740639e-03" cType="1" res="-7.1380112785845995e-04" rms="4.4893079996109009e-01" purity="4.9706336855888367e-01" nType="0">
6160 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4177670478820801e-01" cType="1" res="-3.3884737640619278e-02" rms="4.4143241643905640e-01" purity="4.9752441048622131e-01" nType="0">
6161 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8336404114961624e-02" rms="4.0408325195312500e-01" purity="2.4182611703872681e-01" nType="-99"/>
6162 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5718130636960268e-03" rms="4.6193397045135498e-01" purity="6.5855014324188232e-01" nType="-99"/>
6163 </Node>
6164 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1873304247856140e-01" cType="1" res="6.3123949803411961e-03" rms="4.5018950104713440e-01" purity="4.9696570634841919e-01" nType="0">
6165 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6872496865689754e-03" rms="4.2266106605529785e-01" purity="3.3497810363769531e-01" nType="-99"/>
6166 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2950663696974516e-03" rms="4.6982485055923462e-01" purity="6.2299048900604248e-01" nType="-99"/>
6167 </Node>
6168 </Node>
6169 </BinaryTree>
6170 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="539">
6171 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="2.0766903180629015e-03" rms="4.4880393147468567e-01" purity="4.9775379896163940e-01" nType="0">
6172 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3824954405426979e-03" cType="1" res="-5.4969186894595623e-03" rms="4.4704720377922058e-01" purity="4.8969718813896179e-01" nType="0">
6173 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9468111246824265e-03" rms="4.5294737815856934e-01" purity="5.3002750873565674e-01" nType="-99"/>
6174 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6997628156095743e-03" rms="4.4557064771652222e-01" purity="4.8097383975982666e-01" nType="-99"/>
6175 </Node>
6176 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1368049830198288e-03" cType="1" res="3.2988931983709335e-02" rms="4.5459732413291931e-01" purity="5.3063756227493286e-01" nType="0">
6177 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0980555564165115e-03" rms="4.5146977901458740e-01" purity="4.9495643377304077e-01" nType="-99"/>
6178 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1331754736602306e-02" rms="4.5586061477661133e-01" purity="5.5247867107391357e-01" nType="-99"/>
6179 </Node>
6180 </Node>
6181 </BinaryTree>
6182 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="540">
6183 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="4.0464554913341999e-03" rms="4.4923409819602966e-01" purity="5.0193357467651367e-01" nType="0">
6184 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810243234038353e-02" cType="1" res="1.1945229023694992e-02" rms="4.4837844371795654e-01" purity="5.0662332773208618e-01" nType="0">
6185 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0376990111544728e-04" rms="4.3674904108047485e-01" purity="4.7934538125991821e-01" nType="-99"/>
6186 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.7785011380910873e-03" rms="4.7127997875213623e-01" purity="5.6415677070617676e-01" nType="-99"/>
6187 </Node>
6188 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7623435966670513e-03" cType="1" res="-1.7887992784380913e-02" rms="4.5087662339210510e-01" purity="4.8891031742095947e-01" nType="0">
6189 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7064792122691870e-03" rms="4.5345616340637207e-01" purity="5.2893888950347900e-01" nType="-99"/>
6190 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0794431269168854e-03" rms="4.4866070151329041e-01" purity="4.6918442845344543e-01" nType="-99"/>
6191 </Node>
6192 </Node>
6193 </BinaryTree>
6194 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="541">
6195 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8571497648954391e-02" cType="1" res="1.6659967368468642e-03" rms="4.4968357682228088e-01" purity="5.0003987550735474e-01" nType="0">
6196 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6321212053298950e-02" cType="1" res="-1.0637687519192696e-02" rms="4.4673129916191101e-01" purity="4.6979364752769470e-01" nType="0">
6197 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1832829331979156e-03" rms="4.4289684295654297e-01" purity="4.7433978319168091e-01" nType="-99"/>
6198 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7162600532174110e-02" rms="4.5651397109031677e-01" purity="4.5189225673675537e-01" nType="-99"/>
6199 </Node>
6200 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.3880678713321686e-02" cType="1" res="3.4899078309535980e-02" rms="4.5590603351593018e-01" purity="5.8173674345016479e-01" nType="0">
6201 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7506868615746498e-03" rms="4.4894576072692871e-01" purity="5.7179123163223267e-01" nType="-99"/>
6202 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3844909146428108e-02" rms="4.7122934460639954e-01" purity="6.0563391447067261e-01" nType="-99"/>
6203 </Node>
6204 </Node>
6205 </BinaryTree>
6206 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="542">
6207 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5230209827423096e-02" cType="1" res="-7.9746805131435394e-03" rms="4.4947999715805054e-01" purity="4.9001812934875488e-01" nType="0">
6208 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1532742306590080e-02" cType="1" res="-4.7291754744946957e-03" rms="4.4807508587837219e-01" purity="4.9128907918930054e-01" nType="0">
6209 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5375027693808079e-03" rms="4.4254019856452942e-01" purity="4.5661830902099609e-01" nType="-99"/>
6210 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5723278783261776e-03" rms="4.5817980170249939e-01" purity="5.6406575441360474e-01" nType="-99"/>
6211 </Node>
6212 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7783293500542641e-02" rms="4.7296860814094543e-01" purity="4.6324580907821655e-01" nType="-99"/>
6213 </Node>
6214 </BinaryTree>
6215 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="543">
6216 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="-3.7143703084439039e-03" rms="4.5372635126113892e-01" purity="4.9370661377906799e-01" nType="0">
6217 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2850648164749146e-01" cType="1" res="1.3806018978357315e-02" rms="4.3022128939628601e-01" purity="3.3959859609603882e-01" nType="0">
6218 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5400528684258461e-03" rms="3.8790196180343628e-01" purity="2.3248200118541718e-01" nType="-99"/>
6219 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8930903002619743e-03" rms="4.7383013367652893e-01" purity="4.6531081199645996e-01" nType="-99"/>
6220 </Node>
6221 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="-1.8539281561970711e-02" rms="4.7219571471214294e-01" purity="6.2410539388656616e-01" nType="0">
6222 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7570500969886780e-03" rms="4.7013455629348755e-01" purity="6.3106727600097656e-01" nType="-99"/>
6223 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8140459209680557e-02" rms="4.9368366599082947e-01" purity="5.0538367033004761e-01" nType="-99"/>
6224 </Node>
6225 </Node>
6226 </BinaryTree>
6227 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="544">
6228 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="6.0238894075155258e-03" rms="4.4816008210182190e-01" purity="5.0535506010055542e-01" nType="0">
6229 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0473534241318703e-02" rms="3.7648451328277588e-01" purity="2.1796789765357971e-01" nType="-99"/>
6230 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.0142856597900391e+01" cType="1" res="8.7949372828006744e-03" rms="4.5050144195556641e-01" purity="5.1657873392105103e-01" nType="0">
6231 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.0310274390503764e-04" rms="4.5035293698310852e-01" purity="5.1570564508438110e-01" nType="-99"/>
6232 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5654148608446121e-03" rms="4.5015445351600647e-01" purity="5.2198487520217896e-01" nType="-99"/>
6233 </Node>
6234 </Node>
6235 </BinaryTree>
6236 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="545">
6237 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="1.8629079684615135e-02" rms="4.4821617007255554e-01" purity="5.1978254318237305e-01" nType="0">
6238 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.2571430206298828e+01" cType="1" res="1.2857940979301929e-02" rms="4.4695582985877991e-01" purity="5.1531410217285156e-01" nType="0">
6239 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8960056845098734e-03" rms="4.4697871804237366e-01" purity="5.2008086442947388e-01" nType="-99"/>
6240 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8013525754213333e-02" rms="4.3689095973968506e-01" purity="3.7548670172691345e-01" nType="-99"/>
6241 </Node>
6242 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1705216541886330e-03" cType="1" res="9.2767976224422455e-02" rms="4.5767575502395630e-01" purity="5.7718676328659058e-01" nType="0">
6243 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6869816705584526e-02" rms="4.6937388181686401e-01" purity="5.8862376213073730e-01" nType="-99"/>
6244 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8159503117203712e-02" rms="4.4880184531211853e-01" purity="5.6923121213912964e-01" nType="-99"/>
6245 </Node>
6246 </Node>
6247 </BinaryTree>
6248 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="546">
6249 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-5.5424761958420277e-03" rms="4.4835069775581360e-01" purity="4.9292016029357910e-01" nType="0">
6250 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5250522717833519e-03" cType="1" res="-2.1007195115089417e-02" rms="4.3936657905578613e-01" purity="4.7026288509368896e-01" nType="0">
6251 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0192308574914932e-02" rms="4.2591103911399841e-01" purity="4.1050884127616882e-01" nType="-99"/>
6252 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8070166697725654e-03" rms="4.4870150089263916e-01" purity="5.1504528522491455e-01" nType="-99"/>
6253 </Node>
6254 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3000000000000000e+01" cType="1" res="1.4308016747236252e-02" rms="4.5886215567588806e-01" purity="5.2200293540954590e-01" nType="0">
6255 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8857885412871838e-03" rms="4.5988377928733826e-01" purity="5.3253108263015747e-01" nType="-99"/>
6256 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7600568011403084e-02" rms="4.3518319725990295e-01" purity="3.7988469004631042e-01" nType="-99"/>
6257 </Node>
6258 </Node>
6259 </BinaryTree>
6260 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="547">
6261 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.0924218893051147e+00" cType="1" res="3.7214714102447033e-03" rms="4.4995930790901184e-01" purity="5.0000256299972534e-01" nType="0">
6262 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="7.2778886556625366e-01" cType="1" res="3.7085782969370484e-04" rms="4.4929870963096619e-01" purity="4.7707021236419678e-01" nType="0">
6263 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5170240076258779e-03" rms="4.4574394822120667e-01" purity="4.7119650244712830e-01" nType="-99"/>
6264 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8421567976474762e-02" rms="4.8977932333946228e-01" purity="5.6065744161605835e-01" nType="-99"/>
6265 </Node>
6266 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.8400921821594238e+00" cType="1" res="3.3590573817491531e-02" rms="4.5471620559692383e-01" purity="7.0443302392959595e-01" nType="0">
6267 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6474710777401924e-02" rms="4.5905697345733643e-01" purity="7.1574854850769043e-01" nType="-99"/>
6268 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7254640958271921e-04" rms="4.4784021377563477e-01" purity="6.9437032938003540e-01" nType="-99"/>
6269 </Node>
6270 </Node>
6271 </BinaryTree>
6272 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="548">
6273 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6128084659576416e+00" cType="1" res="6.1504421755671501e-03" rms="4.4954678416252136e-01" purity="5.0458484888076782e-01" nType="0">
6274 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0476243942975998e-02" cType="1" res="3.5686378832906485e-03" rms="4.5024171471595764e-01" purity="4.9679648876190186e-01" nType="0">
6275 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0221041049808264e-03" rms="4.4927704334259033e-01" purity="4.9726566672325134e-01" nType="-99"/>
6276 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4630373641848564e-03" rms="4.5690149068832397e-01" purity="4.9237427115440369e-01" nType="-99"/>
6277 </Node>
6278 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5065564773976803e-02" rms="4.2926460504531860e-01" purity="6.8174242973327637e-01" nType="-99"/>
6279 </Node>
6280 </BinaryTree>
6281 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="549">
6282 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="6.9605773314833641e-03" rms="4.4964012503623962e-01" purity="5.0822573900222778e-01" nType="0">
6283 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0422765612602234e-01" cType="1" res="3.7290204316377640e-02" rms="4.3423163890838623e-01" purity="4.6125295758247375e-01" nType="0">
6284 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0836070179939270e-03" rms="3.3424612879753113e-01" purity="1.6239173710346222e-01" nType="-99"/>
6285 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3069096952676773e-02" rms="4.7770601511001587e-01" purity="6.2118381261825562e-01" nType="-99"/>
6286 </Node>
6287 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1899771168828011e-02" cType="1" res="-1.0082743829116225e-03" rms="4.5326521992683411e-01" purity="5.2056741714477539e-01" nType="0">
6288 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1285650804638863e-03" rms="4.5503398776054382e-01" purity="4.5818826556205750e-01" nType="-99"/>
6289 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1805427279323339e-03" rms="4.5116680860519409e-01" purity="5.7698214054107666e-01" nType="-99"/>
6290 </Node>
6291 </Node>
6292 </BinaryTree>
6293 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="550">
6294 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2607590258121490e-01" cType="1" res="2.9051415622234344e-03" rms="4.4752064347267151e-01" purity="5.0166487693786621e-01" nType="0">
6295 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-9.7312163561582565e-03" rms="4.2719930410385132e-01" purity="3.1120613217353821e-01" nType="0">
6296 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3179561123251915e-02" rms="3.6351230740547180e-01" purity="2.2677159309387207e-01" nType="-99"/>
6297 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2017071284353733e-03" rms="4.4060289859771729e-01" purity="3.3171489834785461e-01" nType="-99"/>
6298 </Node>
6299 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5238409191370010e-02" cType="1" res="1.3145025819540024e-02" rms="4.6308189630508423e-01" purity="6.5600329637527466e-01" nType="0">
6300 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0578986518085003e-03" rms="4.6104460954666138e-01" purity="6.6167646646499634e-01" nType="-99"/>
6301 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4731373637914658e-02" rms="4.8884913325309753e-01" purity="5.6183016300201416e-01" nType="-99"/>
6302 </Node>
6303 </Node>
6304 </BinaryTree>
6305 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="551">
6306 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="7.3165553621947765e-03" rms="4.5200434327125549e-01" purity="5.0584363937377930e-01" nType="0">
6307 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.9809524536132812e+01" cType="1" res="-3.6041778512299061e-03" rms="4.4978624582290649e-01" purity="4.9272230267524719e-01" nType="0">
6308 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8487907042726874e-04" rms="4.4400912523269653e-01" purity="5.0021970272064209e-01" nType="-99"/>
6309 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1107482761144638e-03" rms="4.7224107384681702e-01" purity="4.6170958876609802e-01" nType="-99"/>
6310 </Node>
6311 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3816674947738647e-03" cType="1" res="4.8060424625873566e-02" rms="4.5789262652397156e-01" purity="5.5479758977890015e-01" nType="0">
6312 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4107800088822842e-02" rms="4.6882796287536621e-01" purity="4.6211531758308411e-01" nType="-99"/>
6313 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6235919669270515e-02" rms="4.5283016562461853e-01" purity="5.7261824607849121e-01" nType="-99"/>
6314 </Node>
6315 </Node>
6316 </BinaryTree>
6317 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="552">
6318 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="1.0116072371602058e-02" rms="4.5318394899368286e-01" purity="5.0671362876892090e-01" nType="0">
6319 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5225702226161957e-02" cType="1" res="6.2779961153864861e-03" rms="4.5226764678955078e-01" purity="5.0307548046112061e-01" nType="0">
6320 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3161523798480630e-04" rms="4.5229387283325195e-01" purity="4.9718514084815979e-01" nType="-99"/>
6321 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2275070883333683e-02" rms="4.4918558001518250e-01" purity="5.9942680597305298e-01" nType="-99"/>
6322 </Node>
6323 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3302614688873291e-01" cType="1" res="5.9607341885566711e-02" rms="4.6199011802673340e-01" purity="5.5362689495086670e-01" nType="0">
6324 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0892891809344292e-02" rms="4.2987105250358582e-01" purity="4.1237157583236694e-01" nType="-99"/>
6325 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4977528527379036e-03" rms="4.7570279240608215e-01" purity="6.2976402044296265e-01" nType="-99"/>
6326 </Node>
6327 </Node>
6328 </BinaryTree>
6329 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="553">
6330 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="-2.5850161910057068e-03" rms="4.5645290613174438e-01" purity="4.9390044808387756e-01" nType="0">
6331 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7353814840316772e-01" cType="1" res="2.2418130189180374e-02" rms="4.1622930765151978e-01" purity="2.6018124818801880e-01" nType="0">
6332 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2421826142817736e-03" rms="3.9492601156234741e-01" purity="2.1045906841754913e-01" nType="-99"/>
6333 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0407805219292641e-02" rms="4.9460598826408386e-01" purity="4.8310306668281555e-01" nType="-99"/>
6334 </Node>
6335 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="8.7076127529144287e-01" cType="1" res="-1.4447353780269623e-02" rms="4.7388365864753723e-01" purity="6.0478472709655762e-01" nType="0">
6336 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6978145837783813e-03" rms="4.7903314232826233e-01" purity="5.8198249340057373e-01" nType="-99"/>
6337 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9270374216139317e-03" rms="4.5242556929588318e-01" purity="6.9296169281005859e-01" nType="-99"/>
6338 </Node>
6339 </Node>
6340 </BinaryTree>
6341 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="554">
6342 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6662407666444778e-02" cType="1" res="-5.3062587976455688e-03" rms="4.5284807682037354e-01" purity="4.9063393473625183e-01" nType="0">
6343 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="8.7211057543754578e-03" cType="1" res="8.3800023421645164e-03" rms="4.5307976007461548e-01" purity="4.6805101633071899e-01" nType="0">
6344 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1930129625834525e-04" rms="4.5359590649604797e-01" purity="4.5618891716003418e-01" nType="-99"/>
6345 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.4782186895608902e-03" rms="4.5070290565490723e-01" purity="4.9955660104751587e-01" nType="-99"/>
6346 </Node>
6347 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1923873424530029e+00" cType="1" res="-2.5157144293189049e-02" rms="4.5177561044692993e-01" purity="5.2338880300521851e-01" nType="0">
6348 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1674830764532089e-03" rms="4.5041570067405701e-01" purity="4.8995172977447510e-01" nType="-99"/>
6349 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9700155183672905e-03" rms="4.5313778519630432e-01" purity="6.7589956521987915e-01" nType="-99"/>
6350 </Node>
6351 </Node>
6352 </BinaryTree>
6353 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="555">
6354 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3332813531160355e-02" cType="1" res="-4.2284545488655567e-03" rms="4.4997727870941162e-01" purity="4.9570158123970032e-01" nType="0">
6355 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1422009468078613e+00" cType="1" res="5.2207293920218945e-03" rms="4.4694003462791443e-01" purity="4.9540516734123230e-01" nType="0">
6356 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5520550552755594e-03" rms="4.4684445858001709e-01" purity="4.9414619803428650e-01" nType="-99"/>
6357 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7885353192687035e-02" rms="4.3275967240333557e-01" purity="5.2426999807357788e-01" nType="-99"/>
6358 </Node>
6359 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6850129961967468e-01" cType="1" res="-4.8173494637012482e-02" rms="4.6130487322807312e-01" purity="4.9708008766174316e-01" nType="0">
6360 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7648501321673393e-02" rms="4.5874932408332825e-01" purity="3.9844968914985657e-01" nType="-99"/>
6361 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4189331866800785e-04" rms="4.6215242147445679e-01" purity="6.6060256958007812e-01" nType="-99"/>
6362 </Node>
6363 </Node>
6364 </BinaryTree>
6365 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="556">
6366 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1897341012954712e+00" cType="1" res="7.4548349948599935e-04" rms="4.4657751917839050e-01" purity="4.9986481666564941e-01" nType="0">
6367 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.9886498451232910e-01" cType="1" res="5.9233666397631168e-03" rms="4.4412094354629517e-01" purity="4.8733615875244141e-01" nType="0">
6368 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5373161770403385e-03" rms="4.3160694837570190e-01" purity="3.6631536483764648e-01" nType="-99"/>
6369 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5507879480719566e-03" rms="4.6111071109771729e-01" purity="6.6715520620346069e-01" nType="-99"/>
6370 </Node>
6371 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8571428298950195e+01" cType="1" res="-3.9031095802783966e-02" rms="4.6308991312980652e-01" purity="5.9611016511917114e-01" nType="0">
6372 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9307150505483150e-03" rms="4.5838910341262817e-01" purity="6.4160281419754028e-01" nType="-99"/>
6373 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9148783534765244e-02" rms="4.6464604139328003e-01" purity="4.5848867297172546e-01" nType="-99"/>
6374 </Node>
6375 </Node>
6376 </BinaryTree>
6377 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="557">
6378 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1873304247856140e-01" cType="1" res="-5.2607515826821327e-03" rms="4.4517803192138672e-01" purity="4.9944496154785156e-01" nType="0">
6379 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8079604506492615e-02" cType="1" res="-2.6011606678366661e-02" rms="4.1408821940422058e-01" purity="2.9386562108993530e-01" nType="0">
6380 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.2798778787255287e-03" rms="4.0927484631538391e-01" purity="2.8193327784538269e-01" nType="-99"/>
6381 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.0913940221071243e-03" rms="4.4599568843841553e-01" purity="3.8967919349670410e-01" nType="-99"/>
6382 </Node>
6383 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.2654037475585938e+00" cType="1" res="1.0000489652156830e-02" rms="4.6613413095474243e-01" purity="6.5063852071762085e-01" nType="0">
6384 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0532947489991784e-03" rms="4.6782568097114563e-01" purity="6.4502865076065063e-01" nType="-99"/>
6385 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6075018793344498e-02" rms="4.4309720396995544e-01" purity="7.1192872524261475e-01" nType="-99"/>
6386 </Node>
6387 </Node>
6388 </BinaryTree>
6389 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="558">
6390 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1906585656106472e-02" cType="1" res="1.3766912743449211e-03" rms="4.4804126024246216e-01" purity="4.9934196472167969e-01" nType="0">
6391 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-1.7862286418676376e-02" rms="4.4202843308448792e-01" purity="4.3767467141151428e-01" nType="0">
6392 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7920496175065637e-03" rms="4.3965226411819458e-01" purity="4.4577276706695557e-01" nType="-99"/>
6393 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5932532027363777e-02" rms="4.4928294420242310e-01" purity="4.0189120173454285e-01" nType="-99"/>
6394 </Node>
6395 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.6130424737930298e-01" cType="1" res="1.9080126658082008e-02" rms="4.5278209447860718e-01" purity="5.5608731508255005e-01" nType="0">
6396 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8556444495916367e-03" rms="4.4662573933601379e-01" purity="5.4700195789337158e-01" nType="-99"/>
6397 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0364689864218235e-02" rms="4.7535589337348938e-01" purity="5.9864395856857300e-01" nType="-99"/>
6398 </Node>
6399 </Node>
6400 </BinaryTree>
6401 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="559">
6402 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.5712225437164307e+00" cType="1" res="-5.8684581745183095e-05" rms="4.5152270793914795e-01" purity="4.9510943889617920e-01" nType="0">
6403 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3805154487490654e-02" cType="1" res="3.8703009486198425e-03" rms="4.5044842362403870e-01" purity="4.8900324106216431e-01" nType="0">
6404 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4168925117701292e-03" rms="4.4562157988548279e-01" purity="4.5557165145874023e-01" nType="-99"/>
6405 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3585888817906380e-03" rms="4.5930722355842590e-01" purity="5.5547320842742920e-01" nType="-99"/>
6406 </Node>
6407 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1508904173970222e-02" rms="4.6613955497741699e-01" purity="6.2741065025329590e-01" nType="-99"/>
6408 </Node>
6409 </BinaryTree>
6410 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="560">
6411 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="9.4167068600654602e-03" rms="4.4836059212684631e-01" purity="5.1028507947921753e-01" nType="0">
6412 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.6608070135116577e-01" cType="1" res="2.0823970316996565e-06" rms="4.3980115652084351e-01" purity="5.0137865543365479e-01" nType="0">
6413 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2848034966737032e-03" rms="4.3748867511749268e-01" purity="4.7694671154022217e-01" nType="-99"/>
6414 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1399213522672653e-03" rms="4.5316261053085327e-01" purity="6.6063231229782104e-01" nType="-99"/>
6415 </Node>
6416 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.9285713195800781e+01" cType="1" res="2.8135845437645912e-02" rms="4.6434471011161804e-01" purity="5.2799379825592041e-01" nType="0">
6417 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8770802095532417e-03" rms="4.6483123302459717e-01" purity="5.2520859241485596e-01" nType="-99"/>
6418 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5482163056731224e-02" rms="4.5974838733673096e-01" purity="5.4304724931716919e-01" nType="-99"/>
6419 </Node>
6420 </Node>
6421 </BinaryTree>
6422 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="561">
6423 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7610900364816189e-03" cType="1" res="4.2817038774956018e-05" rms="4.4713062047958374e-01" purity="5.0050610303878784e-01" nType="0">
6424 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.8137858714908361e-03" cType="1" res="-2.1900968626141548e-02" rms="4.5196855068206787e-01" purity="4.5990958809852600e-01" nType="0">
6425 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5144576318562031e-03" rms="4.5583227276802063e-01" purity="5.2472448348999023e-01" nType="-99"/>
6426 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2158039957284927e-02" rms="4.4672626256942749e-01" purity="3.9926666021347046e-01" nType="-99"/>
6427 </Node>
6428 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.9219144731760025e-02" cType="1" res="8.6263511329889297e-03" rms="4.4492951035499573e-01" purity="5.1638579368591309e-01" nType="0">
6429 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8608270697295666e-03" rms="4.4399142265319824e-01" purity="5.1819187402725220e-01" nType="-99"/>
6430 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1248817257583141e-03" rms="4.4802778959274292e-01" purity="5.0650817155838013e-01" nType="-99"/>
6431 </Node>
6432 </Node>
6433 </BinaryTree>
6434 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="562">
6435 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3806863464415073e-03" cType="1" res="6.2390707898885012e-04" rms="4.4718712568283081e-01" purity="4.9896270036697388e-01" nType="0">
6436 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.9528385996818542e-01" cType="1" res="3.8844410330057144e-02" rms="4.3661612272262573e-01" purity="5.7084715366363525e-01" nType="0">
6437 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8378989081829786e-03" rms="4.4162592291831970e-01" purity="3.1889134645462036e-01" nType="-99"/>
6438 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7804695293307304e-02" rms="4.2927044630050659e-01" purity="7.5515079498291016e-01" nType="-99"/>
6439 </Node>
6440 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5457012951374054e-02" cType="1" res="-8.3231246098875999e-03" rms="4.4915628433227539e-01" purity="4.8213529586791992e-01" nType="0">
6441 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2397116515785456e-03" rms="4.4789305329322815e-01" purity="4.8311790823936462e-01" nType="-99"/>
6442 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4650188386440277e-02" rms="4.6640962362289429e-01" purity="4.6564832329750061e-01" nType="-99"/>
6443 </Node>
6444 </Node>
6445 </BinaryTree>
6446 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="563">
6447 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-4.6005994081497192e-03" rms="4.4562235474586487e-01" purity="4.9552482366561890e-01" nType="0">
6448 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3202605545520782e-01" cType="1" res="2.4586068466305733e-02" rms="4.2440214753150940e-01" purity="4.5503979921340942e-01" nType="0">
6449 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7373934388160706e-02" rms="2.5924089550971985e-01" purity="8.1380598247051239e-02" nType="-99"/>
6450 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0477393865585327e-02" rms="4.7165772318840027e-01" purity="6.0096639394760132e-01" nType="-99"/>
6451 </Node>
6452 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.7903034090995789e-01" cType="1" res="-1.2295953929424286e-02" rms="4.5073625445365906e-01" purity="5.0619912147521973e-01" nType="0">
6453 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9727788902819157e-03" rms="4.4285416603088379e-01" purity="4.1189223527908325e-01" nType="-99"/>
6454 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5847883187234402e-03" rms="4.6251314878463745e-01" purity="6.5821444988250732e-01" nType="-99"/>
6455 </Node>
6456 </Node>
6457 </BinaryTree>
6458 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="564">
6459 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0000000000000000e+01" cType="1" res="-4.3561664642766118e-04" rms="4.4743180274963379e-01" purity="5.0053697824478149e-01" nType="0">
6460 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.9714284896850586e+01" cType="1" res="-3.5430639982223511e-03" rms="4.4659525156021118e-01" purity="4.9832969903945923e-01" nType="0">
6461 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3087410479784012e-04" rms="4.4696319103240967e-01" purity="5.0217366218566895e-01" nType="-99"/>
6462 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1124948039650917e-02" rms="4.4041740894317627e-01" purity="4.5786190032958984e-01" nType="-99"/>
6463 </Node>
6464 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1871494352817535e-02" cType="1" res="5.3690809756517410e-02" rms="4.5839327573776245e-01" purity="5.3898382186889648e-01" nType="0">
6465 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5942562371492386e-02" rms="4.7177276015281677e-01" purity="5.1765811443328857e-01" nType="-99"/>
6466 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7446933612227440e-03" rms="4.4503286480903625e-01" purity="5.5880731344223022e-01" nType="-99"/>
6467 </Node>
6468 </Node>
6469 </BinaryTree>
6470 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="565">
6471 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3332664519548416e-02" cType="1" res="-3.1474381685256958e-03" rms="4.4480058550834656e-01" purity="4.9490094184875488e-01" nType="0">
6472 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="-1.2192782945930958e-02" rms="4.3962839245796204e-01" purity="4.7526666522026062e-01" nType="0">
6473 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.6036577597260475e-03" rms="4.0491539239883423e-01" purity="2.7320262789726257e-01" nType="-99"/>
6474 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6122448723763227e-03" rms="4.6665304899215698e-01" purity="6.4964157342910767e-01" nType="-99"/>
6475 </Node>
6476 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.9681918919086456e-02" cType="1" res="3.2307147979736328e-02" rms="4.6281743049621582e-01" purity="5.7186055183410645e-01" nType="0">
6477 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5263713896274567e-02" rms="4.5792719721794128e-01" purity="6.2283957004547119e-01" nType="-99"/>
6478 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1502173729240894e-03" rms="4.6504157781600952e-01" purity="5.2979183197021484e-01" nType="-99"/>
6479 </Node>
6480 </Node>
6481 </BinaryTree>
6482 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="566">
6483 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8567407131195068e+00" cType="1" res="7.1778227575123310e-03" rms="4.5044562220573425e-01" purity="5.0796759128570557e-01" nType="0">
6484 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="4.8868702724575996e-03" rms="4.5063054561614990e-01" purity="5.0315862894058228e-01" nType="0">
6485 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9873838908970356e-03" rms="4.2524507641792297e-01" purity="3.8833427429199219e-01" nType="-99"/>
6486 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5931356940418482e-03" rms="4.5582586526870728e-01" purity="5.2847188711166382e-01" nType="-99"/>
6487 </Node>
6488 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6248570755124092e-02" rms="4.4040966033935547e-01" purity="6.4275532960891724e-01" nType="-99"/>
6489 </Node>
6490 </BinaryTree>
6491 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="567">
6492 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4519009888172150e-01" cType="1" res="2.3349213879555464e-03" rms="4.5432138442993164e-01" purity="4.9577009677886963e-01" nType="0">
6493 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.9803920388221741e-01" cType="1" res="2.0699590444564819e-02" rms="4.1223108768463135e-01" purity="2.5604385137557983e-01" nType="0">
6494 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3200113624334335e-03" rms="4.0809687972068787e-01" purity="2.4620194733142853e-01" nType="-99"/>
6495 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4598264358937740e-02" rms="4.4581529498100281e-01" purity="3.6432173848152161e-01" nType="-99"/>
6496 </Node>
6497 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-6.6082552075386047e-03" rms="4.7320759296417236e-01" purity="6.1251139640808105e-01" nType="0">
6498 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6402799673378468e-03" rms="4.7751247882843018e-01" purity="5.8258235454559326e-01" nType="-99"/>
6499 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3977836351841688e-03" rms="4.6976962685585022e-01" purity="6.3324904441833496e-01" nType="-99"/>
6500 </Node>
6501 </Node>
6502 </BinaryTree>
6503 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="568">
6504 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6186857223510742e+00" cType="1" res="8.4934262558817863e-03" rms="4.5016095042228699e-01" purity="5.0855666399002075e-01" nType="0">
6505 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="5.1226364448666573e-03" rms="4.5034226775169373e-01" purity="5.0103777647018433e-01" nType="0">
6506 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6995276091620326e-03" rms="4.4642189145088196e-01" purity="4.8009464144706726e-01" nType="-99"/>
6507 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6852580271661282e-03" rms="4.5481705665588379e-01" purity="5.2753585577011108e-01" nType="-99"/>
6508 </Node>
6509 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9883152097463608e-02" rms="4.3868356943130493e-01" purity="6.8336522579193115e-01" nType="-99"/>
6510 </Node>
6511 </BinaryTree>
6512 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="569">
6513 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7633168287575245e-03" cType="1" res="4.2920731939375401e-03" rms="4.5092821121215820e-01" purity="5.0392055511474609e-01" nType="0">
6514 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="2.1120624616742134e-02" rms="4.5219108462333679e-01" purity="5.0397318601608276e-01" nType="0">
6515 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7419570880010724e-04" rms="4.4025099277496338e-01" purity="4.7630342841148376e-01" nType="-99"/>
6516 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9385112449526787e-02" rms="4.7541204094886780e-01" purity="5.7319951057434082e-01" nType="-99"/>
6517 </Node>
6518 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-3.0353914480656385e-03" rms="4.5018067955970764e-01" purity="5.0389766693115234e-01" nType="0">
6519 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9982552193105221e-04" rms="4.5125317573547363e-01" purity="5.1126813888549805e-01" nType="-99"/>
6520 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0936183854937553e-02" rms="4.3950712680816650e-01" purity="4.4700190424919128e-01" nType="-99"/>
6521 </Node>
6522 </Node>
6523 </BinaryTree>
6524 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="570">
6525 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-5.4259863682091236e-03" rms="4.4801136851310730e-01" purity="4.9649226665496826e-01" nType="0">
6526 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.5714287757873535e+00" cType="1" res="1.3867722824215889e-02" rms="4.4276517629623413e-01" purity="4.9044254422187805e-01" nType="0">
6527 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1089790612459183e-02" rms="4.2173865437507629e-01" purity="4.1042453050613403e-01" nType="-99"/>
6528 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9055017037317157e-03" rms="4.4741281867027283e-01" purity="5.0956684350967407e-01" nType="-99"/>
6529 </Node>
6530 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0933871865272522e-02" cType="1" res="-2.0026184618473053e-02" rms="4.5139303803443909e-01" purity="5.0107032060623169e-01" nType="0">
6531 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2701517492532730e-03" rms="4.5111098885536194e-01" purity="4.6830001473426819e-01" nType="-99"/>
6532 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8951617423444986e-03" rms="4.5072022080421448e-01" purity="6.0167539119720459e-01" nType="-99"/>
6533 </Node>
6534 </Node>
6535 </BinaryTree>
6536 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="571">
6537 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4295650422573090e-01" cType="1" res="4.2332448065280914e-03" rms="4.5598933100700378e-01" purity="4.9613550305366516e-01" nType="0">
6538 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="3.1454734504222870e-02" rms="4.1666731238365173e-01" purity="2.6537501811981201e-01" nType="0">
6539 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4521923847496510e-02" rms="4.2018634080886841e-01" purity="2.7293717861175537e-01" nType="-99"/>
6540 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1406924575567245e-02" rms="3.9066687226295471e-01" purity="2.2754760086536407e-01" nType="-99"/>
6541 </Node>
6542 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3810083046555519e-02" cType="1" res="-8.8991215452551842e-03" rms="4.7323420643806458e-01" purity="6.0746049880981445e-01" nType="0">
6543 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1830965569242835e-04" rms="4.7079831361770630e-01" purity="6.1530828475952148e-01" nType="-99"/>
6544 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5574673935770988e-03" rms="4.7678712010383606e-01" purity="5.9369301795959473e-01" nType="-99"/>
6545 </Node>
6546 </Node>
6547 </BinaryTree>
6548 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="572">
6549 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.8181337118148804e-01" cType="1" res="-6.3690068200230598e-03" rms="4.4928926229476929e-01" purity="4.9140986800193787e-01" nType="0">
6550 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.4588924050331116e-01" cType="1" res="4.1778869926929474e-03" rms="4.3746912479400635e-01" purity="4.1570645570755005e-01" nType="0">
6551 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2668564449995756e-03" rms="4.2773106694221497e-01" purity="3.3423405885696411e-01" nType="-99"/>
6552 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6202818416059017e-03" rms="4.6350303292274475e-01" purity="6.5107369422912598e-01" nType="-99"/>
6553 </Node>
6554 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4295635744929314e-02" cType="1" res="-2.4307295680046082e-02" rms="4.6816357970237732e-01" purity="6.2016707658767700e-01" nType="0">
6555 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3557344675064087e-02" rms="4.7646424174308777e-01" purity="5.6662917137145996e-01" nType="-99"/>
6556 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6745332181453705e-04" rms="4.6029439568519592e-01" purity="6.5919297933578491e-01" nType="-99"/>
6557 </Node>
6558 </Node>
6559 </BinaryTree>
6560 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="573">
6561 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809259757399559e-02" cType="1" res="1.0824124328792095e-02" rms="4.5099562406539917e-01" purity="5.0850898027420044e-01" nType="0">
6562 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6994420439004898e-02" cType="1" res="2.0410912111401558e-02" rms="4.4840860366821289e-01" purity="4.9641439318656921e-01" nType="0">
6563 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5889716818928719e-03" rms="4.4946756958961487e-01" purity="4.7713586688041687e-01" nType="-99"/>
6564 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2953298166394234e-02" rms="4.4122815132141113e-01" purity="6.0060101747512817e-01" nType="-99"/>
6565 </Node>
6566 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4193556308746338e+00" cType="1" res="-1.0617527179419994e-02" rms="4.5599979162216187e-01" purity="5.3555947542190552e-01" nType="0">
6567 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4391648843884468e-03" rms="4.5800629258155823e-01" purity="5.1457834243774414e-01" nType="-99"/>
6568 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9844587966799736e-03" rms="4.3854790925979614e-01" purity="6.7544698715209961e-01" nType="-99"/>
6569 </Node>
6570 </Node>
6571 </BinaryTree>
6572 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="574">
6573 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="5.1584462635219097e-03" rms="4.4314450025558472e-01" purity="5.1262176036834717e-01" nType="0">
6574 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7158915102481842e-01" cType="1" res="-2.8152087703347206e-02" rms="3.7457275390625000e-01" purity="2.0916680991649628e-01" nType="0">
6575 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5608645975589752e-02" rms="3.4311160445213318e-01" purity="1.5094700455665588e-01" nType="-99"/>
6576 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4635812565684319e-03" rms="4.7712236642837524e-01" purity="4.5084255933761597e-01" nType="-99"/>
6577 </Node>
6578 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.5991486310958862e+00" cType="1" res="1.8854586407542229e-02" rms="4.6774801611900330e-01" purity="6.3739198446273804e-01" nType="0">
6579 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7783685363829136e-03" rms="4.7168058156967163e-01" purity="6.2859207391738892e-01" nType="-99"/>
6580 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3773689977824688e-02" rms="4.3994331359863281e-01" purity="6.9310617446899414e-01" nType="-99"/>
6581 </Node>
6582 </Node>
6583 </BinaryTree>
6584 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="575">
6585 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095172494649887e-02" cType="1" res="-8.2643650239333510e-04" rms="4.5299872756004333e-01" purity="4.9694490432739258e-01" nType="0">
6586 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.2698104605078697e-02" cType="1" res="-6.6760201007127762e-03" rms="4.5018708705902100e-01" purity="4.8604729771614075e-01" nType="0">
6587 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8007631879299879e-03" rms="4.4577443599700928e-01" purity="4.6693003177642822e-01" nType="-99"/>
6588 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8158674985170364e-03" rms="4.5610386133193970e-01" purity="5.1567989587783813e-01" nType="-99"/>
6589 </Node>
6590 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0613990724086761e-01" cType="1" res="3.5133339464664459e-02" rms="4.6831122040748596e-01" purity="5.6393694877624512e-01" nType="0">
6591 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8212132155895233e-02" rms="4.6294954419136047e-01" purity="4.1205990314483643e-01" nType="-99"/>
6592 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0855007246136665e-03" rms="4.6987104415893555e-01" purity="6.3461357355117798e-01" nType="-99"/>
6593 </Node>
6594 </Node>
6595 </BinaryTree>
6596 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="576">
6597 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095094263553619e-02" cType="1" res="-8.7616808013990521e-04" rms="4.4745236635208130e-01" purity="5.0093460083007812e-01" nType="0">
6598 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-8.1395506858825684e-03" rms="4.4303342700004578e-01" purity="4.8958185315132141e-01" nType="0">
6599 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7823036070913076e-03" rms="4.4192588329315186e-01" purity="4.8747384548187256e-01" nType="-99"/>
6600 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0164253190159798e-02" rms="4.6563905477523804e-01" purity="5.5252200365066528e-01" nType="-99"/>
6601 </Node>
6602 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.7156506776809692e-01" cType="1" res="4.4192653149366379e-02" rms="4.7145679593086243e-01" purity="5.7137751579284668e-01" nType="0">
6603 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5732105821371078e-02" rms="4.6794402599334717e-01" purity="5.4209160804748535e-01" nType="-99"/>
6604 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5628581643104553e-03" rms="4.7479885816574097e-01" purity="6.3868963718414307e-01" nType="-99"/>
6605 </Node>
6606 </Node>
6607 </BinaryTree>
6608 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="577">
6609 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6190578937530518e-02" cType="1" res="5.4399548098444939e-03" rms="4.5054960250854492e-01" purity="5.0473189353942871e-01" nType="0">
6610 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3692071437835693e-02" cType="1" res="1.2522385455667973e-02" rms="4.4779905676841736e-01" purity="4.9183157086372375e-01" nType="0">
6611 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8988923402503133e-03" rms="4.4670227169990540e-01" purity="4.8488962650299072e-01" nType="-99"/>
6612 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3273771628737450e-02" rms="4.5821955800056458e-01" purity="6.1655294895172119e-01" nType="-99"/>
6613 </Node>
6614 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="-1.2743286788463593e-02" rms="4.5703318715095520e-01" purity="5.3785175085067749e-01" nType="0">
6615 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1775866672396660e-03" rms="4.6097883582115173e-01" purity="5.1591616868972778e-01" nType="-99"/>
6616 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5945818573236465e-03" rms="4.4161707162857056e-01" purity="6.0125005245208740e-01" nType="-99"/>
6617 </Node>
6618 </Node>
6619 </BinaryTree>
6620 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="578">
6621 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6185469701886177e-02" cType="1" res="4.0135923773050308e-03" rms="4.4973748922348022e-01" purity="5.0285464525222778e-01" nType="0">
6622 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.9285715103149414e+01" cType="1" res="1.3403037562966347e-02" rms="4.4681480526924133e-01" purity="4.9342569708824158e-01" nType="0">
6623 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1408483842387795e-03" rms="4.3891155719757080e-01" purity="4.8011893033981323e-01" nType="-99"/>
6624 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8639256060123444e-03" rms="4.5974585413932800e-01" purity="5.1642721891403198e-01" nType="-99"/>
6625 </Node>
6626 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-2.0821100100874901e-02" rms="4.5644778013229370e-01" purity="5.2779388427734375e-01" nType="0">
6627 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1872095316648483e-03" rms="4.4665122032165527e-01" purity="4.8816552758216858e-01" nType="-99"/>
6628 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3987939395010471e-03" rms="4.5860382914543152e-01" purity="5.3893935680389404e-01" nType="-99"/>
6629 </Node>
6630 </Node>
6631 </BinaryTree>
6632 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="579">
6633 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-2.1227842662483454e-03" rms="4.5228391885757446e-01" purity="4.9432420730590820e-01" nType="0">
6634 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1433363482356071e-03" cType="1" res="1.2628399999812245e-03" rms="4.5182812213897705e-01" purity="4.9730238318443298e-01" nType="0">
6635 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7374016828835011e-03" rms="4.4347393512725830e-01" purity="4.5229643583297729e-01" nType="-99"/>
6636 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6820208877325058e-03" rms="4.5660436153411865e-01" purity="5.2494722604751587e-01" nType="-99"/>
6637 </Node>
6638 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1600503288209438e-03" cType="1" res="-4.6533219516277313e-02" rms="4.5589882135391235e-01" purity="4.5525839924812317e-01" nType="0">
6639 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0860414952039719e-03" rms="4.3912139534950256e-01" purity="5.0651222467422485e-01" nType="-99"/>
6640 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2123187780380249e-02" rms="4.6444916725158691e-01" purity="4.1237157583236694e-01" nType="-99"/>
6641 </Node>
6642 </Node>
6643 </BinaryTree>
6644 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="580">
6645 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-3.6864788271486759e-03" rms="4.4912001490592957e-01" purity="4.9212077260017395e-01" nType="0">
6646 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.4666666984558105e+01" cType="1" res="8.2193017005920410e-03" rms="4.4256991147994995e-01" purity="5.0445324182510376e-01" nType="0">
6647 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5226091966032982e-03" rms="4.4000023603439331e-01" purity="4.6402040123939514e-01" nType="-99"/>
6648 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6450669914484024e-03" rms="4.4509261846542358e-01" purity="5.6768983602523804e-01" nType="-99"/>
6649 </Node>
6650 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4507252871990204e-01" cType="1" res="-3.7729933857917786e-02" rms="4.6566656231880188e-01" purity="4.5685711503028870e-01" nType="0">
6651 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2107448466122150e-03" rms="4.3299400806427002e-01" purity="3.1491506099700928e-01" nType="-99"/>
6652 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6563558951020241e-02" rms="4.8083829879760742e-01" purity="5.4398000240325928e-01" nType="-99"/>
6653 </Node>
6654 </Node>
6655 </BinaryTree>
6656 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="581">
6657 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9018499851226807e+00" cType="1" res="-2.1884634625166655e-03" rms="4.4601169228553772e-01" purity="4.9913766980171204e-01" nType="0">
6658 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.7976773977279663e-02" cType="1" res="-5.7511855848133564e-03" rms="4.4639360904693604e-01" purity="4.8474839329719543e-01" nType="0">
6659 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0101262032985687e-02" rms="2.1463744342327118e-01" purity="4.9483928829431534e-02" nType="-99"/>
6660 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0746701415628195e-04" rms="4.6019688248634338e-01" purity="5.2089715003967285e-01" nType="-99"/>
6661 </Node>
6662 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0566025041043758e-02" rms="4.3847838044166565e-01" purity="6.8456304073333740e-01" nType="-99"/>
6663 </Node>
6664 </BinaryTree>
6665 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="582">
6666 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-4.2278901673853397e-03" rms="4.4734758138656616e-01" purity="4.9539569020271301e-01" nType="0">
6667 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4942622743546963e-02" rms="4.2978039383888245e-01" purity="3.6312893033027649e-01" nType="-99"/>
6668 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4280761592090130e-02" cType="1" res="-7.0159886963665485e-03" rms="4.4801735877990723e-01" purity="5.0195556879043579e-01" nType="0">
6669 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1412246385589242e-03" rms="4.4156265258789062e-01" purity="4.7696888446807861e-01" nType="-99"/>
6670 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9946904182434082e-03" rms="4.5524170994758606e-01" purity="5.3189331293106079e-01" nType="-99"/>
6671 </Node>
6672 </Node>
6673 </BinaryTree>
6674 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="583">
6675 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5238918438553810e-03" cType="1" res="5.6232665665447712e-03" rms="4.5111033320426941e-01" purity="5.0336337089538574e-01" nType="0">
6676 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.0678606647998095e-04" cType="1" res="1.9399987533688545e-02" rms="4.4841134548187256e-01" purity="4.8455542325973511e-01" nType="0">
6677 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7417453229427338e-02" rms="4.3392363190650940e-01" purity="6.2020742893218994e-01" nType="-99"/>
6678 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0044641569256783e-03" rms="4.5076876878738403e-01" purity="4.5443591475486755e-01" nType="-99"/>
6679 </Node>
6680 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.7000000000000000e+01" cType="1" res="-6.2689259648323059e-03" rms="4.5309045910835266e-01" purity="5.1959848403930664e-01" nType="0">
6681 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9815578386187553e-03" rms="4.5203560590744019e-01" purity="5.0610333681106567e-01" nType="-99"/>
6682 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1530260555446148e-02" rms="4.5286571979522705e-01" purity="5.7174873352050781e-01" nType="-99"/>
6683 </Node>
6684 </Node>
6685 </BinaryTree>
6686 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="584">
6687 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.6333925724029541e+00" cType="1" res="-3.4127677790820599e-03" rms="4.5000511407852173e-01" purity="4.9351665377616882e-01" nType="0">
6688 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2845584452152252e-02" cType="1" res="-6.2754470854997635e-03" rms="4.5147591829299927e-01" purity="4.7838422656059265e-01" nType="0">
6689 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8021921692416072e-04" rms="4.4928899407386780e-01" purity="4.7729611396789551e-01" nType="-99"/>
6690 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.2771537601947784e-03" rms="4.7693336009979248e-01" purity="4.9213501811027527e-01" nType="-99"/>
6691 </Node>
6692 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1665945872664452e-02" rms="4.2048060894012451e-01" purity="7.5687706470489502e-01" nType="-99"/>
6693 </Node>
6694 </BinaryTree>
6695 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="585">
6696 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9047304987907410e-02" cType="1" res="6.5962681546807289e-03" rms="4.4825828075408936e-01" purity="5.0946688652038574e-01" nType="0">
6697 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.9766915664076805e-03" cType="1" res="-3.5288379876874387e-04" rms="4.4327875971794128e-01" purity="4.7629186511039734e-01" nType="0">
6698 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4464069865643978e-03" rms="4.4455254077911377e-01" purity="4.7921049594879150e-01" nType="-99"/>
6699 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9780006781220436e-03" rms="4.3775096535682678e-01" purity="4.6714022755622864e-01" nType="-99"/>
6700 </Node>
6701 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="7.0354169607162476e-01" cType="1" res="1.7249813303351402e-02" rms="4.5558083057403564e-01" purity="5.6032657623291016e-01" nType="0">
6702 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3998652622103691e-03" rms="4.4868803024291992e-01" purity="5.4638212919235229e-01" nType="-99"/>
6703 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.0815922915935516e-03" rms="4.8321604728698730e-01" purity="6.2368351221084595e-01" nType="-99"/>
6704 </Node>
6705 </Node>
6706 </BinaryTree>
6707 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="586">
6708 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="2.6048007421195507e-03" rms="4.5004546642303467e-01" purity="5.0120067596435547e-01" nType="0">
6709 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.9714284896850586e+01" cType="1" res="5.7028424926102161e-03" rms="4.4961380958557129e-01" purity="5.0559502840042114e-01" nType="0">
6710 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2260868970770389e-04" rms="4.4727960228919983e-01" purity="5.0216168165206909e-01" nType="-99"/>
6711 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2147398665547371e-02" rms="4.6690669655799866e-01" purity="5.3529435396194458e-01" nType="-99"/>
6712 </Node>
6713 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4938190579414368e-02" rms="4.5415025949478149e-01" purity="4.0744131803512573e-01" nType="-99"/>
6714 </Node>
6715 </BinaryTree>
6716 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="587">
6717 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="1.1555621400475502e-02" rms="4.5341929793357849e-01" purity="5.0748890638351440e-01" nType="0">
6718 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9030209630727768e-02" cType="1" res="3.3772815018892288e-02" rms="4.3772861361503601e-01" purity="3.6005973815917969e-01" nType="0">
6719 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4557219371199608e-03" rms="4.3167051672935486e-01" purity="3.2547152042388916e-01" nType="-99"/>
6720 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8574547022581100e-02" rms="4.4837501645088196e-01" purity="4.3654382228851318e-01" nType="-99"/>
6721 </Node>
6722 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5708416253328323e-02" cType="1" res="-8.2273101434111595e-03" rms="4.6605670452117920e-01" purity="6.3876485824584961e-01" nType="0">
6723 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0127797983586788e-03" rms="4.6689516305923462e-01" purity="6.3413298130035400e-01" nType="-99"/>
6724 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3920868560671806e-03" rms="4.6084076166152954e-01" purity="6.5725201368331909e-01" nType="-99"/>
6725 </Node>
6726 </Node>
6727 </BinaryTree>
6728 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="588">
6729 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.6683635711669922e+00" cType="1" res="-1.0958394035696983e-02" rms="4.4787591695785522e-01" purity="4.8886692523956299e-01" nType="0">
6730 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0303224325180054e+00" cType="1" res="-1.5035437420010567e-02" rms="4.4792905449867249e-01" purity="4.7105675935745239e-01" nType="0">
6731 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9802287463098764e-03" rms="4.4632434844970703e-01" purity="4.6747019886970520e-01" nType="-99"/>
6732 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2140316665172577e-02" rms="4.8249369859695435e-01" purity="5.6850594282150269e-01" nType="-99"/>
6733 </Node>
6734 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7514163255691528e+00" cType="1" res="3.0437821522355080e-02" rms="4.4522693753242493e-01" purity="6.6970175504684448e-01" nType="0">
6735 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2561239302158356e-02" rms="4.4842886924743652e-01" purity="6.2344580888748169e-01" nType="-99"/>
6736 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2877703243866563e-04" rms="4.4028207659721375e-01" purity="7.1689808368682861e-01" nType="-99"/>
6737 </Node>
6738 </Node>
6739 </BinaryTree>
6740 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="589">
6741 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7903034090995789e-01" cType="1" res="-5.2094794809818268e-03" rms="4.4449907541275024e-01" purity="4.9854511022567749e-01" nType="0">
6742 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.1862238943576813e-02" cType="1" res="-2.7671499177813530e-02" rms="4.3190956115722656e-01" purity="3.8042581081390381e-01" nType="0">
6743 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0626732409000397e-03" rms="3.7193149328231812e-01" purity="2.0351487398147583e-01" nType="-99"/>
6744 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.6956435590982437e-03" rms="4.4931292533874512e-01" purity="4.3946477770805359e-01" nType="-99"/>
6745 </Node>
6746 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9049886614084244e-02" cType="1" res="2.6792675256729126e-02" rms="4.5995238423347473e-01" purity="6.6683238744735718e-01" nType="0">
6747 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0506520979106426e-02" rms="4.5053449273109436e-01" purity="6.8528503179550171e-01" nType="-99"/>
6748 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4828788698650897e-04" rms="4.7119212150573730e-01" purity="6.4175856113433838e-01" nType="-99"/>
6749 </Node>
6750 </Node>
6751 </BinaryTree>
6752 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="590">
6753 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3527272045612335e-01" cType="1" res="-1.0847679339349270e-02" rms="4.4675886631011963e-01" purity="4.9095097184181213e-01" nType="0">
6754 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3326869308948517e-01" cType="1" res="-3.0485363677144051e-02" rms="4.2049229145050049e-01" purity="2.9603454470634460e-01" nType="0">
6755 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5454933531582355e-03" rms="3.8603007793426514e-01" purity="2.2207841277122498e-01" nType="-99"/>
6756 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4094944112002850e-02" rms="4.7616255283355713e-01" purity="4.3411594629287720e-01" nType="-99"/>
6757 </Node>
6758 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="5.4046781733632088e-03" rms="4.6675786375999451e-01" purity="6.5226590633392334e-01" nType="0">
6759 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4838453866541386e-03" rms="4.6150311827659607e-01" purity="6.6541153192520142e-01" nType="-99"/>
6760 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6830366589128971e-03" rms="4.7754514217376709e-01" purity="6.2293541431427002e-01" nType="-99"/>
6761 </Node>
6762 </Node>
6763 </BinaryTree>
6764 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="591">
6765 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1433363482356071e-03" cType="1" res="-1.8222439102828503e-03" rms="4.4545167684555054e-01" purity="4.9858272075653076e-01" nType="0">
6766 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.7003257526084781e-03" cType="1" res="1.7928177490830421e-02" rms="4.4059976935386658e-01" purity="4.9879398941993713e-01" nType="0">
6767 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2853787522763014e-03" rms="4.4507741928100586e-01" purity="5.2563607692718506e-01" nType="-99"/>
6768 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6474444940686226e-03" rms="4.3793278932571411e-01" purity="4.8633617162704468e-01" nType="-99"/>
6769 </Node>
6770 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.1223807334899902e+00" cType="1" res="-1.5429434366524220e-02" rms="4.4825789332389832e-01" purity="4.9843713641166687e-01" nType="0">
6771 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6884683864191175e-03" rms="4.4515800476074219e-01" purity="4.9235552549362183e-01" nType="-99"/>
6772 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7005463838577271e-02" rms="4.7189256548881531e-01" purity="5.6894421577453613e-01" nType="-99"/>
6773 </Node>
6774 </Node>
6775 </BinaryTree>
6776 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="592">
6777 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="9.7895972430706024e-03" rms="4.5078915357589722e-01" purity="5.0899535417556763e-01" nType="0">
6778 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.3629488945007324e-01" cType="1" res="4.4354885816574097e-02" rms="4.3462833762168884e-01" purity="4.8153105378150940e-01" nType="0">
6779 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4967113733291626e-02" rms="4.2370650172233582e-01" purity="4.5541688799858093e-01" nType="-99"/>
6780 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5449280403554440e-03" rms="4.8630025982856750e-01" purity="6.2586224079132080e-01" nType="-99"/>
6781 </Node>
6782 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7000000000000000e+01" cType="1" res="6.2391732353717089e-04" rms="4.5453754067420959e-01" purity="5.1627808809280396e-01" nType="0">
6783 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3896785937249660e-03" rms="4.5550334453582764e-01" purity="4.9713680148124695e-01" nType="-99"/>
6784 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0181200709193945e-03" rms="4.5348966121673584e-01" purity="5.2881890535354614e-01" nType="-99"/>
6785 </Node>
6786 </Node>
6787 </BinaryTree>
6788 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="593">
6789 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7633168287575245e-03" cType="1" res="1.0110537987202406e-03" rms="4.4910705089569092e-01" purity="4.9673989415168762e-01" nType="0">
6790 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.8152510747313499e-03" cType="1" res="2.2111486643552780e-02" rms="4.5080494880676270e-01" purity="5.1164197921752930e-01" nType="0">
6791 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8133304547518492e-03" rms="4.5234322547912598e-01" purity="5.2151304483413696e-01" nType="-99"/>
6792 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1182381771504879e-02" rms="4.4835880398750305e-01" purity="5.0417768955230713e-01" nType="-99"/>
6793 </Node>
6794 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1454417705535889e+00" cType="1" res="-8.4990020841360092e-03" rms="4.4801494479179382e-01" purity="4.9002340435981750e-01" nType="0">
6795 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2402200158685446e-03" rms="4.4896569848060608e-01" purity="4.7659558057785034e-01" nType="-99"/>
6796 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3628556393086910e-02" rms="4.2866170406341553e-01" purity="6.8033504486083984e-01" nType="-99"/>
6797 </Node>
6798 </Node>
6799 </BinaryTree>
6800 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="594">
6801 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-8.5127557395026088e-04" rms="4.4813644886016846e-01" purity="4.9979618191719055e-01" nType="0">
6802 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1904115676879883e+00" cType="1" res="3.2884781248867512e-03" rms="4.4755521416664124e-01" purity="5.0508654117584229e-01" nType="0">
6803 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0705154165625572e-03" rms="4.4480666518211365e-01" purity="4.9121049046516418e-01" nType="-99"/>
6804 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.6689850538969040e-03" rms="4.6501722931861877e-01" purity="6.0380172729492188e-01" nType="-99"/>
6805 </Node>
6806 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.8983386456966400e-02" cType="1" res="-5.6897684931755066e-02" rms="4.5221853256225586e-01" purity="4.2817193269729614e-01" nType="0">
6807 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4670300558209419e-03" rms="4.5132541656494141e-01" purity="4.3630948662757874e-01" nType="-99"/>
6808 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8483055531978607e-02" rms="4.4605576992034912e-01" purity="4.1401541233062744e-01" nType="-99"/>
6809 </Node>
6810 </Node>
6811 </BinaryTree>
6812 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="595">
6813 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2856961488723755e-02" cType="1" res="9.3055041506886482e-03" rms="4.5082011818885803e-01" purity="5.0796037912368774e-01" nType="0">
6814 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4294135570526123e+00" cType="1" res="1.2908645905554295e-02" rms="4.4986429810523987e-01" purity="5.0738400220870972e-01" nType="0">
6815 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0958714671432972e-03" rms="4.4933107495307922e-01" purity="4.9587360024452209e-01" nType="-99"/>
6816 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6580700911581516e-03" rms="4.5339751243591309e-01" purity="6.1993050575256348e-01" nType="-99"/>
6817 </Node>
6818 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-3.6866061389446259e-02" rms="4.6040451526641846e-01" purity="5.1534581184387207e-01" nType="0">
6819 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3450798578560352e-02" rms="4.4175833463668823e-01" purity="4.8955267667770386e-01" nType="-99"/>
6820 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8465897087007761e-03" rms="4.7763690352439880e-01" purity="5.4133182764053345e-01" nType="-99"/>
6821 </Node>
6822 </Node>
6823 </BinaryTree>
6824 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="596">
6825 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="1.0072153992950916e-02" rms="4.4952434301376343e-01" purity="5.0897437334060669e-01" nType="0">
6826 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5669167041778564e-02" rms="3.8055396080017090e-01" purity="2.6258629560470581e-01" nType="-99"/>
6827 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0475405752658844e-02" cType="1" res="1.2706236913800240e-02" rms="4.5194545388221741e-01" purity="5.1912224292755127e-01" nType="0">
6828 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2368182912468910e-03" rms="4.5087972283363342e-01" purity="5.2146100997924805e-01" nType="-99"/>
6829 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0776701904833317e-03" rms="4.5946836471557617e-01" purity="4.9733725190162659e-01" nType="-99"/>
6830 </Node>
6831 </Node>
6832 </BinaryTree>
6833 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="597">
6834 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-2.9710929375141859e-03" rms="4.4731399416923523e-01" purity="4.9630895256996155e-01" nType="0">
6835 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.6666665077209473e+00" cType="1" res="-8.3191627636551857e-03" rms="4.4659745693206787e-01" purity="4.9124130606651306e-01" nType="0">
6836 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7827073186635971e-03" rms="4.3095740675926208e-01" purity="4.3376362323760986e-01" nType="-99"/>
6837 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5807781387120485e-03" rms="4.4845306873321533e-01" purity="4.9959895014762878e-01" nType="-99"/>
6838 </Node>
6839 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.8394650518894196e-01" cType="1" res="5.5172808468341827e-02" rms="4.5095643401145935e-01" purity="5.5140453577041626e-01" nType="0">
6840 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9660233566537499e-04" rms="4.3541163206100464e-01" purity="3.3133375644683838e-01" nType="-99"/>
6841 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0206345245242119e-02" rms="4.5690226554870605e-01" purity="6.9583243131637573e-01" nType="-99"/>
6842 </Node>
6843 </Node>
6844 </BinaryTree>
6845 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="598">
6846 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-1.2488112784922123e-02" rms="4.4819158315658569e-01" purity="4.8777318000793457e-01" nType="0">
6847 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.1904764175415039e+00" cType="1" res="-5.0700839608907700e-02" rms="4.1823583841323853e-01" purity="3.6270323395729065e-01" nType="0">
6848 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9604814480990171e-03" rms="3.9793843030929565e-01" purity="3.3956676721572876e-01" nType="-99"/>
6849 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9939744845032692e-02" rms="4.2324364185333252e-01" purity="3.7121289968490601e-01" nType="-99"/>
6850 </Node>
6851 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0946558341383934e-02" cType="1" res="-4.2096562683582306e-03" rms="4.5399740338325500e-01" purity="5.1486849784851074e-01" nType="0">
6852 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9190680943429470e-03" rms="4.5591068267822266e-01" purity="4.8910552263259888e-01" nType="-99"/>
6853 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6940329484641552e-03" rms="4.4708499312400818e-01" purity="5.9521597623825073e-01" nType="-99"/>
6854 </Node>
6855 </Node>
6856 </BinaryTree>
6857 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="599">
6858 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="6.3804280944168568e-03" rms="4.4612395763397217e-01" purity="5.0547569990158081e-01" nType="0">
6859 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-4.3578823097050190e-03" rms="4.3559789657592773e-01" purity="4.6789905428886414e-01" nType="0">
6860 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1306175962090492e-02" rms="3.8634502887725830e-01" purity="3.3064138889312744e-01" nType="-99"/>
6861 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5460143852978945e-04" rms="4.4531729817390442e-01" purity="4.9798220396041870e-01" nType="-99"/>
6862 </Node>
6863 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.2285715103149414e+01" cType="1" res="2.0778987556695938e-02" rms="4.5946627855300903e-01" purity="5.5586057901382446e-01" nType="0">
6864 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1269033253192902e-03" rms="4.5945319533348083e-01" purity="5.6823033094406128e-01" nType="-99"/>
6865 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0508126839995384e-03" rms="4.5733708143234253e-01" purity="5.1982343196868896e-01" nType="-99"/>
6866 </Node>
6867 </Node>
6868 </BinaryTree>
6869 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="600">
6870 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-4.4638621620833874e-03" rms="4.5107138156890869e-01" purity="4.8694002628326416e-01" nType="0">
6871 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2845986783504486e-02" cType="1" res="-1.3955003581941128e-02" rms="4.4457808136940002e-01" purity="4.7715765237808228e-01" nType="0">
6872 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1502347663044930e-03" rms="4.4248482584953308e-01" purity="4.7976550459861755e-01" nType="-99"/>
6873 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1494481712579727e-02" rms="4.6691024303436279e-01" purity="4.3951737880706787e-01" nType="-99"/>
6874 </Node>
6875 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6661565750837326e-02" cType="1" res="2.0246779546141624e-02" rms="4.6664944291114807e-01" purity="5.1240879297256470e-01" nType="0">
6876 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9632376972585917e-03" rms="4.7452479600906372e-01" purity="4.4182306528091431e-01" nType="-99"/>
6877 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2950099073350430e-02" rms="4.5484641194343567e-01" purity="5.9185755252838135e-01" nType="-99"/>
6878 </Node>
6879 </Node>
6880 </BinaryTree>
6881 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="601">
6882 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.3536606431007385e-01" cType="1" res="-4.8943713773041964e-04" rms="4.4882416725158691e-01" purity="4.9727684259414673e-01" nType="0">
6883 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0497125238180161e-01" cType="1" res="8.4520373493432999e-03" rms="4.4100669026374817e-01" purity="4.3803790211677551e-01" nType="0">
6884 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.4829395636916161e-03" rms="3.5980457067489624e-01" purity="1.9215448200702667e-01" nType="-99"/>
6885 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5790751464664936e-03" rms="4.6587514877319336e-01" purity="5.2529066801071167e-01" nType="-99"/>
6886 </Node>
6887 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-2.2668465971946716e-02" rms="4.6691292524337769e-01" purity="6.4421713352203369e-01" nType="0">
6888 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5380512699484825e-02" rms="4.7908577322959900e-01" purity="5.2745896577835083e-01" nType="-99"/>
6889 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4061813969165087e-04" rms="4.6155607700347900e-01" purity="6.7159134149551392e-01" nType="-99"/>
6890 </Node>
6891 </Node>
6892 </BinaryTree>
6893 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="602">
6894 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1699202060699463e-01" cType="1" res="-1.1124921031296253e-02" rms="4.4415777921676636e-01" purity="4.8790293931961060e-01" nType="0">
6895 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.5499491989612579e-01" cType="1" res="-3.0947107821702957e-02" rms="4.0492507815361023e-01" purity="2.8411683440208435e-01" nType="0">
6896 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6167527064681053e-02" rms="3.6728611588478088e-01" purity="2.0516064763069153e-01" nType="-99"/>
6897 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1508083231747150e-03" rms="4.7687250375747681e-01" purity="4.6615514159202576e-01" nType="-99"/>
6898 </Node>
6899 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="3.7631397135555744e-03" rms="4.7093439102172852e-01" purity="6.4096277952194214e-01" nType="0">
6900 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0491003892384470e-04" rms="4.7115197777748108e-01" purity="6.3804405927658081e-01" nType="-99"/>
6901 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6689836978912354e-02" rms="4.6171292662620544e-01" purity="6.7980945110321045e-01" nType="-99"/>
6902 </Node>
6903 </Node>
6904 </BinaryTree>
6905 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="603">
6906 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.8998922109603882e+00" cType="1" res="1.8766191788017750e-03" rms="4.4222518801689148e-01" purity="5.0405085086822510e-01" nType="0">
6907 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="-1.3675681548193097e-03" rms="4.4336807727813721e-01" purity="4.8866063356399536e-01" nType="0">
6908 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1230714153498411e-03" rms="4.4096994400024414e-01" purity="4.8474878072738647e-01" nType="-99"/>
6909 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2113671749830246e-02" rms="4.7931933403015137e-01" purity="5.5572664737701416e-01" nType="-99"/>
6910 </Node>
6911 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4298452995717525e-02" cType="1" res="4.1100479662418365e-02" rms="4.2621606588363647e-01" purity="6.9012618064880371e-01" nType="0">
6912 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9401310011744499e-02" rms="4.0913009643554688e-01" purity="7.2831606864929199e-01" nType="-99"/>
6913 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3849672228097916e-04" rms="4.4120642542839050e-01" purity="6.4542716741561890e-01" nType="-99"/>
6914 </Node>
6915 </Node>
6916 </BinaryTree>
6917 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="604">
6918 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1897341012954712e+00" cType="1" res="1.0720202699303627e-02" rms="4.4937965273857117e-01" purity="5.0871741771697998e-01" nType="0">
6919 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6662402078509331e-02" cType="1" res="1.8794708885252476e-03" rms="4.5024833083152771e-01" purity="4.7656852006912231e-01" nType="0">
6920 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0461022183299065e-03" rms="4.5092821121215820e-01" purity="4.6025478839874268e-01" nType="-99"/>
6921 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.0293758288025856e-03" rms="4.4786357879638672e-01" purity="5.0124162435531616e-01" nType="-99"/>
6922 </Node>
6923 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5274569466710091e-03" cType="1" res="6.1089422553777695e-02" rms="4.4102972745895386e-01" purity="6.9188255071640015e-01" nType="0">
6924 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8279413022100925e-03" rms="4.4098457694053650e-01" purity="6.6287726163864136e-01" nType="-99"/>
6925 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8491925671696663e-02" rms="4.3955352902412415e-01" purity="7.0696312189102173e-01" nType="-99"/>
6926 </Node>
6927 </Node>
6928 </BinaryTree>
6929 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="605">
6930 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="8.5018249228596687e-03" rms="4.4737231731414795e-01" purity="5.0636684894561768e-01" nType="0">
6931 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4188034534454346e+00" cType="1" res="2.0079137757420540e-02" rms="4.4059365987777710e-01" purity="5.1203358173370361e-01" nType="0">
6932 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3523235730826855e-03" rms="4.3897548317909241e-01" purity="4.9776318669319153e-01" nType="-99"/>
6933 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6506581604480743e-03" rms="4.5160168409347534e-01" purity="6.3177704811096191e-01" nType="-99"/>
6934 </Node>
6935 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3814709857106209e-03" cType="1" res="-7.8513929620385170e-03" rms="4.5627573132514954e-01" purity="4.9836242198944092e-01" nType="0">
6936 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3365003988146782e-02" rms="4.5052963495254517e-01" purity="4.3726518750190735e-01" nType="-99"/>
6937 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1101243328303099e-03" rms="4.5536372065544128e-01" purity="5.0973719358444214e-01" nType="-99"/>
6938 </Node>
6939 </Node>
6940 </BinaryTree>
6941 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="606">
6942 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.2063191970810294e-03" rms="4.4616022706031799e-01" purity="4.9570959806442261e-01" nType="0">
6943 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3807527031749487e-03" cType="1" res="-1.3571803458034992e-02" rms="4.3916425108909607e-01" purity="4.7206977009773254e-01" nType="0">
6944 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0924619212746620e-03" rms="4.4380727410316467e-01" purity="5.5311602354049683e-01" nType="-99"/>
6945 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9980945661664009e-03" rms="4.3740755319595337e-01" purity="4.5195320248603821e-01" nType="-99"/>
6946 </Node>
6947 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="6.5094608068466187e-01" cType="1" res="1.4294515363872051e-02" rms="4.5430296659469604e-01" purity="5.2534341812133789e-01" nType="0">
6948 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0631840713322163e-03" rms="4.5237532258033752e-01" purity="5.1010382175445557e-01" nType="-99"/>
6949 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2594345547258854e-03" rms="4.6414211392402649e-01" purity="6.2563842535018921e-01" nType="-99"/>
6950 </Node>
6951 </Node>
6952 </BinaryTree>
6953 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="607">
6954 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4307407438755035e-01" cType="1" res="1.2128999456763268e-02" rms="4.4450610876083374e-01" purity="5.1596915721893311e-01" nType="0">
6955 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.2038917243480682e-01" cType="1" res="-1.3329117558896542e-02" rms="3.8234415650367737e-01" purity="2.2510573267936707e-01" nType="0">
6956 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9539065957069397e-03" rms="3.6357653141021729e-01" purity="1.9062365591526031e-01" nType="-99"/>
6957 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7824739217758179e-02" rms="4.7855052351951599e-01" purity="4.5289707183837891e-01" nType="-99"/>
6958 </Node>
6959 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0952416360378265e-02" cType="1" res="2.2811047732830048e-02" rms="4.6772441267967224e-01" purity="6.3801336288452148e-01" nType="0">
6960 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3521793819963932e-03" rms="4.6625357866287231e-01" purity="6.4452105760574341e-01" nType="-99"/>
6961 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7973231151700020e-03" rms="4.7073587775230408e-01" purity="6.1861389875411987e-01" nType="-99"/>
6962 </Node>
6963 </Node>
6964 </BinaryTree>
6965 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="608">
6966 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9047625362873077e-02" cType="1" res="-7.9780910164117813e-03" rms="4.4571766257286072e-01" purity="4.9932360649108887e-01" nType="0">
6967 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.9744815379381180e-03" cType="1" res="1.7809269484132528e-03" rms="4.4051784276962280e-01" purity="4.8743936419487000e-01" nType="0">
6968 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0372669678181410e-03" rms="4.4200691580772400e-01" purity="4.6727651357650757e-01" nType="-99"/>
6969 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7800511606037617e-03" rms="4.3545788526535034e-01" purity="5.4112094640731812e-01" nType="-99"/>
6970 </Node>
6971 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-2.5201296433806419e-02" rms="4.5423829555511475e-01" purity="5.2029740810394287e-01" nType="0">
6972 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6206111758947372e-02" rms="4.2980396747589111e-01" purity="3.9423567056655884e-01" nType="-99"/>
6973 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8172181230038404e-03" rms="4.5892143249511719e-01" purity="5.4783183336257935e-01" nType="-99"/>
6974 </Node>
6975 </Node>
6976 </BinaryTree>
6977 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="609">
6978 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="8.4294349653646350e-04" rms="4.4913664460182190e-01" purity="4.9788731336593628e-01" nType="0">
6979 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.3333333969116211e+01" cType="1" res="-4.0346104651689529e-03" rms="4.4709104299545288e-01" purity="4.9339988827705383e-01" nType="0">
6980 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6172151127830148e-04" rms="4.4724440574645996e-01" purity="4.9482366442680359e-01" nType="-99"/>
6981 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0507770180702209e-03" rms="4.4514483213424683e-01" purity="4.8696660995483398e-01" nType="-99"/>
6982 </Node>
6983 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0850612223148346e-01" cType="1" res="5.4986372590065002e-02" rms="4.6784502267837524e-01" purity="5.4769992828369141e-01" nType="0">
6984 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3970399051904678e-02" rms="4.6088388562202454e-01" purity="4.4105792045593262e-01" nType="-99"/>
6985 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2050842419266701e-03" rms="4.7125208377838135e-01" purity="6.5497982501983643e-01" nType="-99"/>
6986 </Node>
6987 </Node>
6988 </BinaryTree>
6989 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="610">
6990 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4523811340332031e+01" cType="1" res="6.1883949674665928e-03" rms="4.4676896929740906e-01" purity="5.0689959526062012e-01" nType="0">
6991 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8087960332632065e-02" cType="1" res="8.3443718031048775e-03" rms="4.4690501689910889e-01" purity="5.0966739654541016e-01" nType="0">
6992 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7316707251593471e-04" rms="4.4651669263839722e-01" purity="4.9894791841506958e-01" nType="-99"/>
6993 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2502765581011772e-03" rms="4.4832524657249451e-01" purity="5.7616734504699707e-01" nType="-99"/>
6994 </Node>
6995 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8457731232047081e-02" rms="4.3312323093414307e-01" purity="3.9887547492980957e-01" nType="-99"/>
6996 </Node>
6997 </BinaryTree>
6998 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="611">
6999 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1428382024168968e-02" cType="1" res="-2.1431108471006155e-03" rms="4.5001783967018127e-01" purity="4.9624210596084595e-01" nType="0">
7000 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1662610769271851e-01" cType="1" res="-1.3932584784924984e-02" rms="4.4669327139854431e-01" purity="4.6050754189491272e-01" nType="0">
7001 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2267864122986794e-03" rms="4.4056138396263123e-01" purity="4.0686297416687012e-01" nType="-99"/>
7002 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5739584602415562e-03" rms="4.6549803018569946e-01" purity="6.4439415931701660e-01" nType="-99"/>
7003 </Node>
7004 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.7754733115434647e-02" cType="1" res="1.8604975193738937e-02" rms="4.5506864786148071e-01" purity="5.5913078784942627e-01" nType="0">
7005 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0015916079282761e-02" rms="4.5399174094200134e-01" purity="5.8811217546463013e-01" nType="-99"/>
7006 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4784580133855343e-03" rms="4.5392927527427673e-01" purity="5.0716024637222290e-01" nType="-99"/>
7007 </Node>
7008 </Node>
7009 </BinaryTree>
7010 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="612">
7011 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.6343578100204468e+00" cType="1" res="9.5866145566105843e-03" rms="4.4928681850433350e-01" purity="5.0613957643508911e-01" nType="0">
7012 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8565568849444389e-02" cType="1" res="5.2258446812629700e-03" rms="4.5175674557685852e-01" purity="4.8735895752906799e-01" nType="0">
7013 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6871689371764660e-03" rms="4.4868639111518860e-01" purity="4.8273056745529175e-01" nType="-99"/>
7014 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1248545534908772e-03" rms="4.6019679307937622e-01" purity="5.0237119197845459e-01" nType="-99"/>
7015 </Node>
7016 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8596459180116653e-02" rms="4.0554639697074890e-01" purity="7.8413701057434082e-01" nType="-99"/>
7017 </Node>
7018 </BinaryTree>
7019 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="613">
7020 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1939265727996826e-01" cType="1" res="9.9926404654979706e-03" rms="4.4904610514640808e-01" purity="5.0920283794403076e-01" nType="0">
7021 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.4552066326141357e-01" cType="1" res="1.5546721406280994e-02" rms="4.4404470920562744e-01" purity="4.7417810559272766e-01" nType="0">
7022 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7611101977527142e-03" rms="4.4535920023918152e-01" purity="4.5270344614982605e-01" nType="-99"/>
7023 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9345344975590706e-02" rms="4.2007964849472046e-01" purity="7.7187359333038330e-01" nType="-99"/>
7024 </Node>
7025 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="8.7542593479156494e-01" cType="1" res="-8.4976954385638237e-03" rms="4.6483126282691956e-01" purity="6.2580513954162598e-01" nType="0">
7026 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0827015154063702e-02" rms="4.7237816452980042e-01" purity="5.3349137306213379e-01" nType="-99"/>
7027 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3230253979563713e-03" rms="4.5660945773124695e-01" purity="6.9537764787673950e-01" nType="-99"/>
7028 </Node>
7029 </Node>
7030 </BinaryTree>
7031 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="614">
7032 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="-5.5124303326010704e-03" rms="4.5011448860168457e-01" purity="4.9329411983489990e-01" nType="0">
7033 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.5483469963073730e-01" cType="1" res="1.1954330839216709e-02" rms="4.4585290551185608e-01" purity="4.8463264107704163e-01" nType="0">
7034 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2818707190454006e-03" rms="4.4102573394775391e-01" purity="4.6704912185668945e-01" nType="-99"/>
7035 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0116716846823692e-02" rms="4.7148203849792480e-01" purity="5.9550851583480835e-01" nType="-99"/>
7036 </Node>
7037 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.2945522069931030e-01" cType="1" res="-3.2100848853588104e-02" rms="4.5524048805236816e-01" purity="5.0647890567779541e-01" nType="0">
7038 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2498538494110107e-03" rms="4.4206720590591431e-01" purity="4.5879209041595459e-01" nType="-99"/>
7039 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5641303732991219e-02" rms="4.7740837931632996e-01" purity="5.9760344028472900e-01" nType="-99"/>
7040 </Node>
7041 </Node>
7042 </BinaryTree>
7043 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="615">
7044 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="5.8281193487346172e-03" rms="4.4992834329605103e-01" purity="5.0147169828414917e-01" nType="0">
7045 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.5714287757873535e+00" cType="1" res="-1.3718654401600361e-02" rms="4.4072094559669495e-01" purity="4.6662700176239014e-01" nType="0">
7046 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0441828519105911e-02" rms="4.1153490543365479e-01" purity="3.4457376599311829e-01" nType="-99"/>
7047 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7017065808176994e-03" rms="4.4319543242454529e-01" purity="4.7869053483009338e-01" nType="-99"/>
7048 </Node>
7049 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4622750282287598e-01" cType="1" res="2.6584565639495850e-02" rms="4.5859244465827942e-01" purity="5.3847277164459229e-01" nType="0">
7050 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5244383364915848e-02" rms="4.4616472721099854e-01" purity="3.4089025855064392e-01" nType="-99"/>
7051 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4580752942711115e-03" rms="4.6419727802276611e-01" purity="6.4175128936767578e-01" nType="-99"/>
7052 </Node>
7053 </Node>
7054 </BinaryTree>
7055 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="616">
7056 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.5044916868209839e-01" cType="1" res="7.4285659939050674e-03" rms="4.5306035876274109e-01" purity="5.0589275360107422e-01" nType="0">
7057 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.7263562977313995e-01" cType="1" res="4.6782105346210301e-04" rms="4.5093694329261780e-01" purity="4.3069320917129517e-01" nType="0">
7058 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8048819452524185e-03" rms="4.2261961102485657e-01" purity="3.0760425329208374e-01" nType="-99"/>
7059 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6450885497033596e-03" rms="4.7669935226440430e-01" purity="5.5874007940292358e-01" nType="-99"/>
7060 </Node>
7061 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6000000000000000e+01" cType="1" res="2.4028446525335312e-02" rms="4.5765742659568787e-01" purity="6.8522751331329346e-01" nType="0">
7062 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7688585519790649e-03" rms="4.4704514741897583e-01" purity="7.0681262016296387e-01" nType="-99"/>
7063 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3552861239295453e-04" rms="4.7107258439064026e-01" purity="6.5480226278305054e-01" nType="-99"/>
7064 </Node>
7065 </Node>
7066 </BinaryTree>
7067 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="617">
7068 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="6.0852072201669216e-03" rms="4.4988214969635010e-01" purity="5.0535881519317627e-01" nType="0">
7069 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4219344556331635e-01" cType="1" res="3.0392920598387718e-03" rms="4.4930425286293030e-01" purity="5.0370162725448608e-01" nType="0">
7070 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2596228197216988e-03" rms="4.0400972962379456e-01" purity="2.5144445896148682e-01" nType="-99"/>
7071 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9836917100474238e-04" rms="4.6812367439270020e-01" purity="6.1718475818634033e-01" nType="-99"/>
7072 </Node>
7073 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6106305643916130e-02" rms="4.5715412497520447e-01" purity="5.3975248336791992e-01" nType="-99"/>
7074 </Node>
7075 </BinaryTree>
7076 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="618">
7077 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0947158113121986e-02" cType="1" res="-3.5466285771690309e-04" rms="4.4677141308784485e-01" purity="4.9986696243286133e-01" nType="0">
7078 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9156901165843010e-02" cType="1" res="4.7111306339502335e-03" rms="4.4277849793434143e-01" purity="4.9295148253440857e-01" nType="0">
7079 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2572270184755325e-04" rms="4.3700128793716431e-01" purity="4.7754248976707458e-01" nType="-99"/>
7080 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3371317014098167e-03" rms="4.6302220225334167e-01" purity="5.5216652154922485e-01" nType="-99"/>
7081 </Node>
7082 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4551290571689606e-02" cType="1" res="-1.9501745700836182e-02" rms="4.6104902029037476e-01" purity="5.2600520849227905e-01" nType="0">
7083 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.7397305071353912e-03" rms="4.5836740732192993e-01" purity="5.1251250505447388e-01" nType="-99"/>
7084 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5197631269693375e-03" rms="4.6308857202529907e-01" purity="5.6092810630798340e-01" nType="-99"/>
7085 </Node>
7086 </Node>
7087 </BinaryTree>
7088 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="619">
7089 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="8.1553407653700560e-06" rms="4.4684621691703796e-01" purity="5.0041276216506958e-01" nType="0">
7090 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7613088972866535e-03" cType="1" res="-1.2146571651101112e-02" rms="4.4139963388442993e-01" purity="4.5779448747634888e-01" nType="0">
7091 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7765745370707009e-06" rms="4.4863575696945190e-01" purity="4.9418824911117554e-01" nType="-99"/>
7092 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5361177548766136e-03" rms="4.3271940946578979e-01" purity="4.1689905524253845e-01" nType="-99"/>
7093 </Node>
7094 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="1.6168365254998207e-02" rms="4.5348224043846130e-01" purity="5.5707550048828125e-01" nType="0">
7095 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.7687539160251617e-03" rms="4.4616952538490295e-01" purity="5.7748246192932129e-01" nType="-99"/>
7096 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2101703584194183e-03" rms="4.6681174635887146e-01" purity="5.1358652114868164e-01" nType="-99"/>
7097 </Node>
7098 </Node>
7099 </BinaryTree>
7100 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="620">
7101 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="5.8132158592343330e-03" rms="4.5076075196266174e-01" purity="5.0267529487609863e-01" nType="0">
7102 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3044099211692810e-01" cType="1" res="1.4482997357845306e-02" rms="4.4308441877365112e-01" purity="5.0591850280761719e-01" nType="0">
7103 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1831425363197923e-03" rms="4.3855935335159302e-01" purity="3.9603972434997559e-01" nType="-99"/>
7104 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6191150583326817e-03" rms="4.5051166415214539e-01" purity="7.0253139734268188e-01" nType="-99"/>
7105 </Node>
7106 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.5857143402099609e+01" cType="1" res="-6.8668825551867485e-03" rms="4.6146485209465027e-01" purity="4.9793189764022827e-01" nType="0">
7107 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2085717432200909e-03" rms="4.6169975399971008e-01" purity="4.8998028039932251e-01" nType="-99"/>
7108 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7157442942261696e-03" rms="4.5733699202537537e-01" purity="5.3249812126159668e-01" nType="-99"/>
7109 </Node>
7110 </Node>
7111 </BinaryTree>
7112 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="621">
7113 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7623142600059509e-03" cType="1" res="-9.7501371055841446e-03" rms="4.5172688364982605e-01" purity="4.8842528462409973e-01" nType="0">
7114 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.9475826304405928e-03" cType="1" res="-3.6559749394655228e-02" rms="4.4249826669692993e-01" purity="4.6067982912063599e-01" nType="0">
7115 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9666636623442173e-03" rms="4.5316007733345032e-01" purity="5.0075691938400269e-01" nType="-99"/>
7116 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0240657031536102e-02" rms="4.1245517134666443e-01" purity="3.6287632584571838e-01" nType="-99"/>
7117 </Node>
7118 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1454417705535889e+00" cType="1" res="1.1552684009075165e-03" rms="4.5497554540634155e-01" purity="4.9971136450767517e-01" nType="0">
7119 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2699662474915385e-03" rms="4.5340409874916077e-01" purity="4.9697425961494446e-01" nType="-99"/>
7120 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7455291002988815e-02" rms="4.7667965292930603e-01" purity="5.4999548196792603e-01" nType="-99"/>
7121 </Node>
7122 </Node>
7123 </BinaryTree>
7124 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="622">
7125 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5713560879230499e-02" cType="1" res="-1.0939022526144981e-02" rms="4.4949585199356079e-01" purity="4.8719078302383423e-01" nType="0">
7126 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.6200268268585205e+00" cType="1" res="-4.5341886579990387e-03" rms="4.4741988182067871e-01" purity="4.9008274078369141e-01" nType="0">
7127 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8064786824397743e-04" rms="4.4709467887878418e-01" purity="4.8839288949966431e-01" nType="-99"/>
7128 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9281731918454170e-02" rms="4.5028823614120483e-01" purity="5.3876441717147827e-01" nType="-99"/>
7129 </Node>
7130 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8441192358732224e-02" cType="1" res="-4.9771409481763840e-02" rms="4.5997712016105652e-01" purity="4.6965682506561279e-01" nType="0">
7131 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3911666125059128e-02" rms="4.5515421032905579e-01" purity="4.2174896597862244e-01" nType="-99"/>
7132 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6216088384389877e-03" rms="4.6021798253059387e-01" purity="4.8057484626770020e-01" nType="-99"/>
7133 </Node>
7134 </Node>
7135 </BinaryTree>
7136 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="623">
7137 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-3.2154957298189402e-03" rms="4.4892773032188416e-01" purity="4.9277094006538391e-01" nType="0">
7138 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1930127143859863e+00" cType="1" res="-6.3495095819234848e-03" rms="4.4637623429298401e-01" purity="4.9167144298553467e-01" nType="0">
7139 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5488561950623989e-03" rms="4.4541338086128235e-01" purity="4.6656152606010437e-01" nType="-99"/>
7140 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4138776138424873e-03" rms="4.5172551274299622e-01" purity="6.5389293432235718e-01" nType="-99"/>
7141 </Node>
7142 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2642394751310349e-02" rms="4.8963966965675354e-01" purity="5.1282095909118652e-01" nType="-99"/>
7143 </Node>
7144 </BinaryTree>
7145 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="624">
7146 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3815110325813293e-03" cType="1" res="4.7676800750195980e-03" rms="4.4814440608024597e-01" purity="5.0512319803237915e-01" nType="0">
7147 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4478863179683685e-01" cType="1" res="-3.2217342406511307e-02" rms="4.5642149448394775e-01" purity="4.8618224263191223e-01" nType="0">
7148 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6183878071606159e-04" rms="4.3752238154411316e-01" purity="3.1296297907829285e-01" nType="-99"/>
7149 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3841803185641766e-02" rms="4.6882382035255432e-01" purity="6.1916995048522949e-01" nType="-99"/>
7150 </Node>
7151 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="1.2237961404025555e-02" rms="4.4608190655708313e-01" purity="5.0894892215728760e-01" nType="0">
7152 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0191116062924266e-04" rms="4.4539824128150940e-01" purity="4.9411502480506897e-01" nType="-99"/>
7153 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0247540660202503e-02" rms="4.4682484865188599e-01" purity="5.5639809370040894e-01" nType="-99"/>
7154 </Node>
7155 </Node>
7156 </BinaryTree>
7157 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="625">
7158 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-2.0774235599674284e-04" rms="4.4930452108383179e-01" purity="4.9795079231262207e-01" nType="0">
7159 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.0952382087707520e+00" cType="1" res="-2.9021296650171280e-02" rms="4.2123490571975708e-01" purity="3.7392303347587585e-01" nType="0">
7160 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3486353456974030e-03" rms="4.2017984390258789e-01" purity="3.8457500934600830e-01" nType="-99"/>
7161 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6416890546679497e-02" rms="4.2086443305015564e-01" purity="3.5720565915107727e-01" nType="-99"/>
7162 </Node>
7163 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1421167999505997e-02" cType="1" res="6.1247739940881729e-03" rms="4.5499712228775024e-01" purity="5.2520906925201416e-01" nType="0">
7164 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8666667640209198e-04" rms="4.5183166861534119e-01" purity="4.9315798282623291e-01" nType="-99"/>
7165 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4934633187949657e-03" rms="4.6040150523185730e-01" purity="5.8349126577377319e-01" nType="-99"/>
7166 </Node>
7167 </Node>
7168 </BinaryTree>
7169 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="626">
7170 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="-5.4197036661207676e-04" rms="4.4771149754524231e-01" purity="4.9976414442062378e-01" nType="0">
7171 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8095094263553619e-02" cType="1" res="1.5931172296404839e-02" rms="4.4079571962356567e-01" purity="5.1166427135467529e-01" nType="0">
7172 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4902342809364200e-03" rms="4.3817239999771118e-01" purity="4.9754855036735535e-01" nType="-99"/>
7173 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7599070444703102e-02" rms="4.5142158865928650e-01" purity="5.9456676244735718e-01" nType="-99"/>
7174 </Node>
7175 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.8285713195800781e+01" cType="1" res="-3.1721197068691254e-02" rms="4.5890104770660400e-01" purity="4.7724044322967529e-01" nType="0">
7176 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0082257948815823e-03" rms="4.5953795313835144e-01" purity="4.8693743348121643e-01" nType="-99"/>
7177 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0435152575373650e-02" rms="4.5139664411544800e-01" purity="4.2456045746803284e-01" nType="-99"/>
7178 </Node>
7179 </Node>
7180 </BinaryTree>
7181 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="627">
7182 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5708092153072357e-02" cType="1" res="-2.5542625226080418e-03" rms="4.4938260316848755e-01" purity="4.9186486005783081e-01" nType="0">
7183 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.3591257855296135e-02" cType="1" res="-7.1361386217176914e-03" rms="4.4553098082542419e-01" purity="4.8311686515808105e-01" nType="0">
7184 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9502461226657033e-04" rms="4.3863135576248169e-01" purity="4.6386194229125977e-01" nType="-99"/>
7185 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8035738766193390e-03" rms="4.5702660083770752e-01" purity="5.1726531982421875e-01" nType="-99"/>
7186 </Node>
7187 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0487851947546005e-02" cType="1" res="2.2115696221590042e-02" rms="4.6880894899368286e-01" purity="5.3896617889404297e-01" nType="0">
7188 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6069477424025536e-02" rms="4.5960131287574768e-01" purity="5.9967625141143799e-01" nType="-99"/>
7189 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9155461341142654e-03" rms="4.7187888622283936e-01" purity="5.0125575065612793e-01" nType="-99"/>
7190 </Node>
7191 </Node>
7192 </BinaryTree>
7193 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="628">
7194 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3327065408229828e-02" cType="1" res="-3.5225299652665854e-03" rms="4.5126691460609436e-01" purity="4.9134287238121033e-01" nType="0">
7195 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6666387319564819e+00" cType="1" res="-1.2272752821445465e-02" rms="4.5081725716590881e-01" purity="4.7023710608482361e-01" nType="0">
7196 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7642198363319039e-03" rms="4.5055440068244934e-01" purity="4.6248686313629150e-01" nType="-99"/>
7197 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9264843314886093e-02" rms="4.4883617758750916e-01" purity="5.6923711299896240e-01" nType="-99"/>
7198 </Node>
7199 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.9000000000000000e+01" cType="1" res="2.9068939387798309e-02" rms="4.5144799351692200e-01" purity="5.6995445489883423e-01" nType="0">
7200 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9015049636363983e-03" rms="4.4787243008613586e-01" purity="5.8305168151855469e-01" nType="-99"/>
7201 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3880637474358082e-02" rms="4.6416392922401428e-01" purity="4.8462104797363281e-01" nType="-99"/>
7202 </Node>
7203 </Node>
7204 </BinaryTree>
7205 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="629">
7206 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5230317860841751e-02" cType="1" res="-9.8697179928421974e-03" rms="4.4915503263473511e-01" purity="4.8532232642173767e-01" nType="0">
7207 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.2542009353637695e-02" rms="4.4761589169502258e-01" purity="4.8033639788627625e-01" nType="0">
7208 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3602952286601067e-03" rms="4.3693447113037109e-01" purity="4.4292896986007690e-01" nType="-99"/>
7209 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0591489262878895e-03" rms="4.5455494523048401e-01" purity="5.0576305389404297e-01" nType="-99"/>
7210 </Node>
7211 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8948959708213806e-03" rms="4.7182533144950867e-01" purity="5.6832045316696167e-01" nType="-99"/>
7212 </Node>
7213 </BinaryTree>
7214 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="630">
7215 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3108876943588257e+00" cType="1" res="1.6580238938331604e-02" rms="4.4777104258537292e-01" purity="5.1670378446578979e-01" nType="0">
7216 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.1095588207244873e-01" cType="1" res="2.0503448322415352e-02" rms="4.4676959514617920e-01" purity="5.0749683380126953e-01" nType="0">
7217 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6649829922243953e-03" rms="4.4076764583587646e-01" purity="3.8728767633438110e-01" nType="-99"/>
7218 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4771217554807663e-03" rms="4.5492073893547058e-01" purity="6.9034397602081299e-01" nType="-99"/>
7219 </Node>
7220 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0081087239086628e-02" rms="4.5840081572532654e-01" purity="6.5238571166992188e-01" nType="-99"/>
7221 </Node>
7222 </BinaryTree>
7223 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="631">
7224 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3932416737079620e-01" cType="1" res="4.1071595624089241e-03" rms="4.5063072443008423e-01" purity="5.0332778692245483e-01" nType="0">
7225 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="2.1681582555174828e-02" rms="4.0565961599349976e-01" purity="2.5962644815444946e-01" nType="0">
7226 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8935857117176056e-02" rms="2.2508299350738525e-01" purity="4.9935981631278992e-02" nType="-99"/>
7227 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6017085015773773e-03" rms="4.2732328176498413e-01" purity="2.9456850886344910e-01" nType="-99"/>
7228 </Node>
7229 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.1220301389694214e-01" cType="1" res="-3.7009238731116056e-03" rms="4.6901875734329224e-01" purity="6.1160105466842651e-01" nType="0">
7230 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9397888574749231e-03" rms="4.7506549954414368e-01" purity="5.9289026260375977e-01" nType="-99"/>
7231 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9882107414305210e-03" rms="4.5173227787017822e-01" purity="6.6087090969085693e-01" nType="-99"/>
7232 </Node>
7233 </Node>
7234 </BinaryTree>
7235 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="632">
7236 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9044389948248863e-02" cType="1" res="-3.0527026392519474e-03" rms="4.5241132378578186e-01" purity="4.9094462394714355e-01" nType="0">
7237 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.9285715103149414e+01" cType="1" res="3.9420519024133682e-03" rms="4.4736582040786743e-01" purity="4.7135049104690552e-01" nType="0">
7238 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2336235269904137e-03" rms="4.3451792001724243e-01" purity="4.4954550266265869e-01" nType="-99"/>
7239 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8734919875860214e-03" rms="4.6711221337318420e-01" purity="5.0743031501770020e-01" nType="-99"/>
7240 </Node>
7241 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.6729127168655396e-02" cType="1" res="-1.4622456394135952e-02" rms="4.6040236949920654e-01" purity="5.2335453033447266e-01" nType="0">
7242 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3612110465764999e-03" rms="4.5444282889366150e-01" purity="5.0697994232177734e-01" nType="-99"/>
7243 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1466600485146046e-03" rms="4.6722292900085449e-01" purity="5.4651641845703125e-01" nType="-99"/>
7244 </Node>
7245 </Node>
7246 </BinaryTree>
7247 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="633">
7248 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="5.6153330951929092e-03" rms="4.5487833023071289e-01" purity="5.0102579593658447e-01" nType="0">
7249 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9047625362873077e-02" cType="1" res="1.4433064498007298e-03" rms="4.5366564393043518e-01" purity="4.9818122386932373e-01" nType="0">
7250 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0626710504293442e-03" rms="4.4827109575271606e-01" purity="4.8467361927032471e-01" nType="-99"/>
7251 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0452196262776852e-03" rms="4.6221563220024109e-01" purity="5.2143973112106323e-01" nType="-99"/>
7252 </Node>
7253 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8736665844917297e-02" rms="4.7287857532501221e-01" purity="5.8025407791137695e-01" nType="-99"/>
7254 </Node>
7255 </BinaryTree>
7256 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="634">
7257 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.5564709901809692e-01" cType="1" res="-5.9762913733720779e-03" rms="4.4505637884140015e-01" purity="4.9676999449729919e-01" nType="0">
7258 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.0512944459915161e-01" cType="1" res="-1.2507991865277290e-02" rms="4.4387805461883545e-01" purity="4.5114052295684814e-01" nType="0">
7259 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1252192091196775e-03" rms="4.4122260808944702e-01" purity="4.4802251458168030e-01" nType="-99"/>
7260 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2916333973407745e-02" rms="4.7157755494117737e-01" purity="4.8802283406257629e-01" nType="-99"/>
7261 </Node>
7262 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.6899756193161011e+00" cType="1" res="2.1200131624937057e-02" rms="4.4890663027763367e-01" purity="6.8662011623382568e-01" nType="0">
7263 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1561515107750893e-03" rms="4.5344284176826477e-01" purity="6.9146186113357544e-01" nType="-99"/>
7264 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0940575739368796e-03" rms="4.3960615992546082e-01" purity="6.7807382345199585e-01" nType="-99"/>
7265 </Node>
7266 </Node>
7267 </BinaryTree>
7268 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="635">
7269 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="-6.8310322239995003e-04" rms="4.4929099082946777e-01" purity="4.9616774916648865e-01" nType="0">
7270 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1342401849105954e-03" cType="1" res="-3.5106953233480453e-02" rms="4.4799873232841492e-01" purity="4.8175001144409180e-01" nType="0">
7271 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0039747729897499e-03" rms="4.5807051658630371e-01" purity="5.4342991113662720e-01" nType="-99"/>
7272 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5065438821911812e-02" rms="4.2681387066841125e-01" purity="4.0907603502273560e-01" nType="-99"/>
7273 </Node>
7274 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6345866918563843e+00" cType="1" res="5.9315846301615238e-03" rms="4.4923684000968933e-01" purity="4.9893820285797119e-01" nType="0">
7275 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3495443747378886e-04" rms="4.5120960474014282e-01" purity="4.8071023821830750e-01" nType="-99"/>
7276 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9171176478266716e-02" rms="4.1199097037315369e-01" purity="7.6884442567825317e-01" nType="-99"/>
7277 </Node>
7278 </Node>
7279 </BinaryTree>
7280 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="636">
7281 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="-2.6297243312001228e-03" rms="4.5367839932441711e-01" purity="4.8916015028953552e-01" nType="0">
7282 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.0569337010383606e-01" cType="1" res="1.5163877047598362e-02" rms="4.1069993376731873e-01" purity="2.4437452852725983e-01" nType="0">
7283 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7666134759783745e-02" rms="3.5762077569961548e-01" purity="1.5902179479598999e-01" nType="-99"/>
7284 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3180588323157281e-04" rms="4.3120190501213074e-01" purity="2.8224766254425049e-01" nType="-99"/>
7285 </Node>
7286 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7614132054150105e-03" cType="1" res="-1.0877643711864948e-02" rms="4.7204807400703430e-01" purity="6.0262632369995117e-01" nType="0">
7287 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4293095171451569e-03" rms="4.6841365098953247e-01" purity="5.9980106353759766e-01" nType="-99"/>
7288 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9397683101706207e-04" rms="4.7278538346290588e-01" purity="6.0351645946502686e-01" nType="-99"/>
7289 </Node>
7290 </Node>
7291 </BinaryTree>
7292 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="637">
7293 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="5.8631608262658119e-03" rms="4.4953414797782898e-01" purity="5.0249260663986206e-01" nType="0">
7294 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5215775072574615e-03" cType="1" res="1.9620662555098534e-02" rms="4.4437876343727112e-01" purity="5.0654870271682739e-01" nType="0">
7295 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0486871935427189e-02" rms="4.4466689229011536e-01" purity="4.8614618182182312e-01" nType="-99"/>
7296 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8045320222154260e-04" rms="4.4343537092208862e-01" purity="5.2343368530273438e-01" nType="-99"/>
7297 </Node>
7298 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3000000000000000e+01" cType="1" res="-1.4008145779371262e-02" rms="4.5614600181579590e-01" purity="4.9663403630256653e-01" nType="0">
7299 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5628477558493614e-03" rms="4.5826458930969238e-01" purity="5.0618594884872437e-01" nType="-99"/>
7300 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7690850198268890e-02" rms="4.1055020689964294e-01" purity="3.5943785309791565e-01" nType="-99"/>
7301 </Node>
7302 </Node>
7303 </BinaryTree>
7304 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="638">
7305 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7619440592825413e-03" cType="1" res="9.5099458121694624e-05" rms="4.4741410017013550e-01" purity="4.9942573904991150e-01" nType="0">
7306 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.3142856597900391e+01" cType="1" res="-3.1541600823402405e-02" rms="4.3589514493942261e-01" purity="4.5784187316894531e-01" nType="0">
7307 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2966013513505459e-02" rms="4.2520323395729065e-01" purity="4.2614558339118958e-01" nType="-99"/>
7308 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3621585462242365e-03" rms="4.5811372995376587e-01" purity="5.3645938634872437e-01" nType="-99"/>
7309 </Node>
7310 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.0721044689416885e-03" cType="1" res="1.2912195175886154e-02" rms="4.5136654376983643e-01" purity="5.1627272367477417e-01" nType="0">
7311 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3181151896715164e-03" rms="4.5589625835418701e-01" purity="4.4879081845283508e-01" nType="-99"/>
7312 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6599362716078758e-03" rms="4.5002353191375732e-01" purity="5.3326374292373657e-01" nType="-99"/>
7313 </Node>
7314 </Node>
7315 </BinaryTree>
7316 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="639">
7317 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="7.7005284838378429e-03" rms="4.5013383030891418e-01" purity="5.0224131345748901e-01" nType="0">
7318 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5239905640482903e-03" cType="1" res="1.3083879835903645e-02" rms="4.5063918828964233e-01" purity="5.0839436054229736e-01" nType="0">
7319 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5333472341299057e-03" rms="4.4742983579635620e-01" purity="4.9303954839706421e-01" nType="-99"/>
7320 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7879088884219527e-04" rms="4.5284670591354370e-01" purity="5.2137869596481323e-01" nType="-99"/>
7321 </Node>
7322 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6676377505064011e-02" cType="1" res="-4.3710570782423019e-02" rms="4.4198787212371826e-01" purity="4.4347932934761047e-01" nType="0">
7323 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7603495866060257e-02" rms="4.1310876607894897e-01" purity="3.3692303299903870e-01" nType="-99"/>
7324 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2745199799537659e-03" rms="4.6066775918006897e-01" purity="5.7289838790893555e-01" nType="-99"/>
7325 </Node>
7326 </Node>
7327 </BinaryTree>
7328 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="640">
7329 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4101780354976654e-01" cType="1" res="5.4208920337259769e-03" rms="4.5671281218528748e-01" purity="4.9848854541778564e-01" nType="0">
7330 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="2.7485437691211700e-02" rms="4.1839605569839478e-01" purity="2.6217696070671082e-01" nType="0">
7331 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3623573817312717e-02" rms="4.1304311156272888e-01" purity="2.6066091656684875e-01" nType="-99"/>
7332 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7549191620200872e-03" rms="4.3123450875282288e-01" purity="2.6666495203971863e-01" nType="-99"/>
7333 </Node>
7334 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-4.6403454616665840e-03" rms="4.7281429171562195e-01" purity="6.0624450445175171e-01" nType="0">
7335 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6630625759717077e-04" rms="4.7159332036972046e-01" purity="6.1428338289260864e-01" nType="-99"/>
7336 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2836338020861149e-02" rms="4.8163667321205139e-01" purity="5.2462160587310791e-01" nType="-99"/>
7337 </Node>
7338 </Node>
7339 </BinaryTree>
7340 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="641">
7341 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="3.0865888111293316e-03" rms="4.4882559776306152e-01" purity="5.0072598457336426e-01" nType="0">
7342 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="7.6666665077209473e+00" cType="1" res="-9.8908524960279465e-03" rms="4.4449973106384277e-01" purity="4.8646956682205200e-01" nType="0">
7343 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1760419048368931e-03" rms="4.3129774928092957e-01" purity="4.2664617300033569e-01" nType="-99"/>
7344 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4708759523928165e-03" rms="4.4753804802894592e-01" purity="5.0233352184295654e-01" nType="-99"/>
7345 </Node>
7346 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="3.9168749004602432e-02" rms="4.5871424674987793e-01" purity="5.4036420583724976e-01" nType="0">
7347 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1548332870006561e-02" rms="4.6067735552787781e-01" purity="5.5305504798889160e-01" nType="-99"/>
7348 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1450497433543205e-02" rms="4.3144971132278442e-01" purity="4.3087315559387207e-01" nType="-99"/>
7349 </Node>
7350 </Node>
7351 </BinaryTree>
7352 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="642">
7353 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="6.6581186838448048e-03" rms="4.5351383090019226e-01" purity="5.0083363056182861e-01" nType="0">
7354 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3806863464415073e-03" cType="1" res="-1.0444072075188160e-02" rms="4.4715967774391174e-01" purity="4.8086595535278320e-01" nType="0">
7355 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5533195808529854e-02" rms="4.4826593995094299e-01" purity="4.3365961313247681e-01" nType="-99"/>
7356 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2626224381383508e-04" rms="4.4631147384643555e-01" purity="4.8979267477989197e-01" nType="-99"/>
7357 </Node>
7358 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0626977086067200e-01" cType="1" res="4.7180257737636566e-02" rms="4.6572509407997131e-01" purity="5.4814529418945312e-01" nType="0">
7359 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6579497605562210e-02" rms="4.6368613839149475e-01" purity="4.2992949485778809e-01" nType="-99"/>
7360 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2811677344143391e-03" rms="4.6684154868125916e-01" purity="6.5890866518020630e-01" nType="-99"/>
7361 </Node>
7362 </Node>
7363 </BinaryTree>
7364 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="643">
7365 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-4.7199241816997528e-03" rms="4.5154699683189392e-01" purity="4.9250465631484985e-01" nType="0">
7366 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7310967668890953e-02" rms="3.6895167827606201e-01" purity="2.5018474459648132e-01" nType="-99"/>
7367 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0947035178542137e-02" cType="1" res="-2.4835329968482256e-03" rms="4.5449981093406677e-01" purity="5.0252145528793335e-01" nType="0">
7368 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1658088080585003e-03" rms="4.5306989550590515e-01" purity="4.7991344332695007e-01" nType="-99"/>
7369 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2219492606818676e-03" rms="4.5849335193634033e-01" purity="5.7572090625762939e-01" nType="-99"/>
7370 </Node>
7371 </Node>
7372 </BinaryTree>
7373 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="644">
7374 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095436990261078e-02" cType="1" res="-6.4088799990713596e-03" rms="4.5145568251609802e-01" purity="4.8719701170921326e-01" nType="0">
7375 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="-2.4633593857288361e-03" rms="4.4976577162742615e-01" purity="4.8609271645545959e-01" nType="0">
7376 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9496629722416401e-03" rms="4.2696303129196167e-01" purity="3.2645577192306519e-01" nType="-99"/>
7377 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3197279553860426e-03" rms="4.6938309073448181e-01" purity="6.3253057003021240e-01" nType="-99"/>
7378 </Node>
7379 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2068764567375183e-02" cType="1" res="-3.4689944237470627e-02" rms="4.6240404248237610e-01" purity="4.9511224031448364e-01" nType="0">
7380 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6378918662667274e-02" rms="4.7366833686828613e-01" purity="4.3813651800155640e-01" nType="-99"/>
7381 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2057540267705917e-03" rms="4.5628637075424194e-01" purity="5.2095323801040649e-01" nType="-99"/>
7382 </Node>
7383 </Node>
7384 </BinaryTree>
7385 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="645">
7386 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="-9.8786829039454460e-04" rms="4.5535910129547119e-01" purity="4.8883062601089478e-01" nType="0">
7387 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="2.4008853361010551e-03" rms="4.5310211181640625e-01" purity="4.9141532182693481e-01" nType="0">
7388 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3320413418114185e-03" rms="4.5287823677062988e-01" purity="4.9529275298118591e-01" nType="-99"/>
7389 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5854079276323318e-02" rms="4.5261800289154053e-01" purity="4.0277633070945740e-01" nType="-99"/>
7390 </Node>
7391 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7730582505464554e-02" rms="4.9727413058280945e-01" purity="4.3089902400970459e-01" nType="-99"/>
7392 </Node>
7393 </BinaryTree>
7394 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="646">
7395 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4307407438755035e-01" cType="1" res="-4.1047595441341400e-03" rms="4.4883850216865540e-01" purity="4.8858264088630676e-01" nType="0">
7396 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.8464770913124084e-01" cType="1" res="-2.4792052805423737e-02" rms="3.8081869482994080e-01" purity="2.1137659251689911e-01" nType="0">
7397 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8437044024467468e-03" rms="3.7222725152969360e-01" purity="2.0070847868919373e-01" nType="-99"/>
7398 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4731162935495377e-02" rms="4.3955004215240479e-01" purity="3.0494353175163269e-01" nType="-99"/>
7399 </Node>
7400 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3623272776603699e-01" cType="1" res="5.1410296000540257e-03" rms="4.7581607103347778e-01" purity="6.1247456073760986e-01" nType="0">
7401 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7655421122908592e-03" rms="4.8735079169273376e-01" purity="5.4804664850234985e-01" nType="-99"/>
7402 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8328162841498852e-03" rms="4.7126448154449463e-01" purity="6.3328051567077637e-01" nType="-99"/>
7403 </Node>
7404 </Node>
7405 </BinaryTree>
7406 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="647">
7407 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.5682094097137451e-01" cType="1" res="7.7346392208710313e-04" rms="4.4869497418403625e-01" purity="4.9954581260681152e-01" nType="0">
7408 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.3251591920852661e-01" cType="1" res="4.8434217460453510e-03" rms="4.4612434506416321e-01" purity="4.7964054346084595e-01" nType="0">
7409 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0098932145629078e-04" rms="4.4463801383972168e-01" purity="4.6992212533950806e-01" nType="-99"/>
7410 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7390163615345955e-02" rms="4.5884069800376892e-01" purity="6.0894316434860229e-01" nType="-99"/>
7411 </Node>
7412 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2380952835083008e+01" cType="1" res="-2.8401706367731094e-02" rms="4.6566784381866455e-01" purity="6.4223521947860718e-01" nType="0">
7413 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6427634283900261e-02" rms="4.7800296545028687e-01" purity="5.9289485216140747e-01" nType="-99"/>
7414 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3272261973470449e-04" rms="4.5417100191116333e-01" purity="6.7780703306198120e-01" nType="-99"/>
7415 </Node>
7416 </Node>
7417 </BinaryTree>
7418 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="648">
7419 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475405752658844e-02" cType="1" res="8.6798332631587982e-03" rms="4.5076590776443481e-01" purity="5.0497704744338989e-01" nType="0">
7420 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1195793524384499e-02" cType="1" res="1.3220879249274731e-02" rms="4.5034694671630859e-01" purity="5.0626885890960693e-01" nType="0">
7421 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1207043426111341e-03" rms="4.4841647148132324e-01" purity="4.7278547286987305e-01" nType="-99"/>
7422 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1727216020226479e-03" rms="4.5433157682418823e-01" purity="5.8817124366760254e-01" nType="-99"/>
7423 </Node>
7424 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.4857142448425293e+01" cType="1" res="-3.3645592629909515e-02" rms="4.5246559381484985e-01" purity="4.9293646216392517e-01" nType="0">
7425 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8843485042452812e-02" rms="4.3971249461174011e-01" purity="4.0854507684707642e-01" nType="-99"/>
7426 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8021748928731540e-06" rms="4.5889666676521301e-01" purity="5.5602639913558960e-01" nType="-99"/>
7427 </Node>
7428 </Node>
7429 </BinaryTree>
7430 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="649">
7431 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="9.2286607250571251e-03" rms="4.5037284493446350e-01" purity="5.0628596544265747e-01" nType="0">
7432 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="4.1204714216291904e-03" rms="4.4945588707923889e-01" purity="5.0239217281341553e-01" nType="0">
7433 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8890542238950729e-03" rms="3.8995820283889771e-01" purity="2.2472082078456879e-01" nType="-99"/>
7434 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8210298623889685e-03" rms="4.7253954410552979e-01" purity="6.2209004163742065e-01" nType="-99"/>
7435 </Node>
7436 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1871494352817535e-02" cType="1" res="9.1164492070674896e-02" rms="4.5709806680679321e-01" purity="5.6874257326126099e-01" nType="0">
7437 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1410299241542816e-02" rms="4.4878455996513367e-01" purity="5.9426945447921753e-01" nType="-99"/>
7438 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2542478814721107e-03" rms="4.6178624033927917e-01" purity="5.3793329000473022e-01" nType="-99"/>
7439 </Node>
7440 </Node>
7441 </BinaryTree>
7442 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="650">
7443 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-3.5282899625599384e-03" rms="4.4699269533157349e-01" purity="4.9307748675346375e-01" nType="0">
7444 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5230209827423096e-02" cType="1" res="-1.3943527592346072e-03" rms="4.4663846492767334e-01" purity="4.9642625451087952e-01" nType="0">
7445 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6815992896445096e-04" rms="4.4585606455802917e-01" purity="4.9728867411613464e-01" nType="-99"/>
7446 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2131986208260059e-02" rms="4.5928296446800232e-01" purity="4.7901448607444763e-01" nType="-99"/>
7447 </Node>
7448 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9017159938812256e-02" rms="4.5291826128959656e-01" purity="3.7296792864799500e-01" nType="-99"/>
7449 </Node>
7450 </BinaryTree>
7451 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="651">
7452 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="1.0381659492850304e-02" rms="4.4885018467903137e-01" purity="5.0709944963455200e-01" nType="0">
7453 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5219533145427704e-02" cType="1" res="2.0533319562673569e-02" rms="4.3890073895454407e-01" purity="5.1021438837051392e-01" nType="0">
7454 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5704262554645538e-03" rms="4.3778783082962036e-01" purity="5.0283741950988770e-01" nType="-99"/>
7455 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8917143121361732e-02" rms="4.4395363330841064e-01" purity="6.2975490093231201e-01" nType="-99"/>
7456 </Node>
7457 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4095188379287720e+00" cType="1" res="-3.9402153342962265e-03" rms="4.6214386820793152e-01" purity="5.0270491838455200e-01" nType="0">
7458 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2765692817047238e-04" rms="4.6016463637351990e-01" purity="5.0436478853225708e-01" nType="-99"/>
7459 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2163996472954750e-02" rms="4.8192498087882996e-01" purity="4.7656574845314026e-01" nType="-99"/>
7460 </Node>
7461 </Node>
7462 </BinaryTree>
7463 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="652">
7464 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="5.3795934654772282e-03" rms="4.4731834530830383e-01" purity="5.0531286001205444e-01" nType="0">
7465 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2380952835083008e+01" cType="1" res="-4.1145691648125648e-03" rms="4.4077301025390625e-01" purity="4.8828414082527161e-01" nType="0">
7466 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4960800074040890e-03" rms="4.3650886416435242e-01" purity="4.6670138835906982e-01" nType="-99"/>
7467 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.0855306908488274e-03" rms="4.4546279311180115e-01" purity="5.1532077789306641e-01" nType="-99"/>
7468 </Node>
7469 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2333332061767578e+01" cType="1" res="2.3109404370188713e-02" rms="4.5876595377922058e-01" purity="5.3711301088333130e-01" nType="0">
7470 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8792188540101051e-03" rms="4.5959904789924622e-01" purity="5.4756915569305420e-01" nType="-99"/>
7471 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0078277438879013e-02" rms="4.4477173686027527e-01" purity="4.3114671111106873e-01" nType="-99"/>
7472 </Node>
7473 </Node>
7474 </BinaryTree>
7475 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="653">
7476 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.7686837818473577e-03" rms="4.5164752006530762e-01" purity="4.9326694011688232e-01" nType="0">
7477 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7693737521767616e-02" rms="4.2114278674125671e-01" purity="3.9155280590057373e-01" nType="-99"/>
7478 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.1761905670166016e+01" cType="1" res="-5.2318251691758633e-03" rms="4.5299369096755981e-01" purity="4.9880641698837280e-01" nType="0">
7479 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5230089714750648e-04" rms="4.4931873679161072e-01" purity="5.0493955612182617e-01" nType="-99"/>
7480 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6100981310009956e-03" rms="4.6063768863677979e-01" purity="4.8495212197303772e-01" nType="-99"/>
7481 </Node>
7482 </Node>
7483 </BinaryTree>
7484 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="654">
7485 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6177718639373779e+00" cType="1" res="5.2302409894764423e-03" rms="4.4443848729133606e-01" purity="5.0996172428131104e-01" nType="0">
7486 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.3730510473251343e+00" cType="1" res="1.4180375728756189e-03" rms="4.4526484608650208e-01" purity="5.0134968757629395e-01" nType="0">
7487 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4360422501340508e-03" rms="4.4368141889572144e-01" purity="4.9725005030632019e-01" nType="-99"/>
7488 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6393037512898445e-02" rms="4.6421143412590027e-01" purity="5.6755566596984863e-01" nType="-99"/>
7489 </Node>
7490 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0275134593248367e-02" rms="4.1776174306869507e-01" purity="6.9614332914352417e-01" nType="-99"/>
7491 </Node>
7492 </BinaryTree>
7493 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="655">
7494 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4283561147749424e-02" cType="1" res="-7.6420581899583340e-03" rms="4.4958186149597168e-01" purity="4.9065732955932617e-01" nType="0">
7495 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-2.1263843402266502e-02" rms="4.4581422209739685e-01" purity="4.3667867779731750e-01" nType="0">
7496 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2867359267547727e-04" rms="4.3229085206985474e-01" purity="4.2917165160179138e-01" nType="-99"/>
7497 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2677137106657028e-03" rms="4.5491394400596619e-01" purity="4.4213321805000305e-01" nType="-99"/>
7498 </Node>
7499 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="7.2524541616439819e-01" cType="1" res="7.3909093625843525e-03" rms="4.5322853326797485e-01" purity="5.5022805929183960e-01" nType="0">
7500 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3985215015709400e-03" rms="4.4781854748725891e-01" purity="5.2860158681869507e-01" nType="-99"/>
7501 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4032877087593079e-03" rms="4.6700382232666016e-01" purity="6.1234027147293091e-01" nType="-99"/>
7502 </Node>
7503 </Node>
7504 </BinaryTree>
7505 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="656">
7506 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9017645120620728e+00" cType="1" res="-1.3873073039576411e-03" rms="4.5079112052917480e-01" purity="4.9445438385009766e-01" nType="0">
7507 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.4964854419231415e-02" cType="1" res="-5.4496410302817822e-03" rms="4.5179066061973572e-01" purity="4.7873571515083313e-01" nType="0">
7508 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6982361450791359e-02" rms="3.4769904613494873e-01" purity="1.5146408975124359e-01" nType="-99"/>
7509 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3925621062517166e-03" rms="4.5958018302917480e-01" purity="5.0775402784347534e-01" nType="-99"/>
7510 </Node>
7511 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4298452995717525e-02" cType="1" res="4.7345649451017380e-02" rms="4.3568009138107300e-01" purity="6.8301951885223389e-01" nType="0">
7512 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4677201919257641e-03" rms="4.2992255091667175e-01" purity="6.6447210311889648e-01" nType="-99"/>
7513 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4258608222007751e-02" rms="4.4005781412124634e-01" purity="6.9898277521133423e-01" nType="-99"/>
7514 </Node>
7515 </Node>
7516 </BinaryTree>
7517 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="657">
7518 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9050984382629395e+00" cType="1" res="-1.4341362984851003e-03" rms="4.4962769746780396e-01" purity="4.9692109227180481e-01" nType="0">
7519 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-7.1793668903410435e-03" rms="4.5130890607833862e-01" purity="4.7792118787765503e-01" nType="0">
7520 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1939852312207222e-03" rms="4.4171464443206787e-01" purity="4.4451397657394409e-01" nType="-99"/>
7521 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1265881843864918e-03" rms="4.6157625317573547e-01" purity="5.1751333475112915e-01" nType="-99"/>
7522 </Node>
7523 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6705263406038284e-02" cType="1" res="6.3639849424362183e-02" rms="4.2473593354225159e-01" purity="7.1212571859359741e-01" nType="0">
7524 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8125286325812340e-02" rms="4.2194256186485291e-01" purity="7.2080636024475098e-01" nType="-99"/>
7525 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2354263104498386e-02" rms="4.2748424410820007e-01" purity="7.0272260904312134e-01" nType="-99"/>
7526 </Node>
7527 </Node>
7528 </BinaryTree>
7529 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="658">
7530 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3756294250488281e+00" cType="1" res="3.3969953656196594e-03" rms="4.4438049197196960e-01" purity="5.0455939769744873e-01" nType="0">
7531 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1242604255676270e-01" cType="1" res="6.1699971556663513e-03" rms="4.4351124763488770e-01" purity="5.0292944908142090e-01" nType="0">
7532 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3602478951215744e-03" rms="3.6909854412078857e-01" purity="2.0250274240970612e-01" nType="-99"/>
7533 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0975444242358208e-03" rms="4.6094322204589844e-01" purity="5.8258044719696045e-01" nType="-99"/>
7534 </Node>
7535 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5603022649884224e-02" rms="4.6025851368904114e-01" purity="5.4559737443923950e-01" nType="-99"/>
7536 </Node>
7537 </BinaryTree>
7538 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="659">
7539 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.1325901141390204e-04" rms="4.5265230536460876e-01" purity="4.9367618560791016e-01" nType="0">
7540 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5376994162797928e-02" rms="3.6360579729080200e-01" purity="2.0273074507713318e-01" nType="-99"/>
7541 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5207402482628822e-03" cType="1" res="3.2294415868818760e-03" rms="4.5561736822128296e-01" purity="5.0559288263320923e-01" nType="0">
7542 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1161454282701015e-03" rms="4.5231169462203979e-01" purity="4.4692876935005188e-01" nType="-99"/>
7543 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4509829021990299e-03" rms="4.5759400725364685e-01" purity="5.5163097381591797e-01" nType="-99"/>
7544 </Node>
7545 </Node>
7546 </BinaryTree>
7547 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="660">
7548 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="4.5151715166866779e-03" rms="4.4883739948272705e-01" purity="4.9867039918899536e-01" nType="0">
7549 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1432329714298248e-03" cType="1" res="-5.8329463936388493e-03" rms="4.3997722864151001e-01" purity="4.7580820322036743e-01" nType="0">
7550 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0270675197243690e-03" rms="4.4073095917701721e-01" purity="4.5212084054946899e-01" nType="-99"/>
7551 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1526826098561287e-03" rms="4.3915113806724548e-01" purity="4.9080815911293030e-01" nType="-99"/>
7552 </Node>
7553 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1827975511550903e+00" cType="1" res="1.7603991553187370e-02" rms="4.5946604013442993e-01" purity="5.2758771181106567e-01" nType="0">
7554 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4743836838752031e-03" rms="4.6045330166816711e-01" purity="5.0972896814346313e-01" nType="-99"/>
7555 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6485048457980156e-02" rms="4.4732969999313354e-01" purity="6.7119002342224121e-01" nType="-99"/>
7556 </Node>
7557 </Node>
7558 </BinaryTree>
7559 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="661">
7560 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.1666486263275146e+00" cType="1" res="7.7325231395661831e-03" rms="4.5393556356430054e-01" purity="5.0283598899841309e-01" nType="0">
7561 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.5634118616580963e-02" cType="1" res="1.2106326408684254e-02" rms="4.5209580659866333e-01" purity="4.9367305636405945e-01" nType="0">
7562 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5562348999083042e-02" rms="3.0471614003181458e-01" purity="1.3458822667598724e-01" nType="-99"/>
7563 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8832605350762606e-03" rms="4.6229329705238342e-01" purity="5.2443981170654297e-01" nType="-99"/>
7564 </Node>
7565 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9054364413022995e-02" cType="1" res="-5.0233159214258194e-02" rms="4.7385093569755554e-01" purity="6.2427157163619995e-01" nType="0">
7566 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4919094517827034e-02" rms="4.7644081711769104e-01" purity="5.9003525972366333e-01" nType="-99"/>
7567 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8895763726904988e-04" rms="4.6511012315750122e-01" purity="6.5965890884399414e-01" nType="-99"/>
7568 </Node>
7569 </Node>
7570 </BinaryTree>
7571 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="662">
7572 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="1.8465032335370779e-03" rms="4.4573202729225159e-01" purity="5.0599324703216553e-01" nType="0">
7573 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.1670863330364227e-02" cType="1" res="-3.0295304954051971e-02" rms="3.8201323151588440e-01" purity="2.0720940828323364e-01" nType="0">
7574 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5689549297094345e-03" rms="3.5067543387413025e-01" purity="1.6344700753688812e-01" nType="-99"/>
7575 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5972862020134926e-02" rms="4.0093204379081726e-01" purity="2.3963513970375061e-01" nType="-99"/>
7576 </Node>
7577 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.2029315233230591e-01" cType="1" res="1.5131480060517788e-02" rms="4.6890664100646973e-01" purity="6.2948775291442871e-01" nType="0">
7578 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0374585660174489e-04" rms="4.7445392608642578e-01" purity="6.1059916019439697e-01" nType="-99"/>
7579 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1407115496695042e-02" rms="4.5214560627937317e-01" purity="6.7912548780441284e-01" nType="-99"/>
7580 </Node>
7581 </Node>
7582 </BinaryTree>
7583 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="663">
7584 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7616148367524147e-03" cType="1" res="5.2524330094456673e-03" rms="4.4865167140960693e-01" purity="5.0884497165679932e-01" nType="0">
7585 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.2221074104309082e-01" cType="1" res="3.4235671162605286e-02" rms="4.4265159964561462e-01" purity="5.3072333335876465e-01" nType="0">
7586 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5110452920198441e-03" rms="4.4752243161201477e-01" purity="4.7294038534164429e-01" nType="-99"/>
7587 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4814324453473091e-02" rms="4.1306173801422119e-01" purity="7.8630316257476807e-01" nType="-99"/>
7588 </Node>
7589 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-7.9607842490077019e-03" rms="4.5074251294136047e-01" purity="4.9887081980705261e-01" nType="0">
7590 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7695293063297868e-03" rms="4.4278895854949951e-01" purity="5.1162242889404297e-01" nType="-99"/>
7591 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0942766033113003e-03" rms="4.6132636070251465e-01" purity="4.8005786538124084e-01" nType="-99"/>
7592 </Node>
7593 </Node>
7594 </BinaryTree>
7595 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="664">
7596 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9047899171710014e-02" cType="1" res="2.2076522000133991e-03" rms="4.4625926017761230e-01" purity="5.0136196613311768e-01" nType="0">
7597 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.2908778153359890e-02" rms="4.4395795464515686e-01" purity="4.8515480756759644e-01" nType="0">
7598 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.4861378632485867e-03" rms="3.9874720573425293e-01" purity="3.5266953706741333e-01" nType="-99"/>
7599 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8752855509519577e-03" rms="4.5257374644279480e-01" purity="5.1309919357299805e-01" nType="-99"/>
7600 </Node>
7601 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.1156433522701263e-02" cType="1" res="-1.5716889873147011e-02" rms="4.4951725006103516e-01" purity="5.2850919961929321e-01" nType="0">
7602 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8397810682654381e-03" rms="4.5006498694419861e-01" purity="5.1870214939117432e-01" nType="-99"/>
7603 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2630815878510475e-03" rms="4.4623070955276489e-01" purity="5.5507415533065796e-01" nType="-99"/>
7604 </Node>
7605 </Node>
7606 </BinaryTree>
7607 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="665">
7608 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="8.8655659928917885e-03" rms="4.4724211096763611e-01" purity="5.0994175672531128e-01" nType="0">
7609 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.7142856597900391e+01" cType="1" res="4.1113812476396561e-03" rms="4.4555601477622986e-01" purity="5.0581961870193481e-01" nType="0">
7610 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6776485135778785e-03" rms="4.4409257173538208e-01" purity="5.0611567497253418e-01" nType="-99"/>
7611 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2517696246504784e-02" rms="4.7147908806800842e-01" purity="4.9966284632682800e-01" nType="-99"/>
7612 </Node>
7613 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2809524536132812e+01" cType="1" res="3.9905395358800888e-02" rms="4.5688390731811523e-01" purity="5.3685474395751953e-01" nType="0">
7614 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5197628177702427e-02" rms="4.5097708702087402e-01" purity="5.7773005962371826e-01" nType="-99"/>
7615 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5722991973161697e-03" rms="4.6731823682785034e-01" purity="3.9879938960075378e-01" nType="-99"/>
7616 </Node>
7617 </Node>
7618 </BinaryTree>
7619 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="666">
7620 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="5.6363679468631744e-03" rms="4.4905838370323181e-01" purity="5.0907814502716064e-01" nType="0">
7621 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.5722035169601440e+00" cType="1" res="1.0408955626189709e-02" rms="4.4886255264282227e-01" purity="5.1482039690017700e-01" nType="0">
7622 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3623406197875738e-03" rms="4.4834330677986145e-01" purity="5.0551563501358032e-01" nType="-99"/>
7623 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1324304156005383e-02" rms="4.5394656062126160e-01" purity="6.7106389999389648e-01" nType="-99"/>
7624 </Node>
7625 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2809524536132812e+01" cType="1" res="-2.9116636142134666e-02" rms="4.4895452260971069e-01" purity="4.6726447343826294e-01" nType="0">
7626 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4884869568049908e-02" rms="4.3821123242378235e-01" purity="4.5730549097061157e-01" nType="-99"/>
7627 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1789910495281219e-02" rms="4.6468880772590637e-01" purity="4.9162131547927856e-01" nType="-99"/>
7628 </Node>
7629 </Node>
7630 </BinaryTree>
7631 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="667">
7632 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.7031527822837234e-03" rms="4.4781535863876343e-01" purity="5.0104266405105591e-01" nType="0">
7633 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4305549860000610e+00" cType="1" res="-4.5345770195126534e-03" rms="4.4592431187629700e-01" purity="5.0017690658569336e-01" nType="0">
7634 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1901151631027460e-03" rms="4.4517758488655090e-01" purity="4.8072424530982971e-01" nType="-99"/>
7635 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3209176771342754e-03" rms="4.5048063993453979e-01" purity="6.6239297389984131e-01" nType="-99"/>
7636 </Node>
7637 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1856361292302608e-02" rms="4.7876363992691040e-01" purity="5.1724785566329956e-01" nType="-99"/>
7638 </Node>
7639 </BinaryTree>
7640 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="668">
7641 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809259757399559e-02" cType="1" res="2.2745379246771336e-03" rms="4.4890284538269043e-01" purity="5.0349164009094238e-01" nType="0">
7642 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.8023689091205597e-03" cType="1" res="1.2711802497506142e-02" rms="4.4581502676010132e-01" purity="4.9824762344360352e-01" nType="0">
7643 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2029791832901537e-04" rms="4.4559061527252197e-01" purity="4.7567233443260193e-01" nType="-99"/>
7644 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9965273141860962e-03" rms="4.4557267427444458e-01" purity="5.2514696121215820e-01" nType="-99"/>
7645 </Node>
7646 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2516343295574188e-02" cType="1" res="-2.3136571049690247e-02" rms="4.5533406734466553e-01" purity="5.1625901460647583e-01" nType="0">
7647 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1526562571525574e-03" rms="4.5212975144386292e-01" purity="5.0637215375900269e-01" nType="-99"/>
7648 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3835467398166656e-03" rms="4.6215254068374634e-01" purity="5.4155319929122925e-01" nType="-99"/>
7649 </Node>
7650 </Node>
7651 </BinaryTree>
7652 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="669">
7653 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="1.1387690901756287e-03" rms="4.5198899507522583e-01" purity="4.9907052516937256e-01" nType="0">
7654 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7819685935974121e-01" cType="1" res="4.0335278958082199e-02" rms="4.5635420083999634e-01" purity="5.6547409296035767e-01" nType="0">
7655 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5485260635614395e-02" rms="4.5917874574661255e-01" purity="5.1604849100112915e-01" nType="-99"/>
7656 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6155463419854641e-03" rms="4.4560107588768005e-01" purity="6.7998260259628296e-01" nType="-99"/>
7657 </Node>
7658 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1918796300888062e+00" cType="1" res="-8.3667030557990074e-03" rms="4.5041042566299438e-01" purity="4.8296713829040527e-01" nType="0">
7659 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8206074386835098e-03" rms="4.4814565777778625e-01" purity="4.5392033457756042e-01" nType="-99"/>
7660 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4654771015048027e-03" rms="4.6133056282997131e-01" purity="6.5364098548889160e-01" nType="-99"/>
7661 </Node>
7662 </Node>
7663 </BinaryTree>
7664 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="670">
7665 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="1.3697086833417416e-03" rms="4.5175871253013611e-01" purity="5.0310289859771729e-01" nType="0">
7666 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.4809524536132812e+01" cType="1" res="-1.0858117602765560e-03" rms="4.5122149586677551e-01" purity="5.0187188386917114e-01" nType="0">
7667 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9575413363054395e-04" rms="4.5165038108825684e-01" purity="5.0530177354812622e-01" nType="-99"/>
7668 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7892882227897644e-02" rms="4.3650376796722412e-01" purity="4.3725576996803284e-01" nType="-99"/>
7669 </Node>
7670 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5489945188164711e-02" rms="4.6103081107139587e-01" purity="5.3574699163436890e-01" nType="-99"/>
7671 </Node>
7672 </BinaryTree>
7673 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="671">
7674 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5217023044824600e-03" cType="1" res="-1.1905588209629059e-02" rms="4.5160976052284241e-01" purity="4.8925709724426270e-01" nType="0">
7675 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4130888283252716e-01" cType="1" res="-2.2330427542328835e-02" rms="4.4904726743698120e-01" purity="4.3996384739875793e-01" nType="0">
7676 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2239395873621106e-03" rms="4.1036835312843323e-01" purity="2.5087171792984009e-01" nType="-99"/>
7677 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.2801861464977264e-03" rms="4.7418913245201111e-01" purity="5.7693862915039062e-01" nType="-99"/>
7678 </Node>
7679 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.3142856597900391e+01" cType="1" res="-3.7976992316544056e-03" rms="4.5342707633972168e-01" purity="5.2759474515914917e-01" nType="0">
7680 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5097752697765827e-03" rms="4.5556581020355225e-01" purity="5.1164561510086060e-01" nType="-99"/>
7681 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8475253172218800e-03" rms="4.4628173112869263e-01" purity="5.7093554735183716e-01" nType="-99"/>
7682 </Node>
7683 </Node>
7684 </BinaryTree>
7685 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="672">
7686 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8572009876370430e-02" cType="1" res="-4.4548567384481430e-03" rms="4.4594338536262512e-01" purity="4.9925726652145386e-01" nType="0">
7687 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.5233930200338364e-02" rms="4.4257080554962158e-01" purity="4.7184503078460693e-01" nType="0">
7688 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0653869248926640e-03" rms="4.2575922608375549e-01" purity="4.7027134895324707e-01" nType="-99"/>
7689 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0596383884549141e-03" rms="4.5418876409530640e-01" purity="4.7302082180976868e-01" nType="-99"/>
7690 </Node>
7691 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.1836936026811600e-02" cType="1" res="2.4904729798436165e-02" rms="4.5370590686798096e-01" purity="5.7392144203186035e-01" nType="0">
7692 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4553462862968445e-03" rms="4.4898501038551331e-01" purity="5.6557261943817139e-01" nType="-99"/>
7693 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1268596164882183e-02" rms="4.6036085486412048e-01" purity="5.8763468265533447e-01" nType="-99"/>
7694 </Node>
7695 </Node>
7696 </BinaryTree>
7697 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="673">
7698 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237135142087936e-02" cType="1" res="-7.3178852908313274e-03" rms="4.4836336374282837e-01" purity="4.9191841483116150e-01" nType="0">
7699 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="-1.1299096979200840e-02" rms="4.4678187370300293e-01" purity="4.8522704839706421e-01" nType="0">
7700 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3217202872037888e-03" rms="4.4485482573509216e-01" purity="4.8439541459083557e-01" nType="-99"/>
7701 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.7919573523104191e-03" rms="4.8175305128097534e-01" purity="5.0198125839233398e-01" nType="-99"/>
7702 </Node>
7703 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1826329864561558e-02" rms="4.6743333339691162e-01" purity="5.9253156185150146e-01" nType="-99"/>
7704 </Node>
7705 </BinaryTree>
7706 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="674">
7707 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.7007754649966955e-03" rms="4.5054993033409119e-01" purity="4.9112090468406677e-01" nType="0">
7708 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6714284896850586e+01" cType="1" res="8.8353012688457966e-04" rms="4.5142835378646851e-01" purity="4.9397370219230652e-01" nType="0">
7709 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0469687189906836e-03" rms="4.4518956542015076e-01" purity="4.6207103133201599e-01" nType="-99"/>
7710 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7949504330754280e-03" rms="4.5825392007827759e-01" purity="5.3182196617126465e-01" nType="-99"/>
7711 </Node>
7712 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2512305751442909e-02" rms="4.2916378378868103e-01" purity="4.3363100290298462e-01" nType="-99"/>
7713 </Node>
7714 </BinaryTree>
7715 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="675">
7716 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3332664519548416e-02" cType="1" res="7.8312046825885773e-03" rms="4.5173063874244690e-01" purity="5.0284147262573242e-01" nType="0">
7717 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8570791706442833e-02" cType="1" res="1.6984222456812859e-02" rms="4.4901353120803833e-01" purity="5.0252068042755127e-01" nType="0">
7718 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9998358804732561e-03" rms="4.4769215583801270e-01" purity="4.9253228306770325e-01" nType="-99"/>
7719 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7511995509266853e-02" rms="4.5999640226364136e-01" purity="6.1330550909042358e-01" nType="-99"/>
7720 </Node>
7721 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.6507453769445419e-02" cType="1" res="-3.4609656780958176e-02" rms="4.6175664663314819e-01" purity="5.0432878732681274e-01" nType="0">
7722 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3949537426233292e-02" rms="4.6320715546607971e-01" purity="4.5299908518791199e-01" nType="-99"/>
7723 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5930286869406700e-03" rms="4.6014094352722168e-01" purity="5.1574808359146118e-01" nType="-99"/>
7724 </Node>
7725 </Node>
7726 </BinaryTree>
7727 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="676">
7728 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="6.2746941111981869e-03" rms="4.5042148232460022e-01" purity="5.0490301847457886e-01" nType="0">
7729 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2380952835083008e+01" cType="1" res="-9.1784335672855377e-03" rms="4.3594658374786377e-01" purity="4.5978409051895142e-01" nType="0">
7730 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4930877154693007e-04" rms="4.3480926752090454e-01" purity="4.5949140191078186e-01" nType="-99"/>
7731 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1098781377077103e-02" rms="4.3959555029869080e-01" purity="4.6267840266227722e-01" nType="-99"/>
7732 </Node>
7733 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1411445736885071e-01" cType="1" res="1.6599474474787712e-02" rms="4.5954933762550354e-01" purity="5.3504860401153564e-01" nType="0">
7734 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8280841484665871e-03" rms="4.4580098986625671e-01" purity="4.1086950898170471e-01" nType="-99"/>
7735 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5065997447818518e-04" rms="4.7040492296218872e-01" purity="6.4495474100112915e-01" nType="-99"/>
7736 </Node>
7737 </Node>
7738 </BinaryTree>
7739 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="677">
7740 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1855902671813965e-01" cType="1" res="-1.5211343998089433e-03" rms="4.4603395462036133e-01" purity="4.9940586090087891e-01" nType="0">
7741 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3313844352960587e-02" cType="1" res="-1.1869201436638832e-02" rms="4.2127382755279541e-01" purity="3.0592122673988342e-01" nType="0">
7742 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3819138556718826e-03" rms="4.1588491201400757e-01" purity="2.8982505202293396e-01" nType="-99"/>
7743 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2937812656164169e-03" rms="4.4705668091773987e-01" purity="3.9282345771789551e-01" nType="-99"/>
7744 </Node>
7745 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.2670494318008423e-01" cType="1" res="6.4470367506146431e-03" rms="4.6404328942298889e-01" purity="6.4839202165603638e-01" nType="0">
7746 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8588124811649323e-03" rms="4.5988005399703979e-01" purity="6.4414370059967041e-01" nType="-99"/>
7747 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8735883533954620e-03" rms="4.6711775660514832e-01" purity="6.5236276388168335e-01" nType="-99"/>
7748 </Node>
7749 </Node>
7750 </BinaryTree>
7751 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="678">
7752 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-4.0110284462571144e-03" rms="4.4468590617179871e-01" purity="4.9936044216156006e-01" nType="0">
7753 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.0476191043853760e+00" cType="1" res="8.1724561750888824e-02" rms="4.0762448310852051e-01" purity="4.1773003339767456e-01" nType="0">
7754 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9839999303221703e-03" rms="3.8711073994636536e-01" purity="3.4266096353530884e-01" nType="-99"/>
7755 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7346974015235901e-02" rms="4.1830962896347046e-01" purity="4.9052777886390686e-01" nType="-99"/>
7756 </Node>
7757 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.5731425285339355e-01" cType="1" res="-8.9373243972659111e-03" rms="4.4622182846069336e-01" purity="5.0405085086822510e-01" nType="0">
7758 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1608670037239790e-04" rms="4.4198152422904968e-01" purity="4.8412153124809265e-01" nType="-99"/>
7759 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0400479659438133e-02" rms="4.6608656644821167e-01" purity="6.0793286561965942e-01" nType="-99"/>
7760 </Node>
7761 </Node>
7762 </BinaryTree>
7763 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="679">
7764 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-3.3901464194059372e-03" rms="4.4981697201728821e-01" purity="4.9093809723854065e-01" nType="0">
7765 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.6666665077209473e+00" cType="1" res="1.1520068161189556e-02" rms="4.4296440482139587e-01" purity="4.9401727318763733e-01" nType="0">
7766 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3980474323034286e-02" rms="4.0251907706260681e-01" purity="2.8191730380058289e-01" nType="-99"/>
7767 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8429332673549652e-03" rms="4.4753083586692810e-01" purity="5.2256274223327637e-01" nType="-99"/>
7768 </Node>
7769 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7623435966670513e-03" cType="1" res="-2.4695757776498795e-02" rms="4.5859095454216003e-01" purity="4.8653820157051086e-01" nType="0">
7770 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1928970757871866e-04" rms="4.5793601870536804e-01" purity="5.1032894849777222e-01" nType="-99"/>
7771 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1547861918807030e-03" rms="4.5855951309204102e-01" purity="4.7527343034744263e-01" nType="-99"/>
7772 </Node>
7773 </Node>
7774 </BinaryTree>
7775 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="680">
7776 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237135142087936e-02" cType="1" res="-7.8681707382202148e-03" rms="4.4549056887626648e-01" purity="4.9368244409561157e-01" nType="0">
7777 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.2310158014297485e-02" cType="1" res="-5.1812320016324520e-03" rms="4.4390588998794556e-01" purity="4.9467054009437561e-01" nType="0">
7778 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6277462020516396e-03" rms="4.4266059994697571e-01" purity="4.7862264513969421e-01" nType="-99"/>
7779 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8485766164958477e-03" rms="4.4887691736221313e-01" purity="5.7118672132492065e-01" nType="-99"/>
7780 </Node>
7781 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5250780619680882e-02" rms="4.7426390647888184e-01" purity="4.7274950146675110e-01" nType="-99"/>
7782 </Node>
7783 </BinaryTree>
7784 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="681">
7785 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4177670478820801e-01" cType="1" res="-4.0918588638305664e-03" rms="4.4413247704505920e-01" purity="4.9840107560157776e-01" nType="0">
7786 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3789925035089254e-03" cType="1" res="-3.7317823618650436e-02" rms="3.7519627809524536e-01" purity="1.9767120480537415e-01" nType="0">
7787 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4357980117201805e-02" rms="3.8003405928611755e-01" purity="2.2198921442031860e-01" nType="-99"/>
7788 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3151369579136372e-03" rms="3.7239858508110046e-01" purity="1.9091127812862396e-01" nType="-99"/>
7789 </Node>
7790 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.8227214813232422e+00" cType="1" res="9.7177214920520782e-03" rms="4.6912604570388794e-01" purity="6.2339228391647339e-01" nType="0">
7791 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6122582387179136e-03" rms="4.7100475430488586e-01" purity="6.2678068876266479e-01" nType="-99"/>
7792 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3896094635128975e-02" rms="4.4427883625030518e-01" purity="5.8932143449783325e-01" nType="-99"/>
7793 </Node>
7794 </Node>
7795 </BinaryTree>
7796 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="682">
7797 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475405752658844e-02" cType="1" res="2.0365214440971613e-03" rms="4.4691425561904907e-01" purity="4.9781894683837891e-01" nType="0">
7798 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9276055973023176e-03" cType="1" res="-3.2642818987369537e-03" rms="4.4419997930526733e-01" purity="4.8957076668739319e-01" nType="0">
7799 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7021385766565800e-03" rms="4.3724748492240906e-01" purity="5.5676841735839844e-01" nType="-99"/>
7800 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3311758413910866e-03" rms="4.4534081220626831e-01" purity="4.7595795989036560e-01" nType="-99"/>
7801 </Node>
7802 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="4.3629597872495651e-02" rms="4.6557557582855225e-01" purity="5.6253886222839355e-01" nType="0">
7803 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6251256689429283e-02" rms="4.6498268842697144e-01" purity="5.8486402034759521e-01" nType="-99"/>
7804 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5150393377989531e-03" rms="4.6154236793518066e-01" purity="5.0921076536178589e-01" nType="-99"/>
7805 </Node>
7806 </Node>
7807 </BinaryTree>
7808 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="683">
7809 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="1.3339668512344360e-02" rms="4.4982486963272095e-01" purity="5.1257765293121338e-01" nType="0">
7810 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.7142858505249023e+00" cType="1" res="7.7198282815515995e-03" rms="4.4783520698547363e-01" purity="5.0980776548385620e-01" nType="0">
7811 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3749455101788044e-02" rms="3.8716617226600647e-01" purity="2.9271432757377625e-01" nType="-99"/>
7812 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0207142699509859e-03" rms="4.5228540897369385e-01" purity="5.2817612886428833e-01" nType="-99"/>
7813 </Node>
7814 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="4.9513038247823715e-02" rms="4.6078926324844360e-01" purity="5.3040689229965210e-01" nType="0">
7815 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6814472153782845e-02" rms="4.5918473601341248e-01" purity="5.5296611785888672e-01" nType="-99"/>
7816 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2256555277854204e-03" rms="4.6134784817695618e-01" purity="4.9202173948287964e-01" nType="-99"/>
7817 </Node>
7818 </Node>
7819 </BinaryTree>
7820 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="684">
7821 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="-1.3545224210247397e-03" rms="4.4581574201583862e-01" purity="4.9945926666259766e-01" nType="0">
7822 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.6618217825889587e-02" cType="1" res="-4.3295081704854965e-03" rms="4.4521215558052063e-01" purity="4.9354058504104614e-01" nType="0">
7823 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5562672564992681e-05" rms="4.4268918037414551e-01" purity="4.9455273151397705e-01" nType="-99"/>
7824 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0251173749566078e-02" rms="4.6701976656913757e-01" purity="4.8373228311538696e-01" nType="-99"/>
7825 </Node>
7826 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1613160371780396e-02" rms="4.5302087068557739e-01" purity="6.0115724802017212e-01" nType="-99"/>
7827 </Node>
7828 </BinaryTree>
7829 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="685">
7830 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7607999294996262e-03" cType="1" res="-1.4010154409334064e-03" rms="4.4977760314941406e-01" purity="4.9811163544654846e-01" nType="0">
7831 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5351483277045190e-04" cType="1" res="1.1122919619083405e-02" rms="4.5186299085617065e-01" purity="4.9861508607864380e-01" nType="0">
7832 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4096585102379322e-02" rms="4.5194801688194275e-01" purity="4.8925665020942688e-01" nType="-99"/>
7833 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8878258094191551e-03" rms="4.5114174485206604e-01" purity="4.9978697299957275e-01" nType="-99"/>
7834 </Node>
7835 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.0709598734974861e-03" cType="1" res="-6.9168466143310070e-03" rms="4.4874522089958191e-01" purity="4.9788987636566162e-01" nType="0">
7836 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9241814091801643e-03" rms="4.3875247240066528e-01" purity="3.8321116566658020e-01" nType="-99"/>
7837 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2419344643130898e-04" rms="4.5086622238159180e-01" purity="5.2468013763427734e-01" nType="-99"/>
7838 </Node>
7839 </Node>
7840 </BinaryTree>
7841 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="686">
7842 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.0966446250677109e-02" rms="4.4547501206398010e-01" purity="4.8731863498687744e-01" nType="0">
7843 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7998645901679993e-01" cType="1" res="5.6858183816075325e-03" rms="4.3781164288520813e-01" purity="4.9744138121604919e-01" nType="0">
7844 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7780662532895803e-03" rms="4.1955137252807617e-01" purity="3.6140191555023193e-01" nType="-99"/>
7845 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0279478095471859e-03" rms="4.5889967679977417e-01" purity="6.7134034633636475e-01" nType="-99"/>
7846 </Node>
7847 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8088746368885040e-02" cType="1" res="-3.4433595836162567e-02" rms="4.5502263307571411e-01" purity="4.7305318713188171e-01" nType="0">
7848 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9476210735738277e-03" rms="4.5405179262161255e-01" purity="4.7980105876922607e-01" nType="-99"/>
7849 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3964678868651390e-02" rms="4.5601198077201843e-01" purity="4.2083758115768433e-01" nType="-99"/>
7850 </Node>
7851 </Node>
7852 </BinaryTree>
7853 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="687">
7854 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1953159570693970e+00" cType="1" res="1.2005793862044811e-02" rms="4.5077633857727051e-01" purity="5.0616198778152466e-01" nType="0">
7855 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="5.7654720731079578e-03" rms="4.5002314448356628e-01" purity="4.8028320074081421e-01" nType="0">
7856 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3067313488572836e-03" rms="4.3608757853507996e-01" purity="4.2132785916328430e-01" nType="-99"/>
7857 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0321201086044312e-03" rms="4.5804706215858459e-01" purity="5.1665407419204712e-01" nType="-99"/>
7858 </Node>
7859 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.5171017646789551e+00" cType="1" res="5.2504472434520721e-02" rms="4.5355227589607239e-01" purity="6.7411094903945923e-01" nType="0">
7860 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6233729198575020e-02" rms="4.5693036913871765e-01" purity="6.5429764986038208e-01" nType="-99"/>
7861 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8452486041933298e-03" rms="4.4538950920104980e-01" purity="7.0755636692047119e-01" nType="-99"/>
7862 </Node>
7863 </Node>
7864 </BinaryTree>
7865 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="688">
7866 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="5.1683913916349411e-03" rms="4.4700062274932861e-01" purity="5.0444185733795166e-01" nType="0">
7867 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.1904764175415039e+00" cType="1" res="3.1287316232919693e-02" rms="4.3768283724784851e-01" purity="4.3002688884735107e-01" nType="0">
7868 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6873266845941544e-03" rms="3.9116078615188599e-01" purity="2.7676230669021606e-01" nType="-99"/>
7869 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2996149249374866e-02" rms="4.4863674044609070e-01" purity="4.7405174374580383e-01" nType="-99"/>
7870 </Node>
7871 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.7095237731933594e+01" cType="1" res="-8.9825585018843412e-04" rms="4.4891977310180664e-01" purity="5.2172625064849854e-01" nType="0">
7872 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0132923964411020e-03" rms="4.4521906971931458e-01" purity="5.2051323652267456e-01" nType="-99"/>
7873 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9419176541268826e-03" rms="4.6054580807685852e-01" purity="5.2592194080352783e-01" nType="-99"/>
7874 </Node>
7875 </Node>
7876 </BinaryTree>
7877 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="689">
7878 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.1223807334899902e+00" cType="1" res="3.1636222265660763e-03" rms="4.4999611377716064e-01" purity="4.9779692292213440e-01" nType="0">
7879 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0710504651069641e-01" cType="1" res="7.1689574979245663e-03" rms="4.4914671778678894e-01" purity="4.8469546437263489e-01" nType="0">
7880 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9297584965825081e-03" rms="3.8841265439987183e-01" purity="2.5643065571784973e-01" nType="-99"/>
7881 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2321588292252272e-04" rms="4.6538394689559937e-01" purity="5.5219405889511108e-01" nType="-99"/>
7882 </Node>
7883 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6357090473175049e+00" cType="1" res="-4.1194535791873932e-02" rms="4.5695662498474121e-01" purity="6.4289230108261108e-01" nType="0">
7884 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5576634332537651e-02" rms="4.8192343115806580e-01" purity="5.2192193269729614e-01" nType="-99"/>
7885 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6227910206653178e-04" rms="4.3590605258941650e-01" purity="7.1410173177719116e-01" nType="-99"/>
7886 </Node>
7887 </Node>
7888 </BinaryTree>
7889 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="690">
7890 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2806260287761688e-02" cType="1" res="-7.2825271636247635e-03" rms="4.4585177302360535e-01" purity="4.9287340044975281e-01" nType="0">
7891 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="-3.4999516792595387e-03" rms="4.4406753778457642e-01" purity="4.9278938770294189e-01" nType="0">
7892 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8994904868304729e-03" rms="3.7671774625778198e-01" purity="2.0837523043155670e-01" nType="-99"/>
7893 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0224017314612865e-03" rms="4.7061637043952942e-01" purity="6.1882805824279785e-01" nType="-99"/>
7894 </Node>
7895 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7224879264831543e-02" cType="1" res="-5.6193608790636063e-02" rms="4.6555140614509583e-01" purity="4.9395942687988281e-01" nType="0">
7896 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9824195653200150e-02" rms="4.6269378066062927e-01" purity="4.6928638219833374e-01" nType="-99"/>
7897 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6562317982316017e-03" rms="4.6647042036056519e-01" purity="5.2788060903549194e-01" nType="-99"/>
7898 </Node>
7899 </Node>
7900 </BinaryTree>
7901 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="691">
7902 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4520535767078400e-01" cType="1" res="-8.3052180707454681e-04" rms="4.5288592576980591e-01" purity="4.9271473288536072e-01" nType="0">
7903 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.9714563190937042e-02" cType="1" res="2.2123055532574654e-02" rms="4.0757673978805542e-01" purity="2.5747510790824890e-01" nType="0">
7904 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0432487130165100e-02" rms="2.5540387630462646e-01" purity="7.8929252922534943e-02" nType="-99"/>
7905 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0848242789506912e-02" rms="4.3687146902084351e-01" purity="3.0350071191787720e-01" nType="-99"/>
7906 </Node>
7907 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6835806965827942e-01" cType="1" res="-1.1964844539761543e-02" rms="4.7290363907814026e-01" purity="6.0682475566864014e-01" nType="0">
7908 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2865901961922646e-03" rms="4.8056563735008240e-01" purity="5.5999314785003662e-01" nType="-99"/>
7909 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2111207470297813e-03" rms="4.6149736642837524e-01" purity="6.7190092802047729e-01" nType="-99"/>
7910 </Node>
7911 </Node>
7912 </BinaryTree>
7913 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="692">
7914 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1424919366836548e-02" cType="1" res="6.7064212635159492e-03" rms="4.4660064578056335e-01" purity="5.0473934412002563e-01" nType="0">
7915 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0862934589385986e+00" cType="1" res="-7.3575670830905437e-03" rms="4.4198465347290039e-01" purity="4.6567097306251526e-01" nType="0">
7916 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3631783444434404e-03" rms="4.4208320975303650e-01" purity="4.3794715404510498e-01" nType="-99"/>
7917 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1796065606176853e-02" rms="4.3697592616081238e-01" purity="7.2877293825149536e-01" nType="-99"/>
7918 </Node>
7919 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7270815819501877e-02" cType="1" res="3.1622130423784256e-02" rms="4.5359393954277039e-01" purity="5.7395273447036743e-01" nType="0">
7920 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9331194758415222e-03" rms="4.5242989063262939e-01" purity="5.8011096715927124e-01" nType="-99"/>
7921 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0923734866082668e-02" rms="4.6051034331321716e-01" purity="4.9647811055183411e-01" nType="-99"/>
7922 </Node>
7923 </Node>
7924 </BinaryTree>
7925 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="693">
7926 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5708185285329819e-02" cType="1" res="7.4344365857541561e-03" rms="4.4945177435874939e-01" purity="5.0267684459686279e-01" nType="0">
7927 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2607590258121490e-01" cType="1" res="2.5994365569204092e-03" rms="4.4661539793014526e-01" purity="4.9144440889358521e-01" nType="0">
7928 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4769847989082336e-03" rms="4.2204532027244568e-01" purity="3.2856655120849609e-01" nType="-99"/>
7929 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4913881896063685e-03" rms="4.6778568625450134e-01" purity="6.4051342010498047e-01" nType="-99"/>
7930 </Node>
7931 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4555254280567169e-02" cType="1" res="3.2065145671367645e-02" rms="4.6284827589988708e-01" purity="5.5989754199981689e-01" nType="0">
7932 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5292875468730927e-02" rms="4.5436882972717285e-01" purity="5.9560722112655640e-01" nType="-99"/>
7933 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5578907057642937e-03" rms="4.7165170311927795e-01" purity="4.8541358113288879e-01" nType="-99"/>
7934 </Node>
7935 </Node>
7936 </BinaryTree>
7937 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="694">
7938 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2839538305997849e-02" cType="1" res="3.1916422303766012e-03" rms="4.5242002606391907e-01" purity="4.9737867712974548e-01" nType="0">
7939 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="6.8495403975248337e-03" rms="4.5091515779495239e-01" purity="4.9787902832031250e-01" nType="0">
7940 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3413854874670506e-02" rms="3.6868610978126526e-01" purity="2.5996673107147217e-01" nType="-99"/>
7941 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2222830448299646e-03" rms="4.5406502485275269e-01" purity="5.0838029384613037e-01" nType="-99"/>
7942 </Node>
7943 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6922877430915833e-02" cType="1" res="-4.3216977268457413e-02" rms="4.6862298250198364e-01" purity="4.9103018641471863e-01" nType="0">
7944 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3990049269050360e-03" rms="4.6634027361869812e-01" purity="5.3852498531341553e-01" nType="-99"/>
7945 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1515171974897385e-02" rms="4.6836438775062561e-01" purity="4.1002723574638367e-01" nType="-99"/>
7946 </Node>
7947 </Node>
7948 </BinaryTree>
7949 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="695">
7950 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1428558975458145e-02" cType="1" res="-5.5215293541550636e-03" rms="4.4324344396591187e-01" purity="4.9536880850791931e-01" nType="0">
7951 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2000000000000000e+01" cType="1" res="-2.2318048402667046e-02" rms="4.3737950921058655e-01" purity="4.5077466964721680e-01" nType="0">
7952 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1124297927599400e-04" rms="4.1282665729522705e-01" purity="4.4576516747474670e-01" nType="-99"/>
7953 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.3397962152957916e-03" rms="4.4943347573280334e-01" purity="4.5344442129135132e-01" nType="-99"/>
7954 </Node>
7955 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.1555351018905640e-01" cType="1" res="2.3157341405749321e-02" rms="4.5163878798484802e-01" purity="5.7151019573211670e-01" nType="0">
7956 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7060872633010149e-03" rms="4.5068517327308655e-01" purity="4.8390963673591614e-01" nType="-99"/>
7957 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0804398916661739e-02" rms="4.5200586318969727e-01" purity="7.0250248908996582e-01" nType="-99"/>
7958 </Node>
7959 </Node>
7960 </BinaryTree>
7961 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="696">
7962 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="-6.6314819268882275e-03" rms="4.4601401686668396e-01" purity="4.9373298883438110e-01" nType="0">
7963 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.3999596834182739e+00" cType="1" res="-3.7041602190583944e-03" rms="4.4607821106910706e-01" purity="4.9674370884895325e-01" nType="0">
7964 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5846143942326307e-03" rms="4.4742527604103088e-01" purity="4.7917160391807556e-01" nType="-99"/>
7965 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.3333477377891541e-03" rms="4.2538678646087646e-01" purity="7.3806208372116089e-01" nType="-99"/>
7966 </Node>
7967 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0626741647720337e-01" cType="1" res="-4.8671983182430267e-02" rms="4.4296222925186157e-01" purity="4.5049425959587097e-01" nType="0">
7968 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0823823064565659e-02" rms="3.7351068854331970e-01" purity="2.3531781136989594e-01" nType="-99"/>
7969 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7384618297219276e-03" rms="4.8560595512390137e-01" purity="6.3171678781509399e-01" nType="-99"/>
7970 </Node>
7971 </Node>
7972 </BinaryTree>
7973 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="697">
7974 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4283332042396069e-02" cType="1" res="4.5809447765350342e-03" rms="4.5164412260055542e-01" purity="4.9885231256484985e-01" nType="0">
7975 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.2240502983331680e-02" cType="1" res="2.1272039040923119e-02" rms="4.4737511873245239e-01" purity="4.7784256935119629e-01" nType="0">
7976 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1748834773898125e-03" rms="4.4573384523391724e-01" purity="4.7003635764122009e-01" nType="-99"/>
7977 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0711855962872505e-02" rms="4.6331411600112915e-01" purity="5.7555246353149414e-01" nType="-99"/>
7978 </Node>
7979 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6590752899646759e-02" cType="1" res="-1.6355738043785095e-02" rms="4.5607975125312805e-01" purity="5.2520608901977539e-01" nType="0">
7980 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2854150738567114e-03" rms="4.5517468452453613e-01" purity="5.3344756364822388e-01" nType="-99"/>
7981 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6615563780069351e-02" rms="4.5761457085609436e-01" purity="4.0398147702217102e-01" nType="-99"/>
7982 </Node>
7983 </Node>
7984 </BinaryTree>
7985 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="698">
7986 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5255500078201294e-01" cType="1" res="-1.0478465264895931e-04" rms="4.4821012020111084e-01" purity="4.9854803085327148e-01" nType="0">
7987 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="6.3625735044479370e-01" cType="1" res="6.5914234146475792e-03" rms="4.4565391540527344e-01" purity="4.7658351063728333e-01" nType="0">
7988 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7853417375590652e-04" rms="4.4375050067901611e-01" purity="4.4243901968002319e-01" nType="-99"/>
7989 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4808666035532951e-03" rms="4.5530626177787781e-01" purity="6.8121790885925293e-01" nType="-99"/>
7990 </Node>
7991 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.0968493223190308e+00" cType="1" res="-3.4736808389425278e-02" rms="4.5965024828910828e-01" purity="6.1214596033096313e-01" nType="0">
7992 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8183821812272072e-02" rms="4.6593868732452393e-01" purity="5.2627700567245483e-01" nType="-99"/>
7993 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3325513757299632e-04" rms="4.5141470432281494e-01" purity="6.8033504486083984e-01" nType="-99"/>
7994 </Node>
7995 </Node>
7996 </BinaryTree>
7997 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="699">
7998 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="6.8957507610321045e-03" rms="4.4816997647285461e-01" purity="5.0589138269424438e-01" nType="0">
7999 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7641154378652573e-03" cType="1" res="1.5744555741548538e-02" rms="4.4467139244079590e-01" purity="5.1119226217269897e-01" nType="0">
8000 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6834972500801086e-03" rms="4.3798708915710449e-01" purity="5.2416998147964478e-01" nType="-99"/>
8001 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2968087103217840e-03" rms="4.4736242294311523e-01" purity="5.0515156984329224e-01" nType="-99"/>
8002 </Node>
8003 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8071591407060623e-02" cType="1" res="-1.8302524462342262e-02" rms="4.5704880356788635e-01" purity="4.9079638719558716e-01" nType="0">
8004 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3852622359991074e-03" rms="4.5551013946533203e-01" purity="5.0210535526275635e-01" nType="-99"/>
8005 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7654062956571579e-02" rms="4.5644292235374451e-01" purity="3.9505475759506226e-01" nType="-99"/>
8006 </Node>
8007 </Node>
8008 </BinaryTree>
8009 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="700">
8010 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="3.2035624608397484e-03" rms="4.4752669334411621e-01" purity="5.0016540288925171e-01" nType="0">
8011 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.6617539823055267e-02" cType="1" res="-4.0900765452533960e-04" rms="4.4749033451080322e-01" purity="4.9448215961456299e-01" nType="0">
8012 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0924524394795299e-03" rms="4.4753408432006836e-01" purity="4.9547967314720154e-01" nType="-99"/>
8013 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0997734963893890e-02" rms="4.4436442852020264e-01" purity="4.8481163382530212e-01" nType="-99"/>
8014 </Node>
8015 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3657232746481895e-02" rms="4.4414380192756653e-01" purity="5.9091907739639282e-01" nType="-99"/>
8016 </Node>
8017 </BinaryTree>
8018 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="701">
8019 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="5.0415634177625179e-03" rms="4.4496095180511475e-01" purity="5.0873935222625732e-01" nType="0">
8020 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.4285713195800781e+01" cType="1" res="7.6434868387877941e-03" rms="4.4458755850791931e-01" purity="5.1318782567977905e-01" nType="0">
8021 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1832396266981959e-03" rms="4.4439363479614258e-01" purity="5.0935608148574829e-01" nType="-99"/>
8022 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5936860814690590e-02" rms="4.4453540444374084e-01" purity="5.9373408555984497e-01" nType="-99"/>
8023 </Node>
8024 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3379655778408051e-02" rms="4.4933176040649414e-01" purity="4.0360012650489807e-01" nType="-99"/>
8025 </Node>
8026 </BinaryTree>
8027 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="702">
8028 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1422009468078613e+00" cType="1" res="-7.5548160821199417e-03" rms="4.4482201337814331e-01" purity="4.9365314841270447e-01" nType="0">
8029 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.0572432279586792e-01" cType="1" res="-4.9544638022780418e-03" rms="4.4379749894142151e-01" purity="4.9007126688957214e-01" nType="0">
8030 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2863685414195061e-03" rms="4.3485140800476074e-01" purity="3.5256764292716980e-01" nType="-99"/>
8031 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6884904839098454e-03" rms="4.5486024022102356e-01" purity="6.7727971076965332e-01" nType="-99"/>
8032 </Node>
8033 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4464179053902626e-02" rms="4.6201005578041077e-01" purity="5.6652933359146118e-01" nType="-99"/>
8034 </Node>
8035 </BinaryTree>
8036 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="703">
8037 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6141495704650879e+00" cType="1" res="-5.8826263993978500e-03" rms="4.5032271742820740e-01" purity="4.8734253644943237e-01" nType="0">
8038 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.6895194649696350e-01" cType="1" res="-3.2072782050818205e-03" rms="4.4944787025451660e-01" purity="4.8700076341629028e-01" nType="0">
8039 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2802515411749482e-03" rms="4.4199588894844055e-01" purity="4.0622815489768982e-01" nType="-99"/>
8040 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6379100531339645e-03" rms="4.6366146206855774e-01" purity="6.4983296394348145e-01" nType="-99"/>
8041 </Node>
8042 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9846152514219284e-02" rms="4.6870857477188110e-01" purity="4.9753519892692566e-01" nType="-99"/>
8043 </Node>
8044 </BinaryTree>
8045 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="704">
8046 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="1.0625261813402176e-02" rms="4.4746798276901245e-01" purity="5.0711965560913086e-01" nType="0">
8047 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3824563249945641e-03" cType="1" res="4.7255497425794601e-02" rms="4.2954421043395996e-01" purity="4.5137229561805725e-01" nType="0">
8048 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9398133978247643e-02" rms="4.2518064379692078e-01" purity="5.7901912927627563e-01" nType="-99"/>
8049 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1829197481274605e-03" rms="4.2948272824287415e-01" purity="4.2138248682022095e-01" nType="-99"/>
8050 </Node>
8051 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8094528019428253e-02" cType="1" res="3.5792335402220488e-03" rms="4.5049259066581726e-01" purity="5.1784288883209229e-01" nType="0">
8052 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9738159608095884e-03" rms="4.4854599237442017e-01" purity="5.1765048503875732e-01" nType="-99"/>
8053 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3915634527802467e-03" rms="4.6249920129776001e-01" purity="5.1917248964309692e-01" nType="-99"/>
8054 </Node>
8055 </Node>
8056 </BinaryTree>
8057 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="705">
8058 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="4.9282023683190346e-03" rms="4.4671747088432312e-01" purity="5.0349885225296021e-01" nType="0">
8059 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.3495733737945557e-01" cType="1" res="1.4444033149629831e-03" rms="4.4571143388748169e-01" purity="5.0218081474304199e-01" nType="0">
8060 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6035818047821522e-03" rms="4.2072850465774536e-01" purity="3.1335863471031189e-01" nType="-99"/>
8061 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1003011390566826e-03" rms="4.6507894992828369e-01" purity="6.5890777111053467e-01" nType="-99"/>
8062 </Node>
8063 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7447261139750481e-02" rms="4.6084144711494446e-01" purity="5.2972626686096191e-01" nType="-99"/>
8064 </Node>
8065 </BinaryTree>
8066 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="706">
8067 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3478527069091797e+00" cType="1" res="1.5382640995085239e-02" rms="4.4543680548667908e-01" purity="5.1721483469009399e-01" nType="0">
8068 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2961304187774658e-01" cType="1" res="1.2371036224067211e-02" rms="4.4624108076095581e-01" purity="5.0051939487457275e-01" nType="0">
8069 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5179546102881432e-03" rms="3.8124805688858032e-01" purity="2.3233291506767273e-01" nType="-99"/>
8070 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7025037929415703e-03" rms="4.6706008911132812e-01" purity="5.9667414426803589e-01" nType="-99"/>
8071 </Node>
8072 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3066614978015423e-02" rms="4.3288487195968628e-01" purity="7.3513895273208618e-01" nType="-99"/>
8073 </Node>
8074 </BinaryTree>
8075 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="707">
8076 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="5.4662623442709446e-03" rms="4.4836133718490601e-01" purity="5.0347834825515747e-01" nType="0">
8077 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3760468959808350e+00" cType="1" res="-5.5531477555632591e-03" rms="4.4377285242080688e-01" purity="4.8839396238327026e-01" nType="0">
8078 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2391607053577900e-03" rms="4.4479405879974365e-01" purity="4.7569084167480469e-01" nType="-99"/>
8079 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1701921932399273e-02" rms="4.2347297072410583e-01" purity="6.9153130054473877e-01" nType="-99"/>
8080 </Node>
8081 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8559973463416100e-02" cType="1" res="3.2797560095787048e-02" rms="4.5840248465538025e-01" purity="5.4089206457138062e-01" nType="0">
8082 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8369094468653202e-03" rms="4.6006789803504944e-01" purity="5.0409048795700073e-01" nType="-99"/>
8083 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1689448505640030e-02" rms="4.4764718413352966e-01" purity="6.3567447662353516e-01" nType="-99"/>
8084 </Node>
8085 </Node>
8086 </BinaryTree>
8087 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="708">
8088 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2000000000000000e+01" cType="1" res="3.9832610636949539e-03" rms="4.4915154576301575e-01" purity="5.0388240814208984e-01" nType="0">
8089 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8047618865966797e+01" cType="1" res="1.3902118662372231e-03" rms="4.4829690456390381e-01" purity="5.0215721130371094e-01" nType="0">
8090 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2584743089973927e-03" rms="4.4674631953239441e-01" purity="5.0460237264633179e-01" nType="-99"/>
8091 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0847996696829796e-02" rms="4.7556030750274658e-01" purity="4.4368985295295715e-01" nType="-99"/>
8092 </Node>
8093 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.6566818580031395e-02" cType="1" res="2.4218706414103508e-02" rms="4.5525893568992615e-01" purity="5.1734524965286255e-01" nType="0">
8094 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8544538179412484e-03" rms="4.3834790587425232e-01" purity="4.5331898331642151e-01" nType="-99"/>
8095 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4287781901657581e-02" rms="4.7191604971885681e-01" purity="5.9405761957168579e-01" nType="-99"/>
8096 </Node>
8097 </Node>
8098 </BinaryTree>
8099 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="709">
8100 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="7.8781573101878166e-03" rms="4.4759491086006165e-01" purity="5.0884181261062622e-01" nType="0">
8101 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1410667896270752e+00" cType="1" res="4.5300368219614029e-03" rms="4.4706410169601440e-01" purity="5.0491845607757568e-01" nType="0">
8102 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4486423828639090e-04" rms="4.4839444756507874e-01" purity="4.9171781539916992e-01" nType="-99"/>
8103 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1767729185521603e-02" rms="4.2519468069076538e-01" purity="6.9257003068923950e-01" nType="-99"/>
8104 </Node>
8105 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1705216541886330e-03" cType="1" res="4.5061729848384857e-02" rms="4.5178332924842834e-01" purity="5.5241423845291138e-01" nType="0">
8106 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0488044936209917e-03" rms="4.6194052696228027e-01" purity="4.8394721746444702e-01" nType="-99"/>
8107 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5559322200715542e-02" rms="4.4486409425735474e-01" purity="5.8841270208358765e-01" nType="-99"/>
8108 </Node>
8109 </Node>
8110 </BinaryTree>
8111 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="710">
8112 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475346148014069e-02" cType="1" res="1.5083387261256576e-03" rms="4.4579392671585083e-01" purity="5.0664877891540527e-01" nType="0">
8113 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-2.0629398059099913e-03" rms="4.4466581940650940e-01" purity="5.0080108642578125e-01" nType="0">
8114 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0710172355175018e-03" rms="4.4368952512741089e-01" purity="4.9948647618293762e-01" nType="-99"/>
8115 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5545061789453030e-02" rms="4.6822616457939148e-01" purity="5.4068768024444580e-01" nType="-99"/>
8116 </Node>
8117 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4107630848884583e-02" cType="1" res="3.1563129276037216e-02" rms="4.5406544208526611e-01" purity="5.5586117506027222e-01" nType="0">
8118 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4412215910851955e-02" rms="4.1801574826240540e-01" purity="5.9951710700988770e-01" nType="-99"/>
8119 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4372495245188475e-03" rms="4.7558298707008362e-01" purity="5.2659714221954346e-01" nType="-99"/>
8120 </Node>
8121 </Node>
8122 </BinaryTree>
8123 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="711">
8124 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4284135773777962e-02" cType="1" res="-5.9682497521862388e-04" rms="4.5232012867927551e-01" purity="4.9782833456993103e-01" nType="0">
8125 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1360965073108673e-01" cType="1" res="1.1698430404067039e-02" rms="4.4992935657501221e-01" purity="4.7327277064323425e-01" nType="0">
8126 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0461067371070385e-03" rms="4.3571749329566956e-01" purity="3.1827324628829956e-01" nType="-99"/>
8127 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3113442845642567e-04" rms="4.6413993835449219e-01" purity="6.3794010877609253e-01" nType="-99"/>
8128 </Node>
8129 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-1.5410968102514744e-02" rms="4.5474264025688171e-01" purity="5.2741461992263794e-01" nType="0">
8130 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5627282708883286e-03" rms="4.5475259423255920e-01" purity="5.1904582977294922e-01" nType="-99"/>
8131 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7586521878838539e-03" rms="4.5047396421432495e-01" purity="5.9058302640914917e-01" nType="-99"/>
8132 </Node>
8133 </Node>
8134 </BinaryTree>
8135 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="712">
8136 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6194467544555664e+00" cType="1" res="-3.6549873766489327e-04" rms="4.5012691617012024e-01" purity="4.9924036860466003e-01" nType="0">
8137 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4523811340332031e+01" cType="1" res="3.2725473865866661e-03" rms="4.4930523633956909e-01" purity="4.9889409542083740e-01" nType="0">
8138 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7108676042407751e-04" rms="4.4790747761726379e-01" purity="4.9843567609786987e-01" nType="-99"/>
8139 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3719757087528706e-02" rms="4.8680227994918823e-01" purity="5.1282095909118652e-01" nType="-99"/>
8140 </Node>
8141 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5653809309005737e-02" rms="4.6098297834396362e-01" purity="5.0946688652038574e-01" nType="-99"/>
8142 </Node>
8143 </BinaryTree>
8144 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="713">
8145 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0952202156186104e-02" cType="1" res="-2.5578830391168594e-03" rms="4.4814363121986389e-01" purity="4.9940884113311768e-01" nType="0">
8146 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="3.4401358570903540e-03" rms="4.4776397943496704e-01" purity="4.8951476812362671e-01" nType="0">
8147 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0467589385807514e-03" rms="4.3818148970603943e-01" purity="4.9165457487106323e-01" nType="-99"/>
8148 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7800595853477716e-03" rms="4.6414634585380554e-01" purity="4.8565918207168579e-01" nType="-99"/>
8149 </Node>
8150 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0357811450958252e-01" cType="1" res="-2.3739093914628029e-02" rms="4.4884085655212402e-01" purity="5.3434830904006958e-01" nType="0">
8151 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9064899533987045e-02" rms="3.9930424094200134e-01" purity="2.7251002192497253e-01" nType="-99"/>
8152 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1164734605699778e-03" rms="4.6514651179313660e-01" purity="6.3518172502517700e-01" nType="-99"/>
8153 </Node>
8154 </Node>
8155 </BinaryTree>
8156 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="714">
8157 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3820057976990938e-03" cType="1" res="8.0012055113911629e-03" rms="4.4863507151603699e-01" purity="5.1324015855789185e-01" nType="0">
8158 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.9280859269201756e-03" cType="1" res="3.5854130983352661e-02" rms="4.5421344041824341e-01" purity="5.5644696950912476e-01" nType="0">
8159 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1541306972503662e-02" rms="4.4969478249549866e-01" purity="5.7871764898300171e-01" nType="-99"/>
8160 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9246818311512470e-03" rms="4.7398030757904053e-01" purity="4.3043857812881470e-01" nType="-99"/>
8161 </Node>
8162 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.1854253262281418e-02" cType="1" res="1.7264925409108400e-03" rms="4.4712939858436584e-01" purity="5.0350654125213623e-01" nType="0">
8163 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4849606668576598e-03" rms="4.4249573349952698e-01" purity="4.8064339160919189e-01" nType="-99"/>
8164 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3266556933522224e-03" rms="4.5880800485610962e-01" purity="5.6547373533248901e-01" nType="-99"/>
8165 </Node>
8166 </Node>
8167 </BinaryTree>
8168 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="715">
8169 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="4.9288203008472919e-03" rms="4.4892323017120361e-01" purity="5.1052087545394897e-01" nType="0">
8170 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7633969224989414e-03" cType="1" res="8.1743281334638596e-03" rms="4.4888460636138916e-01" purity="5.1355493068695068e-01" nType="0">
8171 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1205035783350468e-03" rms="4.4310328364372253e-01" purity="5.3474539518356323e-01" nType="-99"/>
8172 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4087188648991287e-04" rms="4.5122674107551575e-01" purity="5.0379765033721924e-01" nType="-99"/>
8173 </Node>
8174 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5462920069694519e-02" rms="4.4398534297943115e-01" purity="4.4487237930297852e-01" nType="-99"/>
8175 </Node>
8176 </BinaryTree>
8177 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="716">
8178 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="5.7842764072120190e-03" rms="4.5088690519332886e-01" purity="5.0543528795242310e-01" nType="0">
8179 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4285929501056671e-02" cType="1" res="7.9853795468807220e-02" rms="4.1274794936180115e-01" purity="3.9890879392623901e-01" nType="0">
8180 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2619103305041790e-02" rms="3.7814769148826599e-01" purity="3.2715898752212524e-01" nType="-99"/>
8181 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0852681025862694e-02" rms="4.4187885522842407e-01" purity="4.7300580143928528e-01" nType="-99"/>
8182 </Node>
8183 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7623435966670513e-03" cType="1" res="1.7082312842831016e-03" rms="4.5254066586494446e-01" purity="5.1129746437072754e-01" nType="0">
8184 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4252892732620239e-03" rms="4.5812121033668518e-01" purity="4.7332203388214111e-01" nType="-99"/>
8185 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6999081019312143e-03" rms="4.4994103908538818e-01" purity="5.2650892734527588e-01" nType="-99"/>
8186 </Node>
8187 </Node>
8188 </BinaryTree>
8189 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="717">
8190 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6186857223510742e+00" cType="1" res="1.5944070182740688e-03" rms="4.4841220974922180e-01" purity="5.0405204296112061e-01" nType="0">
8191 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="-2.1657049655914307e-03" rms="4.4876179099082947e-01" purity="4.9534827470779419e-01" nType="0">
8192 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0854941792786121e-03" rms="4.4562396407127380e-01" purity="5.0244879722595215e-01" nType="-99"/>
8193 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8719261586666107e-03" rms="4.6510210633277893e-01" purity="4.5308041572570801e-01" nType="-99"/>
8194 </Node>
8195 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8804406747221947e-02" rms="4.3320468068122864e-01" purity="6.8954694271087646e-01" nType="-99"/>
8196 </Node>
8197 </BinaryTree>
8198 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="718">
8199 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="7.9504167661070824e-03" rms="4.5125877857208252e-01" purity="5.1166200637817383e-01" nType="0">
8200 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="-1.2151901610195637e-03" rms="4.4761815667152405e-01" purity="4.9762833118438721e-01" nType="0">
8201 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4145262800157070e-03" rms="4.2102763056755066e-01" purity="3.1904900074005127e-01" nType="-99"/>
8202 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3049839548766613e-03" rms="4.6687099337577820e-01" purity="6.3681578636169434e-01" nType="-99"/>
8203 </Node>
8204 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6849906444549561e-01" cType="1" res="3.0792234465479851e-02" rms="4.5941129326820374e-01" purity="5.4663550853729248e-01" nType="0">
8205 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7968840226531029e-03" rms="4.6445792913436890e-01" purity="4.9388429522514343e-01" nType="-99"/>
8206 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4923299662768841e-02" rms="4.4067490100860596e-01" purity="7.1978789567947388e-01" nType="-99"/>
8207 </Node>
8208 </Node>
8209 </BinaryTree>
8210 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="719">
8211 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-1.1271304683759809e-03" rms="4.4248300790786743e-01" purity="5.0940692424774170e-01" nType="0">
8212 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0945409089326859e-02" cType="1" res="1.2167832814157009e-02" rms="4.3880134820938110e-01" purity="5.0897628068923950e-01" nType="0">
8213 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2776894727721810e-03" rms="4.3589442968368530e-01" purity="4.8481649160385132e-01" nType="-99"/>
8214 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5830902680754662e-03" rms="4.4733914732933044e-01" purity="5.8776849508285522e-01" nType="-99"/>
8215 </Node>
8216 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4423411488533020e-01" cType="1" res="-1.6807341948151588e-02" rms="4.4627743959426880e-01" purity="5.0991487503051758e-01" nType="0">
8217 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5678234398365021e-02" rms="3.9507350325584412e-01" purity="2.3223441839218140e-01" nType="-99"/>
8218 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7976025487296283e-04" rms="4.6599850058555603e-01" purity="6.3306236267089844e-01" nType="-99"/>
8219 </Node>
8220 </Node>
8221 </BinaryTree>
8222 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="720">
8223 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="2.7219487819820642e-03" rms="4.4409900903701782e-01" purity="5.0642573833465576e-01" nType="0">
8224 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3328041434288025e-02" cType="1" res="-4.0540337562561035e-02" rms="4.1237241029739380e-01" purity="3.7584370374679565e-01" nType="0">
8225 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4985543675720692e-02" rms="4.0375563502311707e-01" purity="3.4852552413940430e-01" nType="-99"/>
8226 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8484997609630227e-04" rms="4.4000896811485291e-01" purity="4.7662597894668579e-01" nType="-99"/>
8227 </Node>
8228 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1422009468078613e+00" cType="1" res="1.2389272451400757e-02" rms="4.5031574368476868e-01" purity="5.3560537099838257e-01" nType="0">
8229 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0401568617671728e-03" rms="4.5264196395874023e-01" purity="5.2307391166687012e-01" nType="-99"/>
8230 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6965389251708984e-02" rms="4.1042318940162659e-01" purity="7.1919333934783936e-01" nType="-99"/>
8231 </Node>
8232 </Node>
8233 </BinaryTree>
8234 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="721">
8235 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5707402974367142e-02" cType="1" res="-4.9952669069170952e-03" rms="4.4952407479286194e-01" purity="4.9559012055397034e-01" nType="0">
8236 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8890015557408333e-02" cType="1" res="1.0291816433891654e-03" rms="4.4381397962570190e-01" purity="4.9918553233146667e-01" nType="0">
8237 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1203333269804716e-03" rms="4.4321426749229431e-01" purity="4.8366206884384155e-01" nType="-99"/>
8238 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0549475438892841e-02" rms="4.4611436128616333e-01" purity="6.1579471826553345e-01" nType="-99"/>
8239 </Node>
8240 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5896891951560974e-01" cType="1" res="-4.0020622313022614e-02" rms="4.7988626360893250e-01" purity="4.7468677163124084e-01" nType="0">
8241 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4748679250478745e-02" rms="4.4715490937232971e-01" purity="3.7710252404212952e-01" nType="-99"/>
8242 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0346965640783310e-02" rms="4.8256480693817139e-01" purity="5.1393032073974609e-01" nType="-99"/>
8243 </Node>
8244 </Node>
8245 </BinaryTree>
8246 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="722">
8247 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="7.3759243823587894e-03" rms="4.5070609450340271e-01" purity="5.1134234666824341e-01" nType="0">
8248 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2138738632202148e-01" cType="1" res="1.8365824595093727e-02" rms="4.4478213787078857e-01" purity="5.1430320739746094e-01" nType="0">
8249 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1256821453571320e-02" rms="4.2426142096519470e-01" purity="3.2457399368286133e-01" nType="-99"/>
8250 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.4695674013346434e-04" rms="4.5874169468879700e-01" purity="6.5391147136688232e-01" nType="-99"/>
8251 </Node>
8252 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8248642683029175e-01" cType="1" res="-7.9601090401411057e-03" rms="4.5840477943420410e-01" purity="5.0721055269241333e-01" nType="0">
8253 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1729267686605453e-03" rms="4.5448958873748779e-01" purity="4.2715463042259216e-01" nType="-99"/>
8254 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0647752098739147e-03" rms="4.6492341160774231e-01" purity="6.5214800834655762e-01" nType="-99"/>
8255 </Node>
8256 </Node>
8257 </BinaryTree>
8258 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="723">
8259 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1433363482356071e-03" cType="1" res="-2.2014153655618429e-03" rms="4.4542780518531799e-01" purity="5.0781464576721191e-01" nType="0">
8260 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2857143402099609e+01" cType="1" res="1.5444691292941570e-02" rms="4.4886496663093567e-01" purity="4.9838683009147644e-01" nType="0">
8261 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.7326812101528049e-04" rms="4.3961015343666077e-01" purity="4.7469604015350342e-01" nType="-99"/>
8262 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4568157494068146e-02" rms="4.6671450138092041e-01" purity="5.5384719371795654e-01" nType="-99"/>
8263 </Node>
8264 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9388062879443169e-02" cType="1" res="-1.4049293473362923e-02" rms="4.4271057844161987e-01" purity="5.1414465904235840e-01" nType="0">
8265 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4554396346211433e-03" rms="4.2791444063186646e-01" purity="4.4827565550804138e-01" nType="-99"/>
8266 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4039687812328339e-05" rms="4.5064920186996460e-01" purity="5.5310142040252686e-01" nType="-99"/>
8267 </Node>
8268 </Node>
8269 </BinaryTree>
8270 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="724">
8271 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6190652847290039e+00" cType="1" res="-2.3844249080866575e-03" rms="4.5151853561401367e-01" purity="4.9909937381744385e-01" nType="0">
8272 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2539589405059814e-01" cType="1" res="8.3247770089656115e-04" rms="4.5151564478874207e-01" purity="4.9781209230422974e-01" nType="0">
8273 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2539647333323956e-03" rms="4.0028649568557739e-01" purity="2.5699126720428467e-01" nType="-99"/>
8274 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2621434871107340e-03" rms="4.6773055195808411e-01" purity="5.8094239234924316e-01" nType="-99"/>
8275 </Node>
8276 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5141073390841484e-02" rms="4.4011780619621277e-01" purity="5.3896617889404297e-01" nType="-99"/>
8277 </Node>
8278 </BinaryTree>
8279 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="725">
8280 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9781183004379272e-01" cType="1" res="4.5398487709462643e-03" rms="4.5043081045150757e-01" purity="5.0545722246170044e-01" nType="0">
8281 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0458410978317261e-02" cType="1" res="9.1132353991270065e-03" rms="4.4951874017715454e-01" purity="4.8609259724617004e-01" nType="0">
8282 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1757595930248499e-03" rms="4.4767951965332031e-01" purity="4.7997242212295532e-01" nType="-99"/>
8283 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0890232399106026e-02" rms="4.6342238783836365e-01" purity="5.3916257619857788e-01" nType="-99"/>
8284 </Node>
8285 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.2627398967742920e+00" cType="1" res="-3.1434144824743271e-02" rms="4.5594501495361328e-01" purity="6.5777814388275146e-01" nType="0">
8286 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7845153808593750e-02" rms="4.7793009877204895e-01" purity="5.9152722358703613e-01" nType="-99"/>
8287 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2707139831036329e-03" rms="4.4037190079689026e-01" purity="6.9679892063140869e-01" nType="-99"/>
8288 </Node>
8289 </Node>
8290 </BinaryTree>
8291 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="726">
8292 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="-1.0508272796869278e-02" rms="4.4587019085884094e-01" purity="4.9281683564186096e-01" nType="0">
8293 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1441721916198730e+00" cType="1" res="-8.9689670130610466e-03" rms="4.4503098726272583e-01" purity="4.9590530991554260e-01" nType="0">
8294 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7447151951491833e-03" rms="4.4591301679611206e-01" purity="4.8533156514167786e-01" nType="-99"/>
8295 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1073801480233669e-03" rms="4.2928716540336609e-01" purity="6.6438424587249756e-01" nType="-99"/>
8296 </Node>
8297 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5506998635828495e-02" rms="4.7121536731719971e-01" purity="3.8439106941223145e-01" nType="-99"/>
8298 </Node>
8299 </BinaryTree>
8300 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="727">
8301 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7603785060346127e-03" cType="1" res="-7.9464633017778397e-04" rms="4.4679865241050720e-01" purity="5.0296783447265625e-01" nType="0">
8302 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.0761905670166016e+01" cType="1" res="-3.7153460085391998e-02" rms="4.3993541598320007e-01" purity="4.5328143239021301e-01" nType="0">
8303 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5754697844386101e-02" rms="4.2419487237930298e-01" purity="4.1565245389938354e-01" nType="-99"/>
8304 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4147799750790000e-04" rms="4.6251586079597473e-01" purity="5.1680421829223633e-01" nType="-99"/>
8305 </Node>
8306 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.2754514366388321e-02" cType="1" res="1.3366182334721088e-02" rms="4.4864678382873535e-01" purity="5.2231943607330322e-01" nType="0">
8307 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3043542429804802e-03" rms="4.4400534033775330e-01" purity="5.1768183708190918e-01" nType="-99"/>
8308 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8898018170148134e-03" rms="4.6000117063522339e-01" purity="5.3457999229431152e-01" nType="-99"/>
8309 </Node>
8310 </Node>
8311 </BinaryTree>
8312 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="728">
8313 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5422190427780151e-01" cType="1" res="-5.4479571990668774e-03" rms="4.5121091604232788e-01" purity="4.9349507689476013e-01" nType="0">
8314 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1900320649147034e-02" cType="1" res="-1.2829186394810677e-02" rms="4.4924330711364746e-01" purity="4.5667144656181335e-01" nType="0">
8315 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1216497514396906e-03" rms="4.4672861695289612e-01" purity="4.3088468909263611e-01" nType="-99"/>
8316 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5960401445627213e-03" rms="4.5117706060409546e-01" purity="4.8405277729034424e-01" nType="-99"/>
8317 </Node>
8318 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1471740007400513e+00" cType="1" res="2.7980139479041100e-02" rms="4.5853134989738464e-01" purity="6.6026169061660767e-01" nType="0">
8319 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7674896866083145e-02" rms="4.5937082171440125e-01" purity="7.0388561487197876e-01" nType="-99"/>
8320 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1063733622431755e-03" rms="4.5725578069686890e-01" purity="6.4765769243240356e-01" nType="-99"/>
8321 </Node>
8322 </Node>
8323 </BinaryTree>
8324 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="729">
8325 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6190426200628281e-02" cType="1" res="-2.5865812785923481e-03" rms="4.5237290859222412e-01" purity="4.9230387806892395e-01" nType="0">
8326 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.5132278203964233e+00" cType="1" res="7.5090848840773106e-03" rms="4.4958558678627014e-01" purity="4.8579832911491394e-01" nType="0">
8327 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7321279048919678e-03" rms="4.4876489043235779e-01" purity="4.7749164700508118e-01" nType="-99"/>
8328 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5622251667082310e-02" rms="4.6025297045707703e-01" purity="6.5161126852035522e-01" nType="-99"/>
8329 </Node>
8330 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.6383857727050781e-01" cType="1" res="-3.0290456488728523e-02" rms="4.5879513025283813e-01" purity="5.1015609502792358e-01" nType="0">
8331 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1053229942917824e-03" rms="4.5457750558853149e-01" purity="5.0245875120162964e-01" nType="-99"/>
8332 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1510103717446327e-02" rms="4.7360554337501526e-01" purity="5.4744619131088257e-01" nType="-99"/>
8333 </Node>
8334 </Node>
8335 </BinaryTree>
8336 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="730">
8337 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="1.0208510793745518e-02" rms="4.4799742102622986e-01" purity="5.1078516244888306e-01" nType="0">
8338 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4047415829263628e-04" cType="1" res="4.6052441000938416e-02" rms="4.4919693470001221e-01" purity="5.7185685634613037e-01" nType="0">
8339 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8486760333180428e-02" rms="4.6793141961097717e-01" purity="6.4463275671005249e-01" nType="-99"/>
8340 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8556966036558151e-03" rms="4.4381743669509888e-01" purity="5.5630815029144287e-01" nType="-99"/>
8341 </Node>
8342 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.1855265200138092e-03" cType="1" res="1.6057260800153017e-03" rms="4.4728180766105652e-01" purity="4.9612754583358765e-01" nType="0">
8343 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8627875726670027e-03" rms="4.3517702817916870e-01" purity="4.1617876291275024e-01" nType="-99"/>
8344 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8409040058031678e-03" rms="4.5275878906250000e-01" purity="5.3388941287994385e-01" nType="-99"/>
8345 </Node>
8346 </Node>
8347 </BinaryTree>
8348 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="731">
8349 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5230250805616379e-02" cType="1" res="-6.6742049530148506e-03" rms="4.4768896698951721e-01" purity="4.9247911572456360e-01" nType="0">
8350 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0000000000000000e+01" cType="1" res="-1.1534961871802807e-02" rms="4.4593670964241028e-01" purity="4.8638367652893066e-01" nType="0">
8351 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8953302642330527e-03" rms="4.4611945748329163e-01" purity="4.9056729674339294e-01" nType="-99"/>
8352 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4969473481178284e-02" rms="4.3104395270347595e-01" purity="3.8547182083129883e-01" nType="-99"/>
8353 </Node>
8354 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6516393050551414e-02" rms="4.6829733252525330e-01" purity="5.9196400642395020e-01" nType="-99"/>
8355 </Node>
8356 </BinaryTree>
8357 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="732">
8358 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-1.3463341165333986e-03" rms="4.4746145606040955e-01" purity="4.9858823418617249e-01" nType="0">
8359 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5238918438553810e-03" cType="1" res="9.0620163828134537e-03" rms="4.4356742501258850e-01" purity="5.0705319643020630e-01" nType="0">
8360 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1993967238813639e-03" rms="4.3442252278327942e-01" purity="4.4620487093925476e-01" nType="-99"/>
8361 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4121995344758034e-03" rms="4.4986537098884583e-01" purity="5.5276864767074585e-01" nType="-99"/>
8362 </Node>
8363 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3804330267012119e-03" cType="1" res="-3.0751390382647514e-02" rms="4.5700484514236450e-01" purity="4.7467347979545593e-01" nType="0">
8364 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0789448171854019e-02" rms="4.4078549742698669e-01" purity="4.5882627367973328e-01" nType="-99"/>
8365 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3662353418767452e-03" rms="4.5950356125831604e-01" purity="4.7808986902236938e-01" nType="-99"/>
8366 </Node>
8367 </Node>
8368 </BinaryTree>
8369 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="733">
8370 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8571842238306999e-02" cType="1" res="3.5588059108704329e-03" rms="4.4798913598060608e-01" purity="5.0379782915115356e-01" nType="0">
8371 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.0403157919645309e-02" cType="1" res="1.2476458214223385e-02" rms="4.4576501846313477e-01" purity="4.9754726886749268e-01" nType="0">
8372 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6956740291789174e-03" rms="4.4395643472671509e-01" purity="4.8317292332649231e-01" nType="-99"/>
8373 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0595516301691532e-02" rms="4.5448893308639526e-01" purity="5.7845115661621094e-01" nType="-99"/>
8374 </Node>
8375 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.3263721466064453e-01" cType="1" res="-2.3972060531377792e-02" rms="4.5368227362632751e-01" purity="5.2309477329254150e-01" nType="0">
8376 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1309506371617317e-02" rms="4.4774681329727173e-01" purity="4.1680046916007996e-01" nType="-99"/>
8377 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8930786754935980e-03" rms="4.5994451642036438e-01" purity="6.7197173833847046e-01" nType="-99"/>
8378 </Node>
8379 </Node>
8380 </BinaryTree>
8381 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="734">
8382 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3999596834182739e+00" cType="1" res="1.0405871085822582e-02" rms="4.4679081439971924e-01" purity="5.1322537660598755e-01" nType="0">
8383 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.6656712889671326e-01" cType="1" res="6.4378227107226849e-03" rms="4.4856294989585876e-01" purity="4.9450278282165527e-01" nType="0">
8384 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9814576264470816e-03" rms="4.4387814402580261e-01" purity="4.5059770345687866e-01" nType="-99"/>
8385 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1123869121074677e-03" rms="4.6439537405967712e-01" purity="6.5158647298812866e-01" nType="-99"/>
8386 </Node>
8387 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5275235287845135e-02" rms="4.1939944028854370e-01" purity="7.5878942012786865e-01" nType="-99"/>
8388 </Node>
8389 </BinaryTree>
8390 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="735">
8391 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0951771885156631e-02" cType="1" res="2.7622992638498545e-03" rms="4.4784083962440491e-01" purity="5.0694584846496582e-01" nType="0">
8392 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8003616258502007e-02" cType="1" res="-6.2486873939633369e-03" rms="4.4450810551643372e-01" purity="4.8328727483749390e-01" nType="0">
8393 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2863633502274752e-04" rms="4.4471761584281921e-01" purity="4.8643922805786133e-01" nType="-99"/>
8394 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2068150341510773e-02" rms="4.3047702312469482e-01" purity="4.0945643186569214e-01" nType="-99"/>
8395 </Node>
8396 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.4581430256366730e-02" cType="1" res="3.0677029862999916e-02" rms="4.5688468217849731e-01" purity="5.8023667335510254e-01" nType="0">
8397 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0449025556445122e-02" rms="4.3467536568641663e-01" purity="6.9248068332672119e-01" nType="-99"/>
8398 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0463428702205420e-03" rms="4.6289378404617310e-01" purity="5.4213201999664307e-01" nType="-99"/>
8399 </Node>
8400 </Node>
8401 </BinaryTree>
8402 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="736">
8403 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="-1.4615044929087162e-02" rms="4.4890698790550232e-01" purity="4.8562300205230713e-01" nType="0">
8404 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0309971272945404e-01" cType="1" res="-2.2697267122566700e-03" rms="4.2398694157600403e-01" purity="3.2280454039573669e-01" nType="0">
8405 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6556591037660837e-03" rms="4.1608029603958130e-01" purity="2.9627984762191772e-01" nType="-99"/>
8406 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4138987287878990e-02" rms="4.8696190118789673e-01" purity="5.7258659601211548e-01" nType="-99"/>
8407 </Node>
8408 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3327940851449966e-02" cType="1" res="-2.5046238675713539e-02" rms="4.6867871284484863e-01" purity="6.2319672107696533e-01" nType="0">
8409 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5818947516381741e-03" rms="4.6833890676498413e-01" purity="6.2064129114151001e-01" nType="-99"/>
8410 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4141236897557974e-04" rms="4.6890264749526978e-01" purity="6.3119441270828247e-01" nType="-99"/>
8411 </Node>
8412 </Node>
8413 </BinaryTree>
8414 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="737">
8415 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.6881222836673260e-03" rms="4.4878661632537842e-01" purity="5.0352203845977783e-01" nType="0">
8416 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1222414970397949e+00" cType="1" res="-1.6401289030909538e-03" rms="4.4717481732368469e-01" purity="5.0231432914733887e-01" nType="0">
8417 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5052979579195380e-03" rms="4.4708937406539917e-01" purity="4.7895175218582153e-01" nType="-99"/>
8418 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4786230474710464e-03" rms="4.4584548473358154e-01" purity="7.1754676103591919e-01" nType="-99"/>
8419 </Node>
8420 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4534286223351955e-02" rms="4.7286665439605713e-01" purity="5.2524805068969727e-01" nType="-99"/>
8421 </Node>
8422 </BinaryTree>
8423 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="738">
8424 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-8.7044481188058853e-04" rms="4.5034822821617126e-01" purity="4.9841919541358948e-01" nType="0">
8425 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.4555622339248657e-01" cType="1" res="4.8154853284358978e-02" rms="4.3347075581550598e-01" purity="4.7417595982551575e-01" nType="0">
8426 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6744825989007950e-02" rms="4.1997501254081726e-01" purity="4.5210209488868713e-01" nType="-99"/>
8427 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4101994456723332e-03" rms="4.8432230949401855e-01" purity="5.7061558961868286e-01" nType="-99"/>
8428 </Node>
8429 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.7952381134033203e+01" cType="1" res="-1.4423170126974583e-02" rms="4.5397028326988220e-01" purity="5.0512105226516724e-01" nType="0">
8430 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9468888901174068e-03" rms="4.5359414815902710e-01" purity="5.0249361991882324e-01" nType="-99"/>
8431 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2316447682678699e-02" rms="4.5269724726676941e-01" purity="5.3309899568557739e-01" nType="-99"/>
8432 </Node>
8433 </Node>
8434 </BinaryTree>
8435 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="739">
8436 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0475562214851379e-02" cType="1" res="7.4824932962656021e-03" rms="4.4578561186790466e-01" purity="5.0934791564941406e-01" nType="0">
8437 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.6619912832975388e-02" cType="1" res="3.8056757766753435e-03" rms="4.4449022412300110e-01" purity="5.0307643413543701e-01" nType="0">
8438 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8227034015581012e-03" rms="4.4315725564956665e-01" purity="5.0514543056488037e-01" nType="-99"/>
8439 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8279159441590309e-02" rms="4.6722111105918884e-01" purity="4.5412746071815491e-01" nType="-99"/>
8440 </Node>
8441 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5464344322681427e-02" cType="1" res="3.8380589336156845e-02" rms="4.5535477995872498e-01" purity="5.6205046176910400e-01" nType="0">
8442 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9611086696386337e-02" rms="4.3763232231140137e-01" purity="6.1169272661209106e-01" nType="-99"/>
8443 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1917267739772797e-03" rms="4.7090977430343628e-01" purity="4.9370163679122925e-01" nType="-99"/>
8444 </Node>
8445 </Node>
8446 </BinaryTree>
8447 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="740">
8448 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="9.3348550796508789e-01" cType="1" res="2.2224162239581347e-03" rms="4.5048141479492188e-01" purity="5.0009089708328247e-01" nType="0">
8449 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.5543358325958252e-01" cType="1" res="8.2175256684422493e-03" rms="4.4862186908721924e-01" purity="4.8412629961967468e-01" nType="0">
8450 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5689465478062630e-03" rms="4.4094985723495483e-01" purity="4.2479610443115234e-01" nType="-99"/>
8451 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1446923278272152e-03" rms="4.6732950210571289e-01" purity="6.4129817485809326e-01" nType="-99"/>
8452 </Node>
8453 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8576565906405449e-02" cType="1" res="-4.8001162707805634e-02" rms="4.6272730827331543e-01" purity="6.3383340835571289e-01" nType="0">
8454 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7459247261285782e-02" rms="4.6576422452926636e-01" purity="6.2016427516937256e-01" nType="-99"/>
8455 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2832705872133374e-04" rms="4.5295470952987671e-01" purity="6.6112250089645386e-01" nType="-99"/>
8456 </Node>
8457 </Node>
8458 </BinaryTree>
8459 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="741">
8460 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="7.0158267021179199e-01" cType="1" res="1.7778553301468492e-03" rms="4.4698965549468994e-01" purity="5.0184488296508789e-01" nType="0">
8461 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.2000000000000000e+01" cType="1" res="6.5388903021812439e-03" rms="4.4321081042289734e-01" purity="4.7359719872474670e-01" nType="0">
8462 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8382858727127314e-03" rms="4.4296243786811829e-01" purity="4.7774583101272583e-01" nType="-99"/>
8463 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4852360412478447e-03" rms="4.4332036375999451e-01" purity="4.4175028800964355e-01" nType="-99"/>
8464 </Node>
8465 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="9.2857141494750977e+00" cType="1" res="-2.2347999736666679e-02" rms="4.6491822600364685e-01" purity="6.4498597383499146e-01" nType="0">
8466 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9963458180427551e-02" rms="4.8863339424133301e-01" purity="5.5504667758941650e-01" nType="-99"/>
8467 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6597306239418685e-04" rms="4.5399442315101624e-01" purity="6.7682635784149170e-01" nType="-99"/>
8468 </Node>
8469 </Node>
8470 </BinaryTree>
8471 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="742">
8472 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1428842097520828e-02" cType="1" res="-7.1046664379537106e-03" rms="4.5464557409286499e-01" purity="4.8333993554115295e-01" nType="0">
8473 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.9012712240219116e+00" cType="1" res="-2.0233573392033577e-02" rms="4.5025914907455444e-01" purity="4.4294592738151550e-01" nType="0">
8474 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9654020220041275e-03" rms="4.4917112588882446e-01" purity="4.3907487392425537e-01" nType="-99"/>
8475 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4050954729318619e-02" rms="4.6213984489440918e-01" purity="5.1264333724975586e-01" nType="-99"/>
8476 </Node>
8477 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.6873128488659859e-02" cType="1" res="1.5929751098155975e-02" rms="4.6133893728256226e-01" purity="5.5421054363250732e-01" nType="0">
8478 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7324430868029594e-02" rms="4.5348352193832397e-01" purity="6.1872953176498413e-01" nType="-99"/>
8479 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5835092896595597e-04" rms="4.6246287226676941e-01" purity="5.3320944309234619e-01" nType="-99"/>
8480 </Node>
8481 </Node>
8482 </BinaryTree>
8483 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="743">
8484 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.1222414970397949e+00" cType="1" res="7.8844865784049034e-03" rms="4.4768124818801880e-01" purity="5.0869393348693848e-01" nType="0">
8485 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.6720938086509705e-01" cType="1" res="3.3421718981117010e-03" rms="4.4807025790214539e-01" purity="4.8623830080032349e-01" nType="0">
8486 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3346986379474401e-03" rms="4.3664336204528809e-01" purity="3.4910127520561218e-01" nType="-99"/>
8487 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2061319798231125e-03" rms="4.6201887726783752e-01" purity="6.6124534606933594e-01" nType="-99"/>
8488 </Node>
8489 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6357090473175049e+00" cType="1" res="5.0423081964254379e-02" rms="4.4176065921783447e-01" purity="7.1898984909057617e-01" nType="0">
8490 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1036263555288315e-02" rms="4.4249790906906128e-01" purity="7.2195154428482056e-01" nType="-99"/>
8491 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2726617278531194e-03" rms="4.3635272979736328e-01" purity="7.1597927808761597e-01" nType="-99"/>
8492 </Node>
8493 </Node>
8494 </BinaryTree>
8495 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="744">
8496 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7819685935974121e-01" cType="1" res="-1.7281351611018181e-02" rms="4.4715791940689087e-01" purity="4.7731590270996094e-01" nType="0">
8497 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.6175782084465027e-02" cType="1" res="-7.8056654892861843e-03" rms="4.3368083238601685e-01" purity="4.0044140815734863e-01" nType="0">
8498 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.7322735190391541e-03" rms="4.2738214135169983e-01" purity="3.7359291315078735e-01" nType="-99"/>
8499 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2971937693655491e-03" rms="4.5024067163467407e-01" purity="4.7887474298477173e-01" nType="-99"/>
8500 </Node>
8501 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9048513844609261e-02" cType="1" res="-3.3796302974224091e-02" rms="4.6926629543304443e-01" purity="6.1129862070083618e-01" nType="0">
8502 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7035328093916178e-03" rms="4.6655598282814026e-01" purity="6.2536436319351196e-01" nType="-99"/>
8503 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4333399944007397e-02" rms="4.7121003270149231e-01" purity="5.9339755773544312e-01" nType="-99"/>
8504 </Node>
8505 </Node>
8506 </BinaryTree>
8507 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="745">
8508 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="6.1508230865001678e-03" rms="4.4497084617614746e-01" purity="5.1128011941909790e-01" nType="0">
8509 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="3.0804364942014217e-03" rms="4.4467672705650330e-01" purity="5.0576347112655640e-01" nType="0">
8510 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4382087392732501e-03" rms="4.4488570094108582e-01" purity="5.0882554054260254e-01" nType="-99"/>
8511 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5004178583621979e-03" rms="4.3921473622322083e-01" purity="4.5857715606689453e-01" nType="-99"/>
8512 </Node>
8513 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2912112288177013e-02" rms="4.4676497578620911e-01" purity="6.0187721252441406e-01" nType="-99"/>
8514 </Node>
8515 </BinaryTree>
8516 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="746">
8517 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.4750435948371887e-02" rms="4.5093387365341187e-01" purity="5.1482361555099487e-01" nType="0">
8518 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="7.2380952835083008e+00" cType="1" res="-1.2580117210745811e-02" rms="4.3057265877723694e-01" purity="3.9825072884559631e-01" nType="0">
8519 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.4456847030669451e-04" rms="4.3052077293395996e-01" purity="4.0796211361885071e-01" nType="-99"/>
8520 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1044855937361717e-02" rms="4.2440843582153320e-01" purity="3.5481315851211548e-01" nType="-99"/>
8521 </Node>
8522 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3817975521087646e+00" cType="1" res="2.0934563130140305e-02" rms="4.5518714189529419e-01" purity="5.4120075702667236e-01" nType="0">
8523 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7255537249147892e-03" rms="4.5507192611694336e-01" purity="5.4071998596191406e-01" nType="-99"/>
8524 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3869248330593109e-02" rms="4.5098784565925598e-01" purity="5.5410003662109375e-01" nType="-99"/>
8525 </Node>
8526 </Node>
8527 </BinaryTree>
8528 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="747">
8529 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7623142600059509e-03" cType="1" res="6.4593553543090820e-03" rms="4.4753119349479675e-01" purity="5.0677508115768433e-01" nType="0">
8530 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0776827372610569e-03" cType="1" res="2.5812990963459015e-02" rms="4.4325941801071167e-01" purity="5.2092206478118896e-01" nType="0">
8531 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1267971545457840e-03" rms="4.4449758529663086e-01" purity="5.3337091207504272e-01" nType="-99"/>
8532 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0340180322527885e-03" rms="4.2679727077484131e-01" purity="4.0592470765113831e-01" nType="-99"/>
8533 </Node>
8534 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0614081770181656e-02" cType="1" res="-2.5036081206053495e-03" rms="4.4921335577964783e-01" purity="5.0022333860397339e-01" nType="0">
8535 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8740245401859283e-03" rms="4.4444355368614197e-01" purity="4.5432120561599731e-01" nType="-99"/>
8536 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7482064478099346e-03" rms="4.5606559514999390e-01" purity="5.8322221040725708e-01" nType="-99"/>
8537 </Node>
8538 </Node>
8539 </BinaryTree>
8540 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="748">
8541 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8570879250764847e-02" cType="1" res="1.4924327842891216e-02" rms="4.4851878285408020e-01" purity="5.1824665069580078e-01" nType="0">
8542 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.5843551382422447e-02" cType="1" res="2.1400842815637589e-02" rms="4.4583487510681152e-01" purity="5.0794881582260132e-01" nType="0">
8543 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4108205474913120e-03" rms="4.4522947072982788e-01" purity="5.0224477052688599e-01" nType="-99"/>
8544 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8993034958839417e-02" rms="4.5151826739311218e-01" purity="6.0479795932769775e-01" nType="-99"/>
8545 </Node>
8546 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4897355139255524e-02" cType="1" res="-4.6635344624519348e-03" rms="4.5598053932189941e-01" purity="5.4939204454421997e-01" nType="0">
8547 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4939303770661354e-03" rms="4.5102593302726746e-01" purity="5.3919500112533569e-01" nType="-99"/>
8548 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1733131557703018e-03" rms="4.6859341859817505e-01" purity="5.8186739683151245e-01" nType="-99"/>
8549 </Node>
8550 </Node>
8551 </BinaryTree>
8552 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="749">
8553 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-9.2208301648497581e-03" rms="4.4914576411247253e-01" purity="4.9335068464279175e-01" nType="0">
8554 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1902572587132454e-02" cType="1" res="-1.3279598206281662e-03" rms="4.4819000363349915e-01" purity="4.9795690178871155e-01" nType="0">
8555 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8231213800609112e-03" rms="4.4469124078750610e-01" purity="4.6441558003425598e-01" nType="-99"/>
8556 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3707662951201200e-03" rms="4.5136532187461853e-01" purity="5.3207993507385254e-01" nType="-99"/>
8557 </Node>
8558 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3771354462951422e-03" cType="1" res="-4.3862789869308472e-02" rms="4.5168867707252502e-01" purity="4.7313392162322998e-01" nType="0">
8559 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5014853561297059e-03" rms="4.7599196434020996e-01" purity="5.4178363084793091e-01" nType="-99"/>
8560 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3990254141390324e-02" rms="4.4349092245101929e-01" purity="4.5358496904373169e-01" nType="-99"/>
8561 </Node>
8562 </Node>
8563 </BinaryTree>
8564 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="750">
8565 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3805252276360989e-03" cType="1" res="-2.8057447634637356e-03" rms="4.4892042875289917e-01" purity="4.9735897779464722e-01" nType="0">
8566 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5238095283508301e+01" cType="1" res="-4.0350668132305145e-02" rms="4.3969243764877319e-01" purity="4.9485132098197937e-01" nType="0">
8567 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6012870259582996e-03" rms="4.2485654354095459e-01" purity="5.2146971225738525e-01" nType="-99"/>
8568 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6390990465879440e-02" rms="4.5345139503479004e-01" purity="4.6608072519302368e-01" nType="-99"/>
8569 </Node>
8570 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="4.8294002190232277e-03" rms="4.5039114356040955e-01" purity="4.9786895513534546e-01" nType="0">
8571 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4107364937663078e-02" rms="4.3749001622200012e-01" purity="3.7458658218383789e-01" nType="-99"/>
8572 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2959158630110323e-04" rms="4.5070201158523560e-01" purity="5.0467473268508911e-01" nType="-99"/>
8573 </Node>
8574 </Node>
8575 </BinaryTree>
8576 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="751">
8577 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9055457115173340e+00" cType="1" res="-7.3730582371354103e-03" rms="4.4680261611938477e-01" purity="4.9612233042716980e-01" nType="0">
8578 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.0842976160347462e-02" rms="4.4713339209556580e-01" purity="4.8280388116836548e-01" nType="0">
8579 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1089466754347086e-03" rms="4.4671556353569031e-01" purity="4.8752841353416443e-01" nType="-99"/>
8580 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4230987057089806e-02" rms="4.5341616868972778e-01" purity="3.8075402379035950e-01" nType="-99"/>
8581 </Node>
8582 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4329207129776478e-02" cType="1" res="3.7146620452404022e-02" rms="4.4011589884757996e-01" purity="6.6700088977813721e-01" nType="0">
8583 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0528359562158585e-02" rms="4.1915825009346008e-01" purity="6.7005181312561035e-01" nType="-99"/>
8584 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1468483656644821e-03" rms="4.6133607625961304e-01" purity="6.6374623775482178e-01" nType="-99"/>
8585 </Node>
8586 </Node>
8587 </BinaryTree>
8588 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="752">
8589 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="-3.4458048176020384e-03" rms="4.4536337256431580e-01" purity="4.9892622232437134e-01" nType="0">
8590 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4078376591205597e-01" cType="1" res="-2.2947061806917191e-02" rms="4.1994935274124146e-01" purity="3.0206379294395447e-01" nType="0">
8591 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8609042055904865e-03" rms="3.8263046741485596e-01" purity="2.2519811987876892e-01" nType="-99"/>
8592 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0858613066375256e-02" rms="4.8656257987022400e-01" purity="4.6013113856315613e-01" nType="-99"/>
8593 </Node>
8594 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.6016943454742432e-01" cType="1" res="1.2371839955449104e-02" rms="4.6435660123825073e-01" purity="6.5860307216644287e-01" nType="0">
8595 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9299686476588249e-03" rms="4.6123707294464111e-01" purity="6.6217821836471558e-01" nType="-99"/>
8596 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2866514276247472e-05" rms="4.6548187732696533e-01" purity="6.5677869319915771e-01" nType="-99"/>
8597 </Node>
8598 </Node>
8599 </BinaryTree>
8600 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="753">
8601 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4307407438755035e-01" cType="1" res="3.2543230336159468e-03" rms="4.4440338015556335e-01" purity="5.0889146327972412e-01" nType="0">
8602 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.0911522209644318e-01" cType="1" res="-2.2241637110710144e-02" rms="3.8624641299247742e-01" purity="2.1051537990570068e-01" nType="0">
8603 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8157576452940702e-03" rms="3.7720447778701782e-01" purity="2.0368258655071259e-01" nType="-99"/>
8604 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3860793560743332e-02" rms="4.2659682035446167e-01" purity="2.5051829218864441e-01" nType="-99"/>
8605 </Node>
8606 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="1.3922838494181633e-02" rms="4.6617865562438965e-01" purity="6.3374382257461548e-01" nType="0">
8607 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.3675340758636594e-04" rms="4.6914252638816833e-01" purity="6.1671847105026245e-01" nType="-99"/>
8608 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2500874996185303e-03" rms="4.6123805642127991e-01" purity="6.5589153766632080e-01" nType="-99"/>
8609 </Node>
8610 </Node>
8611 </BinaryTree>
8612 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="754">
8613 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="3.9241565391421318e-03" rms="4.5196837186813354e-01" purity="5.0146597623825073e-01" nType="0">
8614 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8952381134033203e+01" cType="1" res="-1.4417812926694751e-03" rms="4.5071652531623840e-01" purity="4.9857911467552185e-01" nType="0">
8615 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.2660895744338632e-04" rms="4.4961279630661011e-01" purity="5.0100082159042358e-01" nType="-99"/>
8616 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7044046893715858e-02" rms="4.6589231491088867e-01" purity="4.5292988419532776e-01" nType="-99"/>
8617 </Node>
8618 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5173997879028320e-01" cType="1" res="4.8967365175485611e-02" rms="4.5988112688064575e-01" purity="5.2569890022277832e-01" nType="0">
8619 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4900775402784348e-02" rms="4.3973866105079651e-01" purity="3.6717772483825684e-01" nType="-99"/>
8620 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8626914396882057e-03" rms="4.6912983059883118e-01" purity="6.1300694942474365e-01" nType="-99"/>
8621 </Node>
8622 </Node>
8623 </BinaryTree>
8624 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="755">
8625 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5223486423492432e-03" cType="1" res="-2.5534983724355698e-03" rms="4.5025736093521118e-01" purity="4.9917066097259521e-01" nType="0">
8626 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="1.7244955524802208e-02" rms="4.4970279932022095e-01" purity="4.8248499631881714e-01" nType="0">
8627 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1957461014389992e-02" rms="4.2397987842559814e-01" purity="2.8738525509834290e-01" nType="-99"/>
8628 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2919767545536160e-04" rms="4.6637287735939026e-01" purity="6.2027722597122192e-01" nType="-99"/>
8629 </Node>
8630 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2625201940536499e-01" cType="1" res="-1.9649008288979530e-02" rms="4.5003548264503479e-01" purity="5.1357841491699219e-01" nType="0">
8631 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0935822501778603e-03" rms="4.1628271341323853e-01" purity="3.4633257985115051e-01" nType="-99"/>
8632 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.8461421653628349e-03" rms="4.6908566355705261e-01" purity="6.1695516109466553e-01" nType="-99"/>
8633 </Node>
8634 </Node>
8635 </BinaryTree>
8636 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="756">
8637 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0946558341383934e-02" cType="1" res="3.9952099323272705e-03" rms="4.4545987248420715e-01" purity="5.0505959987640381e-01" nType="0">
8638 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.7998326346278191e-02" cType="1" res="-3.3669995609670877e-03" rms="4.4312009215354919e-01" purity="4.8118662834167480e-01" nType="0">
8639 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8114542197436094e-05" rms="4.4316110014915466e-01" purity="4.8383668065071106e-01" nType="-99"/>
8640 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9499888643622398e-02" rms="4.3444487452507019e-01" purity="4.0986794233322144e-01" nType="-99"/>
8641 </Node>
8642 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.4095237731933594e+01" cType="1" res="2.8135586529970169e-02" rms="4.5220717787742615e-01" purity="5.8333814144134521e-01" nType="0">
8643 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5317011857405305e-03" rms="4.5352020859718323e-01" purity="5.1529341936111450e-01" nType="-99"/>
8644 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2388758361339569e-02" rms="4.4954687356948853e-01" purity="6.3344097137451172e-01" nType="-99"/>
8645 </Node>
8646 </Node>
8647 </BinaryTree>
8648 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="757">
8649 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.9766765180975199e-03" rms="4.4739595055580139e-01" purity="5.0198531150817871e-01" nType="0">
8650 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.3428569793701172e+01" cType="1" res="-8.6173671297729015e-04" rms="4.4727456569671631e-01" purity="4.9944901466369629e-01" nType="0">
8651 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9505364838987589e-04" rms="4.4725269079208374e-01" purity="5.0226509571075439e-01" nType="-99"/>
8652 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4362977817654610e-02" rms="4.4397947192192078e-01" purity="4.3448850512504578e-01" nType="-99"/>
8653 </Node>
8654 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1979338712990284e-02" rms="4.4668930768966675e-01" purity="5.4528605937957764e-01" nType="-99"/>
8655 </Node>
8656 </BinaryTree>
8657 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="758">
8658 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-2.2669073950964957e-04" rms="4.5057743787765503e-01" purity="5.0283271074295044e-01" nType="0">
8659 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.4790047407150269e-01" cType="1" res="1.4745635911822319e-02" rms="4.3255159258842468e-01" purity="4.4401797652244568e-01" nType="0">
8660 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2554714279249310e-04" rms="4.2034631967544556e-01" purity="3.7824004888534546e-01" nType="-99"/>
8661 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5704367309808731e-02" rms="4.6538737416267395e-01" purity="6.5616810321807861e-01" nType="-99"/>
8662 </Node>
8663 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="9.4754278659820557e-01" cType="1" res="-3.9273044094443321e-03" rms="4.5484673976898193e-01" purity="5.1736956834793091e-01" nType="0">
8664 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8791425544768572e-04" rms="4.5215108990669250e-01" purity="5.0259959697723389e-01" nType="-99"/>
8665 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.8810615018010139e-03" rms="4.6889910101890564e-01" purity="6.0609203577041626e-01" nType="-99"/>
8666 </Node>
8667 </Node>
8668 </BinaryTree>
8669 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="759">
8670 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="4.9733226187527180e-03" rms="4.4802480936050415e-01" purity="5.0262343883514404e-01" nType="0">
8671 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-8.3991503342986107e-03" rms="4.3874228000640869e-01" purity="4.8008954524993896e-01" nType="0">
8672 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2573088537901640e-03" rms="4.3881151080131531e-01" purity="4.6800857782363892e-01" nType="-99"/>
8673 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0219355113804340e-02" rms="4.3479487299919128e-01" purity="6.1779481172561646e-01" nType="-99"/>
8674 </Node>
8675 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4321420192718506e+00" cType="1" res="2.1490188315510750e-02" rms="4.5869329571723938e-01" purity="5.3045588731765747e-01" nType="0">
8676 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6577964462339878e-03" rms="4.5760297775268555e-01" purity="5.3238278627395630e-01" nType="-99"/>
8677 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7426753416657448e-02" rms="4.6325683593750000e-01" purity="5.0147223472595215e-01" nType="-99"/>
8678 </Node>
8679 </Node>
8680 </BinaryTree>
8681 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="760">
8682 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4143452942371368e-01" cType="1" res="-3.0984010081738234e-03" rms="4.4363918900489807e-01" purity="5.0336730480194092e-01" nType="0">
8683 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.1762065887451172e-02" cType="1" res="-3.7460986524820328e-02" rms="3.7571090459823608e-01" purity="1.9279913604259491e-01" nType="0">
8684 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1218175182584673e-05" rms="3.4420725703239441e-01" purity="1.5309408307075500e-01" nType="-99"/>
8685 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7797874286770821e-02" rms="3.9593747258186340e-01" purity="2.2353190183639526e-01" nType="-99"/>
8686 </Node>
8687 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.3728595972061157e+00" cType="1" res="1.0638636536896229e-02" rms="4.6733805537223816e-01" purity="6.2752228975296021e-01" nType="0">
8688 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2296097641810775e-04" rms="4.7186803817749023e-01" purity="6.1897331476211548e-01" nType="-99"/>
8689 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0810255073010921e-02" rms="4.4270700216293335e-01" purity="6.6939860582351685e-01" nType="-99"/>
8690 </Node>
8691 </Node>
8692 </BinaryTree>
8693 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="761">
8694 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0469214320182800e-02" cType="1" res="1.1516921222209930e-02" rms="4.5280092954635620e-01" purity="5.0703722238540649e-01" nType="0">
8695 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="1.5617918223142624e-02" rms="4.5344984531402588e-01" purity="5.0652140378952026e-01" nType="0">
8696 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1099070310592651e-02" rms="4.1334232687950134e-01" purity="2.6636525988578796e-01" nType="-99"/>
8697 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3346850173547864e-03" rms="4.7157451510429382e-01" purity="6.2430185079574585e-01" nType="-99"/>
8698 </Node>
8699 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-2.4285970255732536e-02" rms="4.4549500942230225e-01" purity="5.1154065132141113e-01" nType="0">
8700 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0394466593861580e-02" rms="4.4905108213424683e-01" purity="3.3736079931259155e-01" nType="-99"/>
8701 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8601084165275097e-03" rms="4.3505677580833435e-01" purity="5.9571772813796997e-01" nType="-99"/>
8702 </Node>
8703 </Node>
8704 </BinaryTree>
8705 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="762">
8706 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-5.0023710355162621e-03" rms="4.5104122161865234e-01" purity="4.9391615390777588e-01" nType="0">
8707 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1666666984558105e+01" cType="1" res="-9.9314022809267044e-03" rms="4.4926586747169495e-01" purity="4.8967877030372620e-01" nType="0">
8708 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2733006626367569e-03" rms="4.3637657165527344e-01" purity="4.6883904933929443e-01" nType="-99"/>
8709 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8522823490202427e-03" rms="4.5601269602775574e-01" purity="5.0138574838638306e-01" nType="-99"/>
8710 </Node>
8711 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.6823278367519379e-01" cType="1" res="4.9135077744722366e-02" rms="4.6668624877929688e-01" purity="5.4045665264129639e-01" nType="0">
8712 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4757549166679382e-02" rms="4.4188305735588074e-01" purity="4.4518533349037170e-01" nType="-99"/>
8713 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9007374066859484e-03" rms="4.8309764266014099e-01" purity="6.2150639295578003e-01" nType="-99"/>
8714 </Node>
8715 </Node>
8716 </BinaryTree>
8717 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="763">
8718 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1428376249969006e-03" cType="1" res="-7.8921606764197350e-03" rms="4.4714060425758362e-01" purity="4.9117222428321838e-01" nType="0">
8719 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.2579501867294312e-01" cType="1" res="-3.3988386392593384e-02" rms="4.4054207205772400e-01" purity="4.3595823645591736e-01" nType="0">
8720 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3528252951800823e-02" rms="4.3404307961463928e-01" purity="3.4558579325675964e-01" nType="-99"/>
8721 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1879839263856411e-03" rms="4.5475584268569946e-01" purity="6.9539761543273926e-01" nType="-99"/>
8722 </Node>
8723 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.9796408265829086e-02" cType="1" res="7.3768985457718372e-03" rms="4.5025581121444702e-01" purity="5.2347820997238159e-01" nType="0">
8724 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4334596712142229e-03" rms="4.4820919632911682e-01" purity="5.3007012605667114e-01" nType="-99"/>
8725 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1113680712878704e-03" rms="4.5882329344749451e-01" purity="4.9062487483024597e-01" nType="-99"/>
8726 </Node>
8727 </Node>
8728 </BinaryTree>
8729 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="764">
8730 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="1.2781932950019836e-02" rms="4.5033395290374756e-01" purity="5.1359361410140991e-01" nType="0">
8731 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3974658213555813e-02" rms="3.8206508755683899e-01" purity="2.6756447553634644e-01" nType="-99"/>
8732 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.6671545505523682e-01" cType="1" res="1.5416415408253670e-02" rms="4.5288193225860596e-01" purity="5.2427917718887329e-01" nType="0">
8733 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0945896655321121e-03" rms="4.5143240690231323e-01" purity="4.6746614575386047e-01" nType="-99"/>
8734 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3358689213637263e-04" rms="4.5649480819702148e-01" purity="6.7900943756103516e-01" nType="-99"/>
8735 </Node>
8736 </Node>
8737 </BinaryTree>
8738 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="765">
8739 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.5853302478790283e-01" cType="1" res="-1.2257320806384087e-02" rms="4.4785344600677490e-01" purity="4.8449161648750305e-01" nType="0">
8740 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="-1.9377715885639191e-02" rms="4.4553202390670776e-01" purity="4.5061230659484863e-01" nType="0">
8741 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.8599564731121063e-03" rms="4.3219557404518127e-01" purity="4.3113714456558228e-01" nType="-99"/>
8742 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2290546116419137e-04" rms="4.6851605176925659e-01" purity="4.8671209812164307e-01" nType="-99"/>
8743 </Node>
8744 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5351310446858406e-03" cType="1" res="3.0675375834107399e-02" rms="4.5926958322525024e-01" purity="6.8876814842224121e-01" nType="0">
8745 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5173468738794327e-02" rms="4.6074649691581726e-01" purity="7.1696776151657104e-01" nType="-99"/>
8746 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8573153065517545e-03" rms="4.5687749981880188e-01" purity="6.7077070474624634e-01" nType="-99"/>
8747 </Node>
8748 </Node>
8749 </BinaryTree>
8750 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="766">
8751 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5707529634237289e-02" cType="1" res="5.7112136855721474e-03" rms="4.4798752665519714e-01" purity="5.0357282161712646e-01" nType="0">
8752 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3998358994722366e-03" cType="1" res="-4.9913971452042460e-04" rms="4.4471132755279541e-01" purity="4.9212688207626343e-01" nType="0">
8753 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3656299822032452e-03" rms="4.4408446550369263e-01" purity="5.2480494976043701e-01" nType="-99"/>
8754 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9267620518803596e-03" rms="4.4475671648979187e-01" purity="4.7908148169517517e-01" nType="-99"/>
8755 </Node>
8756 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.9347209930419922e-01" cType="1" res="3.7461988627910614e-02" rms="4.6307668089866638e-01" purity="5.6209081411361694e-01" nType="0">
8757 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5369160100817680e-02" rms="4.5136862993240356e-01" purity="5.2749019861221313e-01" nType="-99"/>
8758 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7785289613530040e-04" rms="4.7634544968605042e-01" purity="6.1159753799438477e-01" nType="-99"/>
8759 </Node>
8760 </Node>
8761 </BinaryTree>
8762 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="767">
8763 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="7.1748499758541584e-03" rms="4.4947940111160278e-01" purity="5.0765120983123779e-01" nType="0">
8764 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3806402459740639e-03" cType="1" res="1.8238188698887825e-02" rms="4.4418886303901672e-01" purity="5.1735717058181763e-01" nType="0">
8765 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3948303423821926e-03" rms="4.4490689039230347e-01" purity="5.0781720876693726e-01" nType="-99"/>
8766 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9274709783494473e-03" rms="4.4382005929946899e-01" purity="5.1935350894927979e-01" nType="-99"/>
8767 </Node>
8768 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0339325070381165e-01" cType="1" res="-2.4815484881401062e-02" rms="4.6295318007469177e-01" purity="4.7958567738533020e-01" nType="0">
8769 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2221596445888281e-03" rms="4.3842822313308716e-01" purity="3.7252020835876465e-01" nType="-99"/>
8770 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2530551292002201e-02" rms="4.8231631517410278e-01" purity="5.7795143127441406e-01" nType="-99"/>
8771 </Node>
8772 </Node>
8773 </BinaryTree>
8774 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="768">
8775 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5713650286197662e-02" cType="1" res="3.9303596131503582e-03" rms="4.5062974095344543e-01" purity="5.0249958038330078e-01" nType="0">
8776 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="8.5026454180479050e-03" cType="1" res="-5.8803716674447060e-03" rms="4.4895449280738831e-01" purity="4.8624941706657410e-01" nType="0">
8777 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0488651245832443e-03" rms="4.4752660393714905e-01" purity="4.7676515579223633e-01" nType="-99"/>
8778 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1177564784884453e-03" rms="4.4966816902160645e-01" purity="4.9620547890663147e-01" nType="-99"/>
8779 </Node>
8780 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.7141346335411072e-01" cType="1" res="5.2176587283611298e-02" rms="4.5571616291999817e-01" purity="5.8241295814514160e-01" nType="0">
8781 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6503056511282921e-02" rms="4.5374059677124023e-01" purity="5.5054551362991333e-01" nType="-99"/>
8782 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2070121485739946e-03" rms="4.5713317394256592e-01" purity="6.5173155069351196e-01" nType="-99"/>
8783 </Node>
8784 </Node>
8785 </BinaryTree>
8786 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="769">
8787 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095172494649887e-02" cType="1" res="-4.9107898958027363e-03" rms="4.4949370622634888e-01" purity="4.9362644553184509e-01" nType="0">
8788 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.4464202821254730e-02" cType="1" res="-1.1258105747401714e-02" rms="4.4726169109344482e-01" purity="4.8091503977775574e-01" nType="0">
8789 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8439034465700388e-03" rms="4.4661074876785278e-01" purity="4.8208829760551453e-01" nType="-99"/>
8790 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0832303911447525e-02" rms="4.5342275500297546e-01" purity="4.5678371191024780e-01" nType="-99"/>
8791 </Node>
8792 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6603642404079437e-02" cType="1" res="3.4123003482818604e-02" rms="4.6106624603271484e-01" purity="5.7179695367813110e-01" nType="0">
8793 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0354885831475258e-02" rms="4.6506950259208679e-01" purity="5.7842326164245605e-01" nType="-99"/>
8794 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7924144938588142e-04" rms="4.4898703694343567e-01" purity="5.5433350801467896e-01" nType="-99"/>
8795 </Node>
8796 </Node>
8797 </BinaryTree>
8798 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="770">
8799 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="-5.0160167738795280e-03" rms="4.4972220063209534e-01" purity="4.9247103929519653e-01" nType="0">
8800 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0468655526638031e-02" cType="1" res="-1.1028212495148182e-02" rms="4.4796526432037354e-01" purity="4.8562443256378174e-01" nType="0">
8801 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7764993244782090e-03" rms="4.4490191340446472e-01" purity="4.8711875081062317e-01" nType="-99"/>
8802 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1225635185837746e-02" rms="4.7480669617652893e-01" purity="4.7125482559204102e-01" nType="-99"/>
8803 </Node>
8804 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.1666666030883789e+01" cType="1" res="2.6050681248307228e-02" rms="4.5743614435195923e-01" purity="5.2784943580627441e-01" nType="0">
8805 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6972664743661880e-02" rms="4.5874950289726257e-01" purity="5.9661424160003662e-01" nType="-99"/>
8806 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7228294163942337e-03" rms="4.5556175708770752e-01" purity="4.9951264262199402e-01" nType="-99"/>
8807 </Node>
8808 </Node>
8809 </BinaryTree>
8810 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="771">
8811 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6663832589983940e-02" cType="1" res="3.5114819183945656e-03" rms="4.4945439696311951e-01" purity="4.9996587634086609e-01" nType="0">
8812 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.9348385334014893e-03" cType="1" res="1.3782676309347153e-02" rms="4.4868496060371399e-01" purity="4.7846716642379761e-01" nType="0">
8813 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6400717431679368e-03" rms="4.4835382699966431e-01" purity="4.5884791016578674e-01" nType="-99"/>
8814 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3915129005908966e-02" rms="4.4640630483627319e-01" purity="5.1948094367980957e-01" nType="-99"/>
8815 </Node>
8816 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="-1.1473337188363075e-02" rms="4.5015445351600647e-01" purity="5.3133070468902588e-01" nType="0">
8817 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9327200502157211e-03" rms="4.5016732811927795e-01" purity="5.2558767795562744e-01" nType="-99"/>
8818 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1332584545016289e-02" rms="4.4557368755340576e-01" purity="6.0010606050491333e-01" nType="-99"/>
8819 </Node>
8820 </Node>
8821 </BinaryTree>
8822 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="772">
8823 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.9044021144509315e-02" cType="1" res="-3.6222622729837894e-03" rms="4.4956597685813904e-01" purity="4.9543121457099915e-01" nType="0">
8824 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6321778297424316e-02" cType="1" res="8.2256812602281570e-03" rms="4.4254639744758606e-01" purity="4.8337760567665100e-01" nType="0">
8825 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2634639693424106e-04" rms="4.4222059845924377e-01" purity="4.7387850284576416e-01" nType="-99"/>
8826 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6690878197550774e-02" rms="4.4197812676429749e-01" purity="6.0126739740371704e-01" nType="-99"/>
8827 </Node>
8828 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="-2.3822493851184845e-02" rms="4.6058556437492371e-01" purity="5.1598203182220459e-01" nType="0">
8829 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3839528225362301e-03" rms="4.5951628684997559e-01" purity="5.2069008350372314e-01" nType="-99"/>
8830 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2268207743763924e-02" rms="4.6900394558906555e-01" purity="4.5214247703552246e-01" nType="-99"/>
8831 </Node>
8832 </Node>
8833 </BinaryTree>
8834 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="773">
8835 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.7353880405426025e-01" cType="1" res="3.8654287345707417e-03" rms="4.4684854149818420e-01" purity="5.0444108247756958e-01" nType="0">
8836 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1419079974293709e-02" cType="1" res="-4.0636300109326839e-03" rms="4.4693374633789062e-01" purity="4.5895516872406006e-01" nType="0">
8837 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4789274428039789e-03" rms="4.4422501325607300e-01" purity="4.4173690676689148e-01" nType="-99"/>
8838 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9099420905113220e-03" rms="4.5189535617828369e-01" purity="4.9536195397377014e-01" nType="-99"/>
8839 </Node>
8840 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0953172594308853e-02" cType="1" res="3.8432158529758453e-02" rms="4.4482889771461487e-01" purity="7.0273661613464355e-01" nType="0">
8841 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2952357530593872e-02" rms="4.4369786977767944e-01" purity="7.1876806020736694e-01" nType="-99"/>
8842 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9625513814389706e-03" rms="4.4459378719329834e-01" purity="6.5848058462142944e-01" nType="-99"/>
8843 </Node>
8844 </Node>
8845 </BinaryTree>
8846 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="774">
8847 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="5.5293282493948936e-03" rms="4.5009979605674744e-01" purity="5.0250798463821411e-01" nType="0">
8848 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5230250805616379e-02" cType="1" res="1.0007995180785656e-02" rms="4.5018753409385681e-01" purity="5.0940018892288208e-01" nType="0">
8849 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7368518747389317e-03" rms="4.4753840565681458e-01" purity="5.0612974166870117e-01" nType="-99"/>
8850 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4648542739450932e-02" rms="4.9284565448760986e-01" purity="5.6894421577453613e-01" nType="-99"/>
8851 </Node>
8852 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.0645228028297424e-01" cType="1" res="-3.7706296890974045e-02" rms="4.4695013761520386e-01" purity="4.3597292900085449e-01" nType="0">
8853 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8256403505802155e-02" rms="4.0004396438598633e-01" purity="2.5384923815727234e-01" nType="-99"/>
8854 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3181324359029531e-03" rms="4.8191583156585693e-01" purity="5.9216767549514771e-01" nType="-99"/>
8855 </Node>
8856 </Node>
8857 </BinaryTree>
8858 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="775">
8859 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3820518981665373e-03" cType="1" res="-1.1678818613290787e-02" rms="4.5154142379760742e-01" purity="4.8482462763786316e-01" nType="0">
8860 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4054998159408569e-01" cType="1" res="-5.8510653674602509e-02" rms="4.3594041466712952e-01" purity="4.7054278850555420e-01" nType="0">
8861 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6445418596267700e-02" rms="3.8166978955268860e-01" purity="2.0989096164703369e-01" nType="-99"/>
8862 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5232516974210739e-03" rms="4.6597948670387268e-01" purity="6.4062803983688354e-01" nType="-99"/>
8863 </Node>
8864 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-2.2704117000102997e-03" rms="4.5402872562408447e-01" purity="4.8769378662109375e-01" nType="0">
8865 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2329780729487538e-03" rms="4.5406132936477661e-01" purity="4.8604440689086914e-01" nType="-99"/>
8866 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8455119803547859e-02" rms="4.4545000791549683e-01" purity="5.3591459989547729e-01" nType="-99"/>
8867 </Node>
8868 </Node>
8869 </BinaryTree>
8870 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="776">
8871 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1697884798049927e-01" cType="1" res="8.5139023140072823e-03" rms="4.5251670479774475e-01" purity="5.0187468528747559e-01" nType="0">
8872 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.4325304031372070e-01" cType="1" res="1.7482610419392586e-02" rms="4.4674870371818542e-01" purity="4.7200968861579895e-01" nType="0">
8873 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7519744150340557e-03" rms="4.4330120086669922e-01" purity="4.4949764013290405e-01" nType="-99"/>
8874 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.2782252207398415e-03" rms="4.7211813926696777e-01" purity="6.5892618894577026e-01" nType="-99"/>
8875 </Node>
8876 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.3284319639205933e+00" cType="1" res="-2.2240292280912399e-02" rms="4.7046381235122681e-01" purity="6.0428351163864136e-01" nType="0">
8877 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1949486099183559e-02" rms="4.8178341984748840e-01" purity="5.7049661874771118e-01" nType="-99"/>
8878 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1502075251191854e-03" rms="4.5681717991828918e-01" purity="6.3770157098770142e-01" nType="-99"/>
8879 </Node>
8880 </Node>
8881 </BinaryTree>
8882 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="777">
8883 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5296341180801392e-01" cType="1" res="-1.6196309588849545e-03" rms="4.4897136092185974e-01" purity="4.9361339211463928e-01" nType="0">
8884 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1428376249969006e-03" cType="1" res="-7.4200867675244808e-03" rms="4.4687724113464355e-01" purity="4.5890566706657410e-01" nType="0">
8885 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2939729280769825e-03" rms="4.5158472657203674e-01" purity="4.4912040233612061e-01" nType="-99"/>
8886 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2342033013701439e-03" rms="4.4304975867271423e-01" purity="4.6566957235336304e-01" nType="-99"/>
8887 </Node>
8888 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.7193349599838257e+00" cType="1" res="2.5276647880673409e-02" rms="4.5759680867195129e-01" purity="6.5455055236816406e-01" nType="0">
8889 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7879990935325623e-03" rms="4.6318322420120239e-01" purity="6.6878741979598999e-01" nType="-99"/>
8890 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1906028521480039e-04" rms="4.4847732782363892e-01" purity="6.3484722375869751e-01" nType="-99"/>
8891 </Node>
8892 </Node>
8893 </BinaryTree>
8894 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="778">
8895 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-3.0667749233543873e-03" rms="4.4994169473648071e-01" purity="4.9648374319076538e-01" nType="0">
8896 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5234345644712448e-03" cType="1" res="-3.4947950392961502e-02" rms="4.2293527722358704e-01" purity="3.7202930450439453e-01" nType="0">
8897 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1747162789106369e-03" rms="4.1887736320495605e-01" purity="3.8828063011169434e-01" nType="-99"/>
8898 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8295451998710632e-02" rms="4.2348587512969971e-01" purity="3.5727259516716003e-01" nType="-99"/>
8899 </Node>
8900 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1419845335185528e-03" cType="1" res="3.8525490090250969e-03" rms="4.5529690384864807e-01" purity="5.2349466085433960e-01" nType="0">
8901 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9599637277424335e-03" rms="4.5534926652908325e-01" purity="4.6897298097610474e-01" nType="-99"/>
8902 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.3241009116172791e-03" rms="4.5465975999832153e-01" purity="5.5590808391571045e-01" nType="-99"/>
8903 </Node>
8904 </Node>
8905 </BinaryTree>
8906 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="779">
8907 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809092119336128e-02" cType="1" res="1.1309468187391758e-02" rms="4.4740048050880432e-01" purity="5.0892984867095947e-01" nType="0">
8908 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.0694678947329521e-03" cType="1" res="4.6612089499831200e-03" rms="4.4135275483131409e-01" purity="4.8412352800369263e-01" nType="0">
8909 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4033620506525040e-03" rms="4.4523304700851440e-01" purity="4.8281675577163696e-01" nType="-99"/>
8910 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9156360328197479e-03" rms="4.3287184834480286e-01" purity="4.8659527301788330e-01" nType="-99"/>
8911 </Node>
8912 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="2.5508504360914230e-02" rms="4.5972895622253418e-01" purity="5.6190997362136841e-01" nType="0">
8913 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4429344795644283e-02" rms="4.6387484669685364e-01" purity="5.0673264265060425e-01" nType="-99"/>
8914 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7443072069436312e-03" rms="4.5815223455429077e-01" purity="5.7672989368438721e-01" nType="-99"/>
8915 </Node>
8916 </Node>
8917 </BinaryTree>
8918 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="780">
8919 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="9.3348550796508789e-01" cType="1" res="-6.7815491929650307e-03" rms="4.5018714666366577e-01" purity="4.8955631256103516e-01" nType="0">
8920 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-1.2068301439285278e-02" rms="4.5052450895309448e-01" purity="4.5791748166084290e-01" nType="0">
8921 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7537310272455215e-02" rms="3.0730676651000977e-01" purity="1.4254963397979736e-01" nType="-99"/>
8922 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9397308351472020e-03" rms="4.5491167902946472e-01" purity="4.7071662545204163e-01" nType="-99"/>
8923 </Node>
8924 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1617253124713898e-03" cType="1" res="2.8680175542831421e-02" rms="4.4630178809165955e-01" purity="7.0177888870239258e-01" nType="0">
8925 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8565046377480030e-03" rms="4.5515137910842896e-01" purity="6.9334501028060913e-01" nType="-99"/>
8926 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0742894373834133e-02" rms="4.4126144051551819e-01" purity="7.0544803142547607e-01" nType="-99"/>
8927 </Node>
8928 </Node>
8929 </BinaryTree>
8930 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="781">
8931 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.4280545711517334e+00" cType="1" res="-1.0802908800542355e-03" rms="4.4983077049255371e-01" purity="4.9755036830902100e-01" nType="0">
8932 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="3.5133687779307365e-03" rms="4.4725465774536133e-01" purity="4.9144721031188965e-01" nType="0">
8933 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7749790276866406e-04" rms="4.4660612940788269e-01" purity="4.8926162719726562e-01" nType="-99"/>
8934 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9113343209028244e-02" rms="4.5823219418525696e-01" purity="5.5316013097763062e-01" nType="-99"/>
8935 </Node>
8936 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4486012458801270e+00" cType="1" res="-5.3766217082738876e-02" rms="4.7522130608558655e-01" purity="5.6754910945892334e-01" nType="0">
8937 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7886429801583290e-02" rms="4.8364853858947754e-01" purity="5.1579219102859497e-01" nType="-99"/>
8938 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8713049143552780e-03" rms="4.5559087395668030e-01" purity="6.2312918901443481e-01" nType="-99"/>
8939 </Node>
8940 </Node>
8941 </BinaryTree>
8942 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="782">
8943 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4178884923458099e-01" cType="1" res="2.9682964668609202e-04" rms="4.4469738006591797e-01" purity="5.0135099887847900e-01" nType="0">
8944 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3303335309028625e-02" cType="1" res="-1.7897596582770348e-02" rms="3.8248655200004578e-01" purity="2.1668030321598053e-01" nType="0">
8945 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4975801184773445e-03" rms="3.7334129214286804e-01" purity="1.9796167314052582e-01" nType="-99"/>
8946 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5225873328745365e-02" rms="4.2702648043632507e-01" purity="3.3117529749870300e-01" nType="-99"/>
8947 </Node>
8948 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5221377164125443e-02" cType="1" res="8.1547945737838745e-03" rms="4.6880266070365906e-01" purity="6.2429708242416382e-01" nType="0">
8949 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8949400875717402e-03" rms="4.6777251362800598e-01" purity="6.2942487001419067e-01" nType="-99"/>
8950 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6723973676562309e-02" rms="4.7879365086555481e-01" purity="5.3454816341400146e-01" nType="-99"/>
8951 </Node>
8952 </Node>
8953 </BinaryTree>
8954 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="783">
8955 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="2.2506061941385269e-04" rms="4.4965326786041260e-01" purity="4.9590396881103516e-01" nType="0">
8956 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.8095237731933594e+01" cType="1" res="1.3776863925158978e-02" rms="4.4096663594245911e-01" purity="5.0979721546173096e-01" nType="0">
8957 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1389184985309839e-03" rms="4.3945154547691345e-01" purity="5.0214409828186035e-01" nType="-99"/>
8958 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2658979520201683e-02" rms="4.5616984367370605e-01" purity="6.2998872995376587e-01" nType="-99"/>
8959 </Node>
8960 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1425146609544754e-02" cType="1" res="-2.6341335847973824e-02" rms="4.6506831049919128e-01" purity="4.6866819262504578e-01" nType="0">
8961 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0421466324478388e-03" rms="4.6199321746826172e-01" purity="4.6323978900909424e-01" nType="-99"/>
8962 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4059620909392834e-02" rms="4.6909633278846741e-01" purity="4.7939720749855042e-01" nType="-99"/>
8963 </Node>
8964 </Node>
8965 </BinaryTree>
8966 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="784">
8967 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-7.9474486410617828e-03" rms="4.4709751009941101e-01" purity="4.9064853787422180e-01" nType="0">
8968 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.1428575515747070e+00" cType="1" res="-4.0183244273066521e-03" rms="4.4735911488533020e-01" purity="4.9657234549522400e-01" nType="0">
8969 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8210090715438128e-03" rms="4.3613192439079285e-01" purity="4.4936305284500122e-01" nType="-99"/>
8970 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6115661021322012e-03" rms="4.5135807991027832e-01" purity="5.1449441909790039e-01" nType="-99"/>
8971 </Node>
8972 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8248642683029175e-01" cType="1" res="-4.4173490256071091e-02" rms="4.4303965568542480e-01" purity="4.3603196740150452e-01" nType="0">
8973 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7586950212717056e-02" rms="4.2671146988868713e-01" purity="3.2961553335189819e-01" nType="-99"/>
8974 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4078036183491349e-03" rms="4.6739000082015991e-01" purity="6.3163065910339355e-01" nType="-99"/>
8975 </Node>
8976 </Node>
8977 </BinaryTree>
8978 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="785">
8979 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="4.1631255298852921e-03" rms="4.4618746638298035e-01" purity="5.0551462173461914e-01" nType="0">
8980 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.1904764175415039e+00" cType="1" res="-1.2241869233548641e-02" rms="4.3735441565513611e-01" purity="4.5603674650192261e-01" nType="0">
8981 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7196269780397415e-03" rms="4.3481501936912537e-01" purity="4.2021623253822327e-01" nType="-99"/>
8982 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1427600234746933e-03" rms="4.3688216805458069e-01" purity="4.7119885683059692e-01" nType="-99"/>
8983 </Node>
8984 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8554135933518410e-02" cType="1" res="1.4880320988595486e-02" rms="4.5154303312301636e-01" purity="5.3783804178237915e-01" nType="0">
8985 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5993298776447773e-03" rms="4.5190435647964478e-01" purity="5.3228235244750977e-01" nType="-99"/>
8986 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3566723838448524e-03" rms="4.4777467846870422e-01" purity="5.5598026514053345e-01" nType="-99"/>
8987 </Node>
8988 </Node>
8989 </BinaryTree>
8990 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="786">
8991 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1699202060699463e-01" cType="1" res="1.3569521252065897e-03" rms="4.4130310416221619e-01" purity="5.0265067815780640e-01" nType="0">
8992 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.2707494497299194e-02" cType="1" res="-2.9627500101923943e-02" rms="4.0962857007980347e-01" purity="2.7872565388679504e-01" nType="0">
8993 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9237757921218872e-03" rms="3.7070745229721069e-01" purity="2.2563889622688293e-01" nType="-99"/>
8994 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3047265820205212e-02" rms="4.2674914002418518e-01" purity="3.0636206269264221e-01" nType="-99"/>
8995 </Node>
8996 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4286542311310768e-02" cType="1" res="2.3378008976578712e-02" rms="4.6123415231704712e-01" purity="6.6179704666137695e-01" nType="0">
8997 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1837521176785231e-04" rms="4.6930027008056641e-01" purity="6.3500642776489258e-01" nType="-99"/>
8998 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9983057007193565e-03" rms="4.5388615131378174e-01" purity="6.8219792842864990e-01" nType="-99"/>
8999 </Node>
9000 </Node>
9001 </BinaryTree>
9002 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="787">
9003 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="6.9446954876184464e-03" rms="4.4634914398193359e-01" purity="5.0566792488098145e-01" nType="0">
9004 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.8571428298950195e+01" cType="1" res="-3.0285649700090289e-04" rms="4.4628867506980896e-01" purity="4.9530437588691711e-01" nType="0">
9005 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8426786409690976e-03" rms="4.3869006633758545e-01" purity="5.0296717882156372e-01" nType="-99"/>
9006 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.9132454916834831e-03" rms="4.6974337100982666e-01" purity="4.6988689899444580e-01" nType="-99"/>
9007 </Node>
9008 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.5692349076271057e-02" cType="1" res="3.5056598484516144e-02" rms="4.4546923041343689e-01" purity="5.4586625099182129e-01" nType="0">
9009 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5665646903216839e-03" rms="4.4466292858123779e-01" purity="5.2061057090759277e-01" nType="-99"/>
9010 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2718325257301331e-02" rms="4.4224688410758972e-01" purity="6.5420883893966675e-01" nType="-99"/>
9011 </Node>
9012 </Node>
9013 </BinaryTree>
9014 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="788">
9015 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1939265727996826e-01" cType="1" res="2.2954619489610195e-03" rms="4.4546288251876831e-01" purity="5.0287455320358276e-01" nType="0">
9016 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.8560359030961990e-02" cType="1" res="-6.9932132028043270e-03" rms="4.3967163562774658e-01" purity="4.5081987977027893e-01" nType="0">
9017 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6327966265380383e-04" rms="4.3591409921646118e-01" purity="4.4364368915557861e-01" nType="-99"/>
9018 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6145782843232155e-03" rms="4.5064562559127808e-01" purity="4.7453805804252625e-01" nType="-99"/>
9019 </Node>
9020 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.1266689300537109e+00" cType="1" res="3.0033547431230545e-02" rms="4.6121317148208618e-01" purity="6.5832155942916870e-01" nType="0">
9021 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0346997529268265e-02" rms="4.6613332629203796e-01" purity="6.4494675397872925e-01" nType="-99"/>
9022 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9112526206299663e-04" rms="4.5059099793434143e-01" purity="6.8237841129302979e-01" nType="-99"/>
9023 </Node>
9024 </Node>
9025 </BinaryTree>
9026 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="789">
9027 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3809723556041718e-02" cType="1" res="2.1529980003833771e-03" rms="4.4860619306564331e-01" purity="5.0242048501968384e-01" nType="0">
9028 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.0857143402099609e+01" cType="1" res="1.2642038986086845e-02" rms="4.4355073571205139e-01" purity="4.9838563799858093e-01" nType="0">
9029 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1773832375183702e-03" rms="4.3863099813461304e-01" purity="4.9500221014022827e-01" nType="-99"/>
9030 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5704685822129250e-02" rms="4.7123035788536072e-01" purity="5.2059364318847656e-01" nType="-99"/>
9031 </Node>
9032 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8798449784517288e-02" cType="1" res="-2.3111037909984589e-02" rms="4.5957341790199280e-01" purity="5.1213884353637695e-01" nType="0">
9033 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6865167766809464e-02" rms="4.5930621027946472e-01" purity="4.3787026405334473e-01" nType="-99"/>
9034 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7218125760555267e-03" rms="4.5888030529022217e-01" purity="5.2986443042755127e-01" nType="-99"/>
9035 </Node>
9036 </Node>
9037 </BinaryTree>
9038 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="790">
9039 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5422190427780151e-01" cType="1" res="-2.0990618504583836e-03" rms="4.4803574681282043e-01" purity="4.9441930651664734e-01" nType="0">
9040 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="3.1685326248407364e-03" rms="4.4351845979690552e-01" purity="4.7289833426475525e-01" nType="0">
9041 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8207571702077985e-03" rms="4.4337707757949829e-01" purity="4.7725030779838562e-01" nType="-99"/>
9042 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3437680676579475e-02" rms="4.3472841382026672e-01" purity="3.6531227827072144e-01" nType="-99"/>
9043 </Node>
9044 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2380952835083008e+01" cType="1" res="-2.8848951682448387e-02" rms="4.6939489245414734e-01" purity="6.0370701551437378e-01" nType="0">
9045 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0962521433830261e-02" rms="4.7930413484573364e-01" purity="5.3487575054168701e-01" nType="-99"/>
9046 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0184430759400129e-03" rms="4.5917826890945435e-01" purity="6.4581477642059326e-01" nType="-99"/>
9047 </Node>
9048 </Node>
9049 </BinaryTree>
9050 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="791">
9051 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.1428558975458145e-02" cType="1" res="5.4384544491767883e-03" rms="4.4595903158187866e-01" purity="5.0487154722213745e-01" nType="0">
9052 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="-1.2228050269186497e-02" rms="4.4035610556602478e-01" purity="4.6370255947113037e-01" nType="0">
9053 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3919904641807079e-03" rms="4.3241006135940552e-01" purity="4.4389966130256653e-01" nType="-99"/>
9054 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1763914525508881e-03" rms="4.5919936895370483e-01" purity="5.1660740375518799e-01" nType="-99"/>
9055 </Node>
9056 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="7.0188266038894653e-01" cType="1" res="3.6033045500516891e-02" rms="4.5387545228004456e-01" purity="5.7616734504699707e-01" nType="0">
9057 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0944564826786518e-02" rms="4.5114648342132568e-01" purity="5.6146955490112305e-01" nType="-99"/>
9058 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6502265352755785e-03" rms="4.6285736560821533e-01" purity="6.3892948627471924e-01" nType="-99"/>
9059 </Node>
9060 </Node>
9061 </BinaryTree>
9062 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="792">
9063 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3821629583835602e-03" cType="1" res="2.4683035444468260e-03" rms="4.5172858238220215e-01" purity="4.9525368213653564e-01" nType="0">
9064 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4253976345062256e-01" cType="1" res="3.5622935742139816e-02" rms="4.6370282769203186e-01" purity="5.4733771085739136e-01" nType="0">
9065 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2478286176919937e-02" rms="4.7130885720252991e-01" purity="3.8482451438903809e-01" nType="-99"/>
9066 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0842300727963448e-04" rms="4.5447838306427002e-01" purity="6.7015278339385986e-01" nType="-99"/>
9067 </Node>
9068 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7732274979352951e-02" cType="1" res="-4.9850624054670334e-03" rms="4.4865554571151733e-01" purity="4.8354485630989075e-01" nType="0">
9069 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9916577730327845e-03" rms="4.4749554991722107e-01" purity="4.7927501797676086e-01" nType="-99"/>
9070 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6459010541439056e-02" rms="4.7059667110443115e-01" purity="5.9387767314910889e-01" nType="-99"/>
9071 </Node>
9072 </Node>
9073 </BinaryTree>
9074 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="793">
9075 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1902802623808384e-02" cType="1" res="-7.4697397649288177e-03" rms="4.4939762353897095e-01" purity="4.8728993535041809e-01" nType="0">
9076 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="8.5001671686768532e-03" cType="1" res="3.7443276960402727e-03" rms="4.4036999344825745e-01" purity="4.6287217736244202e-01" nType="0">
9077 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2750285249203444e-04" rms="4.4144517183303833e-01" purity="4.6521523594856262e-01" nType="-99"/>
9078 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2704920098185539e-03" rms="4.3258282542228699e-01" purity="4.4935181736946106e-01" nType="-99"/>
9079 </Node>
9080 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-1.9216932356357574e-02" rms="4.5836979150772095e-01" purity="5.1286852359771729e-01" nType="0">
9081 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.5077881813049316e-03" rms="4.5491555333137512e-01" purity="4.8236224055290222e-01" nType="-99"/>
9082 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3440238116309047e-04" rms="4.6152228116989136e-01" purity="5.4621797800064087e-01" nType="-99"/>
9083 </Node>
9084 </Node>
9085 </BinaryTree>
9086 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="794">
9087 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1454417705535889e+00" cType="1" res="-4.0772161446511745e-03" rms="4.4842061400413513e-01" purity="4.9323356151580811e-01" nType="0">
9088 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2165488004684448e+00" cType="1" res="-1.4112888602539897e-03" rms="4.4770532846450806e-01" purity="4.9020293354988098e-01" nType="0">
9089 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6172745963558555e-03" rms="4.4743415713310242e-01" purity="4.7678115963935852e-01" nType="-99"/>
9090 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2109845653176308e-02" rms="4.4159737229347229e-01" purity="7.4496674537658691e-01" nType="-99"/>
9091 </Node>
9092 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4499950222671032e-02" rms="4.5972105860710144e-01" purity="5.5764931440353394e-01" nType="-99"/>
9093 </Node>
9094 </BinaryTree>
9095 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="795">
9096 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3805154487490654e-02" cType="1" res="5.5510387755930424e-03" rms="4.4902718067169189e-01" purity="5.0056904554367065e-01" nType="0">
9097 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="-9.1131487861275673e-03" rms="4.4528213143348694e-01" purity="4.6441450715065002e-01" nType="0">
9098 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7031939718872309e-03" rms="4.4329160451889038e-01" purity="4.5827153325080872e-01" nType="-99"/>
9099 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2403312139213085e-02" rms="4.6195727586746216e-01" purity="5.3106224536895752e-01" nType="-99"/>
9100 </Node>
9101 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.1299069523811340e-02" cType="1" res="3.5500727593898773e-02" rms="4.5511490106582642e-01" purity="5.7440996170043945e-01" nType="0">
9102 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6295006498694420e-02" rms="4.4802111387252808e-01" purity="5.8503055572509766e-01" nType="-99"/>
9103 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5079425908625126e-03" rms="4.5743122696876526e-01" purity="5.6952178478240967e-01" nType="-99"/>
9104 </Node>
9105 </Node>
9106 </BinaryTree>
9107 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="796">
9108 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="3.6213158164173365e-03" rms="4.4988375902175903e-01" purity="5.0224351882934570e-01" nType="0">
9109 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.5384865999221802e-01" cType="1" res="1.0877604596316814e-02" rms="4.4835194945335388e-01" purity="5.0671774148941040e-01" nType="0">
9110 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1705770157277584e-03" rms="4.4681710004806519e-01" purity="4.6545818448066711e-01" nType="-99"/>
9111 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.2867145538330078e-03" rms="4.5355454087257385e-01" purity="6.7066991329193115e-01" nType="-99"/>
9112 </Node>
9113 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1422145701944828e-03" cType="1" res="-2.9723765328526497e-02" rms="4.5537289977073669e-01" purity="4.8168301582336426e-01" nType="0">
9114 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3929222710430622e-02" rms="4.7005373239517212e-01" purity="4.2062371969223022e-01" nType="-99"/>
9115 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8856310527771711e-03" rms="4.4478881359100342e-01" purity="5.2093678712844849e-01" nType="-99"/>
9116 </Node>
9117 </Node>
9118 </BinaryTree>
9119 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="797">
9120 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-4.5693243737332523e-04" rms="4.4757246971130371e-01" purity="4.9713990092277527e-01" nType="0">
9121 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2857024818658829e-02" cType="1" res="-6.7992373369634151e-03" rms="4.4704723358154297e-01" purity="4.9104601144790649e-01" nType="0">
9122 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.3302288395352662e-04" rms="4.4519618153572083e-01" purity="4.9246743321418762e-01" nType="-99"/>
9123 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6698855906724930e-02" rms="4.6544227004051208e-01" purity="4.7262996435165405e-01" nType="-99"/>
9124 </Node>
9125 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1883740313351154e-02" cType="1" res="9.1317154467105865e-02" rms="4.4510224461555481e-01" purity="5.8531963825225830e-01" nType="0">
9126 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8539961203932762e-02" rms="4.4777387380599976e-01" purity="5.8815073966979980e-01" nType="-99"/>
9127 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3958307914435863e-02" rms="4.4000977277755737e-01" purity="5.8238279819488525e-01" nType="-99"/>
9128 </Node>
9129 </Node>
9130 </BinaryTree>
9131 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="798">
9132 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286073856055737e-02" cType="1" res="1.3544532470405102e-02" rms="4.4531196355819702e-01" purity="5.1240104436874390e-01" nType="0">
9133 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-2.7345218695700169e-03" rms="4.4221937656402588e-01" purity="4.5715543627738953e-01" nType="0">
9134 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4481079094111919e-03" rms="4.2842128872871399e-01" purity="4.4974827766418457e-01" nType="-99"/>
9135 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1034799069166183e-03" rms="4.5168474316596985e-01" purity="4.6266263723373413e-01" nType="-99"/>
9136 </Node>
9137 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.7891393750905991e-02" cType="1" res="3.1272422522306442e-02" rms="4.4798317551612854e-01" purity="5.7256352901458740e-01" nType="0">
9138 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2377041392028332e-02" rms="4.4839856028556824e-01" purity="5.8092361688613892e-01" nType="-99"/>
9139 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5509653389453888e-03" rms="4.4698971509933472e-01" purity="5.6573969125747681e-01" nType="-99"/>
9140 </Node>
9141 </Node>
9142 </BinaryTree>
9143 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="799">
9144 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7998645901679993e-01" cType="1" res="7.3041482828557491e-03" rms="4.4439214468002319e-01" purity="5.0607800483703613e-01" nType="0">
9145 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7600883990526199e-03" cType="1" res="-4.3650986626744270e-03" rms="4.3325790762901306e-01" purity="4.0208393335342407e-01" nType="0">
9146 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7179348766803741e-03" rms="4.3054366111755371e-01" purity="4.4255700707435608e-01" nType="-99"/>
9147 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5134914107620716e-03" rms="4.3424713611602783e-01" purity="3.7917098402976990e-01" nType="-99"/>
9148 </Node>
9149 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0476299822330475e-02" cType="1" res="2.5034025311470032e-02" rms="4.6022862195968628e-01" purity="6.6408336162567139e-01" nType="0">
9150 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8417321629822254e-03" rms="4.6152505278587341e-01" purity="6.6108345985412598e-01" nType="-99"/>
9151 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5799751505255699e-02" rms="4.5003348588943481e-01" purity="6.8089842796325684e-01" nType="-99"/>
9152 </Node>
9153 </Node>
9154 </BinaryTree>
9155 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="800">
9156 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="3.6660772748291492e-03" rms="4.4970044493675232e-01" purity="5.0288021564483643e-01" nType="0">
9157 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5414556562900543e-03" cType="1" res="7.5055643916130066e-02" rms="3.9703062176704407e-01" purity="4.1002723574638367e-01" nType="0">
9158 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3756010457873344e-02" rms="3.4944647550582886e-01" purity="3.9570394158363342e-01" nType="-99"/>
9159 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9196011126041412e-02" rms="4.3587160110473633e-01" purity="4.2307245731353760e-01" nType="-99"/>
9160 </Node>
9161 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.4895258545875549e-01" cType="1" res="-3.3675497979857028e-04" rms="4.5213857293128967e-01" purity="5.0808656215667725e-01" nType="0">
9162 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1171860862523317e-03" rms="4.4601804018020630e-01" purity="4.5417121052742004e-01" nType="-99"/>
9163 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5995634756982327e-03" rms="4.6714392304420471e-01" purity="6.5086835622787476e-01" nType="-99"/>
9164 </Node>
9165 </Node>
9166 </BinaryTree>
9167 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="801">
9168 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2856238782405853e-02" cType="1" res="8.3953840658068657e-03" rms="4.5070612430572510e-01" purity="5.0481021404266357e-01" nType="0">
9169 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.1222268268465996e-03" cType="1" res="1.2224914506077766e-02" rms="4.5017847418785095e-01" purity="5.0506955385208130e-01" nType="0">
9170 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1126472381874919e-03" rms="4.5080500841140747e-01" purity="4.6481499075889587e-01" nType="-99"/>
9171 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3497562184929848e-03" rms="4.4952639937400818e-01" purity="5.2860373258590698e-01" nType="-99"/>
9172 </Node>
9173 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5917801558971405e-02" cType="1" res="-4.2685084044933319e-02" rms="4.5461142063140869e-01" purity="5.0135123729705811e-01" nType="0">
9174 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1587966009974480e-02" rms="4.5936867594718933e-01" purity="4.4909012317657471e-01" nType="-99"/>
9175 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9026109259575605e-03" rms="4.4904902577400208e-01" purity="5.3294605016708374e-01" nType="-99"/>
9176 </Node>
9177 </Node>
9178 </BinaryTree>
9179 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="802">
9180 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-2.4960418231785297e-03" rms="4.4659641385078430e-01" purity="4.9854412674903870e-01" nType="0">
9181 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.7142856597900391e+01" cType="1" res="4.8207547515630722e-03" rms="4.4483277201652527e-01" purity="5.0857204198837280e-01" nType="0">
9182 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5198685256764293e-05" rms="4.4395193457603455e-01" purity="5.0108236074447632e-01" nType="-99"/>
9183 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8793033435940742e-02" rms="4.5226278901100159e-01" purity="6.2750190496444702e-01" nType="-99"/>
9184 </Node>
9185 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4507252871990204e-01" cType="1" res="-6.0794204473495483e-02" rms="4.5623427629470825e-01" purity="4.1864404082298279e-01" nType="0">
9186 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2775982031598687e-03" rms="4.0265008807182312e-01" purity="2.7567401528358459e-01" nType="-99"/>
9187 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2637518122792244e-02" rms="4.8248049616813660e-01" purity="5.0883495807647705e-01" nType="-99"/>
9188 </Node>
9189 </Node>
9190 </BinaryTree>
9191 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="803">
9192 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5708185285329819e-02" cType="1" res="-6.0410087462514639e-04" rms="4.4876357913017273e-01" purity="5.0140511989593506e-01" nType="0">
9193 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1605896949768066e-01" cType="1" res="8.1042218953371048e-03" rms="4.4559222459793091e-01" purity="5.0786852836608887e-01" nType="0">
9194 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7841843701899052e-04" rms="4.4127249717712402e-01" purity="4.5752432942390442e-01" nType="-99"/>
9195 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7353195734322071e-03" rms="4.5824557542800903e-01" purity="6.6304785013198853e-01" nType="-99"/>
9196 </Node>
9197 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8571428298950195e+01" cType="1" res="-5.2960272878408432e-02" rms="4.6394407749176025e-01" purity="4.6254575252532959e-01" nType="0">
9198 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7025073990225792e-02" rms="4.6563574671745300e-01" purity="4.3827128410339355e-01" nType="-99"/>
9199 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5306511931121349e-03" rms="4.6004399657249451e-01" purity="4.9794659018516541e-01" nType="-99"/>
9200 </Node>
9201 </Node>
9202 </BinaryTree>
9203 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="804">
9204 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8566643595695496e-02" cType="1" res="8.1679346039891243e-03" rms="4.4477596879005432e-01" purity="5.1072269678115845e-01" nType="0">
9205 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-5.0003093201667070e-04" rms="4.4216850399971008e-01" purity="4.8622849583625793e-01" nType="0">
9206 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0685833878815174e-03" rms="4.3961015343666077e-01" purity="4.8919612169265747e-01" nType="-99"/>
9207 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8696269989013672e-03" rms="4.4835424423217773e-01" purity="4.7794657945632935e-01" nType="-99"/>
9208 </Node>
9209 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6930760145187378e-02" cType="1" res="3.2318439334630966e-02" rms="4.5108380913734436e-01" purity="5.7896780967712402e-01" nType="0">
9210 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8485921472311020e-03" rms="4.4992500543594360e-01" purity="5.7485783100128174e-01" nType="-99"/>
9211 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6538934782147408e-02" rms="4.5538216829299927e-01" purity="6.0254383087158203e-01" nType="-99"/>
9212 </Node>
9213 </Node>
9214 </BinaryTree>
9215 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="805">
9216 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.1234838962554932e+00" cType="1" res="-1.6763965832069516e-03" rms="4.4792446494102478e-01" purity="4.9999690055847168e-01" nType="0">
9217 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0855142772197723e-01" cType="1" res="-4.5984280295670033e-03" rms="4.4808998703956604e-01" purity="4.7742441296577454e-01" nType="0">
9218 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0478972457349300e-02" rms="3.6420190334320068e-01" purity="1.8429008126258850e-01" nType="-99"/>
9219 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5992091074585915e-04" rms="4.6805256605148315e-01" purity="5.5709832906723022e-01" nType="-99"/>
9220 </Node>
9221 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.5000000000000000e+01" cType="1" res="2.5726431980729103e-02" rms="4.4543743133544922e-01" purity="7.1168178319931030e-01" nType="0">
9222 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4699206221848726e-03" rms="4.4597974419593811e-01" purity="6.9536656141281128e-01" nType="-99"/>
9223 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3956279493868351e-02" rms="4.4233626127243042e-01" purity="7.2923022508621216e-01" nType="-99"/>
9224 </Node>
9225 </Node>
9226 </BinaryTree>
9227 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="806">
9228 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.7353880405426025e-01" cType="1" res="-3.2052388414740562e-03" rms="4.4605323672294617e-01" purity="4.9877631664276123e-01" nType="0">
9229 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.4334750175476074e-02" cType="1" res="-8.0467248335480690e-03" rms="4.4438019394874573e-01" purity="4.5694628357887268e-01" nType="0">
9230 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8390351906418800e-02" rms="2.9192486405372620e-01" purity="1.3967651128768921e-01" nType="-99"/>
9231 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7024690108373761e-04" rms="4.5926731824874878e-01" purity="4.9557232856750488e-01" nType="-99"/>
9232 </Node>
9233 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3817282170057297e-02" cType="1" res="1.8580036237835884e-02" rms="4.5286506414413452e-01" purity="6.8699914216995239e-01" nType="0">
9234 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4537224136292934e-03" rms="4.4838473200798035e-01" purity="7.1006321907043457e-01" nType="-99"/>
9235 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.2488323571160436e-04" rms="4.5978999137878418e-01" purity="6.4632391929626465e-01" nType="-99"/>
9236 </Node>
9237 </Node>
9238 </BinaryTree>
9239 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="807">
9240 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2856961488723755e-02" cType="1" res="5.7475403882563114e-03" rms="4.4878020882606506e-01" purity="5.0640952587127686e-01" nType="0">
9241 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.4895258545875549e-01" cType="1" res="-1.8951453967019916e-05" rms="4.4804674386978149e-01" purity="4.9660187959671021e-01" nType="0">
9242 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8287688726559281e-03" rms="4.4094166159629822e-01" purity="4.3759977817535400e-01" nType="-99"/>
9243 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.5640566386282444e-03" rms="4.6598681807518005e-01" purity="6.5457183122634888e-01" nType="-99"/>
9244 </Node>
9245 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.9315103888511658e-01" cType="1" res="6.7258805036544800e-02" rms="4.5197597146034241e-01" purity="6.1102819442749023e-01" nType="0">
9246 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1053001284599304e-02" rms="4.5268252491950989e-01" purity="5.6287842988967896e-01" nType="-99"/>
9247 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7555842474102974e-03" rms="4.4949427247047424e-01" purity="6.6922938823699951e-01" nType="-99"/>
9248 </Node>
9249 </Node>
9250 </BinaryTree>
9251 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="808">
9252 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286073856055737e-02" cType="1" res="6.2651390908285975e-04" rms="4.5009687542915344e-01" purity="4.9927413463592529e-01" nType="0">
9253 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.8080890923738480e-04" cType="1" res="1.6540534794330597e-02" rms="4.4947645068168640e-01" purity="4.7879061102867126e-01" nType="0">
9254 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5066453963518143e-02" rms="4.4817641377449036e-01" purity="4.2671358585357666e-01" nType="-99"/>
9255 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7149992100894451e-03" rms="4.4817417860031128e-01" purity="4.8331984877586365e-01" nType="-99"/>
9256 </Node>
9257 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8985520005226135e-01" cType="1" res="-1.9063852727413177e-02" rms="4.5008522272109985e-01" purity="5.2461826801300049e-01" nType="0">
9258 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8646961376070976e-03" rms="4.4141972064971924e-01" purity="4.1047137975692749e-01" nType="-99"/>
9259 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7791740649263375e-05" rms="4.5907244086265564e-01" purity="6.5528160333633423e-01" nType="-99"/>
9260 </Node>
9261 </Node>
9262 </BinaryTree>
9263 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="809">
9264 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1843271255493164e+00" cType="1" res="-1.1493006721138954e-02" rms="4.4573372602462769e-01" purity="4.8799642920494080e-01" nType="0">
9265 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.5916613340377808e-01" cType="1" res="-6.8102022632956505e-03" rms="4.4379335641860962e-01" purity="4.7265610098838806e-01" nType="0">
9266 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2001927029341459e-03" rms="4.4210082292556763e-01" purity="4.3783763051033020e-01" nType="-99"/>
9267 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3264157399535179e-03" rms="4.5272201299667358e-01" purity="6.9795429706573486e-01" nType="-99"/>
9268 </Node>
9269 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8574103489518166e-02" cType="1" res="-4.5328762382268906e-02" rms="4.5809024572372437e-01" purity="5.9883809089660645e-01" nType="0">
9270 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9446820020675659e-02" rms="4.5477280020713806e-01" purity="5.6441366672515869e-01" nType="-99"/>
9271 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5878150053322315e-03" rms="4.5595723390579224e-01" purity="6.6833519935607910e-01" nType="-99"/>
9272 </Node>
9273 </Node>
9274 </BinaryTree>
9275 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="810">
9276 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-7.6355584897100925e-03" rms="4.4669577479362488e-01" purity="4.9397480487823486e-01" nType="0">
9277 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.0000000000000000e+01" cType="1" res="-3.5409359261393547e-03" rms="4.4691368937492371e-01" purity="4.9771574139595032e-01" nType="0">
9278 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5639344975352287e-03" rms="4.3337973952293396e-01" purity="4.7799545526504517e-01" nType="-99"/>
9279 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3998009748756886e-03" rms="4.5141163468360901e-01" purity="5.0508964061737061e-01" nType="-99"/>
9280 </Node>
9281 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.1428569793701172e+01" cType="1" res="-6.1618641018867493e-02" rms="4.4026657938957214e-01" purity="4.4465470314025879e-01" nType="0">
9282 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3180848956108093e-03" rms="4.5010972023010254e-01" purity="5.1156771183013916e-01" nType="-99"/>
9283 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3814057931303978e-02" rms="4.2524239420890808e-01" purity="3.6799690127372742e-01" nType="-99"/>
9284 </Node>
9285 </Node>
9286 </BinaryTree>
9287 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="811">
9288 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-1.9681293051689863e-03" rms="4.5053714513778687e-01" purity="4.9463063478469849e-01" nType="0">
9289 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.0952382087707520e+00" cType="1" res="-6.6906325519084930e-03" rms="4.4971200823783875e-01" purity="4.9217790365219116e-01" nType="0">
9290 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0960740968585014e-02" rms="4.1235250234603882e-01" purity="3.5304209589958191e-01" nType="-99"/>
9291 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3742440650239587e-04" rms="4.5445415377616882e-01" purity="5.1141589879989624e-01" nType="-99"/>
9292 </Node>
9293 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9029723480343819e-02" cType="1" res="3.5784039646387100e-02" rms="4.5532241463661194e-01" purity="5.1423811912536621e-01" nType="0">
9294 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3252322562038898e-02" rms="4.6705302596092224e-01" purity="4.9966284632682800e-01" nType="-99"/>
9295 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1391194574534893e-04" rms="4.3253445625305176e-01" purity="5.3908401727676392e-01" nType="-99"/>
9296 </Node>
9297 </Node>
9298 </BinaryTree>
9299 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="812">
9300 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="-1.5793170314282179e-03" rms="4.4334262609481812e-01" purity="4.9925398826599121e-01" nType="0">
9301 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.7142858505249023e+00" cType="1" res="-1.6021620482206345e-02" rms="4.3812423944473267e-01" purity="4.7841122746467590e-01" nType="0">
9302 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6714092344045639e-02" rms="3.7785780429840088e-01" purity="3.0923566222190857e-01" nType="-99"/>
9303 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7122928295284510e-03" rms="4.4453930854797363e-01" purity="4.9872937798500061e-01" nType="-99"/>
9304 </Node>
9305 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7629624605178833e-03" cType="1" res="2.5728726759552956e-02" rms="4.5178550481796265e-01" purity="5.3866428136825562e-01" nType="0">
9306 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3246910646557808e-02" rms="4.4838657975196838e-01" purity="5.7513093948364258e-01" nType="-99"/>
9307 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4387249723076820e-03" rms="4.5269045233726501e-01" purity="5.2058267593383789e-01" nType="-99"/>
9308 </Node>
9309 </Node>
9310 </BinaryTree>
9311 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="813">
9312 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286782592535019e-02" cType="1" res="-1.9136180635541677e-03" rms="4.4517314434051514e-01" purity="4.9567624926567078e-01" nType="0">
9313 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4301189184188843e+00" cType="1" res="-1.5358695760369301e-02" rms="4.4176936149597168e-01" purity="4.4794234633445740e-01" nType="0">
9314 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2018985152244568e-03" rms="4.4269618391990662e-01" purity="4.2460992932319641e-01" nType="-99"/>
9315 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9275323078036308e-03" rms="4.2999935150146484e-01" purity="6.6614484786987305e-01" nType="-99"/>
9316 </Node>
9317 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.2983626127243042e+00" cType="1" res="1.3366668485105038e-02" rms="4.4852116703987122e-01" purity="5.4992574453353882e-01" nType="0">
9318 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1993535123765469e-03" rms="4.4731166958808899e-01" purity="5.4303753376007080e-01" nType="-99"/>
9319 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0261566378176212e-02" rms="4.6034175157546997e-01" purity="6.3968920707702637e-01" nType="-99"/>
9320 </Node>
9321 </Node>
9322 </BinaryTree>
9323 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="814">
9324 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="-2.8915950097143650e-03" rms="4.4886890053749084e-01" purity="4.9272033572196960e-01" nType="0">
9325 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.1428575515747070e+00" cType="1" res="1.2045021168887615e-02" rms="4.4145977497100830e-01" purity="4.9389237165451050e-01" nType="0">
9326 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4536716304719448e-03" rms="4.2571362853050232e-01" purity="4.0474748611450195e-01" nType="-99"/>
9327 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1451451405882835e-03" rms="4.5162153244018555e-01" purity="5.6002461910247803e-01" nType="-99"/>
9328 </Node>
9329 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2904762268066406e+01" cType="1" res="-2.1455461159348488e-02" rms="4.5723059773445129e-01" purity="4.9126377701759338e-01" nType="0">
9330 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7329883780330420e-03" rms="4.5897245407104492e-01" purity="5.0068569183349609e-01" nType="-99"/>
9331 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5749504566192627e-02" rms="4.2103826999664307e-01" purity="3.5018321871757507e-01" nType="-99"/>
9332 </Node>
9333 </Node>
9334 </BinaryTree>
9335 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="815">
9336 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714253783226013e-02" cType="1" res="-1.8918730784207582e-03" rms="4.4677770137786865e-01" purity="4.9466606974601746e-01" nType="0">
9337 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7998645901679993e-01" cType="1" res="-1.1861596256494522e-02" rms="4.4102230668067932e-01" purity="4.7941517829895020e-01" nType="0">
9338 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1646732501685619e-03" rms="4.2922946810722351e-01" purity="3.7025824189186096e-01" nType="-99"/>
9339 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5870790230110288e-03" rms="4.5901629328727722e-01" purity="6.5765905380249023e-01" nType="-99"/>
9340 </Node>
9341 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5703117251396179e-01" cType="1" res="4.6734020113945007e-02" rms="4.7083190083503723e-01" purity="5.6905013322830200e-01" nType="0">
9342 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0266145244240761e-02" rms="4.5775222778320312e-01" purity="4.0097579360008240e-01" nType="-99"/>
9343 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6114192120730877e-03" rms="4.7305753827095032e-01" purity="6.2362867593765259e-01" nType="-99"/>
9344 </Node>
9345 </Node>
9346 </BinaryTree>
9347 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="816">
9348 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-4.6639566426165402e-04" rms="4.4393759965896606e-01" purity="4.9773007631301880e-01" nType="0">
9349 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.9055457115173340e+00" cType="1" res="3.8222540169954300e-03" rms="4.4371181726455688e-01" purity="5.0300824642181396e-01" nType="0">
9350 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1807924602180719e-04" rms="4.4367271661758423e-01" purity="4.8841574788093567e-01" nType="-99"/>
9351 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0845293290913105e-02" rms="4.4212460517883301e-01" purity="6.8258726596832275e-01" nType="-99"/>
9352 </Node>
9353 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1589825674891472e-03" cType="1" res="-6.2786206603050232e-02" rms="4.4254046678543091e-01" purity="4.2103147506713867e-01" nType="0">
9354 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5465293116867542e-03" rms="4.3393552303314209e-01" purity="4.6798720955848694e-01" nType="-99"/>
9355 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2242339327931404e-02" rms="4.4660830497741699e-01" purity="3.8593843579292297e-01" nType="-99"/>
9356 </Node>
9357 </Node>
9358 </BinaryTree>
9359 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="817">
9360 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.8993989229202271e+00" cType="1" res="5.3774239495396614e-03" rms="4.4914558529853821e-01" purity="5.0323778390884399e-01" nType="0">
9361 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.0746216773986816e+00" cType="1" res="9.1828443109989166e-03" rms="4.4912779331207275e-01" purity="4.9813053011894226e-01" nType="0">
9362 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6748008783906698e-03" rms="4.4822734594345093e-01" purity="4.8815846443176270e-01" nType="-99"/>
9363 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3436369597911835e-02" rms="4.6459028124809265e-01" purity="7.0514601469039917e-01" nType="-99"/>
9364 </Node>
9365 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3835409656167030e-02" rms="4.4490483403205872e-01" purity="5.8613908290863037e-01" nType="-99"/>
9366 </Node>
9367 </BinaryTree>
9368 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="818">
9369 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="3.5437848418951035e-03" rms="4.5204094052314758e-01" purity="4.9683186411857605e-01" nType="0">
9370 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3709511756896973e+00" cType="1" res="-8.9207459241151810e-03" rms="4.4581988453865051e-01" purity="4.8201844096183777e-01" nType="0">
9371 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7356966640800238e-03" rms="4.4632622599601746e-01" purity="4.6680533885955811e-01" nType="-99"/>
9372 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9699674099683762e-02" rms="4.2744642496109009e-01" purity="7.1852672100067139e-01" nType="-99"/>
9373 </Node>
9374 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1363667957484722e-03" cType="1" res="3.4060236066579819e-02" rms="4.6551528573036194e-01" purity="5.3309893608093262e-01" nType="0">
9375 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8215479329228401e-02" rms="4.7166806459426880e-01" purity="5.5177599191665649e-01" nType="-99"/>
9376 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0176011128351092e-03" rms="4.5874357223510742e-01" purity="5.1966339349746704e-01" nType="-99"/>
9377 </Node>
9378 </Node>
9379 </BinaryTree>
9380 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="819">
9381 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.4911789894104004e-01" cType="1" res="6.6282674670219421e-03" rms="4.5226684212684631e-01" purity="5.0102800130844116e-01" nType="0">
9382 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="1.5896286815404892e-02" rms="4.4396439194679260e-01" purity="4.4572114944458008e-01" nType="0">
9383 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1244351565837860e-03" rms="3.7723624706268311e-01" purity="2.7186873555183411e-01" nType="-99"/>
9384 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7446821592748165e-03" rms="4.5576339960098267e-01" purity="4.8054474592208862e-01" nType="-99"/>
9385 </Node>
9386 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.7585698515176773e-02" rms="4.7241392731666565e-01" purity="6.4552479982376099e-01" nType="0">
9387 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4483609013259411e-03" rms="4.7087019681930542e-01" purity="6.6087716817855835e-01" nType="-99"/>
9388 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0859915055334568e-02" rms="4.7225233912467957e-01" purity="6.3006669282913208e-01" nType="-99"/>
9389 </Node>
9390 </Node>
9391 </BinaryTree>
9392 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="820">
9393 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7630430199205875e-03" cType="1" res="5.9364200569689274e-03" rms="4.4690030813217163e-01" purity="5.0719773769378662e-01" nType="0">
9394 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.1753031071275473e-03" cType="1" res="2.5610407814383507e-02" rms="4.3979850411415100e-01" purity="5.2452141046524048e-01" nType="0">
9395 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5223458651453257e-03" rms="4.4381788372993469e-01" purity="5.2114784717559814e-01" nType="-99"/>
9396 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5892548486590385e-02" rms="4.2709773778915405e-01" purity="5.3297257423400879e-01" nType="-99"/>
9397 </Node>
9398 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.4153789505362511e-02" cType="1" res="-2.9228054918348789e-03" rms="4.4978073239326477e-01" purity="4.9939689040184021e-01" nType="0">
9399 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9654962494969368e-03" rms="4.4622907042503357e-01" purity="4.4344219565391541e-01" nType="-99"/>
9400 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7092077545821667e-03" rms="4.5302030444145203e-01" purity="5.6244444847106934e-01" nType="-99"/>
9401 </Node>
9402 </Node>
9403 </BinaryTree>
9404 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="821">
9405 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095362484455109e-02" cType="1" res="1.3186406344175339e-02" rms="4.4852006435394287e-01" purity="5.1193225383758545e-01" nType="0">
9406 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="5.0751692615449429e-03" rms="4.4610628485679626e-01" purity="4.9834600090980530e-01" nType="0">
9407 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7750924453139305e-02" rms="3.5823130607604980e-01" purity="2.2995683550834656e-01" nType="-99"/>
9408 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8867353210225701e-03" rms="4.4929304718971252e-01" purity="5.0981181859970093e-01" nType="-99"/>
9409 </Node>
9410 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.1142857551574707e+01" cType="1" res="6.1423663049936295e-02" rms="4.5966756343841553e-01" purity="5.9272938966751099e-01" nType="0">
9411 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4258779138326645e-02" rms="4.6863201260566711e-01" purity="5.9953850507736206e-01" nType="-99"/>
9412 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.4584549032151699e-03" rms="4.4937816262245178e-01" purity="5.8938252925872803e-01" nType="-99"/>
9413 </Node>
9414 </Node>
9415 </BinaryTree>
9416 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="822">
9417 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7965397834777832e+00" cType="1" res="7.5905388221144676e-03" rms="4.5131081342697144e-01" purity="5.0762611627578735e-01" nType="0">
9418 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.2000000000000000e+01" cType="1" res="1.0837250389158726e-02" rms="4.5080623030662537e-01" purity="5.0256764888763428e-01" nType="0">
9419 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5404595760628581e-03" rms="4.4898056983947754e-01" purity="4.9968230724334717e-01" nType="-99"/>
9420 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0307815857231617e-02" rms="4.6237516403198242e-01" purity="5.2329993247985840e-01" nType="-99"/>
9421 </Node>
9422 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1235927939414978e-02" rms="4.5600521564483643e-01" purity="6.4664030075073242e-01" nType="-99"/>
9423 </Node>
9424 </BinaryTree>
9425 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="823">
9426 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.2234163470566273e-02" rms="4.4714152812957764e-01" purity="5.1447582244873047e-01" nType="0">
9427 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.0944881960749626e-02" cType="1" res="4.1558846831321716e-02" rms="4.3208476901054382e-01" purity="4.5982268452644348e-01" nType="0">
9428 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5090782009065151e-03" rms="4.2328715324401855e-01" purity="4.1845580935478210e-01" nType="-99"/>
9429 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2364076226949692e-02" rms="4.5206537842750549e-01" purity="5.7726263999938965e-01" nType="-99"/>
9430 </Node>
9431 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.7000000000000000e+01" cType="1" res="4.9231671728193760e-03" rms="4.5051988959312439e-01" purity="5.2810150384902954e-01" nType="0">
9432 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3085192767903209e-04" rms="4.5007470250129700e-01" purity="5.2407467365264893e-01" nType="-99"/>
9433 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3691435568034649e-02" rms="4.5137611031532288e-01" purity="5.6743127107620239e-01" nType="-99"/>
9434 </Node>
9435 </Node>
9436 </BinaryTree>
9437 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="824">
9438 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="7.0002651214599609e-01" cType="1" res="-1.4669185038655996e-03" rms="4.4856306910514832e-01" purity="5.0028502941131592e-01" nType="0">
9439 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.3405732363462448e-02" cType="1" res="2.8623479884117842e-03" rms="4.4524067640304565e-01" purity="4.7134304046630859e-01" nType="0">
9440 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8612598329782486e-02" rms="2.0460261404514313e-01" purity="3.0476557090878487e-02" nType="-99"/>
9441 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5469520585611463e-03" rms="4.5106095075607300e-01" purity="4.8703417181968689e-01" nType="-99"/>
9442 </Node>
9443 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="9.0046179294586182e-01" cType="1" res="-2.3263337090611458e-02" rms="4.6431681513786316e-01" purity="6.4599847793579102e-01" nType="0">
9444 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0692382007837296e-02" rms="4.8455911874771118e-01" purity="5.4429209232330322e-01" nType="-99"/>
9445 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9103757161647081e-04" rms="4.5639514923095703e-01" purity="6.7516124248504639e-01" nType="-99"/>
9446 </Node>
9447 </Node>
9448 </BinaryTree>
9449 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="825">
9450 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813559673726559e-03" cType="1" res="1.0609455057419837e-04" rms="4.5068481564521790e-01" purity="4.9945977330207825e-01" nType="0">
9451 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0847360789775848e-01" cType="1" res="3.2365970313549042e-02" rms="4.4589579105377197e-01" purity="5.6209957599639893e-01" nType="0">
9452 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2803757563233376e-02" rms="4.4919842481613159e-01" purity="4.1500800848007202e-01" nType="-99"/>
9453 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0910708010196686e-03" rms="4.4150248169898987e-01" purity="7.1787798404693604e-01" nType="-99"/>
9454 </Node>
9455 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.4326841831207275e+00" cType="1" res="-7.2350469417870045e-03" rms="4.5144566893577576e-01" purity="4.8520526289939880e-01" nType="0">
9456 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1346241012215614e-03" rms="4.5111650228500366e-01" purity="4.6349620819091797e-01" nType="-99"/>
9457 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5757952183485031e-03" rms="4.5168101787567139e-01" purity="6.6444367170333862e-01" nType="-99"/>
9458 </Node>
9459 </Node>
9460 </BinaryTree>
9461 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="826">
9462 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="2.4465373717248440e-03" rms="4.5256400108337402e-01" purity="5.0156128406524658e-01" nType="0">
9463 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2571428298950195e+01" cType="1" res="6.9622270530089736e-04" rms="4.5256552100181580e-01" purity="5.0094699859619141e-01" nType="0">
9464 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0181432850658894e-03" rms="4.4991895556449890e-01" purity="4.7765535116195679e-01" nType="-99"/>
9465 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1077878773212433e-03" rms="4.5401310920715332e-01" purity="5.1600790023803711e-01" nType="-99"/>
9466 </Node>
9467 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2895746156573296e-02" rms="4.4928309321403503e-01" purity="5.2021133899688721e-01" nType="-99"/>
9468 </Node>
9469 </BinaryTree>
9470 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="827">
9471 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666624695062637e-02" cType="1" res="-5.1206810167059302e-04" rms="4.4849187135696411e-01" purity="4.9974659085273743e-01" nType="0">
9472 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.1420678868889809e-03" cType="1" res="1.2806675396859646e-02" rms="4.4304084777832031e-01" purity="4.8316738009452820e-01" nType="0">
9473 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2857970432378352e-04" rms="4.4592273235321045e-01" purity="4.7076070308685303e-01" nType="-99"/>
9474 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1510629281401634e-03" rms="4.3682602047920227e-01" purity="5.0536507368087769e-01" nType="-99"/>
9475 </Node>
9476 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5238170772790909e-02" cType="1" res="-2.0344657823443413e-02" rms="4.5576754212379456e-01" purity="5.2443426847457886e-01" nType="0">
9477 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6792252473533154e-03" rms="4.5359137654304504e-01" purity="5.1588588953018188e-01" nType="-99"/>
9478 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8921552263200283e-03" rms="4.6638154983520508e-01" purity="5.7744872570037842e-01" nType="-99"/>
9479 </Node>
9480 </Node>
9481 </BinaryTree>
9482 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="828">
9483 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="1.3294299133121967e-03" rms="4.5163646340370178e-01" purity="4.9925759434700012e-01" nType="0">
9484 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.9781183004379272e-01" cType="1" res="4.2284089140594006e-03" rms="4.5105862617492676e-01" purity="4.9918386340141296e-01" nType="0">
9485 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2339194547384977e-03" rms="4.4870907068252563e-01" purity="4.7987172007560730e-01" nType="-99"/>
9486 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7341254800558090e-03" rms="4.6723493933677673e-01" purity="6.4868497848510742e-01" nType="-99"/>
9487 </Node>
9488 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2913507409393787e-02" rms="4.5916613936424255e-01" purity="5.0071400403976440e-01" nType="-99"/>
9489 </Node>
9490 </BinaryTree>
9491 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="829">
9492 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="7.0002651214599609e-01" cType="1" res="5.8525549247860909e-03" rms="4.4833558797836304e-01" purity="5.0604909658432007e-01" nType="0">
9493 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="3.3405732363462448e-02" cType="1" res="9.8869074136018753e-03" rms="4.4460767507553101e-01" purity="4.7980490326881409e-01" nType="0">
9494 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2606687396764755e-02" rms="2.4117025732994080e-01" purity="5.9900939464569092e-02" nType="-99"/>
9495 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0290824361145496e-03" rms="4.4996777176856995e-01" purity="4.9480411410331726e-01" nType="-99"/>
9496 </Node>
9497 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1437766030430794e-02" cType="1" res="-1.5493114478886127e-02" rms="4.6698567271232605e-01" purity="6.4490675926208496e-01" nType="0">
9498 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5708901919424534e-03" rms="4.6228194236755371e-01" purity="6.7519873380661011e-01" nType="-99"/>
9499 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2037799693644047e-02" rms="4.7245198488235474e-01" purity="5.9391856193542480e-01" nType="-99"/>
9500 </Node>
9501 </Node>
9502 </BinaryTree>
9503 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="830">
9504 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="1.4328988036140800e-03" rms="4.4281896948814392e-01" purity="5.0516766309738159e-01" nType="0">
9505 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9426649436354637e-02" rms="4.2785775661468506e-01" purity="3.5980010032653809e-01" nType="-99"/>
9506 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9047304987907410e-02" cType="1" res="-1.7781778005883098e-03" rms="4.4332477450370789e-01" purity="5.1255029439926147e-01" nType="0">
9507 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0235082376748323e-03" rms="4.3443670868873596e-01" purity="4.7591763734817505e-01" nType="-99"/>
9508 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3196641597896814e-03" rms="4.5618328452110291e-01" purity="5.6881767511367798e-01" nType="-99"/>
9509 </Node>
9510 </Node>
9511 </BinaryTree>
9512 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="831">
9513 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.9017636775970459e+00" cType="1" res="-1.4959793770685792e-03" rms="4.4615313410758972e-01" purity="5.0050699710845947e-01" nType="0">
9514 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.9896270036697388e-01" cType="1" res="-4.6932566910982132e-03" rms="4.4673073291778564e-01" purity="4.8622825741767883e-01" nType="0">
9515 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0915121139260009e-05" rms="4.4244810938835144e-01" purity="4.7745913267135620e-01" nType="-99"/>
9516 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2024818919599056e-02" rms="4.8445460200309753e-01" purity="5.7319951057434082e-01" nType="-99"/>
9517 </Node>
9518 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4085521996021271e-03" rms="4.3664935231208801e-01" purity="6.8296384811401367e-01" nType="-99"/>
9519 </Node>
9520 </BinaryTree>
9521 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="832">
9522 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="6.4010559581220150e-03" rms="4.4843235611915588e-01" purity="5.1036173105239868e-01" nType="0">
9523 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.2857141494750977e+00" cType="1" res="-3.4226863645017147e-03" rms="4.4563663005828857e-01" purity="4.9549049139022827e-01" nType="0">
9524 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2288098745048046e-03" rms="4.3487572669982910e-01" purity="4.2857480049133301e-01" nType="-99"/>
9525 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2474757861346006e-03" rms="4.4745504856109619e-01" purity="5.0837761163711548e-01" nType="-99"/>
9526 </Node>
9527 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1896285228431225e-02" cType="1" res="3.0356194823980331e-02" rms="4.5428803563117981e-01" purity="5.4662519693374634e-01" nType="0">
9528 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0807585678994656e-03" rms="4.4804149866104126e-01" purity="4.9825966358184814e-01" nType="-99"/>
9529 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1838296428322792e-02" rms="4.5928162336349487e-01" purity="5.9338933229446411e-01" nType="-99"/>
9530 </Node>
9531 </Node>
9532 </BinaryTree>
9533 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="833">
9534 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-5.5042919702827930e-03" rms="4.4631403684616089e-01" purity="4.9813047051429749e-01" nType="0">
9535 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5253167673945427e-03" cType="1" res="-3.5147093236446381e-02" rms="4.1983464360237122e-01" purity="3.7969759106636047e-01" nType="0">
9536 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4127217009663582e-02" rms="3.7273550033569336e-01" purity="3.0573448538780212e-01" nType="-99"/>
9537 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2044148752465844e-03" rms="4.4870701432228088e-01" purity="4.3371832370758057e-01" nType="-99"/>
9538 </Node>
9539 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.1000000000000000e+01" cType="1" res="9.2619849601760507e-04" rms="4.5159673690795898e-01" purity="5.2382236719131470e-01" nType="0">
9540 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9007823690772057e-04" rms="4.5096793770790100e-01" purity="5.2379238605499268e-01" nType="-99"/>
9541 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1106656864285469e-02" rms="4.5879140496253967e-01" purity="5.2428740262985229e-01" nType="-99"/>
9542 </Node>
9543 </Node>
9544 </BinaryTree>
9545 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="834">
9546 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666905954480171e-02" cType="1" res="-7.1982009103521705e-04" rms="4.4530400633811951e-01" purity="5.0240117311477661e-01" nType="0">
9547 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-2.0523959770798683e-02" rms="4.4014045596122742e-01" purity="4.4818821549415588e-01" nType="0">
9548 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.5719042643904686e-03" rms="4.3937265872955322e-01" purity="4.5556885004043579e-01" nType="-99"/>
9549 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8983162716031075e-02" rms="4.3983775377273560e-01" purity="3.3534979820251465e-01" nType="-99"/>
9550 </Node>
9551 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2068306356668472e-02" cType="1" res="2.3605667054653168e-02" rms="4.5037540793418884e-01" purity="5.6899100542068481e-01" nType="0">
9552 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7847830206155777e-03" rms="4.4698828458786011e-01" purity="5.5585068464279175e-01" nType="-99"/>
9553 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4269172213971615e-02" rms="4.5918941497802734e-01" purity="6.1253106594085693e-01" nType="-99"/>
9554 </Node>
9555 </Node>
9556 </BinaryTree>
9557 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="835">
9558 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9781183004379272e-01" cType="1" res="-9.2601524665951729e-03" rms="4.5035353302955627e-01" purity="4.8890790343284607e-01" nType="0">
9559 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1535682678222656e-01" cType="1" res="-5.5888020433485508e-03" rms="4.4820088148117065e-01" purity="4.6996775269508362e-01" nType="0">
9560 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9331683181226254e-03" rms="4.4376516342163086e-01" purity="4.4778114557266235e-01" nType="-99"/>
9561 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.8607581779360771e-03" rms="4.7306108474731445e-01" purity="6.0735785961151123e-01" nType="-99"/>
9562 </Node>
9563 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.8428571701049805e+01" cType="1" res="-3.7985168397426605e-02" rms="4.6585592627525330e-01" purity="6.3709741830825806e-01" nType="0">
9564 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6289228573441505e-02" rms="4.6640384197235107e-01" purity="6.2804800271987915e-01" nType="-99"/>
9565 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8965155836194754e-03" rms="4.5974278450012207e-01" purity="6.5496081113815308e-01" nType="-99"/>
9566 </Node>
9567 </Node>
9568 </BinaryTree>
9569 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="836">
9570 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="1.2130398536100984e-03" rms="4.5126837491989136e-01" purity="4.9827975034713745e-01" nType="0">
9571 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0468368679285049e-02" cType="1" res="-5.5179172195494175e-03" rms="4.4555249810218811e-01" purity="4.9436426162719727e-01" nType="0">
9572 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0153819059487432e-04" rms="4.4296395778656006e-01" purity="4.9615454673767090e-01" nType="-99"/>
9573 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1513951234519482e-02" rms="4.6688395738601685e-01" purity="4.7752481698989868e-01" nType="-99"/>
9574 </Node>
9575 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4161961674690247e-01" cType="1" res="3.6649882793426514e-02" rms="4.7868207097053528e-01" purity="5.1889407634735107e-01" nType="0">
9576 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8923127800226212e-02" rms="4.6343144774436951e-01" purity="3.8391739130020142e-01" nType="-99"/>
9577 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2921602465212345e-03" rms="4.8322153091430664e-01" purity="6.0380822420120239e-01" nType="-99"/>
9578 </Node>
9579 </Node>
9580 </BinaryTree>
9581 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="837">
9582 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7891783714294434e-01" cType="1" res="8.9684483828023076e-04" rms="4.4998860359191895e-01" purity="4.9672555923461914e-01" nType="0">
9583 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.9823064804077148e-01" cType="1" res="1.1121826246380806e-02" rms="4.3810510635375977e-01" purity="4.2066672444343567e-01" nType="0">
9584 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1402263771742582e-04" rms="4.2034029960632324e-01" purity="2.9991200566291809e-01" nType="-99"/>
9585 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6341306082904339e-03" rms="4.6743366122245789e-01" purity="6.3546121120452881e-01" nType="-99"/>
9586 </Node>
9587 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.6145439818501472e-02" rms="4.6863117814064026e-01" purity="6.2349510192871094e-01" nType="0">
9588 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1855535283684731e-03" rms="4.7466230392456055e-01" purity="5.9891033172607422e-01" nType="-99"/>
9589 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1164364665746689e-03" rms="4.5758506655693054e-01" purity="6.5905475616455078e-01" nType="-99"/>
9590 </Node>
9591 </Node>
9592 </BinaryTree>
9593 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="838">
9594 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5713650286197662e-02" cType="1" res="-5.8649568818509579e-03" rms="4.4569894671440125e-01" purity="4.9309092760086060e-01" nType="0">
9595 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="7.0990796666592360e-04" rms="4.4286793470382690e-01" purity="4.9269571900367737e-01" nType="0">
9596 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3878309922292829e-04" rms="4.4291117787361145e-01" purity="4.9514052271842957e-01" nType="-99"/>
9597 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2799938209354877e-02" rms="4.3838819861412048e-01" purity="4.3387922644615173e-01" nType="-99"/>
9598 </Node>
9599 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5954866409301758e-01" cType="1" res="-4.3031085282564163e-02" rms="4.5961034297943115e-01" purity="4.9532493948936462e-01" nType="0">
9600 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0196778476238251e-02" rms="3.6048319935798645e-01" purity="2.0592407882213593e-01" nType="-99"/>
9601 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8275366425514221e-03" rms="4.8337760567665100e-01" purity="5.8199173212051392e-01" nType="-99"/>
9602 </Node>
9603 </Node>
9604 </BinaryTree>
9605 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="839">
9606 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="-5.8142910711467266e-04" rms="4.5690262317657471e-01" purity="4.8999091982841492e-01" nType="0">
9607 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.7619047164916992e+00" cType="1" res="1.4207200147211552e-02" rms="4.5293989777565002e-01" purity="4.9812814593315125e-01" nType="0">
9608 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7030339464545250e-02" rms="4.3558058142662048e-01" purity="3.9781266450881958e-01" nType="-99"/>
9609 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9426110666245222e-03" rms="4.5373538136482239e-01" purity="5.0633096694946289e-01" nType="-99"/>
9610 </Node>
9611 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.3314000815153122e-02" cType="1" res="-3.3333469182252884e-02" rms="4.6388348937034607e-01" purity="4.7196972370147705e-01" nType="0">
9612 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5403765290975571e-03" rms="4.6519497036933899e-01" purity="4.7447702288627625e-01" nType="-99"/>
9613 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7843861132860184e-02" rms="4.5496764779090881e-01" purity="4.6048581600189209e-01" nType="-99"/>
9614 </Node>
9615 </Node>
9616 </BinaryTree>
9617 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="840">
9618 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0469367057085037e-02" cType="1" res="-1.0749521898105741e-03" rms="4.4652608036994934e-01" purity="4.9632537364959717e-01" nType="0">
9619 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.6645544767379761e+00" cType="1" res="3.9942734874784946e-03" rms="4.4514444470405579e-01" purity="4.9773046374320984e-01" nType="0">
9620 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4000905212014914e-03" rms="4.4454169273376465e-01" purity="4.9015283584594727e-01" nType="-99"/>
9621 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.2344384863972664e-03" rms="4.5687118172645569e-01" purity="6.6781938076019287e-01" nType="-99"/>
9622 </Node>
9623 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="4.0699395537376404e-01" cType="1" res="-4.8064347356557846e-02" rms="4.5646363496780396e-01" purity="4.8330083489418030e-01" nType="0">
9624 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1938938647508621e-02" rms="4.3959978222846985e-01" purity="3.6326786875724792e-01" nType="-99"/>
9625 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6219381941482425e-03" rms="4.7076314687728882e-01" purity="6.3260781764984131e-01" nType="-99"/>
9626 </Node>
9627 </Node>
9628 </BinaryTree>
9629 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="841">
9630 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.4000902175903320e+00" cType="1" res="-7.2154117515310645e-04" rms="4.4786322116851807e-01" purity="4.9694025516510010e-01" nType="0">
9631 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.5704977810382843e-02" cType="1" res="-4.8541384749114513e-03" rms="4.4817644357681274e-01" purity="4.7840484976768494e-01" nType="0">
9632 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8728619003668427e-04" rms="4.4789794087409973e-01" purity="4.7929790616035461e-01" nType="-99"/>
9633 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0152264498174191e-02" rms="4.4777601957321167e-01" purity="4.7326973080635071e-01" nType="-99"/>
9634 </Node>
9635 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2275376357138157e-02" rms="4.4051918387413025e-01" purity="7.3204469680786133e-01" nType="-99"/>
9636 </Node>
9637 </BinaryTree>
9638 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="842">
9639 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7633168287575245e-03" cType="1" res="-3.4734385553747416e-03" rms="4.4716486334800720e-01" purity="4.9700468778610229e-01" nType="0">
9640 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.5775328874588013e-01" cType="1" res="-3.0169574543833733e-02" rms="4.4027489423751831e-01" purity="4.6026453375816345e-01" nType="0">
9641 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0754566639661789e-02" rms="4.3914973735809326e-01" purity="4.0644460916519165e-01" nType="-99"/>
9642 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1499589830636978e-03" rms="4.4109356403350830e-01" purity="7.2913712263107300e-01" nType="-99"/>
9643 </Node>
9644 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="7.1136709302663803e-03" rms="4.4942912459373474e-01" purity="5.1157510280609131e-01" nType="0">
9645 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2418691813945770e-03" rms="4.5352017879486084e-01" purity="4.9750456213951111e-01" nType="-99"/>
9646 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4530629850924015e-03" rms="4.4592535495758057e-01" purity="5.2195650339126587e-01" nType="-99"/>
9647 </Node>
9648 </Node>
9649 </BinaryTree>
9650 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="843">
9651 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.7281524837017059e-02" rms="4.4473508000373840e-01" purity="5.1647496223449707e-01" nType="0">
9652 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3832919541746378e-03" cType="1" res="1.4143043197691441e-02" rms="4.4358792901039124e-01" purity="5.1453232765197754e-01" nType="0">
9653 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4875041395425797e-03" rms="4.3675997853279114e-01" purity="5.6437003612518311e-01" nType="-99"/>
9654 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0957938395440578e-03" rms="4.4497898221015930e-01" purity="5.0291717052459717e-01" nType="-99"/>
9655 </Node>
9656 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6565596684813499e-02" rms="4.6074965596199036e-01" purity="5.5005383491516113e-01" nType="-99"/>
9657 </Node>
9658 </BinaryTree>
9659 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="844">
9660 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5237316563725471e-03" cType="1" res="-2.4331943131983280e-03" rms="4.4355273246765137e-01" purity="5.0115036964416504e-01" nType="0">
9661 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3879967927932739e-01" cType="1" res="-2.2933896631002426e-02" rms="4.3899771571159363e-01" purity="4.4261974096298218e-01" nType="0">
9662 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5193283632397652e-03" rms="4.3217095732688904e-01" purity="3.5993832349777222e-01" nType="-99"/>
9663 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9894855581223965e-03" rms="4.5632335543632507e-01" purity="6.8792223930358887e-01" nType="-99"/>
9664 </Node>
9665 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5121578574180603e-01" cType="1" res="1.3077795505523682e-02" rms="4.4634294509887695e-01" purity="5.4543513059616089e-01" nType="0">
9666 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.2737076766788960e-03" rms="3.8239204883575439e-01" purity="2.0902578532695770e-01" nType="-99"/>
9667 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9119158647954464e-03" rms="4.6336188912391663e-01" purity="6.4587587118148804e-01" nType="-99"/>
9668 </Node>
9669 </Node>
9670 </BinaryTree>
9671 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="845">
9672 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="4.7395220026373863e-03" rms="4.4768401980400085e-01" purity="5.0409173965454102e-01" nType="0">
9673 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.3333334922790527e+00" cType="1" res="3.4971315413713455e-02" rms="4.3314006924629211e-01" purity="4.5256084203720093e-01" nType="0">
9674 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8248775741085410e-03" rms="4.0885508060455322e-01" purity="3.4668019413948059e-01" nType="-99"/>
9675 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5143416821956635e-02" rms="4.4433614611625671e-01" purity="5.1095455884933472e-01" nType="-99"/>
9676 </Node>
9677 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5219544321298599e-02" cType="1" res="-2.9173949733376503e-03" rms="4.5097169280052185e-01" purity="5.1714313030242920e-01" nType="0">
9678 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2208446171134710e-04" rms="4.4955706596374512e-01" purity="5.2024871110916138e-01" nType="-99"/>
9679 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9725965335965157e-02" rms="4.7331815958023071e-01" purity="4.4837209582328796e-01" nType="-99"/>
9680 </Node>
9681 </Node>
9682 </BinaryTree>
9683 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="846">
9684 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="1.4888510107994080e-02" rms="4.4998845458030701e-01" purity="5.1565647125244141e-01" nType="0">
9685 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="3.2843969762325287e-02" rms="4.1610956192016602e-01" purity="2.6159420609474182e-01" nType="0">
9686 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3187696225941181e-02" rms="2.6610431075096130e-01" purity="8.3230368793010712e-02" nType="-99"/>
9687 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2552673928439617e-02" rms="4.3612045049667358e-01" purity="2.9241281747817993e-01" nType="-99"/>
9688 </Node>
9689 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1193306148052216e-01" cType="1" res="6.8703284487128258e-03" rms="4.6409535408020020e-01" purity="6.2911033630371094e-01" nType="0">
9690 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.3303215429186821e-03" rms="4.8260301351547241e-01" purity="4.6690231561660767e-01" nType="-99"/>
9691 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2670395448803902e-03" rms="4.5986893773078918e-01" purity="6.6219347715377808e-01" nType="-99"/>
9692 </Node>
9693 </Node>
9694 </BinaryTree>
9695 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="847">
9696 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.5927557945251465e+00" cType="1" res="-7.6830922625958920e-03" rms="4.4751140475273132e-01" purity="4.9171239137649536e-01" nType="0">
9697 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-5.9781516902148724e-03" rms="4.4773524999618530e-01" purity="4.8876285552978516e-01" nType="0">
9698 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8066808581352234e-02" rms="3.7340506911277771e-01" purity="2.3269425332546234e-01" nType="-99"/>
9699 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1393996262922883e-04" rms="4.5051985979080200e-01" purity="4.9977287650108337e-01" nType="-99"/>
9700 </Node>
9701 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3614702038466930e-02" rms="4.3823230266571045e-01" purity="5.7628363370895386e-01" nType="-99"/>
9702 </Node>
9703 </BinaryTree>
9704 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="848">
9705 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5713560879230499e-02" cType="1" res="-6.2257368117570877e-03" rms="4.4432577490806580e-01" purity="4.9358657002449036e-01" nType="0">
9706 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.3027467764914036e-02" rms="4.4260439276695251e-01" purity="4.7977396845817566e-01" nType="0">
9707 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7947073578834534e-03" rms="4.4201540946960449e-01" purity="4.7736716270446777e-01" nType="-99"/>
9708 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6884340010583401e-03" rms="4.5130214095115662e-01" purity="5.2247869968414307e-01" nType="-99"/>
9709 </Node>
9710 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.5703117251396179e-01" cType="1" res="2.6353497058153152e-02" rms="4.5106020569801331e-01" purity="5.5974668264389038e-01" nType="0">
9711 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0797539725899696e-02" rms="3.9473199844360352e-01" purity="2.4388267099857330e-01" nType="-99"/>
9712 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5795299857854843e-03" rms="4.6337893605232239e-01" purity="6.4399623870849609e-01" nType="-99"/>
9713 </Node>
9714 </Node>
9715 </BinaryTree>
9716 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="849">
9717 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="7.7142858505249023e+00" cType="1" res="3.6472149658948183e-03" rms="4.4827130436897278e-01" purity="5.0302243232727051e-01" nType="0">
9718 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.1424919366836548e-02" cType="1" res="2.5426331907510757e-02" rms="4.3236613273620605e-01" purity="4.3687552213668823e-01" nType="0">
9719 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4112041331827641e-02" rms="4.2358419299125671e-01" purity="4.3051695823669434e-01" nType="-99"/>
9720 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3099021315574646e-03" rms="4.4581854343414307e-01" purity="4.4966623187065125e-01" nType="-99"/>
9721 </Node>
9722 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.6128084659576416e+00" cType="1" res="-4.8395796329714358e-04" rms="4.5110639929771423e-01" purity="5.1556950807571411e-01" nType="0">
9723 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5356809278018773e-04" rms="4.5106536149978638e-01" purity="5.1508879661560059e-01" nType="-99"/>
9724 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6893466934561729e-02" rms="4.4635266065597534e-01" purity="5.3027635812759399e-01" nType="-99"/>
9725 </Node>
9726 </Node>
9727 </BinaryTree>
9728 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="850">
9729 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.9781183004379272e-01" cType="1" res="1.5615337528288364e-02" rms="4.4883924722671509e-01" purity="5.1343297958374023e-01" nType="0">
9730 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.5161885023117065e-01" cType="1" res="2.0148949697613716e-02" rms="4.4645288586616516e-01" purity="4.9533176422119141e-01" nType="0">
9731 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1131060570478439e-03" rms="4.4534447789192200e-01" purity="4.8640176653862000e-01" nType="-99"/>
9732 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5446213074028492e-02" rms="4.5843723416328430e-01" purity="6.1839073896408081e-01" nType="-99"/>
9733 </Node>
9734 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.4142857551574707e+01" cType="1" res="-1.9880874082446098e-02" rms="4.6557879447937012e-01" purity="6.5515756607055664e-01" nType="0">
9735 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1004859581589699e-02" rms="4.7369274497032166e-01" purity="6.3401126861572266e-01" nType="-99"/>
9736 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8981794128194451e-03" rms="4.5507949590682983e-01" purity="6.7776310443878174e-01" nType="-99"/>
9737 </Node>
9738 </Node>
9739 </BinaryTree>
9740 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="851">
9741 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.1441721916198730e+00" cType="1" res="-8.7320161983370781e-03" rms="4.4490259885787964e-01" purity="4.9086785316467285e-01" nType="0">
9742 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2101438045501709e+00" cType="1" res="-1.1951557360589504e-02" rms="4.4499471783638000e-01" purity="4.7949451208114624e-01" nType="0">
9743 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4201420601457357e-03" rms="4.4356977939605713e-01" purity="4.7508388757705688e-01" nType="-99"/>
9744 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7648484557867050e-02" rms="4.7943380475044250e-01" purity="6.0432869195938110e-01" nType="-99"/>
9745 </Node>
9746 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1625573113560677e-03" rms="4.4069701433181763e-01" purity="6.6167002916336060e-01" nType="-99"/>
9747 </Node>
9748 </BinaryTree>
9749 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="852">
9750 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-1.2181332334876060e-02" rms="4.4376942515373230e-01" purity="4.8820483684539795e-01" nType="0">
9751 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5229479670524597e-02" cType="1" res="-5.2336002700030804e-03" rms="4.4465568661689758e-01" purity="4.9239170551300049e-01" nType="0">
9752 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6041661193594337e-04" rms="4.4369816780090332e-01" purity="4.9347060918807983e-01" nType="-99"/>
9753 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3693041168153286e-02" rms="4.6110191941261292e-01" purity="4.6954360604286194e-01" nType="-99"/>
9754 </Node>
9755 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3866270203143358e-03" cType="1" res="-4.3003380298614502e-02" rms="4.3849077820777893e-01" purity="4.6963065862655640e-01" nType="0">
9756 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6385171115398407e-02" rms="4.3357849121093750e-01" purity="3.6973515152931213e-01" nType="-99"/>
9757 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6814700365066528e-03" rms="4.3646752834320068e-01" purity="4.8723390698432922e-01" nType="-99"/>
9758 </Node>
9759 </Node>
9760 </BinaryTree>
9761 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="853">
9762 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7488430738449097e+00" cType="1" res="-5.8538850862532854e-04" rms="4.4628253579139709e-01" purity="4.9797570705413818e-01" nType="0">
9763 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.9839836359024048e-01" cType="1" res="-3.4321337006986141e-03" rms="4.4728431105613708e-01" purity="4.8432442545890808e-01" nType="0">
9764 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.8247674132871907e-06" rms="4.4428700208663940e-01" purity="4.7949966788291931e-01" nType="-99"/>
9765 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4048951677978039e-02" rms="4.9275749921798706e-01" purity="5.6820696592330933e-01" nType="-99"/>
9766 </Node>
9767 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3416586443781853e-02" rms="4.2297816276550293e-01" purity="7.5926440954208374e-01" nType="-99"/>
9768 </Node>
9769 </BinaryTree>
9770 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="854">
9771 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8088437169790268e-02" cType="1" res="-6.4484431641176343e-04" rms="4.4648134708404541e-01" purity="4.9709716439247131e-01" nType="0">
9772 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="7.2550261393189430e-03" cType="1" res="-8.0979131162166595e-03" rms="4.4341135025024414e-01" purity="4.8537969589233398e-01" nType="0">
9773 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3025039117783308e-03" rms="4.4322884082794189e-01" purity="4.7760465741157532e-01" nType="-99"/>
9774 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6635234504938126e-03" rms="4.4303023815155029e-01" purity="4.9209442734718323e-01" nType="-99"/>
9775 </Node>
9776 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1904532611370087e-01" cType="1" res="4.4276095926761627e-02" rms="4.6201628446578979e-01" purity="5.6772065162658691e-01" nType="0">
9777 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1266777068376541e-02" rms="4.5600897073745728e-01" purity="4.3474218249320984e-01" nType="-99"/>
9778 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8453062772750854e-03" rms="4.6381977200508118e-01" purity="6.4148652553558350e-01" nType="-99"/>
9779 </Node>
9780 </Node>
9781 </BinaryTree>
9782 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="855">
9783 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="4.6819075942039490e-01" cType="1" res="9.5779559342190623e-04" rms="4.4394850730895996e-01" purity="5.0129020214080811e-01" nType="0">
9784 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.6131983399391174e-02" cType="1" res="-1.1968003585934639e-02" rms="4.3997821211814880e-01" purity="4.1860553622245789e-01" nType="0">
9785 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7099933698773384e-02" rms="3.5042071342468262e-01" purity="1.9565820693969727e-01" nType="-99"/>
9786 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0733912028372288e-03" rms="4.4715973734855652e-01" purity="4.3950456380844116e-01" nType="-99"/>
9787 </Node>
9788 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.3619047164916992e+01" cType="1" res="3.1385812908411026e-02" rms="4.5169961452484131e-01" purity="6.9593429565429688e-01" nType="0">
9789 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8932251520454884e-03" rms="4.5301586389541626e-01" purity="6.8968147039413452e-01" nType="-99"/>
9790 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6065916046500206e-02" rms="4.4456574320793152e-01" purity="7.1925944089889526e-01" nType="-99"/>
9791 </Node>
9792 </Node>
9793 </BinaryTree>
9794 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="856">
9795 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6000000000000000e+01" cType="1" res="1.0319215245544910e-02" rms="4.4768646359443665e-01" purity="5.0820475816726685e-01" nType="0">
9796 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2841281741857529e-02" cType="1" res="-6.9772778078913689e-03" rms="4.4188994169235229e-01" purity="4.6822857856750488e-01" nType="0">
9797 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0318382555851713e-04" rms="4.3893015384674072e-01" purity="4.7426840662956238e-01" nType="-99"/>
9798 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7191422879695892e-02" rms="4.7026929259300232e-01" purity="3.7873229384422302e-01" nType="-99"/>
9799 </Node>
9800 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="9.3333756923675537e-01" cType="1" res="2.6308780536055565e-02" rms="4.5239114761352539e-01" purity="5.4516029357910156e-01" nType="0">
9801 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0384853966534138e-03" rms="4.5449209213256836e-01" purity="5.2354693412780762e-01" nType="-99"/>
9802 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6104014590382576e-02" rms="4.3153259158134460e-01" purity="7.3068994283676147e-01" nType="-99"/>
9803 </Node>
9804 </Node>
9805 </BinaryTree>
9806 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="857">
9807 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.0822869539260864e+00" cType="1" res="-3.5710283555090427e-03" rms="4.4859844446182251e-01" purity="4.9470260739326477e-01" nType="0">
9808 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="-8.4199653938412666e-03" rms="4.4891634583473206e-01" purity="4.6943029761314392e-01" nType="0">
9809 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1042764466255903e-04" rms="4.4824841618537903e-01" purity="4.7647941112518311e-01" nType="-99"/>
9810 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3732499442994595e-02" rms="4.5179972052574158e-01" purity="4.0874829888343811e-01" nType="-99"/>
9811 </Node>
9812 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1439328789710999e-02" cType="1" res="3.7908699363470078e-02" rms="4.4370961189270020e-01" purity="7.1089184284210205e-01" nType="0">
9813 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8320338800549507e-02" rms="4.2802909016609192e-01" purity="7.5491142272949219e-01" nType="-99"/>
9814 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0457382537424564e-02" rms="4.6433728933334351e-01" purity="6.1810278892517090e-01" nType="-99"/>
9815 </Node>
9816 </Node>
9817 </BinaryTree>
9818 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="858">
9819 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="1.4736067969352007e-03" rms="4.4783475995063782e-01" purity="5.0043594837188721e-01" nType="0">
9820 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6574574708938599e+00" cType="1" res="1.9707707688212395e-02" rms="4.4373786449432373e-01" purity="4.8456946015357971e-01" nType="0">
9821 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8181019052863121e-03" rms="4.4009521603584290e-01" purity="4.8069262504577637e-01" nType="-99"/>
9822 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4668019264936447e-02" rms="4.6879813075065613e-01" purity="5.3148233890533447e-01" nType="-99"/>
9823 </Node>
9824 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.1897341012954712e+00" cType="1" res="-1.0062452405691147e-02" rms="4.5002606511116028e-01" purity="5.1047408580780029e-01" nType="0">
9825 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.8191775567829609e-03" rms="4.5056119561195374e-01" purity="4.8123669624328613e-01" nType="-99"/>
9826 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2314581312239170e-02" rms="4.4152763485908508e-01" purity="6.9346088171005249e-01" nType="-99"/>
9827 </Node>
9828 </Node>
9829 </BinaryTree>
9830 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="859">
9831 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="5.8915140107274055e-03" rms="4.4931194186210632e-01" purity="5.0411301851272583e-01" nType="0">
9832 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1428571701049805e+01" cType="1" res="1.1981663294136524e-02" rms="4.4837063550949097e-01" purity="5.1354777812957764e-01" nType="0">
9833 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8043201938271523e-03" rms="4.3701860308647156e-01" purity="5.0120216608047485e-01" nType="-99"/>
9834 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5151664128061384e-05" rms="4.5522463321685791e-01" purity="5.2158510684967041e-01" nType="-99"/>
9835 </Node>
9836 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.9032018259167671e-02" cType="1" res="-4.2720835655927658e-02" rms="4.5383551716804504e-01" purity="4.2880350351333618e-01" nType="0">
9837 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5341594852507114e-03" rms="4.4598713517189026e-01" purity="4.2364862561225891e-01" nType="-99"/>
9838 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8879467621445656e-02" rms="4.6626460552215576e-01" purity="4.3877896666526794e-01" nType="-99"/>
9839 </Node>
9840 </Node>
9841 </BinaryTree>
9842 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="860">
9843 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095198571681976e-02" cType="1" res="8.1604374572634697e-03" rms="4.4872713088989258e-01" purity="5.0699263811111450e-01" nType="0">
9844 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3852135539054871e-01" cType="1" res="1.0799271985888481e-03" rms="4.4624778628349304e-01" purity="4.9488180875778198e-01" nType="0">
9845 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.0357905887067318e-03" rms="4.3913975358009338e-01" purity="4.3207097053527832e-01" nType="-99"/>
9846 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9478256367146969e-03" rms="4.6359407901763916e-01" purity="6.5680730342864990e-01" nType="-99"/>
9847 </Node>
9848 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.1505776345729828e-02" cType="1" res="5.1179677248001099e-02" rms="4.6117508411407471e-01" purity="5.8057475090026855e-01" nType="0">
9849 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9963894039392471e-02" rms="4.5323452353477478e-01" purity="6.2550473213195801e-01" nType="-99"/>
9850 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6358290389180183e-03" rms="4.6389135718345642e-01" purity="5.5919551849365234e-01" nType="-99"/>
9851 </Node>
9852 </Node>
9853 </BinaryTree>
9854 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="861">
9855 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="3.1672173645347357e-03" rms="4.4296512007713318e-01" purity="5.0755012035369873e-01" nType="0">
9856 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3194290697574615e-02" rms="3.6383530497550964e-01" purity="2.1394114196300507e-01" nType="-99"/>
9857 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7619440592825413e-03" cType="1" res="6.4383218996226788e-03" rms="4.4570767879486084e-01" purity="5.1997131109237671e-01" nType="0">
9858 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9838119670748711e-03" rms="4.4422823190689087e-01" purity="5.3626102209091187e-01" nType="-99"/>
9859 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7437498839572072e-04" rms="4.4603100419044495e-01" purity="5.1269161701202393e-01" nType="-99"/>
9860 </Node>
9861 </Node>
9862 </BinaryTree>
9863 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="862">
9864 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-3.2131788320839405e-03" rms="4.4849866628646851e-01" purity="4.9742054939270020e-01" nType="0">
9865 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.0000000000000000e+01" cType="1" res="3.1956792809069157e-03" rms="4.4816792011260986e-01" purity="5.0459969043731689e-01" nType="0">
9866 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5750268511474133e-03" rms="4.4304972887039185e-01" purity="4.4962453842163086e-01" nType="-99"/>
9867 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0181582123041153e-04" rms="4.4980406761169434e-01" purity="5.2403229475021362e-01" nType="-99"/>
9868 </Node>
9869 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1857533827424049e-02" cType="1" res="-9.6810497343540192e-02" rms="4.4285660982131958e-01" purity="3.9257338643074036e-01" nType="0">
9870 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6161866039037704e-02" rms="4.0290886163711548e-01" purity="3.0783897638320923e-01" nType="-99"/>
9871 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2065200135111809e-02" rms="4.7062095999717712e-01" purity="4.6766421198844910e-01" nType="-99"/>
9872 </Node>
9873 </Node>
9874 </BinaryTree>
9875 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="863">
9876 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.7353961467742920e+00" cType="1" res="8.0660535022616386e-03" rms="4.5347467064857483e-01" purity="5.0245463848114014e-01" nType="0">
9877 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="1.1474032886326313e-02" rms="4.5317459106445312e-01" purity="4.9649572372436523e-01" nType="0">
9878 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9110894063487649e-03" rms="4.5211499929428101e-01" purity="4.9424126744270325e-01" nType="-99"/>
9879 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9253399223089218e-02" rms="4.6724721789360046e-01" purity="5.3904604911804199e-01" nType="-99"/>
9880 </Node>
9881 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0565066486597061e-02" rms="4.5250812172889709e-01" purity="6.5378284454345703e-01" nType="-99"/>
9882 </Node>
9883 </BinaryTree>
9884 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="864">
9885 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="6.8743326701223850e-03" rms="4.4802966713905334e-01" purity="5.0829899311065674e-01" nType="0">
9886 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1899509467184544e-02" cType="1" res="-2.3459987714886665e-02" rms="4.3505373597145081e-01" purity="3.9161553978919983e-01" nType="0">
9887 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0153905972838402e-03" rms="4.3019810318946838e-01" purity="3.8242706656455994e-01" nType="-99"/>
9888 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5082021243870258e-02" rms="4.3731969594955444e-01" purity="4.0125641226768494e-01" nType="-99"/>
9889 </Node>
9890 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0457785129547119e-02" cType="1" res="1.3901120051741600e-02" rms="4.5069104433059692e-01" purity="5.3532809019088745e-01" nType="0">
9891 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1026565227657557e-03" rms="4.4932851195335388e-01" purity="5.2799856662750244e-01" nType="-99"/>
9892 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2610008940100670e-02" rms="4.5930048823356628e-01" purity="5.9404200315475464e-01" nType="-99"/>
9893 </Node>
9894 </Node>
9895 </BinaryTree>
9896 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="865">
9897 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.7395620346069336e-01" cType="1" res="3.6987692583352327e-03" rms="4.4225558638572693e-01" purity="5.0985294580459595e-01" nType="0">
9898 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2485952675342560e-01" cType="1" res="-4.4881328358314931e-04" rms="4.4182878732681274e-01" purity="4.7856098413467407e-01" nType="0">
9899 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.4173331484198570e-03" rms="3.7057030200958252e-01" purity="2.1085119247436523e-01" nType="-99"/>
9900 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4369982527568936e-03" rms="4.6460658311843872e-01" purity="5.7484376430511475e-01" nType="-99"/>
9901 </Node>
9902 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="1.8585448265075684e+00" cType="1" res="2.8950834646821022e-02" rms="4.4401013851165771e-01" purity="7.0037031173706055e-01" nType="0">
9903 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2782104313373566e-02" rms="4.4397553801536560e-01" purity="7.1295362710952759e-01" nType="-99"/>
9904 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6753251440823078e-03" rms="4.4107022881507874e-01" purity="6.8152552843093872e-01" nType="-99"/>
9905 </Node>
9906 </Node>
9907 </BinaryTree>
9908 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="866">
9909 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3999596834182739e+00" cType="1" res="-1.4574369415640831e-02" rms="4.4886487722396851e-01" purity="4.8438471555709839e-01" nType="0">
9910 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.6630170941352844e-01" cType="1" res="-1.6962695866823196e-02" rms="4.4824567437171936e-01" purity="4.6969848871231079e-01" nType="0">
9911 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0238192994147539e-03" rms="4.3930700421333313e-01" purity="4.2904630303382874e-01" nType="-99"/>
9912 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0336024984717369e-03" rms="4.7928845882415771e-01" purity="6.1936658620834351e-01" nType="-99"/>
9913 </Node>
9914 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0529618747532368e-03" rms="4.5653018355369568e-01" purity="7.0376700162887573e-01" nType="-99"/>
9915 </Node>
9916 </BinaryTree>
9917 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="867">
9918 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5230239629745483e-02" cType="1" res="-2.2478431928902864e-03" rms="4.4269433617591858e-01" purity="4.9944534897804260e-01" nType="0">
9919 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-5.9015038423240185e-03" rms="4.3960142135620117e-01" purity="4.9500617384910583e-01" nType="0">
9920 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1319029666483402e-03" rms="4.2160353064537048e-01" purity="4.4348844885826111e-01" nType="-99"/>
9921 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3922991929575801e-03" rms="4.4898155331611633e-01" purity="5.2397900819778442e-01" nType="-99"/>
9922 </Node>
9923 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3851705007255077e-02" rms="4.8846083879470825e-01" purity="5.7552009820938110e-01" nType="-99"/>
9924 </Node>
9925 </BinaryTree>
9926 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="868">
9927 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8571549803018570e-02" cType="1" res="2.0693130791187286e-03" rms="4.4306036829948425e-01" purity="5.0524973869323730e-01" nType="0">
9928 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-6.4849266782402992e-03" rms="4.4125449657440186e-01" purity="4.7588470578193665e-01" nType="0">
9929 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.5820228084921837e-04" rms="4.3761956691741943e-01" purity="4.8412510752677917e-01" nType="-99"/>
9930 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9129310324788094e-03" rms="4.5010700821876526e-01" purity="4.5312801003456116e-01" nType="-99"/>
9931 </Node>
9932 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.2662358134984970e-02" cType="1" res="2.4805990979075432e-02" rms="4.4702991843223572e-01" purity="5.8330035209655762e-01" nType="0">
9933 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4027928933501244e-02" rms="4.4177693128585815e-01" purity="6.2653380632400513e-01" nType="-99"/>
9934 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6733336746692657e-03" rms="4.4810518622398376e-01" purity="5.7091885805130005e-01" nType="-99"/>
9935 </Node>
9936 </Node>
9937 </BinaryTree>
9938 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="869">
9939 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-3.0408545862883329e-03" rms="4.4762066006660461e-01" purity="4.9546089768409729e-01" nType="0">
9940 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7912934422492981e-01" cType="1" res="-2.1514946594834328e-02" rms="4.4487074017524719e-01" purity="4.4336447119712830e-01" nType="0">
9941 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3519470414612442e-04" rms="4.1644319891929626e-01" purity="3.5246348381042480e-01" nType="-99"/>
9942 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1616499163210392e-02" rms="4.8125422000885010e-01" purity="5.7403242588043213e-01" nType="-99"/>
9943 </Node>
9944 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7665657475590706e-03" cType="1" res="9.0999389067292213e-03" rms="4.4900500774383545e-01" purity="5.2969759702682495e-01" nType="0">
9945 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6581410355865955e-03" rms="4.5253136754035950e-01" purity="5.4008072614669800e-01" nType="-99"/>
9946 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9365385065320879e-05" rms="4.4710496068000793e-01" purity="5.2492690086364746e-01" nType="-99"/>
9947 </Node>
9948 </Node>
9949 </BinaryTree>
9950 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="870">
9951 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8571359813213348e-02" cType="1" res="-8.4959138184785843e-03" rms="4.4792404770851135e-01" purity="4.8561924695968628e-01" nType="0">
9952 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.4407848119735718e+00" cType="1" res="-1.6592236235737801e-02" rms="4.4467675685882568e-01" purity="4.5885598659515381e-01" nType="0">
9953 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1491364352405071e-03" rms="4.4247400760650635e-01" purity="4.5260962843894958e-01" nType="-99"/>
9954 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4648291990160942e-02" rms="4.8063728213310242e-01" purity="5.8936434984207153e-01" nType="-99"/>
9955 </Node>
9956 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.6076188683509827e-01" cType="1" res="1.3798238709568977e-02" rms="4.5600426197052002e-01" purity="5.5931490659713745e-01" nType="0">
9957 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4546323567628860e-02" rms="4.2883294820785522e-01" purity="3.3870798349380493e-01" nType="-99"/>
9958 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8999287062324584e-04" rms="4.6377778053283691e-01" purity="6.3040757179260254e-01" nType="-99"/>
9959 </Node>
9960 </Node>
9961 </BinaryTree>
9962 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="871">
9963 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5203761011362076e-03" cType="1" res="4.7302823513746262e-03" rms="4.5021033287048340e-01" purity="5.0241059064865112e-01" nType="0">
9964 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1924055814743042e+00" cType="1" res="2.1096257492899895e-02" rms="4.4961774349212646e-01" purity="4.8575818538665771e-01" nType="0">
9965 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.0526157505810261e-03" rms="4.4828930497169495e-01" purity="4.7592568397521973e-01" nType="-99"/>
9966 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0942225344479084e-02" rms="4.5760774612426758e-01" purity="5.8582419157028198e-01" nType="-99"/>
9967 </Node>
9968 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="-1.0004714131355286e-02" rms="4.5023456215858459e-01" purity="5.1740342378616333e-01" nType="0">
9969 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0578221715986729e-04" rms="4.4788682460784912e-01" purity="5.2606511116027832e-01" nType="-99"/>
9970 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0085815563797951e-02" rms="4.6082076430320740e-01" purity="4.7267460823059082e-01" nType="-99"/>
9971 </Node>
9972 </Node>
9973 </BinaryTree>
9974 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="872">
9975 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1799588203430176e-01" cType="1" res="-2.4577062577009201e-03" rms="4.4344791769981384e-01" purity="4.9632081389427185e-01" nType="0">
9976 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.7684146165847778e-01" cType="1" res="-1.0872900485992432e-02" rms="4.3624684214591980e-01" purity="4.4938281178474426e-01" nType="0">
9977 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.4007913246750832e-03" rms="3.9816197752952576e-01" purity="2.4024066329002380e-01" nType="-99"/>
9978 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3459570780396461e-04" rms="4.6641138195991516e-01" purity="6.3176649808883667e-01" nType="-99"/>
9979 </Node>
9980 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1909337714314461e-02" cType="1" res="2.4214902892708778e-02" rms="4.6453052759170532e-01" purity="6.4509439468383789e-01" nType="0">
9981 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1696751229465008e-02" rms="4.5782724022865295e-01" purity="6.6402369737625122e-01" nType="-99"/>
9982 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5316241923719645e-04" rms="4.6865352988243103e-01" purity="6.3004875183105469e-01" nType="-99"/>
9983 </Node>
9984 </Node>
9985 </BinaryTree>
9986 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="873">
9987 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.8071730136871338e-01" cType="1" res="-1.0723930317908525e-03" rms="4.5113682746887207e-01" purity="4.9136242270469666e-01" nType="0">
9988 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5428571701049805e+01" cType="1" res="1.6834575682878494e-02" rms="4.3687817454338074e-01" purity="4.2344558238983154e-01" nType="0">
9989 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2036883272230625e-03" rms="4.1602867841720581e-01" purity="3.6449545621871948e-01" nType="-99"/>
9990 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.6265771165490150e-03" rms="4.5303666591644287e-01" purity="4.7189983725547791e-01" nType="-99"/>
9991 </Node>
9992 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.3623272776603699e-01" cType="1" res="-3.1572651118040085e-02" rms="4.7287896275520325e-01" purity="6.0704255104064941e-01" nType="0">
9993 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9773535467684269e-03" rms="4.6304950118064880e-01" purity="5.3176689147949219e-01" nType="-99"/>
9994 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0285707265138626e-03" rms="4.7360762953758240e-01" purity="6.1685162782669067e-01" nType="-99"/>
9995 </Node>
9996 </Node>
9997 </BinaryTree>
9998 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="874">
9999 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="7.1968198753893375e-03" rms="4.4773352146148682e-01" purity="5.0412219762802124e-01" nType="0">
10000 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3333333015441895e+01" cType="1" res="-5.3549511358141899e-04" rms="4.4409552216529846e-01" purity="4.9905627965927124e-01" nType="0">
10001 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3462068531662226e-03" rms="4.3835860490798950e-01" purity="4.8415464162826538e-01" nType="-99"/>
10002 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3952398225665092e-03" rms="4.4944906234741211e-01" purity="5.1423096656799316e-01" nType="-99"/>
10003 </Node>
10004 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4277709648013115e-02" cType="1" res="4.5572888106107712e-02" rms="4.6346351504325867e-01" purity="5.2926468849182129e-01" nType="0">
10005 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7126046121120453e-02" rms="4.6840891242027283e-01" purity="5.2278393507003784e-01" nType="-99"/>
10006 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9852988664060831e-03" rms="4.5478749275207520e-01" purity="5.3780436515808105e-01" nType="-99"/>
10007 </Node>
10008 </Node>
10009 </BinaryTree>
10010 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="875">
10011 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0000000000000000e+01" cType="1" res="1.9911052659153938e-03" rms="4.4809398055076599e-01" purity="4.9977961182594299e-01" nType="0">
10012 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1432590484619141e+00" cType="1" res="-7.0467744953930378e-03" rms="4.4170191884040833e-01" purity="4.8759871721267700e-01" nType="0">
10013 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8086996171623468e-03" rms="4.4259607791900635e-01" purity="4.7216403484344482e-01" nType="-99"/>
10014 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1315353214740753e-02" rms="4.2599627375602722e-01" purity="6.9265592098236084e-01" nType="-99"/>
10015 </Node>
10016 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1426569670438766e-02" cType="1" res="1.7695829272270203e-02" rms="4.5856598019599915e-01" purity="5.2094590663909912e-01" nType="0">
10017 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8957166299223900e-03" rms="4.6079224348068237e-01" purity="5.2274250984191895e-01" nType="-99"/>
10018 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3118551149964333e-03" rms="4.5109984278678894e-01" purity="5.1714974641799927e-01" nType="-99"/>
10019 </Node>
10020 </Node>
10021 </BinaryTree>
10022 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="876">
10023 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2452294826507568e-01" cType="1" res="9.7521105781197548e-03" rms="4.4659304618835449e-01" purity="5.1107734441757202e-01" nType="0">
10024 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1764743924140930e-01" cType="1" res="1.9673051312565804e-02" rms="4.2609044909477234e-01" purity="3.4266927838325500e-01" nType="0">
10025 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6941190958023071e-03" rms="3.6416319012641907e-01" purity="2.0622378587722778e-01" nType="-99"/>
10026 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1501798406243324e-02" rms="4.7233179211616516e-01" purity="4.6375975012779236e-01" nType="-99"/>
10027 </Node>
10028 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="1.6541979275643826e-03" rms="4.6249747276306152e-01" purity="6.4853954315185547e-01" nType="0">
10029 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2919236216694117e-03" rms="4.6548798680305481e-01" purity="6.3733983039855957e-01" nType="-99"/>
10030 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2568920440971851e-03" rms="4.5322412252426147e-01" purity="6.7765355110168457e-01" nType="-99"/>
10031 </Node>
10032 </Node>
10033 </BinaryTree>
10034 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="877">
10035 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="1.0320303961634636e-02" rms="4.5101517438888550e-01" purity="5.0673663616180420e-01" nType="0">
10036 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="2.2604953497648239e-02" rms="4.2694064974784851e-01" purity="3.4728777408599854e-01" nType="0">
10037 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0371496900916100e-03" rms="3.8667377829551697e-01" purity="2.3893216252326965e-01" nType="-99"/>
10038 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9511899277567863e-03" rms="4.4556593894958496e-01" purity="4.0273171663284302e-01" nType="-99"/>
10039 </Node>
10040 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.4286322519183159e-02" cType="1" res="4.0017690480453894e-05" rms="4.6996858716011047e-01" purity="6.4016979932785034e-01" nType="0">
10041 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2425980791449547e-03" rms="4.7054648399353027e-01" purity="6.2342971563339233e-01" nType="-99"/>
10042 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.4599653445184231e-03" rms="4.6893519163131714e-01" purity="6.5398406982421875e-01" nType="-99"/>
10043 </Node>
10044 </Node>
10045 </BinaryTree>
10046 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="878">
10047 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7480958700180054e-01" cType="1" res="-1.3262405060231686e-02" rms="4.3915370106697083e-01" purity="4.9151131510734558e-01" nType="0">
10048 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.0000000000000000e+00" cType="1" res="-2.9472794383764267e-02" rms="4.2383125424385071e-01" purity="3.8714370131492615e-01" nType="0">
10049 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4487614631652832e-02" rms="3.2951557636260986e-01" purity="2.1043680608272552e-01" nType="-99"/>
10050 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.7579986751079559e-03" rms="4.3621006608009338e-01" purity="4.1434848308563232e-01" nType="-99"/>
10051 </Node>
10052 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.8184652328491211e+00" cType="1" res="1.1543684639036655e-02" rms="4.6051403880119324e-01" purity="6.5122079849243164e-01" nType="0">
10053 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1666590580716729e-03" rms="4.6333530545234680e-01" purity="6.4819312095642090e-01" nType="-99"/>
10054 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7231298610568047e-02" rms="4.2779991030693054e-01" purity="6.8014746904373169e-01" nType="-99"/>
10055 </Node>
10056 </Node>
10057 </BinaryTree>
10058 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="879">
10059 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.2344371527433395e-02" rms="4.4915232062339783e-01" purity="5.1152461767196655e-01" nType="0">
10060 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0475405752658844e-02" cType="1" res="1.5040494501590729e-02" rms="4.4839307665824890e-01" purity="5.1588118076324463e-01" nType="0">
10061 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5024483911693096e-03" rms="4.4631740450859070e-01" purity="5.0681245326995850e-01" nType="-99"/>
10062 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2439450249075890e-02" rms="4.6251127123832703e-01" purity="5.8715403079986572e-01" nType="-99"/>
10063 </Node>
10064 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1076634749770164e-02" rms="4.6144485473632812e-01" purity="4.1714775562286377e-01" nType="-99"/>
10065 </Node>
10066 </BinaryTree>
10067 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="880">
10068 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7926548123359680e-01" cType="1" res="-8.5863675922155380e-03" rms="4.4585743546485901e-01" purity="4.9072107672691345e-01" nType="0">
10069 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7567179426550865e-03" cType="1" res="-2.3485234007239342e-02" rms="4.3288773298263550e-01" purity="3.8452476263046265e-01" nType="0">
10070 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5996597833000124e-04" rms="4.4595959782600403e-01" purity="4.1132229566574097e-01" nType="-99"/>
10071 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5619754865765572e-03" rms="4.2515829205513000e-01" purity="3.7020200490951538e-01" nType="-99"/>
10072 </Node>
10073 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7631720080971718e-03" cType="1" res="1.4268332161009312e-02" rms="4.6412172913551331e-01" purity="6.5362513065338135e-01" nType="0">
10074 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4613587670028210e-03" rms="4.6871468424797058e-01" purity="6.4141756296157837e-01" nType="-99"/>
10075 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4251025430858135e-03" rms="4.6230727434158325e-01" purity="6.5721493959426880e-01" nType="-99"/>
10076 </Node>
10077 </Node>
10078 </BinaryTree>
10079 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="881">
10080 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6186857223510742e+00" cType="1" res="4.7519258223474026e-03" rms="4.4713428616523743e-01" purity="5.0343692302703857e-01" nType="0">
10081 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.8095172494649887e-02" cType="1" res="2.3908462026156485e-04" rms="4.4859701395034790e-01" purity="4.9254736304283142e-01" nType="0">
10082 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4286016812548041e-03" rms="4.4852042198181152e-01" purity="4.9040704965591431e-01" nType="-99"/>
10083 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1392388567328453e-03" rms="4.4719186425209045e-01" purity="5.0791662931442261e-01" nType="-99"/>
10084 </Node>
10085 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1790087223052979e-02" rms="4.0697190165519714e-01" purity="7.1891522407531738e-01" nType="-99"/>
10086 </Node>
10087 </BinaryTree>
10088 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="882">
10089 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="8.5089745698496699e-04" rms="4.4427967071533203e-01" purity="5.0337052345275879e-01" nType="0">
10090 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1939265727996826e-01" cType="1" res="3.9700139313936234e-03" rms="4.4450438022613525e-01" purity="5.0746124982833862e-01" nType="0">
10091 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5732624344527721e-03" rms="4.4023424386978149e-01" purity="4.7229412198066711e-01" nType="-99"/>
10092 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7524332292377949e-03" rms="4.5766478776931763e-01" purity="6.2299764156341553e-01" nType="-99"/>
10093 </Node>
10094 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5646876767277718e-02" rms="4.3417245149612427e-01" purity="4.1621473431587219e-01" nType="-99"/>
10095 </Node>
10096 </BinaryTree>
10097 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="883">
10098 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="3.8692741654813290e-03" rms="4.4692823290824890e-01" purity="5.0582104921340942e-01" nType="0">
10099 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2159205377101898e-01" cType="1" res="2.5037828832864761e-02" rms="4.4007396697998047e-01" purity="4.3524107336997986e-01" nType="0">
10100 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6161279529333115e-02" rms="3.8108056783676147e-01" purity="2.3936219513416290e-01" nType="-99"/>
10101 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4827519711107016e-04" rms="4.7706705331802368e-01" purity="5.8012962341308594e-01" nType="-99"/>
10102 </Node>
10103 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1435873396694660e-03" cType="1" res="-1.3777922140434384e-03" rms="4.4845649600028992e-01" purity="5.2331572771072388e-01" nType="0">
10104 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7466692738234997e-03" rms="4.3935722112655640e-01" purity="4.8353418707847595e-01" nType="-99"/>
10105 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7448472790420055e-03" rms="4.5379632711410522e-01" purity="5.4800552129745483e-01" nType="-99"/>
10106 </Node>
10107 </Node>
10108 </BinaryTree>
10109 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="884">
10110 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5713560879230499e-02" cType="1" res="-2.9968926683068275e-03" rms="4.4618260860443115e-01" purity="5.0067168474197388e-01" nType="0">
10111 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="4.3702474236488342e-01" cType="1" res="2.8145874384790659e-03" rms="4.4330331683158875e-01" purity="5.0066870450973511e-01" nType="0">
10112 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7624390311539173e-03" rms="4.3864601850509644e-01" purity="4.1822129487991333e-01" nType="-99"/>
10113 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8846282772719860e-03" rms="4.5311152935028076e-01" purity="6.9161772727966309e-01" nType="-99"/>
10114 </Node>
10115 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.3200258165597916e-02" cType="1" res="-3.6594804376363754e-02" rms="4.6104362607002258e-01" purity="5.0068902969360352e-01" nType="0">
10116 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5604829415678978e-02" rms="4.6588030457496643e-01" purity="4.5273271203041077e-01" nType="-99"/>
10117 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7811482539400458e-03" rms="4.5447120070457458e-01" purity="5.4691171646118164e-01" nType="-99"/>
10118 </Node>
10119 </Node>
10120 </BinaryTree>
10121 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="885">
10122 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="4.1060918010771275e-03" rms="4.4515869021415710e-01" purity="5.0743186473846436e-01" nType="0">
10123 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.1666486263275146e+00" cType="1" res="-3.9770192233845592e-04" rms="4.4337332248687744e-01" purity="5.0509971380233765e-01" nType="0">
10124 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3153224717825651e-03" rms="4.4407975673675537e-01" purity="4.8177647590637207e-01" nType="-99"/>
10125 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1220172047615051e-02" rms="4.3366077542304993e-01" purity="7.3001700639724731e-01" nType="-99"/>
10126 </Node>
10127 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.1885580606758595e-02" cType="1" res="7.9351522028446198e-02" rms="4.6762070059776306e-01" purity="5.4639470577239990e-01" nType="0">
10128 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1046781912446022e-02" rms="4.6571260690689087e-01" purity="5.4072248935699463e-01" nType="-99"/>
10129 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5195157378911972e-02" rms="4.6938472986221313e-01" purity="5.5252200365066528e-01" nType="-99"/>
10130 </Node>
10131 </Node>
10132 </BinaryTree>
10133 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="886">
10134 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.5001746416091919e+00" cType="1" res="-2.4300666700582951e-04" rms="4.4664785265922546e-01" purity="4.9756491184234619e-01" nType="0">
10135 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="3.2528385054320097e-03" rms="4.4605660438537598e-01" purity="4.8996073007583618e-01" nType="0">
10136 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6613705344498158e-03" rms="4.4462177157402039e-01" purity="4.8303580284118652e-01" nType="-99"/>
10137 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3957136329263449e-03" rms="4.4709265232086182e-01" purity="4.9805587530136108e-01" nType="-99"/>
10138 </Node>
10139 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7409672960639000e-02" rms="4.5266440510749817e-01" purity="6.4654743671417236e-01" nType="-99"/>
10140 </Node>
10141 </BinaryTree>
10142 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="887">
10143 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237164944410324e-02" cType="1" res="-5.0050364807248116e-03" rms="4.4545984268188477e-01" purity="4.9310263991355896e-01" nType="0">
10144 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2984670400619507e+00" cType="1" res="-8.0100791528820992e-03" rms="4.4449889659881592e-01" purity="4.8788169026374817e-01" nType="0">
10145 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7280128560960293e-03" rms="4.4380554556846619e-01" purity="4.7076675295829773e-01" nType="-99"/>
10146 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.3268292471766472e-03" rms="4.5158216357231140e-01" purity="7.0952999591827393e-01" nType="-99"/>
10147 </Node>
10148 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0475320741534233e-02" rms="4.5859777927398682e-01" purity="5.8284968137741089e-01" nType="-99"/>
10149 </Node>
10150 </BinaryTree>
10151 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="888">
10152 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5210938900709152e-02" cType="1" res="3.2032938906922936e-04" rms="4.4762212038040161e-01" purity="5.0007092952728271e-01" nType="0">
10153 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.8571430206298828e+01" cType="1" res="-2.2085949312895536e-03" rms="4.4673722982406616e-01" purity="4.9487423896789551e-01" nType="0">
10154 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2360457377508283e-05" rms="4.4608175754547119e-01" purity="4.9816164374351501e-01" nType="-99"/>
10155 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1100052855908871e-02" rms="4.5611485838890076e-01" purity="4.3567115068435669e-01" nType="-99"/>
10156 </Node>
10157 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.7494507208466530e-03" rms="4.6028539538383484e-01" purity="5.8841270208358765e-01" nType="-99"/>
10158 </Node>
10159 </BinaryTree>
10160 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="889">
10161 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-8.2773453323170543e-04" rms="4.4364383816719055e-01" purity="5.0089442729949951e-01" nType="0">
10162 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.3333335071802139e-02" cType="1" res="1.4802159275859594e-03" rms="4.4406175613403320e-01" purity="5.0434887409210205e-01" nType="0">
10163 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3274956727400422e-03" rms="4.4201835989952087e-01" purity="4.8620280623435974e-01" nType="-99"/>
10164 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7534442059695721e-03" rms="4.5119422674179077e-01" purity="5.7780712842941284e-01" nType="-99"/>
10165 </Node>
10166 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1346587687730789e-02" rms="4.1771259903907776e-01" purity="3.6810725927352905e-01" nType="-99"/>
10167 </Node>
10168 </BinaryTree>
10169 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="890">
10170 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="4.7769690863788128e-03" rms="4.5012709498405457e-01" purity="5.0117081403732300e-01" nType="0">
10171 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0952382087707520e+00" cType="1" res="4.5770802535116673e-04" rms="4.4898366928100586e-01" purity="4.9890372157096863e-01" nType="0">
10172 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9176300615072250e-02" rms="4.2018708586692810e-01" purity="3.9046052098274231e-01" nType="-99"/>
10173 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0590485595166683e-04" rms="4.5019784569740295e-01" purity="5.0481116771697998e-01" nType="-99"/>
10174 </Node>
10175 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6223646476864815e-02" rms="4.6489828824996948e-01" purity="5.5634224414825439e-01" nType="-99"/>
10176 </Node>
10177 </BinaryTree>
10178 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="891">
10179 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3802142143249512e+00" cType="1" res="-9.0164700523018837e-03" rms="4.4324061274528503e-01" purity="4.9400481581687927e-01" nType="0">
10180 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.4391853213310242e-01" cType="1" res="-5.7887937873601913e-03" rms="4.4258248805999756e-01" purity="4.9218124151229858e-01" nType="0">
10181 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6473906151950359e-03" rms="4.1536572575569153e-01" purity="3.1604108214378357e-01" nType="-99"/>
10182 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6846860526129603e-03" rms="4.6496006846427917e-01" purity="6.4817535877227783e-01" nType="-99"/>
10183 </Node>
10184 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1094787865877151e-02" rms="4.5191979408264160e-01" purity="5.3852492570877075e-01" nType="-99"/>
10185 </Node>
10186 </BinaryTree>
10187 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="892">
10188 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1437323093414307e-01" cType="1" res="2.7958326973021030e-03" rms="4.5262968540191650e-01" purity="4.9657696485519409e-01" nType="0">
10189 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="2.0467884838581085e-02" rms="4.3100312352180481e-01" purity="3.2910761237144470e-01" nType="0">
10190 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5010178107768297e-03" rms="4.2726969718933105e-01" purity="3.1672772765159607e-01" nType="-99"/>
10191 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6110492646694183e-02" rms="4.5988947153091431e-01" purity="4.5862367749214172e-01" nType="-99"/>
10192 </Node>
10193 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0947158113121986e-02" cType="1" res="-1.1249749921262264e-02" rms="4.6863260865211487e-01" purity="6.2968003749847412e-01" nType="0">
10194 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5648381821811199e-03" rms="4.7276109457015991e-01" purity="6.1335599422454834e-01" nType="-99"/>
10195 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7544520348310471e-03" rms="4.5703154802322388e-01" purity="6.6871976852416992e-01" nType="-99"/>
10196 </Node>
10197 </Node>
10198 </BinaryTree>
10199 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="893">
10200 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0476113557815552e-02" cType="1" res="7.8345229849219322e-03" rms="4.4808560609817505e-01" purity="5.0720661878585815e-01" nType="0">
10201 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="1.2303070165216923e-02" rms="4.4660919904708862e-01" purity="5.0650972127914429e-01" nType="0">
10202 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2114341631531715e-03" rms="4.4485911726951599e-01" purity="5.1523166894912720e-01" nType="-99"/>
10203 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.3414753638207912e-03" rms="4.5813968777656555e-01" purity="4.4062232971191406e-01" nType="-99"/>
10204 </Node>
10205 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4104292988777161e-02" cType="1" res="-3.2942667603492737e-02" rms="4.5933645963668823e-01" purity="5.1356595754623413e-01" nType="0">
10206 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8987087532877922e-02" rms="4.4157141447067261e-01" purity="4.3556585907936096e-01" nType="-99"/>
10207 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8563248449936509e-03" rms="4.6627244353294373e-01" purity="5.5370020866394043e-01" nType="-99"/>
10208 </Node>
10209 </Node>
10210 </BinaryTree>
10211 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="894">
10212 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="9.5486700534820557e-01" cType="1" res="-4.9948780797421932e-03" rms="4.4464996457099915e-01" purity="4.9559369683265686e-01" nType="0">
10213 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.7228152751922607e-01" cType="1" res="-1.1925956234335899e-02" rms="4.4164618849754333e-01" purity="4.5966583490371704e-01" nType="0">
10214 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7291278392076492e-03" rms="4.2743381857872009e-01" purity="3.2247006893157959e-01" nType="-99"/>
10215 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8861058633774519e-03" rms="4.6157303452491760e-01" purity="6.6705995798110962e-01" nType="-99"/>
10216 </Node>
10217 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1088805198669434e+00" cType="1" res="2.6452574878931046e-02" rms="4.5671179890632629e-01" purity="6.5860426425933838e-01" nType="0">
10218 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5990225672721863e-03" rms="4.6443149447441101e-01" purity="6.7438298463821411e-01" nType="-99"/>
10219 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0868221763521433e-03" rms="4.3721497058868408e-01" purity="6.2393331527709961e-01" nType="-99"/>
10220 </Node>
10221 </Node>
10222 </BinaryTree>
10223 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="895">
10224 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-7.0603671483695507e-03" rms="4.4973492622375488e-01" purity="4.8651674389839172e-01" nType="0">
10225 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.3333333969116211e+01" cType="1" res="-9.6993399783968925e-03" rms="4.4814112782478333e-01" purity="4.8592263460159302e-01" nType="0">
10226 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.6680770143866539e-04" rms="4.4609346985816956e-01" purity="4.8869118094444275e-01" nType="-99"/>
10227 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.3011036515235901e-03" rms="4.5593887567520142e-01" purity="4.7366419434547424e-01" nType="-99"/>
10228 </Node>
10229 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.8394650518894196e-01" cType="1" res="2.4211363866925240e-02" rms="4.6707475185394287e-01" purity="4.9355706572532654e-01" nType="0">
10230 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4863961376249790e-02" rms="4.4816994667053223e-01" purity="3.9187020063400269e-01" nType="-99"/>
10231 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3871648591011763e-03" rms="4.8347860574722290e-01" purity="5.9930717945098877e-01" nType="-99"/>
10232 </Node>
10233 </Node>
10234 </BinaryTree>
10235 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="896">
10236 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-2.1844126749783754e-03" rms="4.5014202594757080e-01" purity="4.9122178554534912e-01" nType="0">
10237 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1350488066673279e-02" rms="3.5080367326736450e-01" purity="2.3876357078552246e-01" nType="-99"/>
10238 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.7857143402099609e+01" cType="1" res="8.7885832181200385e-04" rms="4.5388495922088623e-01" purity="5.0264602899551392e-01" nType="0">
10239 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.8461046107113361e-04" rms="4.5198461413383484e-01" purity="5.0095403194427490e-01" nType="-99"/>
10240 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3273108787834644e-03" rms="4.6221911907196045e-01" purity="5.1068627834320068e-01" nType="-99"/>
10241 </Node>
10242 </Node>
10243 </BinaryTree>
10244 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="897">
10245 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="2.6978943496942520e-03" rms="4.5053040981292725e-01" purity="4.9904492497444153e-01" nType="0">
10246 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.2380952835083008e+00" cType="1" res="1.2129778042435646e-02" rms="4.4613474607467651e-01" purity="5.0892519950866699e-01" nType="0">
10247 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6360839828848839e-02" rms="4.3287873268127441e-01" purity="4.1071906685829163e-01" nType="-99"/>
10248 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5945618506520987e-03" rms="4.4741410017013550e-01" purity="5.2101236581802368e-01" nType="-99"/>
10249 </Node>
10250 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3000000000000000e+01" cType="1" res="-2.4585466831922531e-02" rms="4.6192774176597595e-01" purity="4.7046449780464172e-01" nType="0">
10251 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.0228525176644325e-03" rms="4.6546947956085205e-01" purity="4.8332035541534424e-01" nType="-99"/>
10252 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0108764991164207e-02" rms="4.2837494611740112e-01" purity="3.6935400962829590e-01" nType="-99"/>
10253 </Node>
10254 </Node>
10255 </BinaryTree>
10256 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="898">
10257 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="1.2604227289557457e-02" rms="4.4858923554420471e-01" purity="5.1287758350372314e-01" nType="0">
10258 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6667865216732025e-02" cType="1" res="-1.3508429750800133e-02" rms="4.3253672122955322e-01" purity="4.5984199643135071e-01" nType="0">
10259 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1002962067723274e-03" rms="4.2164275050163269e-01" purity="4.1356298327445984e-01" nType="-99"/>
10260 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5136770717799664e-04" rms="4.4570419192314148e-01" purity="5.1966339349746704e-01" nType="-99"/>
10261 </Node>
10262 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.9047618865966797e+01" cType="1" res="2.9776740819215775e-02" rms="4.5802915096282959e-01" purity="5.4775553941726685e-01" nType="0">
10263 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5050497390329838e-03" rms="4.5663514733314514e-01" purity="5.4113036394119263e-01" nType="-99"/>
10264 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6958355903625488e-02" rms="4.5926403999328613e-01" purity="5.6642633676528931e-01" nType="-99"/>
10265 </Node>
10266 </Node>
10267 </BinaryTree>
10268 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="899">
10269 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4411652982234955e-01" cType="1" res="1.0137204080820084e-02" rms="4.5400729775428772e-01" purity="5.0461971759796143e-01" nType="0">
10270 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.9094652533531189e-02" cType="1" res="3.5480070859193802e-02" rms="4.1404557228088379e-01" purity="2.6826161146163940e-01" nType="0">
10271 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9314988106489182e-03" rms="2.7454999089241028e-01" purity="8.8931769132614136e-02" nType="-99"/>
10272 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3707565143704414e-02" rms="4.4158101081848145e-01" purity="3.1369408965110779e-01" nType="-99"/>
10273 </Node>
10274 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7364069223403931e+00" cType="1" res="-1.6731159994378686e-03" rms="4.7100913524627686e-01" purity="6.1476773023605347e-01" nType="0">
10275 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6295503377914429e-04" rms="4.7089266777038574e-01" purity="6.1388033628463745e-01" nType="-99"/>
10276 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5696361660957336e-02" rms="4.6881687641143799e-01" purity="6.3163065910339355e-01" nType="-99"/>
10277 </Node>
10278 </Node>
10279 </BinaryTree>
10280 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="900">
10281 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.1902572587132454e-02" cType="1" res="-6.1159357428550720e-03" rms="4.4663324952125549e-01" purity="4.9361264705657959e-01" nType="0">
10282 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0201125405728817e-02" cType="1" res="5.5662668310105801e-03" rms="4.4516903162002563e-01" purity="4.6687632799148560e-01" nType="0">
10283 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0929061621427536e-05" rms="4.4617700576782227e-01" purity="4.6401810646057129e-01" nType="-99"/>
10284 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7421271651983261e-02" rms="4.2832690477371216e-01" purity="4.9884581565856934e-01" nType="-99"/>
10285 </Node>
10286 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-1.8059253692626953e-02" rms="4.4781032204627991e-01" purity="5.2094662189483643e-01" nType="0">
10287 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.5534692257642746e-03" rms="4.4608786702156067e-01" purity="5.1352041959762573e-01" nType="-99"/>
10288 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5754647552967072e-02" rms="4.5514571666717529e-01" purity="5.9186512231826782e-01" nType="-99"/>
10289 </Node>
10290 </Node>
10291 </BinaryTree>
10292 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="901">
10293 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1907094717025757e+00" cType="1" res="9.7715295851230621e-03" rms="4.5286127924919128e-01" purity="5.0638043880462646e-01" nType="0">
10294 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.6953480243682861e-01" cType="1" res="1.4870397746562958e-02" rms="4.5146778225898743e-01" purity="4.9256789684295654e-01" nType="0">
10295 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1232762597501278e-02" rms="4.2466574907302856e-01" purity="3.1077536940574646e-01" nType="-99"/>
10296 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6882256861426868e-05" rms="4.6756300330162048e-01" purity="6.1148267984390259e-01" nType="-99"/>
10297 </Node>
10298 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="9.3804168701171875e-01" cType="1" res="-2.6475956663489342e-02" rms="4.6102422475814819e-01" purity="6.0457271337509155e-01" nType="0">
10299 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2508036345243454e-02" rms="4.5734265446662903e-01" purity="4.0781378746032715e-01" nType="-99"/>
10300 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3671183781698346e-04" rms="4.5957389473915100e-01" purity="6.6379988193511963e-01" nType="-99"/>
10301 </Node>
10302 </Node>
10303 </BinaryTree>
10304 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="902">
10305 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="-7.7547878026962280e-03" rms="4.4476222991943359e-01" purity="4.9330064654350281e-01" nType="0">
10306 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.1508178710937500e-01" cType="1" res="-2.7099413797259331e-02" rms="4.1492179036140442e-01" purity="3.8167902827262878e-01" nType="0">
10307 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5405975282192230e-02" rms="3.9605972170829773e-01" purity="2.7702793478965759e-01" nType="-99"/>
10308 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6143622174859047e-03" rms="4.5628073811531067e-01" purity="6.6822087764739990e-01" nType="-99"/>
10309 </Node>
10310 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2807582765817642e-02" cType="1" res="-3.4924491774290800e-03" rms="4.5096030831336975e-01" purity="5.1789498329162598e-01" nType="0">
10311 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.8809764343313873e-05" rms="4.5085507631301880e-01" purity="5.1638281345367432e-01" nType="-99"/>
10312 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0375309735536575e-02" rms="4.5024457573890686e-01" purity="5.3759574890136719e-01" nType="-99"/>
10313 </Node>
10314 </Node>
10315 </BinaryTree>
10316 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="903">
10317 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0952461063861847e-02" cType="1" res="9.8034506663680077e-04" rms="4.4656237959861755e-01" purity="4.9993124604225159e-01" nType="0">
10318 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1930127143859863e+00" cType="1" res="-6.2449658289551735e-03" rms="4.4562751054763794e-01" purity="4.7277876734733582e-01" nType="0">
10319 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4828715249896049e-03" rms="4.4454139471054077e-01" purity="4.4864803552627563e-01" nType="-99"/>
10320 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1677737608551979e-03" rms="4.5225590467453003e-01" purity="6.3836473226547241e-01" nType="-99"/>
10321 </Node>
10322 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.0428571701049805e+01" cType="1" res="2.3475216701626778e-02" rms="4.4871622323989868e-01" purity="5.8446621894836426e-01" nType="0">
10323 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4264476485550404e-03" rms="4.4722691178321838e-01" purity="5.7058691978454590e-01" nType="-99"/>
10324 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7071414515376091e-02" rms="4.4445815682411194e-01" purity="6.6211873292922974e-01" nType="-99"/>
10325 </Node>
10326 </Node>
10327 </BinaryTree>
10328 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="904">
10329 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="1.0583092458546162e-02" rms="4.4571754336357117e-01" purity="5.1265221834182739e-01" nType="0">
10330 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.6650935411453247e+00" cType="1" res="1.5182377770543098e-02" rms="4.4484823942184448e-01" purity="5.2020728588104248e-01" nType="0">
10331 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5532807707786560e-03" rms="4.4487157464027405e-01" purity="5.1199644804000854e-01" nType="-99"/>
10332 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.5997679010033607e-03" rms="4.4274413585662842e-01" purity="6.1754035949707031e-01" nType="-99"/>
10333 </Node>
10334 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.8538534641265869e-01" cType="1" res="-2.3260110989212990e-02" rms="4.5062145590782166e-01" purity="4.5705947279930115e-01" nType="0">
10335 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6213985159993172e-02" rms="3.9716824889183044e-01" purity="2.5923866033554077e-01" nType="-99"/>
10336 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1886288411915302e-03" rms="4.8466745018959045e-01" purity="6.0447376966476440e-01" nType="-99"/>
10337 </Node>
10338 </Node>
10339 </BinaryTree>
10340 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="905">
10341 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8084801286458969e-02" cType="1" res="1.5903243329375982e-03" rms="4.4501587748527527e-01" purity="5.0419914722442627e-01" nType="0">
10342 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4369980394840240e-01" cType="1" res="5.7747564278542995e-03" rms="4.4259980320930481e-01" purity="5.0234007835388184e-01" nType="0">
10343 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8863570187240839e-03" rms="3.7931457161903381e-01" purity="2.2889132797718048e-01" nType="-99"/>
10344 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8818973805755377e-03" rms="4.6942481398582458e-01" purity="6.3177829980850220e-01" nType="-99"/>
10345 </Node>
10346 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.0571428298950195e+01" cType="1" res="-2.8683172538876534e-02" rms="4.6098935604095459e-01" purity="5.1764887571334839e-01" nType="0">
10347 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3406997323036194e-02" rms="4.5820039510726929e-01" purity="3.7399205565452576e-01" nType="-99"/>
10348 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1524715228006244e-03" rms="4.5949104428291321e-01" purity="5.6551146507263184e-01" nType="-99"/>
10349 </Node>
10350 </Node>
10351 </BinaryTree>
10352 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="906">
10353 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="3.4477480221539736e-03" rms="4.4610661268234253e-01" purity="5.0560927391052246e-01" nType="0">
10354 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.9714284896850586e+01" cType="1" res="6.5922648645937443e-03" rms="4.4521370530128479e-01" purity="5.1043552160263062e-01" nType="0">
10355 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4297907948493958e-03" rms="4.4653657078742981e-01" purity="5.1251900196075439e-01" nType="-99"/>
10356 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1638397164642811e-03" rms="4.3057435750961304e-01" purity="4.8976197838783264e-01" nType="-99"/>
10357 </Node>
10358 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6150819137692451e-02" rms="4.6026009321212769e-01" purity="3.9487770199775696e-01" nType="-99"/>
10359 </Node>
10360 </BinaryTree>
10361 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="907">
10362 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5200194045901299e-03" cType="1" res="-8.5853831842541695e-03" rms="4.4692048430442810e-01" purity="4.9017015099525452e-01" nType="0">
10363 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.5428571701049805e+01" cType="1" res="7.8038466162979603e-03" rms="4.4206592440605164e-01" purity="4.7626802325248718e-01" nType="0">
10364 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2962197698652744e-03" rms="4.3739792704582214e-01" purity="4.6208354830741882e-01" nType="-99"/>
10365 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7271725228056312e-03" rms="4.4596734642982483e-01" purity="4.8983004689216614e-01" nType="-99"/>
10366 </Node>
10367 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="-2.2178295999765396e-02" rms="4.5045495033264160e-01" purity="5.0170034170150757e-01" nType="0">
10368 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1216384377330542e-03" rms="4.4692826271057129e-01" purity="5.1117086410522461e-01" nType="-99"/>
10369 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1555089615285397e-02" rms="4.5932757854461670e-01" purity="4.7462129592895508e-01" nType="-99"/>
10370 </Node>
10371 </Node>
10372 </BinaryTree>
10373 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="908">
10374 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5206666737794876e-03" cType="1" res="-3.2736249268054962e-03" rms="4.4278720021247864e-01" purity="5.0059151649475098e-01" nType="0">
10375 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.1205669641494751e-01" cType="1" res="-2.3400004953145981e-02" rms="4.3427866697311401e-01" purity="4.4924548268318176e-01" nType="0">
10376 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0934139601886272e-02" rms="4.0634351968765259e-01" purity="2.5911223888397217e-01" nType="-99"/>
10377 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7445294652134180e-03" rms="4.6063852310180664e-01" purity="6.4425247907638550e-01" nType="-99"/>
10378 </Node>
10379 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="1.2631363235414028e-02" rms="4.4875907897949219e-01" purity="5.4116803407669067e-01" nType="0">
10380 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.6606520956847817e-05" rms="4.4871532917022705e-01" purity="5.2799147367477417e-01" nType="-99"/>
10381 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5308642759919167e-02" rms="4.4521945714950562e-01" purity="5.9398299455642700e-01" nType="-99"/>
10382 </Node>
10383 </Node>
10384 </BinaryTree>
10385 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="909">
10386 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.6678323745727539e+00" cType="1" res="-6.2783821485936642e-03" rms="4.4362023472785950e-01" purity="4.9409493803977966e-01" nType="0">
10387 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="7.9341694712638855e-02" cType="1" res="-1.1367512866854668e-02" rms="4.4313824176788330e-01" purity="4.7791293263435364e-01" nType="0">
10388 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6101034358143806e-02" rms="3.1639418005943298e-01" purity="1.4598129689693451e-01" nType="-99"/>
10389 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5923351747915149e-03" rms="4.5939347147941589e-01" purity="5.2904772758483887e-01" nType="-99"/>
10390 </Node>
10391 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.6190717220306396e+00" cType="1" res="4.7608509659767151e-02" rms="4.4513645768165588e-01" purity="6.6544020175933838e-01" nType="0">
10392 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7879188060760498e-02" rms="4.3250739574432373e-01" purity="7.1612375974655151e-01" nType="-99"/>
10393 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4746831730008125e-03" rms="4.5965537428855896e-01" purity="5.9230285882949829e-01" nType="-99"/>
10394 </Node>
10395 </Node>
10396 </BinaryTree>
10397 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="910">
10398 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="2.3610207717865705e-03" rms="4.4889074563980103e-01" purity="5.0124216079711914e-01" nType="0">
10399 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3810907732695341e-03" cType="1" res="-5.9754443354904652e-03" rms="4.4453015923500061e-01" purity="4.9712875485420227e-01" nType="0">
10400 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3935027681291103e-03" rms="4.6208041906356812e-01" purity="5.3837805986404419e-01" nType="-99"/>
10401 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9649820644408464e-03" rms="4.4035655260086060e-01" purity="4.8806634545326233e-01" nType="-99"/>
10402 </Node>
10403 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5005761831998825e-03" cType="1" res="5.5543161928653717e-02" rms="4.7231817245483398e-01" purity="5.2748340368270874e-01" nType="0">
10404 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.5360366329550743e-02" rms="4.7801837325096130e-01" purity="5.3936392068862915e-01" nType="-99"/>
10405 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1184808574616909e-03" rms="4.6208715438842773e-01" purity="5.1638644933700562e-01" nType="-99"/>
10406 </Node>
10407 </Node>
10408 </BinaryTree>
10409 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="911">
10410 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-3.8421547506004572e-03" rms="4.4865638017654419e-01" purity="4.9138662219047546e-01" nType="0">
10411 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7926548123359680e-01" cType="1" res="8.6542102508246899e-04" rms="4.4839036464691162e-01" purity="4.9762460589408875e-01" nType="0">
10412 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2859316561371088e-03" rms="4.3843662738800049e-01" purity="3.8650271296501160e-01" nType="-99"/>
10413 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7260820865631104e-03" rms="4.6193000674247742e-01" purity="6.6109746694564819e-01" nType="-99"/>
10414 </Node>
10415 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7508661150932312e-02" rms="4.4054782390594482e-01" purity="3.4435158967971802e-01" nType="-99"/>
10416 </Node>
10417 </BinaryTree>
10418 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="912">
10419 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.8095094263553619e-02" cType="1" res="-8.0623766407370567e-03" rms="4.4839712977409363e-01" purity="4.8697146773338318e-01" nType="0">
10420 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6320189461112022e-02" cType="1" res="-1.3705119490623474e-02" rms="4.4613310694694519e-01" purity="4.7413164377212524e-01" nType="0">
10421 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1455677449703217e-03" rms="4.4410195946693420e-01" purity="4.5825174450874329e-01" nType="-99"/>
10422 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.0758184194564819e-03" rms="4.4978219270706177e-01" purity="5.0773149728775024e-01" nType="-99"/>
10423 </Node>
10424 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6190475463867188e+01" cType="1" res="2.5757126510143280e-02" rms="4.6028634905815125e-01" purity="5.6392633914947510e-01" nType="0">
10425 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1385030113160610e-02" rms="4.5601245760917664e-01" purity="5.7656002044677734e-01" nType="-99"/>
10426 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4435448944568634e-04" rms="4.6399694681167603e-01" purity="5.4836732149124146e-01" nType="-99"/>
10427 </Node>
10428 </Node>
10429 </BinaryTree>
10430 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="913">
10431 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="6.5078943967819214e-01" cType="1" res="5.0796628929674625e-03" rms="4.5107164978981018e-01" purity="5.0076174736022949e-01" nType="0">
10432 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.2142856597900391e+01" cType="1" res="1.1393641121685505e-02" rms="4.4703489542007446e-01" purity="4.6999377012252808e-01" nType="0">
10433 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9482532776892185e-03" rms="4.4463157653808594e-01" purity="4.6788454055786133e-01" nType="-99"/>
10434 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1941468585282564e-03" rms="4.5241856575012207e-01" purity="4.7534248232841492e-01" nType="-99"/>
10435 </Node>
10436 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0963715165853500e-02" cType="1" res="-2.4359047412872314e-02" rms="4.6831259131431580e-01" purity="6.4421623945236206e-01" nType="0">
10437 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2759211473166943e-02" rms="4.7219654917716980e-01" purity="6.1993896961212158e-01" nType="-99"/>
10438 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.3522332608699799e-03" rms="4.5298528671264648e-01" purity="6.9727635383605957e-01" nType="-99"/>
10439 </Node>
10440 </Node>
10441 </BinaryTree>
10442 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="914">
10443 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4231101572513580e-01" cType="1" res="-7.2031398303806782e-03" rms="4.4645413756370544e-01" purity="4.9366378784179688e-01" nType="0">
10444 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="8.0938629806041718e-02" cType="1" res="6.6863307729363441e-03" rms="3.9848151803016663e-01" purity="2.4312812089920044e-01" nType="0">
10445 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4110055752098560e-02" rms="2.9592770338058472e-01" purity="9.9878691136837006e-02" nType="-99"/>
10446 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5604932606220245e-03" rms="4.3874746561050415e-01" purity="3.1286102533340454e-01" nType="-99"/>
10447 </Node>
10448 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.1004675328731537e-01" cType="1" res="-1.3459787704050541e-02" rms="4.6631973981857300e-01" purity="6.0652005672454834e-01" nType="0">
10449 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2243783101439476e-02" rms="4.6889105439186096e-01" purity="4.4579899311065674e-01" nType="-99"/>
10450 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.4515102682635188e-04" rms="4.6524092555046082e-01" purity="6.4067685604095459e-01" nType="-99"/>
10451 </Node>
10452 </Node>
10453 </BinaryTree>
10454 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="915">
10455 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3497974872589111e-01" cType="1" res="1.3342537917196751e-02" rms="4.5408228039741516e-01" purity="5.0614517927169800e-01" nType="0">
10456 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="1.2387460470199585e-01" cType="1" res="3.4237839281558990e-02" rms="4.3817776441574097e-01" purity="3.5596746206283569e-01" nType="0">
10457 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1224632188677788e-03" rms="3.8997045159339905e-01" purity="2.3471952974796295e-01" nType="-99"/>
10458 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2105907313525677e-02" rms="4.8026055097579956e-01" purity="4.7551608085632324e-01" nType="-99"/>
10459 </Node>
10460 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1441871114075184e-03" cType="1" res="-5.4233763366937637e-03" rms="4.6710947155952454e-01" purity="6.4101868867874146e-01" nType="0">
10461 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4422114044427872e-03" rms="4.5744299888610840e-01" purity="6.8192327022552490e-01" nType="-99"/>
10462 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6611214056611061e-03" rms="4.7141239047050476e-01" purity="6.1944377422332764e-01" nType="-99"/>
10463 </Node>
10464 </Node>
10465 </BinaryTree>
10466 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="916">
10467 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8565952554345131e-02" cType="1" res="1.1349285021424294e-02" rms="4.4941064715385437e-01" purity="5.1034969091415405e-01" nType="0">
10468 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.7682479694485664e-02" cType="1" res="1.9522272050380707e-02" rms="4.4663470983505249e-01" purity="5.0272011756896973e-01" nType="0">
10469 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1773271039128304e-03" rms="4.4457006454467773e-01" purity="4.8440167307853699e-01" nType="-99"/>
10470 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1109116487205029e-02" rms="4.5351520180702209e-01" purity="5.7340240478515625e-01" nType="-99"/>
10471 </Node>
10472 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="-1.3864479959011078e-02" rms="4.5694822072982788e-01" purity="5.3388696908950806e-01" nType="0">
10473 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7271742522716522e-03" rms="4.5910087227821350e-01" purity="5.0988817214965820e-01" nType="-99"/>
10474 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3391793519258499e-03" rms="4.4989842176437378e-01" purity="5.7890415191650391e-01" nType="-99"/>
10475 </Node>
10476 </Node>
10477 </BinaryTree>
10478 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="917">
10479 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.0469214320182800e-02" cType="1" res="-1.0444726794958115e-02" rms="4.4076848030090332e-01" purity="4.9133273959159851e-01" nType="0">
10480 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="-4.4059362262487411e-03" rms="4.3773898482322693e-01" purity="4.9646875262260437e-01" nType="0">
10481 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1461632139980793e-03" rms="3.7650796771049500e-01" purity="2.1327441930770874e-01" nType="-99"/>
10482 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4146768525242805e-04" rms="4.6281477808952332e-01" purity="6.2557828426361084e-01" nType="-99"/>
10483 </Node>
10484 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5459475368261337e-02" cType="1" res="-7.0589326322078705e-02" rms="4.6562135219573975e-01" purity="4.4017967581748962e-01" nType="0">
10485 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7658870443701744e-02" rms="4.5673775672912598e-01" purity="3.6573696136474609e-01" nType="-99"/>
10486 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9839386269450188e-03" rms="4.6960082650184631e-01" purity="5.0567847490310669e-01" nType="-99"/>
10487 </Node>
10488 </Node>
10489 </BinaryTree>
10490 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="918">
10491 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7622341662645340e-03" cType="1" res="-7.2409224230796099e-04" rms="4.4227075576782227e-01" purity="4.9717578291893005e-01" nType="0">
10492 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.8035890581086278e-04" cType="1" res="1.9225774332880974e-02" rms="4.3598750233650208e-01" purity="5.2129882574081421e-01" nType="0">
10493 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7417797818779945e-02" rms="4.5723894238471985e-01" purity="5.9777200222015381e-01" nType="-99"/>
10494 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5978644369170070e-03" rms="4.2939299345016479e-01" purity="5.0157278776168823e-01" nType="-99"/>
10495 </Node>
10496 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.3821952342987061e+00" cType="1" res="-9.7713591530919075e-03" rms="4.4479617476463318e-01" purity="4.8623600602149963e-01" nType="0">
10497 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.1754318624734879e-03" rms="4.4424948096275330e-01" purity="4.7800093889236450e-01" nType="-99"/>
10498 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1093669570982456e-02" rms="4.5083177089691162e-01" purity="6.3965064287185669e-01" nType="-99"/>
10499 </Node>
10500 </Node>
10501 </BinaryTree>
10502 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="919">
10503 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1708762645721436e-01" cType="1" res="3.0332740861922503e-03" rms="4.4493603706359863e-01" purity="5.0213575363159180e-01" nType="0">
10504 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.4461872577667236e-01" cType="1" res="-3.6764943506568670e-03" rms="4.3846380710601807e-01" purity="4.5279788970947266e-01" nType="0">
10505 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1028399933129549e-03" rms="4.3987008929252625e-01" purity="4.2986527085304260e-01" nType="-99"/>
10506 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4790985733270645e-02" rms="4.1332593560218811e-01" purity="7.7117139101028442e-01" nType="-99"/>
10507 </Node>
10508 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="2.2887110710144043e-02" rms="4.6298879384994507e-01" purity="6.4812368154525757e-01" nType="0">
10509 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7717128917574883e-03" rms="4.6656668186187744e-01" purity="6.4951550960540771e-01" nType="-99"/>
10510 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6562362434342504e-03" rms="4.5897027850151062e-01" purity="6.4678174257278442e-01" nType="-99"/>
10511 </Node>
10512 </Node>
10513 </BinaryTree>
10514 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="920">
10515 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.7998645901679993e-01" cType="1" res="9.5032174140214920e-03" rms="4.4290533661842346e-01" purity="5.0642192363739014e-01" nType="0">
10516 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="3.4393179416656494e-01" cType="1" res="2.1647255867719650e-02" rms="4.3165668845176697e-01" purity="4.2990505695343018e-01" nType="0">
10517 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5805502496659756e-04" rms="4.2115685343742371e-01" purity="3.3402892947196960e-01" nType="-99"/>
10518 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5574413351714611e-02" rms="4.5492187142372131e-01" purity="6.8511325120925903e-01" nType="-99"/>
10519 </Node>
10520 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7388803958892822e+00" cType="1" res="-1.1349840089678764e-02" rms="4.6083581447601318e-01" purity="6.3781231641769409e-01" nType="0">
10521 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.2952559888362885e-03" rms="4.6503767371177673e-01" purity="6.2303566932678223e-01" nType="-99"/>
10522 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0141637176275253e-02" rms="4.2636886239051819e-01" purity="7.4205529689788818e-01" nType="-99"/>
10523 </Node>
10524 </Node>
10525 </BinaryTree>
10526 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="921">
10527 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2848851531744003e-02" cType="1" res="6.4481422305107117e-03" rms="4.4749426841735840e-01" purity="5.0426697731018066e-01" nType="0">
10528 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4280809089541435e-02" cType="1" res="1.1355029419064522e-02" rms="4.4673985242843628e-01" purity="5.0562560558319092e-01" nType="0">
10529 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0275149988010526e-05" rms="4.4124084711074829e-01" purity="4.6724319458007812e-01" nType="-99"/>
10530 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.3743605278432369e-03" rms="4.5365712046623230e-01" purity="5.5771183967590332e-01" nType="-99"/>
10531 </Node>
10532 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.6250060200691223e-02" cType="1" res="-5.8705326169729233e-02" rms="4.5237597823143005e-01" purity="4.8622739315032959e-01" nType="0">
10533 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5910373777151108e-02" rms="4.4785323739051819e-01" purity="4.3108513951301575e-01" nType="-99"/>
10534 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4022826477885246e-03" rms="4.5189428329467773e-01" purity="5.2847748994827271e-01" nType="-99"/>
10535 </Node>
10536 </Node>
10537 </BinaryTree>
10538 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="922">
10539 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="4.8555294051766396e-03" rms="4.4959416985511780e-01" purity="5.0314414501190186e-01" nType="0">
10540 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.7619047164916992e+00" cType="1" res="1.6972744837403297e-02" rms="4.4460865855216980e-01" purity="5.1244473457336426e-01" nType="0">
10541 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7413752153515816e-02" rms="3.9895755052566528e-01" purity="3.7624695897102356e-01" nType="-99"/>
10542 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.3690556883811951e-03" rms="4.4788736104965210e-01" purity="5.2337002754211426e-01" nType="-99"/>
10543 </Node>
10544 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.2333332061767578e+01" cType="1" res="-2.1474396809935570e-02" rms="4.5914021134376526e-01" purity="4.8293459415435791e-01" nType="0">
10545 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4326698668301105e-03" rms="4.5911788940429688e-01" purity="4.7875964641571045e-01" nType="-99"/>
10546 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1441483162343502e-02" rms="4.5310044288635254e-01" purity="5.1327145099639893e-01" nType="-99"/>
10547 </Node>
10548 </Node>
10549 </BinaryTree>
10550 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="923">
10551 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3810507263988256e-03" cType="1" res="3.8502025417983532e-03" rms="4.5149290561676025e-01" purity="5.0269007682800293e-01" nType="0">
10552 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.5870204661041498e-03" cType="1" res="-2.4905288591980934e-02" rms="4.5536306500434875e-01" purity="5.0126218795776367e-01" nType="0">
10553 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2938834726810455e-02" rms="4.5586314797401428e-01" purity="4.7952914237976074e-01" nType="-99"/>
10554 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2356153503060341e-03" rms="4.5028135180473328e-01" purity="5.4258871078491211e-01" nType="-99"/>
10555 </Node>
10556 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.1478803157806396e+00" cType="1" res="9.7059737890958786e-03" rms="4.5047581195831299e-01" purity="5.0298082828521729e-01" nType="0">
10557 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.1938559841364622e-03" rms="4.5043104887008667e-01" purity="4.9936285614967346e-01" nType="-99"/>
10558 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2077298946678638e-02" rms="4.4685849547386169e-01" purity="5.7179701328277588e-01" nType="-99"/>
10559 </Node>
10560 </Node>
10561 </BinaryTree>
10562 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="924">
10563 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="-1.7612759256735444e-03" rms="4.4826862215995789e-01" purity="4.9549746513366699e-01" nType="0">
10564 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2856287211179733e-02" cType="1" res="-7.4088578112423420e-03" rms="4.4641369581222534e-01" purity="4.9300915002822876e-01" nType="0">
10565 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.9234725348651409e-04" rms="4.4525009393692017e-01" purity="4.9334064126014709e-01" nType="-99"/>
10566 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2197198346257210e-02" rms="4.5915681123733521e-01" purity="4.8860105872154236e-01" nType="-99"/>
10567 </Node>
10568 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8532324358820915e-02" cType="1" res="3.4384705126285553e-02" rms="4.5831841230392456e-01" purity="5.1142334938049316e-01" nType="0">
10569 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.7192662023007870e-03" rms="4.6768659353256226e-01" purity="4.6905890107154846e-01" nType="-99"/>
10570 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6594190150499344e-02" rms="4.3091633915901184e-01" purity="6.2037211656570435e-01" nType="-99"/>
10571 </Node>
10572 </Node>
10573 </BinaryTree>
10574 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="925">
10575 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5239905640482903e-03" cType="1" res="-1.1162423761561513e-03" rms="4.4673547148704529e-01" purity="4.9686518311500549e-01" nType="0">
10576 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="1.6402758657932281e-02" rms="4.4581791758537292e-01" purity="4.8573276400566101e-01" nType="0">
10577 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5277808569371700e-03" rms="4.4661739468574524e-01" purity="4.9067011475563049e-01" nType="-99"/>
10578 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2519604526460171e-02" rms="4.2910182476043701e-01" purity="4.1990083456039429e-01" nType="-99"/>
10579 </Node>
10580 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1089205518364906e-02" cType="1" res="-1.6591440886259079e-02" rms="4.4697365164756775e-01" purity="5.0669878721237183e-01" nType="0">
10581 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3033916242420673e-02" rms="4.3274816870689392e-01" purity="4.3412834405899048e-01" nType="-99"/>
10582 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.0151709001511335e-04" rms="4.5320916175842285e-01" purity="5.4511123895645142e-01" nType="-99"/>
10583 </Node>
10584 </Node>
10585 </BinaryTree>
10586 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="926">
10587 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7624236904084682e-03" cType="1" res="-2.7351537719368935e-03" rms="4.4710528850555420e-01" purity="4.9456760287284851e-01" nType="0">
10588 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.0047618865966797e+01" cType="1" res="-1.6486683860421181e-02" rms="4.4696015119552612e-01" purity="4.7960397601127625e-01" nType="0">
10589 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.7128570303320885e-03" rms="4.3305948376655579e-01" purity="4.5440280437469482e-01" nType="-99"/>
10590 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5437124315649271e-03" rms="4.7009581327438354e-01" purity="5.2646118402481079e-01" nType="-99"/>
10591 </Node>
10592 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="3.1076776795089245e-03" rms="4.4703891873359680e-01" purity="5.0092542171478271e-01" nType="0">
10593 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2623063996434212e-03" rms="4.4642433524131775e-01" purity="5.1167476177215576e-01" nType="-99"/>
10594 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1637892574071884e-02" rms="4.4886010885238647e-01" purity="4.1264846920967102e-01" nType="-99"/>
10595 </Node>
10596 </Node>
10597 </BinaryTree>
10598 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="927">
10599 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1421228349208832e-03" cType="1" res="3.8452681619673967e-03" rms="4.4580298662185669e-01" purity="5.0115966796875000e-01" nType="0">
10600 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.1571428298950195e+01" cType="1" res="-1.0922933928668499e-02" rms="4.4246092438697815e-01" purity="4.6403235197067261e-01" nType="0">
10601 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1547946371138096e-02" rms="4.1986227035522461e-01" purity="3.9502012729644775e-01" nType="-99"/>
10602 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7205757154151797e-04" rms="4.5211166143417358e-01" purity="4.9692136049270630e-01" nType="-99"/>
10603 </Node>
10604 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.1427294239401817e-02" cType="1" res="1.3081248849630356e-02" rms="4.4763281941413879e-01" purity="5.2437895536422729e-01" nType="0">
10605 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.8557714372873306e-03" rms="4.3749549984931946e-01" purity="5.1578444242477417e-01" nType="-99"/>
10606 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2686757147312164e-03" rms="4.5485395193099976e-01" purity="5.3168797492980957e-01" nType="-99"/>
10607 </Node>
10608 </Node>
10609 </BinaryTree>
10610 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="928">
10611 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2857006192207336e-02" cType="1" res="6.5561933442950249e-03" rms="4.4682666659355164e-01" purity="5.0795000791549683e-01" nType="0">
10612 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0203014127910137e-02" cType="1" res="1.1092714034020901e-02" rms="4.4554537534713745e-01" purity="5.1013046503067017e-01" nType="0">
10613 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1109499027952552e-03" rms="4.4149503111839294e-01" purity="4.5881772041320801e-01" nType="-99"/>
10614 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.2506012618541718e-03" rms="4.4886878132820129e-01" purity="5.5890589952468872e-01" nType="-99"/>
10615 </Node>
10616 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5921474695205688e-02" cType="1" res="-5.3530637174844742e-02" rms="4.5925533771514893e-01" purity="4.7906953096389771e-01" nType="0">
10617 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0711998697370291e-03" rms="4.7542998194694519e-01" purity="4.8681509494781494e-01" nType="-99"/>
10618 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9430316984653473e-02" rms="4.4307333230972290e-01" purity="4.7280073165893555e-01" nType="-99"/>
10619 </Node>
10620 </Node>
10621 </BinaryTree>
10622 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="929">
10623 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="4.8272156715393066e-01" cType="1" res="-6.4104452030733228e-04" rms="4.4996038079261780e-01" purity="4.9493014812469482e-01" nType="0">
10624 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.7447077631950378e-01" cType="1" res="1.1966362595558167e-02" rms="4.3765076994895935e-01" purity="4.2241826653480530e-01" nType="0">
10625 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9938455969095230e-04" rms="4.3396192789077759e-01" purity="3.3731338381767273e-01" nType="-99"/>
10626 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.6543280631303787e-03" rms="4.4803926348686218e-01" purity="6.8949556350708008e-01" nType="-99"/>
10627 </Node>
10628 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="9.5268478617072105e-03" cType="1" res="-2.2382987663149834e-02" rms="4.6963822841644287e-01" purity="6.1997956037521362e-01" nType="0">
10629 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4603847637772560e-02" rms="4.7228777408599854e-01" purity="5.7990527153015137e-01" nType="-99"/>
10630 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0909291924908757e-04" rms="4.6680721640586853e-01" purity="6.4112514257431030e-01" nType="-99"/>
10631 </Node>
10632 </Node>
10633 </BinaryTree>
10634 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="930">
10635 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.2841330170631409e-02" cType="1" res="-6.1125950887799263e-03" rms="4.4716802239418030e-01" purity="4.9003359675407410e-01" nType="0">
10636 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.2609831392765045e-01" cType="1" res="-1.1693072505295277e-02" rms="4.4618183374404907e-01" purity="4.8141869902610779e-01" nType="0">
10637 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9201253568753600e-04" rms="4.1851696372032166e-01" purity="3.2115739583969116e-01" nType="-99"/>
10638 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.4368800483644009e-03" rms="4.6925815939903259e-01" purity="6.2500751018524170e-01" nType="-99"/>
10639 </Node>
10640 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.7263756394386292e-02" cType="1" res="5.2603848278522491e-02" rms="4.5327016711235046e-01" purity="5.8067721128463745e-01" nType="0">
10641 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5856778249144554e-02" rms="4.4998714327812195e-01" purity="5.9867972135543823e-01" nType="-99"/>
10642 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9172290600836277e-03" rms="4.5751076936721802e-01" purity="5.4855489730834961e-01" nType="-99"/>
10643 </Node>
10644 </Node>
10645 </BinaryTree>
10646 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="931">
10647 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.8443737030029297e+00" cType="1" res="3.5670949146151543e-03" rms="4.4841423630714417e-01" purity="5.0682812929153442e-01" nType="0">
10648 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="1.2813387438654900e-03" rms="4.4917380809783936e-01" purity="5.0010108947753906e-01" nType="0">
10649 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.1011925786733627e-03" rms="4.4143855571746826e-01" purity="4.4626259803771973e-01" nType="-99"/>
10650 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9540276154875755e-03" rms="4.5376533269882202e-01" purity="5.3494977951049805e-01" nType="-99"/>
10651 </Node>
10652 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4051546342670918e-02" rms="4.2483448982238770e-01" purity="6.7607158422470093e-01" nType="-99"/>
10653 </Node>
10654 </BinaryTree>
10655 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="932">
10656 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.3340438306331635e-01" cType="1" res="-8.9212972670793533e-03" rms="4.4143468141555786e-01" purity="4.9574461579322815e-01" nType="0">
10657 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3837345652282238e-03" cType="1" res="-2.3995714262127876e-02" rms="4.1502368450164795e-01" purity="3.0243080854415894e-01" nType="0">
10658 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7834646627306938e-02" rms="4.1959467530250549e-01" purity="3.0982133746147156e-01" nType="-99"/>
10659 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4215829800814390e-03" rms="4.1303715109825134e-01" purity="3.0057951807975769e-01" nType="-99"/>
10660 </Node>
10661 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.0952416360378265e-02" cType="1" res="3.3782958053052425e-03" rms="4.6150195598602295e-01" purity="6.5347421169281006e-01" nType="0">
10662 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0293747764080763e-03" rms="4.6138182282447815e-01" purity="6.4661931991577148e-01" nType="-99"/>
10663 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4054241627454758e-03" rms="4.6119579672813416e-01" purity="6.7107731103897095e-01" nType="-99"/>
10664 </Node>
10665 </Node>
10666 </BinaryTree>
10667 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="933">
10668 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="4.1186222806572914e-03" rms="4.4652459025382996e-01" purity="5.0175279378890991e-01" nType="0">
10669 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.5619049072265625e+01" cType="1" res="5.5883596651256084e-03" rms="4.4570314884185791e-01" purity="5.0502002239227295e-01" nType="0">
10670 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0045453351922333e-04" rms="4.4581282138824463e-01" purity="4.9900749325752258e-01" nType="-99"/>
10671 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6821769997477531e-02" rms="4.3864980340003967e-01" purity="6.0487723350524902e-01" nType="-99"/>
10672 </Node>
10673 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1866590008139610e-02" rms="4.7277465462684631e-01" purity="3.8057371973991394e-01" nType="-99"/>
10674 </Node>
10675 </BinaryTree>
10676 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="934">
10677 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="-5.8264676481485367e-03" rms="4.4661229848861694e-01" purity="4.9134150147438049e-01" nType="0">
10678 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.1384503841400146e+00" cType="1" res="-9.0718138962984085e-03" rms="4.4636389613151550e-01" purity="4.8919695615768433e-01" nType="0">
10679 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.2880299258977175e-03" rms="4.4656792283058167e-01" purity="4.7669175267219543e-01" nType="-99"/>
10680 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2166848406195641e-02" rms="4.3878039717674255e-01" purity="6.7399263381958008e-01" nType="-99"/>
10681 </Node>
10682 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9010694697499275e-02" rms="4.4431737065315247e-01" purity="5.4966622591018677e-01" nType="-99"/>
10683 </Node>
10684 </BinaryTree>
10685 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="935">
10686 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.6190578937530518e-02" cType="1" res="5.2606770768761635e-03" rms="4.5025777816772461e-01" purity="5.0211870670318604e-01" nType="0">
10687 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4519009888172150e-01" cType="1" res="-3.5282259341329336e-03" rms="4.4749969244003296e-01" purity="4.7377842664718628e-01" nType="0">
10688 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0311655029654503e-03" rms="4.0365880727767944e-01" purity="2.4606551229953766e-01" nType="-99"/>
10689 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.8808196075260639e-03" rms="4.7068148851394653e-01" purity="6.0510861873626709e-01" nType="-99"/>
10690 </Node>
10691 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.4331915676593781e-02" cType="1" res="2.6170847937464714e-02" rms="4.5607247948646545e-01" purity="5.6954461336135864e-01" nType="0">
10692 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6724843606352806e-03" rms="4.5460298657417297e-01" purity="5.8917671442031860e-01" nType="-99"/>
10693 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.2088924720883369e-03" rms="4.5678436756134033e-01" purity="4.8144719004631042e-01" nType="-99"/>
10694 </Node>
10695 </Node>
10696 </BinaryTree>
10697 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="936">
10698 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0952293425798416e-02" cType="1" res="-1.5301385894417763e-02" rms="4.5013400912284851e-01" purity="4.7352579236030579e-01" nType="0">
10699 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-8.1037823110818863e-03" rms="4.4611665606498718e-01" purity="4.6508207917213440e-01" nType="0">
10700 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4601428993046284e-03" rms="4.4616299867630005e-01" purity="4.6848046779632568e-01" nType="-99"/>
10701 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4314981177449226e-02" rms="4.4185596704483032e-01" purity="3.8815349340438843e-01" nType="-99"/>
10702 </Node>
10703 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.6076188683509827e-01" cType="1" res="-4.2007494717836380e-02" rms="4.6376156806945801e-01" purity="5.0485545396804810e-01" nType="0">
10704 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1564602181315422e-03" rms="4.2715325951576233e-01" purity="3.1470578908920288e-01" nType="-99"/>
10705 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4283332973718643e-02" rms="4.7389444708824158e-01" purity="5.7022994756698608e-01" nType="-99"/>
10706 </Node>
10707 </Node>
10708 </BinaryTree>
10709 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="937">
10710 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.8566695749759674e-02" cType="1" res="7.6389978639781475e-03" rms="4.4686186313629150e-01" purity="5.0288867950439453e-01" nType="0">
10711 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4299826622009277e+00" cType="1" res="-8.8136881822720170e-04" rms="4.4334128499031067e-01" purity="4.7812587022781372e-01" nType="0">
10712 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.4190600793808699e-04" rms="4.4230839610099792e-01" purity="4.6824327111244202e-01" nType="-99"/>
10713 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1836981400847435e-02" rms="4.5126137137413025e-01" purity="5.8309352397918701e-01" nType="-99"/>
10714 </Node>
10715 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8891559243202209e-01" cType="1" res="3.1831499189138412e-02" rms="4.5584297180175781e-01" purity="5.7319951057434082e-01" nType="0">
10716 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3017199933528900e-02" rms="4.5486736297607422e-01" purity="5.1380425691604614e-01" nType="-99"/>
10717 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.9827161496505141e-04" rms="4.5546627044677734e-01" purity="6.4911985397338867e-01" nType="-99"/>
10718 </Node>
10719 </Node>
10720 </BinaryTree>
10721 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="938">
10722 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237924903631210e-02" cType="1" res="-9.3826670199632645e-03" rms="4.4743824005126953e-01" purity="4.8590385913848877e-01" nType="0">
10723 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.0770401917397976e-02" cType="1" res="-6.4085526391863823e-03" rms="4.4649368524551392e-01" purity="4.8736843466758728e-01" nType="0">
10724 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.8409809349104762e-04" rms="4.4342091679573059e-01" purity="4.5728021860122681e-01" nType="-99"/>
10725 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4814353566616774e-03" rms="4.4943574070930481e-01" purity="5.1777577400207520e-01" nType="-99"/>
10726 </Node>
10727 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5935685485601425e-02" rms="4.6226736903190613e-01" purity="4.5563560724258423e-01" nType="-99"/>
10728 </Node>
10729 </BinaryTree>
10730 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="939">
10731 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286782592535019e-02" cType="1" res="1.3787881471216679e-03" rms="4.4530871510505676e-01" purity="4.9892818927764893e-01" nType="0">
10732 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.8038068711757660e-03" cType="1" res="-7.3298239149153233e-03" rms="4.3978828191757202e-01" purity="4.5471131801605225e-01" nType="0">
10733 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9812363684177399e-03" rms="4.3586078286170959e-01" purity="4.6059024333953857e-01" nType="-99"/>
10734 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.0426455195993185e-03" rms="4.4815722107887268e-01" purity="4.4109362363815308e-01" nType="-99"/>
10735 </Node>
10736 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="1.5993161126971245e-02" cType="1" res="1.1357299983501434e-02" rms="4.5134466886520386e-01" purity="5.4959285259246826e-01" nType="0">
10737 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8462233245372772e-02" rms="4.1672855615615845e-01" purity="6.2442815303802490e-01" nType="-99"/>
10738 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5153974527493119e-03" rms="4.5352274179458618e-01" purity="5.4381328821182251e-01" nType="-99"/>
10739 </Node>
10740 </Node>
10741 </BinaryTree>
10742 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="940">
10743 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="6.0732092242687941e-04" rms="4.4943749904632568e-01" purity="4.9460792541503906e-01" nType="0">
10744 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3986575007438660e-01" cType="1" res="3.1082255765795708e-02" rms="4.2622041702270508e-01" purity="4.5540055632591248e-01" nType="0">
10745 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.3102352693676949e-03" rms="2.7078717947006226e-01" purity="8.7878294289112091e-02" nType="-99"/>
10746 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1003568768501282e-02" rms="4.7323495149612427e-01" purity="6.0302788019180298e-01" nType="-99"/>
10747 </Node>
10748 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.1000000000000000e+01" cType="1" res="-7.4599212966859341e-03" rms="4.5504385232925415e-01" purity="5.0498676300048828e-01" nType="0">
10749 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9092805925756693e-03" rms="4.5347064733505249e-01" purity="5.0448292493820190e-01" nType="-99"/>
10750 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6486300155520439e-02" rms="4.7432526946067810e-01" purity="5.1361656188964844e-01" nType="-99"/>
10751 </Node>
10752 </Node>
10753 </BinaryTree>
10754 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="941">
10755 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="1.4542051590979099e-02" rms="4.4596171379089355e-01" purity="5.1420503854751587e-01" nType="0">
10756 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1905917897820473e-02" cType="1" res="-2.0660126581788063e-02" rms="4.1820749640464783e-01" purity="3.9098316431045532e-01" nType="0">
10757 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6916630342602730e-03" rms="4.0205046534538269e-01" purity="3.9098316431045532e-01" nType="-99"/>
10758 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4703900553286076e-02" rms="4.3249300122261047e-01" purity="3.9098313450813293e-01" nType="-99"/>
10759 </Node>
10760 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2856302112340927e-02" cType="1" res="2.2513689473271370e-02" rms="4.5162928104400635e-01" purity="5.4210907220840454e-01" nType="0">
10761 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.9559798315167427e-03" rms="4.5087411999702454e-01" purity="5.3357076644897461e-01" nType="-99"/>
10762 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9865524023771286e-02" rms="4.5441085100173950e-01" purity="6.3768655061721802e-01" nType="-99"/>
10763 </Node>
10764 </Node>
10765 </BinaryTree>
10766 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="942">
10767 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8333333969116211e+01" cType="1" res="4.5873336493968964e-03" rms="4.4371935725212097e-01" purity="5.0429981946945190e-01" nType="0">
10768 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7619440592825413e-03" cType="1" res="1.2988565489649773e-02" rms="4.4221544265747070e-01" purity="5.1308006048202515e-01" nType="0">
10769 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.5136230811476707e-03" rms="4.3390306830406189e-01" purity="5.3469634056091309e-01" nType="-99"/>
10770 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7737624370492995e-04" rms="4.4555765390396118e-01" purity="5.0304603576660156e-01" nType="-99"/>
10771 </Node>
10772 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1350485086441040e-03" cType="1" res="-4.4123027473688126e-02" rms="4.4925504922866821e-01" purity="4.5339238643646240e-01" nType="0">
10773 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7288988232612610e-02" rms="4.2505642771720886e-01" purity="3.6259147524833679e-01" nType="-99"/>
10774 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1231781681999564e-03" rms="4.5782110095024109e-01" purity="5.0514185428619385e-01" nType="-99"/>
10775 </Node>
10776 </Node>
10777 </BinaryTree>
10778 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="943">
10779 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="4.3764146976172924e-03" rms="4.4871890544891357e-01" purity="4.9926856160163879e-01" nType="0">
10780 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.3285714149475098e+01" cType="1" res="-1.0486078099347651e-04" rms="4.4770199060440063e-01" purity="4.9260988831520081e-01" nType="0">
10781 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.9305013380944729e-03" rms="4.3708011507987976e-01" purity="4.8200517892837524e-01" nType="-99"/>
10782 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3915878739207983e-03" rms="4.5495167374610901e-01" purity="5.0051969289779663e-01" nType="-99"/>
10783 </Node>
10784 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7817297950387001e-02" rms="4.5891270041465759e-01" purity="6.0942047834396362e-01" nType="-99"/>
10785 </Node>
10786 </BinaryTree>
10787 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="944">
10788 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="5.6921574287116528e-03" rms="4.4702154397964478e-01" purity="5.0288015604019165e-01" nType="0">
10789 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="7.1697884798049927e-01" cType="1" res="1.0768861975520849e-03" rms="4.4461035728454590e-01" purity="5.0143831968307495e-01" nType="0">
10790 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8978919833898544e-03" rms="4.3988776206970215e-01" purity="4.4652217626571655e-01" nType="-99"/>
10791 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7371840812265873e-03" rms="4.5690068602561951e-01" purity="6.5749776363372803e-01" nType="-99"/>
10792 </Node>
10793 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1788205951452255e-02" rms="4.8160037398338318e-01" purity="5.2957856655120850e-01" nType="-99"/>
10794 </Node>
10795 </BinaryTree>
10796 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="945">
10797 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1897341012954712e+00" cType="1" res="1.2893619714304805e-04" rms="4.4429630041122437e-01" purity="5.0029689073562622e-01" nType="0">
10798 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.2839698493480682e-02" cType="1" res="-7.9317921772599220e-03" rms="4.4364255666732788e-01" purity="4.6824276447296143e-01" nType="0">
10799 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7128008659929037e-03" rms="4.4062077999114990e-01" purity="4.6323993802070618e-01" nType="-99"/>
10800 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.8688577264547348e-03" rms="4.7655743360519409e-01" purity="5.2721893787384033e-01" nType="-99"/>
10801 </Node>
10802 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.3479679822921753e+00" cType="1" res="4.6459879726171494e-02" rms="4.4521415233612061e-01" purity="6.8453550338745117e-01" nType="0">
10803 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6142163425683975e-02" rms="4.5220988988876343e-01" purity="6.5121603012084961e-01" nType="-99"/>
10804 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.3190565668046474e-03" rms="4.3720015883445740e-01" purity="7.1537345647811890e-01" nType="-99"/>
10805 </Node>
10806 </Node>
10807 </BinaryTree>
10808 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="946">
10809 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="-6.4018620178103447e-03" rms="4.4975161552429199e-01" purity="4.8844841122627258e-01" nType="0">
10810 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.0571428298950195e+01" cType="1" res="-1.6225714236497879e-02" rms="4.4443896412849426e-01" purity="4.7853103280067444e-01" nType="0">
10811 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.2991551086306572e-03" rms="4.4095873832702637e-01" purity="4.8813831806182861e-01" nType="-99"/>
10812 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7240457236766815e-02" rms="4.6758836507797241e-01" purity="4.0113881230354309e-01" nType="-99"/>
10813 </Node>
10814 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3800324648618698e-02" cType="1" res="2.5263555347919464e-02" rms="4.6505403518676758e-01" purity="5.2041536569595337e-01" nType="0">
10815 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1061154305934906e-02" rms="4.6648991107940674e-01" purity="5.2009266614913940e-01" nType="-99"/>
10816 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1177558489143848e-03" rms="4.5810857415199280e-01" purity="5.2117145061492920e-01" nType="-99"/>
10817 </Node>
10818 </Node>
10819 </BinaryTree>
10820 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="947">
10821 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7619440592825413e-03" cType="1" res="-2.7208423707634211e-03" rms="4.4527617096900940e-01" purity="4.9305558204650879e-01" nType="0">
10822 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="1.6665527597069740e-02" rms="4.4554242491722107e-01" purity="5.0542658567428589e-01" nType="0">
10823 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.7560288375243545e-04" rms="4.4147709012031555e-01" purity="4.8445215821266174e-01" nType="-99"/>
10824 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5935664996504784e-02" rms="4.5713281631469727e-01" purity="5.8463811874389648e-01" nType="-99"/>
10825 </Node>
10826 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-1.1482908390462399e-02" rms="4.4487866759300232e-01" purity="4.8746427893638611e-01" nType="0">
10827 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.7727937549352646e-02" rms="4.2828032374382019e-01" purity="3.6113455891609192e-01" nType="-99"/>
10828 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7933441344648600e-03" rms="4.4545724987983704e-01" purity="4.9468457698822021e-01" nType="-99"/>
10829 </Node>
10830 </Node>
10831 </BinaryTree>
10832 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="948">
10833 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5714160650968552e-02" cType="1" res="1.1029751971364021e-02" rms="4.4748207926750183e-01" purity="5.0688958168029785e-01" nType="0">
10834 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.5255500078201294e-01" cType="1" res="1.6426626592874527e-02" rms="4.4441670179367065e-01" purity="5.0637376308441162e-01" nType="0">
10835 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7758290525525808e-03" rms="4.4274145364761353e-01" purity="4.7096675634384155e-01" nType="-99"/>
10836 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9343899637460709e-03" rms="4.5150029659271240e-01" purity="6.7768317461013794e-01" nType="-99"/>
10837 </Node>
10838 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.2000000000000000e+01" cType="1" res="-1.9464630633592606e-02" rms="4.6324279904365540e-01" purity="5.0980406999588013e-01" nType="0">
10839 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4358484186232090e-02" rms="4.4775083661079407e-01" purity="5.5872267484664917e-01" nType="-99"/>
10840 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4938429929316044e-02" rms="4.6564343571662903e-01" purity="4.8181232810020447e-01" nType="-99"/>
10841 </Node>
10842 </Node>
10843 </BinaryTree>
10844 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="949">
10845 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6177718639373779e+00" cType="1" res="1.0527129285037518e-02" rms="4.4927325844764709e-01" purity="5.0797873735427856e-01" nType="0">
10846 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.2904459238052368e-01" cType="1" res="1.2711925432085991e-02" rms="4.4895425438880920e-01" purity="5.0633424520492554e-01" nType="0">
10847 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0710559785366058e-02" rms="2.9159480333328247e-01" purity="9.9708229303359985e-02" nType="-99"/>
10848 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.0480908937752247e-03" rms="4.6668177843093872e-01" purity="5.6364047527313232e-01" nType="-99"/>
10849 </Node>
10850 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2472698464989662e-02" rms="4.5387604832649231e-01" purity="5.5567520856857300e-01" nType="-99"/>
10851 </Node>
10852 </BinaryTree>
10853 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="950">
10854 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="8.7395620346069336e-01" cType="1" res="4.1635790839791298e-03" rms="4.4248822331428528e-01" purity="5.0744521617889404e-01" nType="0">
10855 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="4.0476188659667969e+01" cType="1" res="-2.4301516823470592e-03" rms="4.4252130389213562e-01" purity="4.7178843617439270e-01" nType="0">
10856 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0465963714523241e-04" rms="4.4324603676795959e-01" purity="4.7524139285087585e-01" nType="-99"/>
10857 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6134556382894516e-02" rms="4.2052093148231506e-01" purity="3.9325609803199768e-01" nType="-99"/>
10858 </Node>
10859 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1554156020283699e-03" cType="1" res="4.3159071356058121e-02" rms="4.4027829170227051e-01" purity="7.1832013130187988e-01" nType="0">
10860 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9290233030915260e-02" rms="4.1889604926109314e-01" purity="7.7689427137374878e-01" nType="-99"/>
10861 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.5486219935119152e-03" rms="4.5028385519981384e-01" purity="6.8657141923904419e-01" nType="-99"/>
10862 </Node>
10863 </Node>
10864 </BinaryTree>
10865 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="951">
10866 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.1000000000000000e+01" cType="1" res="2.7368571609258652e-03" rms="4.4740912318229675e-01" purity="5.0066733360290527e-01" nType="0">
10867 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.5469224452972412e-01" cType="1" res="-4.1577811352908611e-03" rms="4.4686958193778992e-01" purity="4.9450743198394775e-01" nType="0">
10868 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.0338231008499861e-03" rms="4.4552725553512573e-01" purity="4.5247346162796021e-01" nType="-99"/>
10869 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7199319601058960e-03" rms="4.5100483298301697e-01" purity="6.7266291379928589e-01" nType="-99"/>
10870 </Node>
10871 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8542978689074516e-02" cType="1" res="4.6463191509246826e-02" rms="4.4835424423217773e-01" purity="5.3973382711410522e-01" nType="0">
10872 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.6100961305201054e-03" rms="4.5269003510475159e-01" purity="4.9914827942848206e-01" nType="-99"/>
10873 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9532851874828339e-02" rms="4.3484166264533997e-01" purity="6.4236152172088623e-01" nType="-99"/>
10874 </Node>
10875 </Node>
10876 </BinaryTree>
10877 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="952">
10878 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4253976345062256e-01" cType="1" res="4.8105069436132908e-03" rms="4.4375535845756531e-01" purity="5.0923216342926025e-01" nType="0">
10879 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7495597973465919e-03" cType="1" res="-1.3270743191242218e-02" rms="3.8657289743423462e-01" purity="2.1488545835018158e-01" nType="0">
10880 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6485225409269333e-02" rms="3.8097429275512695e-01" purity="2.0878034830093384e-01" nType="-99"/>
10881 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.2394716292619705e-03" rms="3.8767218589782715e-01" purity="2.1858601272106171e-01" nType="-99"/>
10882 </Node>
10883 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="1.2493771500885487e-02" rms="4.6572163701057434e-01" purity="6.3430887460708618e-01" nType="0">
10884 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.2000588942319155e-03" rms="4.6467268466949463e-01" purity="6.3442903757095337e-01" nType="-99"/>
10885 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3673982582986355e-02" rms="4.8164087533950806e-01" purity="6.3211888074874878e-01" nType="-99"/>
10886 </Node>
10887 </Node>
10888 </BinaryTree>
10889 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="953">
10890 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3627977371215820e+00" cType="1" res="5.3236000239849091e-03" rms="4.4971197843551636e-01" purity="5.0700944662094116e-01" nType="0">
10891 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="8.4171034395694733e-03" rms="4.4880458712577820e-01" purity="5.0571823120117188e-01" nType="0">
10892 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1927192360162735e-03" rms="4.4284197688102722e-01" purity="5.1280540227890015e-01" nType="-99"/>
10893 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.4112293981015682e-03" rms="4.6627217531204224e-01" purity="4.8316535353660583e-01" nType="-99"/>
10894 </Node>
10895 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6534991562366486e-02" rms="4.6499544382095337e-01" purity="5.3858196735382080e-01" nType="-99"/>
10896 </Node>
10897 </BinaryTree>
10898 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="954">
10899 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="1.1612134985625744e-02" rms="4.4686704874038696e-01" purity="5.1321148872375488e-01" nType="0">
10900 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.5718418359756470e-01" cType="1" res="4.2242180556058884e-02" rms="4.3573835492134094e-01" purity="4.6296817064285278e-01" nType="0">
10901 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.5768341720104218e-02" rms="4.2720282077789307e-01" purity="4.1799530386924744e-01" nType="-99"/>
10902 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9147850107401609e-03" rms="4.6372535824775696e-01" purity="6.3633882999420166e-01" nType="-99"/>
10903 </Node>
10904 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.5196563005447388e-02" cType="1" res="3.7949562538415194e-03" rms="4.4932878017425537e-01" purity="5.2603417634963989e-01" nType="0">
10905 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.8200824270024896e-03" rms="4.4851315021514893e-01" purity="5.2872389554977417e-01" nType="-99"/>
10906 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8385302275419235e-02" rms="4.5951312780380249e-01" purity="4.6441131830215454e-01" nType="-99"/>
10907 </Node>
10908 </Node>
10909 </BinaryTree>
10910 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="955">
10911 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="-3.5762533079832792e-03" rms="4.4671794772148132e-01" purity="4.9888804554939270e-01" nType="0">
10912 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="8.6666669845581055e+00" cType="1" res="2.6825794484466314e-03" rms="4.4736391305923462e-01" purity="5.0141537189483643e-01" nType="0">
10913 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.5117531232535839e-03" rms="4.2423942685127258e-01" purity="3.8706570863723755e-01" nType="-99"/>
10914 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7326410636305809e-03" rms="4.5351839065551758e-01" purity="5.3472650051116943e-01" nType="-99"/>
10915 </Node>
10916 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1368049830198288e-03" cType="1" res="-3.1502678990364075e-02" rms="4.4274741411209106e-01" purity="4.8761153221130371e-01" nType="0">
10917 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.9613215699791908e-02" rms="4.2711105942726135e-01" purity="4.2233103513717651e-01" nType="-99"/>
10918 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2713475674390793e-04" rms="4.4940233230590820e-01" purity="5.2653604745864868e-01" nType="-99"/>
10919 </Node>
10920 </Node>
10921 </BinaryTree>
10922 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="956">
10923 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="-7.9643959179520607e-04" rms="4.4752344489097595e-01" purity="5.0011670589447021e-01" nType="0">
10924 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.5502811446785927e-03" cType="1" res="1.5828752890229225e-02" rms="4.4175443053245544e-01" purity="4.8814696073532104e-01" nType="0">
10925 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5211355686187744e-03" rms="4.4288423657417297e-01" purity="5.1829379796981812e-01" nType="-99"/>
10926 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6992669124156237e-04" rms="4.3982636928558350e-01" purity="4.4649240374565125e-01" nType="-99"/>
10927 </Node>
10928 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.1428571701049805e+01" cType="1" res="-2.5133373215794563e-02" rms="4.5474201440811157e-01" purity="5.1763874292373657e-01" nType="0">
10929 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.6030329586938024e-04" rms="4.4827198982238770e-01" purity="5.1378738880157471e-01" nType="-99"/>
10930 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.6503354832530022e-03" rms="4.5780357718467712e-01" purity="5.1972985267639160e-01" nType="-99"/>
10931 </Node>
10932 </Node>
10933 </BinaryTree>
10934 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="957">
10935 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5230209827423096e-02" cType="1" res="1.1045945808291435e-02" rms="4.4741213321685791e-01" purity="5.1315057277679443e-01" nType="0">
10936 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.6149888038635254e+00" cType="1" res="1.3075083494186401e-02" rms="4.4638362526893616e-01" purity="5.1389718055725098e-01" nType="0">
10937 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7376226391643286e-03" rms="4.4622179865837097e-01" purity="5.1229971647262573e-01" nType="-99"/>
10938 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1865399777889252e-02" rms="4.4696193933486938e-01" purity="5.6488591432571411e-01" nType="-99"/>
10939 </Node>
10940 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.4817687273025513e-03" rms="4.6691572666168213e-01" purity="4.9703717231750488e-01" nType="-99"/>
10941 </Node>
10942 </BinaryTree>
10943 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="958">
10944 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4286322519183159e-02" cType="1" res="3.7472830154001713e-03" rms="4.4449460506439209e-01" purity="5.0765430927276611e-01" nType="0">
10945 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.2245535850524902e-02" cType="1" res="-9.2400452122092247e-03" rms="4.4032192230224609e-01" purity="4.5780783891677856e-01" nType="0">
10946 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4852512395009398e-03" rms="4.3852913379669189e-01" purity="4.5912453532218933e-01" nType="-99"/>
10947 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4788882806897163e-02" rms="4.6252098679542542e-01" purity="4.3885704874992371e-01" nType="-99"/>
10948 </Node>
10949 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.1497807949781418e-02" cType="1" res="1.8388118594884872e-02" rms="4.4870159029960632e-01" purity="5.6384706497192383e-01" nType="0">
10950 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.2810510173439980e-03" rms="4.4804665446281433e-01" purity="5.7995939254760742e-01" nType="-99"/>
10951 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.0769333764910698e-03" rms="4.4735959172248840e-01" purity="4.8534181714057922e-01" nType="-99"/>
10952 </Node>
10953 </Node>
10954 </BinaryTree>
10955 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="959">
10956 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="2.1004675328731537e-01" cType="1" res="-9.1363219544291496e-03" rms="4.4128218293190002e-01" purity="4.9458897113800049e-01" nType="0">
10957 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="9.1102018952369690e-02" cType="1" res="-2.7412436902523041e-02" rms="4.0857219696044922e-01" purity="2.7104157209396362e-01" nType="0">
10958 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5959049388766289e-03" rms="3.6570248007774353e-01" purity="2.2106724977493286e-01" nType="-99"/>
10959 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4393621124327183e-02" rms="4.3236145377159119e-01" purity="3.0465698242187500e-01" nType="-99"/>
10960 </Node>
10961 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2845986783504486e-02" cType="1" res="3.4616610500961542e-03" rms="4.6206393837928772e-01" purity="6.4868336915969849e-01" nType="0">
10962 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8199115078896284e-04" rms="4.6103361248970032e-01" purity="6.4878666400909424e-01" nType="-99"/>
10963 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1583845131099224e-02" rms="4.6911150217056274e-01" purity="6.4766734838485718e-01" nType="-99"/>
10964 </Node>
10965 </Node>
10966 </BinaryTree>
10967 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="960">
10968 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.2142857551574707e+01" cType="1" res="-6.5489136613905430e-03" rms="4.4249537587165833e-01" purity="4.9857118725776672e-01" nType="0">
10969 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="9.1428575515747070e+00" cType="1" res="-2.9459968209266663e-02" rms="4.2597299814224243e-01" purity="4.4313812255859375e-01" nType="0">
10970 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2176185846328735e-02" rms="4.1709429025650024e-01" purity="3.9807012677192688e-01" nType="-99"/>
10971 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2397111859172583e-03" rms="4.3937826156616211e-01" purity="5.1875489950180054e-01" nType="-99"/>
10972 </Node>
10973 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2469694912433624e-01" cType="1" res="6.6790496930480003e-03" rms="4.5123028755187988e-01" purity="5.3057616949081421e-01" nType="0">
10974 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7244533672928810e-03" rms="4.3810117244720459e-01" purity="3.9118224382400513e-01" nType="-99"/>
10975 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7768255202099681e-03" rms="4.6208721399307251e-01" purity="6.5418136119842529e-01" nType="-99"/>
10976 </Node>
10977 </Node>
10978 </BinaryTree>
10979 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="961">
10980 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.6428569793701172e+01" cType="1" res="5.1130442880094051e-03" rms="4.4518619775772095e-01" purity="4.9918970465660095e-01" nType="0">
10981 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.4286562800407410e-02" cType="1" res="6.5426237415522337e-04" rms="4.4466382265090942e-01" purity="4.9407538771629333e-01" nType="0">
10982 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.6823039408773184e-03" rms="4.3663418292999268e-01" purity="4.4184425473213196e-01" nType="-99"/>
10983 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1757379658520222e-03" rms="4.5288842916488647e-01" purity="5.5247169733047485e-01" nType="-99"/>
10984 </Node>
10985 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="4.3857143402099609e+01" cType="1" res="5.8097090572118759e-02" rms="4.4796293973922729e-01" purity="5.5996376276016235e-01" nType="0">
10986 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4491688497364521e-03" rms="4.4176116585731506e-01" purity="5.4597789049148560e-01" nType="-99"/>
10987 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1553669124841690e-02" rms="4.5145893096923828e-01" purity="5.7438302040100098e-01" nType="-99"/>
10988 </Node>
10989 </Node>
10990 </BinaryTree>
10991 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="962">
10992 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-2.5219032540917397e-03" rms="4.4670969247817993e-01" purity="4.9885231256484985e-01" nType="0">
10993 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.1944839730858803e-02" cType="1" res="8.1140629947185516e-02" rms="4.0927326679229736e-01" purity="4.3029436469078064e-01" nType="0">
10994 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.2752297818660736e-02" rms="3.7217593193054199e-01" purity="4.4284901022911072e-01" nType="-99"/>
10995 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3632622547447681e-02" rms="4.4082346558570862e-01" purity="4.1798871755599976e-01" nType="-99"/>
10996 </Node>
10997 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="6.5549045801162720e-01" cType="1" res="-7.3013799265027046e-03" rms="4.4828283786773682e-01" purity="5.0276887416839600e-01" nType="0">
10998 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6739337742328644e-04" rms="4.4331970810890198e-01" purity="4.7848787903785706e-01" nType="-99"/>
10999 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3264224864542484e-02" rms="4.6955651044845581e-01" purity="6.2527751922607422e-01" nType="-99"/>
11000 </Node>
11001 </Node>
11002 </BinaryTree>
11003 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="963">
11004 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3813962470740080e-03" cType="1" res="-3.1605246476829052e-03" rms="4.4505509734153748e-01" purity="4.9907568097114563e-01" nType="0">
11005 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6983221285045147e-03" cType="1" res="2.4880778044462204e-02" rms="4.5077964663505554e-01" purity="5.4521799087524414e-01" nType="0">
11006 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.4688761439174414e-03" rms="4.4870269298553467e-01" purity="5.1763200759887695e-01" nType="-99"/>
11007 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3572985082864761e-02" rms="4.4790399074554443e-01" purity="6.0624492168426514e-01" nType="-99"/>
11008 </Node>
11009 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.5428569793701172e+01" cType="1" res="-9.6133844926953316e-03" rms="4.4347643852233887e-01" purity="4.8845741152763367e-01" nType="0">
11010 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2362123234197497e-03" rms="4.4230806827545166e-01" purity="4.9372050166130066e-01" nType="-99"/>
11011 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7144706100225449e-02" rms="4.5435068011283875e-01" purity="4.1777795553207397e-01" nType="-99"/>
11012 </Node>
11013 </Node>
11014 </BinaryTree>
11015 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="964">
11016 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3804786615073681e-03" cType="1" res="7.7655892819166183e-03" rms="4.5051103830337524e-01" purity="5.0656044483184814e-01" nType="0">
11017 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="6.8017269950360060e-04" cType="1" res="-3.1220773234963417e-02" rms="4.4487473368644714e-01" purity="4.9675995111465454e-01" nType="0">
11018 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8669093027710915e-02" rms="4.4250848889350891e-01" purity="4.6331346035003662e-01" nType="-99"/>
11019 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.4503533970564604e-03" rms="4.4465652108192444e-01" purity="5.1054793596267700e-01" nType="-99"/>
11020 </Node>
11021 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.0919035673141479e-02" cType="1" res="1.5527864918112755e-02" rms="4.5122289657592773e-01" purity="5.0851178169250488e-01" nType="0">
11022 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4029016494750977e-03" rms="4.4964513182640076e-01" purity="4.9843397736549377e-01" nType="-99"/>
11023 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2840788811445236e-02" rms="4.6008497476577759e-01" purity="5.7958155870437622e-01" nType="-99"/>
11024 </Node>
11025 </Node>
11026 </BinaryTree>
11027 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="965">
11028 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.5700518637895584e-02" cType="1" res="-3.3677432220429182e-03" rms="4.4277262687683105e-01" purity="4.9989929795265198e-01" nType="0">
11029 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.8691480159759521e-02" cType="1" res="-9.5638828352093697e-03" rms="4.4139429926872253e-01" purity="4.8650303483009338e-01" nType="0">
11030 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1087210886180401e-04" rms="4.3819493055343628e-01" purity="4.7638028860092163e-01" nType="-99"/>
11031 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0371943935751915e-02" rms="4.4870212674140930e-01" purity="5.1513510942459106e-01" nType="-99"/>
11032 </Node>
11033 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.9261319637298584e-01" cType="1" res="2.7267869561910629e-02" rms="4.4826853275299072e-01" purity="5.6613463163375854e-01" nType="0">
11034 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.7282068040221930e-03" rms="4.4454237818717957e-01" purity="4.4149070978164673e-01" nType="-99"/>
11035 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4787608757615089e-02" rms="4.4863191246986389e-01" purity="6.9192719459533691e-01" nType="-99"/>
11036 </Node>
11037 </Node>
11038 </BinaryTree>
11039 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="966">
11040 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="9.5204077661037445e-03" cType="1" res="-4.7100191004574299e-03" rms="4.4449830055236816e-01" purity="4.9474394321441650e-01" nType="0">
11041 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.3601004611700773e-03" cType="1" res="-1.6775028780102730e-02" rms="4.3700692057609558e-01" purity="4.4811722636222839e-01" nType="0">
11042 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.8236347716301680e-03" rms="4.4462481141090393e-01" purity="5.3688871860504150e-01" nType="-99"/>
11043 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7054210230708122e-03" rms="4.3408137559890747e-01" purity="4.1893953084945679e-01" nType="-99"/>
11044 </Node>
11045 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="3.2380950927734375e+01" cType="1" res="4.7402433119714260e-03" rms="4.5005330443382263e-01" purity="5.3126561641693115e-01" nType="0">
11046 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.4768761359155178e-03" rms="4.4885733723640442e-01" purity="5.3991335630416870e-01" nType="-99"/>
11047 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2561639770865440e-02" rms="4.5819854736328125e-01" purity="4.4335314631462097e-01" nType="-99"/>
11048 </Node>
11049 </Node>
11050 </BinaryTree>
11051 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="967">
11052 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666691750288010e-02" cType="1" res="-1.5168801182880998e-03" rms="4.4460338354110718e-01" purity="4.9781408905982971e-01" nType="0">
11053 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4369980394840240e-01" cType="1" res="-1.2063981965184212e-02" rms="4.3607079982757568e-01" purity="4.5722380280494690e-01" nType="0">
11054 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.2447474524378777e-02" rms="3.6973306536674500e-01" purity="1.8439789116382599e-01" nType="-99"/>
11055 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.1059749461710453e-04" rms="4.7030737996101379e-01" purity="6.1878728866577148e-01" nType="-99"/>
11056 </Node>
11057 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="1.2638792395591736e-02" rms="4.5542058348655701e-01" purity="5.5229192972183228e-01" nType="0">
11058 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0735182091593742e-02" rms="4.5491746068000793e-01" purity="5.0975817441940308e-01" nType="-99"/>
11059 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1138870613649487e-03" rms="4.5521596074104309e-01" purity="5.6337141990661621e-01" nType="-99"/>
11060 </Node>
11061 </Node>
11062 </BinaryTree>
11063 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="968">
11064 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.3327713608741760e-02" cType="1" res="7.4393991380929947e-03" rms="4.4900923967361450e-01" purity="5.0722229480743408e-01" nType="0">
11065 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.6000000000000000e+01" cType="1" res="1.3663373887538910e-02" rms="4.4477725028991699e-01" purity="5.0425076484680176e-01" nType="0">
11066 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9038134487345815e-03" rms="4.4407084584236145e-01" purity="4.9707221984863281e-01" nType="-99"/>
11067 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9421413540840149e-02" rms="4.4702214002609253e-01" purity="5.8337157964706421e-01" nType="-99"/>
11068 </Node>
11069 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2849861085414886e-02" cType="1" res="-2.0611815154552460e-02" rms="4.6657845377922058e-01" purity="5.2061492204666138e-01" nType="0">
11070 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.9132236316800117e-03" rms="4.6349543333053589e-01" purity="5.0658112764358521e-01" nType="-99"/>
11071 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5599271329119802e-04" rms="4.6982470154762268e-01" purity="5.4014641046524048e-01" nType="-99"/>
11072 </Node>
11073 </Node>
11074 </BinaryTree>
11075 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="969">
11076 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.4285759069025517e-02" cType="1" res="1.6763269668444991e-03" rms="4.4630163908004761e-01" purity="5.0162845849990845e-01" nType="0">
11077 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="4.7699293494224548e-01" cType="1" res="1.7453862354159355e-02" rms="4.4305276870727539e-01" purity="4.8102903366088867e-01" nType="0">
11078 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.4023641645908356e-03" rms="4.3537345528602600e-01" purity="4.0774601697921753e-01" nType="-99"/>
11079 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0165598941966891e-03" rms="4.5845121145248413e-01" purity="6.3943833112716675e-01" nType="-99"/>
11080 </Node>
11081 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.4489833042025566e-02" cType="1" res="-1.7941866070032120e-02" rms="4.4953700900077820e-01" purity="5.2724236249923706e-01" nType="0">
11082 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1906323023140430e-02" rms="4.3845534324645996e-01" purity="4.9086216092109680e-01" nType="-99"/>
11083 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.1315526515245438e-04" rms="4.5393902063369751e-01" purity="5.4424279928207397e-01" nType="-99"/>
11084 </Node>
11085 </Node>
11086 </BinaryTree>
11087 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="970">
11088 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6666986048221588e-02" cType="1" res="-6.2977563356980681e-04" rms="4.4648733735084534e-01" purity="5.0016498565673828e-01" nType="0">
11089 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.4306881427764893e+00" cType="1" res="1.0393751785159111e-02" rms="4.4253280758857727e-01" purity="4.8141717910766602e-01" nType="0">
11090 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2418986298143864e-03" rms="4.4301441311836243e-01" purity="4.5675763487815857e-01" nType="-99"/>
11091 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3396833091974258e-02" rms="4.3557146191596985e-01" purity="6.9090431928634644e-01" nType="-99"/>
11092 </Node>
11093 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.4608947336673737e-02" cType="1" res="-1.6607873141765594e-02" rms="4.5168051123619080e-01" purity="5.2733916044235229e-01" nType="0">
11094 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5155813656747341e-02" rms="4.4014552235603333e-01" purity="4.7506260871887207e-01" nType="-99"/>
11095 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-5.1941635319963098e-04" rms="4.5446845889091492e-01" purity="5.4445707798004150e-01" nType="-99"/>
11096 </Node>
11097 </Node>
11098 </BinaryTree>
11099 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="971">
11100 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285712242126465e+00" cType="1" res="-8.0535626038908958e-03" rms="4.4118469953536987e-01" purity="4.9520894885063171e-01" nType="0">
11101 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6530681401491165e-02" rms="3.5506293177604675e-01" purity="2.7480950951576233e-01" nType="-99"/>
11102 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8087885826826096e-02" cType="1" res="-5.9549650177359581e-03" rms="4.4453948736190796e-01" purity="5.0508904457092285e-01" nType="0">
11103 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.6179004926234484e-03" rms="4.4245794415473938e-01" purity="4.9372464418411255e-01" nType="-99"/>
11104 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.8821782693266869e-03" rms="4.5591646432876587e-01" purity="5.7352960109710693e-01" nType="-99"/>
11105 </Node>
11106 </Node>
11107 </BinaryTree>
11108 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="972">
11109 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="3.0947035178542137e-02" cType="1" res="-2.3685905616730452e-03" rms="4.4135814905166626e-01" purity="4.9882882833480835e-01" nType="0">
11110 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.3776302337646484e+00" cType="1" res="4.2260694317519665e-03" rms="4.3756321072578430e-01" purity="4.9079287052154541e-01" nType="0">
11111 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9930200651288033e-03" rms="4.3651273846626282e-01" purity="4.9092498421669006e-01" nType="-99"/>
11112 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1527305245399475e-02" rms="4.5343133807182312e-01" purity="4.8735353350639343e-01" nType="-99"/>
11113 </Node>
11114 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="2.4285715103149414e+01" cType="1" res="-2.6419136673212051e-02" rms="4.5411917567253113e-01" purity="5.2813589572906494e-01" nType="0">
11115 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.7305122762918472e-03" rms="4.5509859919548035e-01" purity="5.0827443599700928e-01" nType="-99"/>
11116 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.5502854734659195e-03" rms="4.4865021109580994e-01" purity="5.8583706617355347e-01" nType="-99"/>
11117 </Node>
11118 </Node>
11119 </BinaryTree>
11120 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="973">
11121 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="1.6000000000000000e+01" cType="1" res="-6.5202978439629078e-03" rms="4.4518592953681946e-01" purity="4.9449080228805542e-01" nType="0">
11122 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="2.0955476164817810e-01" cType="1" res="-1.8899613991379738e-02" rms="4.3213573098182678e-01" purity="4.6737474203109741e-01" nType="0">
11123 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.5277921222150326e-02" rms="3.6489546298980713e-01" purity="1.9712078571319580e-01" nType="-99"/>
11124 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.9742596456781030e-04" rms="4.6722516417503357e-01" purity="6.3026118278503418e-01" nType="-99"/>
11125 </Node>
11126 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="4.8181337118148804e-01" cType="1" res="5.1746414974331856e-03" rms="4.5686456561088562e-01" purity="5.2010780572891235e-01" nType="0">
11127 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.1717120222747326e-03" rms="4.5145836472511292e-01" purity="4.6778702735900879e-01" nType="-99"/>
11128 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1646425165235996e-03" rms="4.6591824293136597e-01" purity="6.2547653913497925e-01" nType="-99"/>
11129 </Node>
11130 </Node>
11131 </BinaryTree>
11132 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="974">
11133 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.6128084659576416e+00" cType="1" res="-7.1759987622499466e-03" rms="4.4024327397346497e-01" purity="4.9291679263114929e-01" nType="0">
11134 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5217882841825485e-02" cType="1" res="-1.1455042287707329e-02" rms="4.3996399641036987e-01" purity="4.8479676246643066e-01" nType="0">
11135 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7640922237187624e-03" rms="4.3810656666755676e-01" purity="4.7957542538642883e-01" nType="-99"/>
11136 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0953835211694241e-02" rms="4.6616747975349426e-01" purity="5.7283294200897217e-01" nType="-99"/>
11137 </Node>
11138 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9867686554789543e-02" rms="4.3563231825828552e-01" purity="6.7408525943756104e-01" nType="-99"/>
11139 </Node>
11140 </BinaryTree>
11141 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="975">
11142 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.4411652982234955e-01" cType="1" res="4.5604037586599588e-04" rms="4.4792574644088745e-01" purity="4.9382272362709045e-01" nType="0">
11143 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="9.5160985365509987e-03" cType="1" res="1.8100610002875328e-02" rms="3.9882299304008484e-01" purity="2.4653188884258270e-01" nType="0">
11144 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1991864070296288e-02" rms="4.1980716586112976e-01" purity="2.7593114972114563e-01" nType="-99"/>
11145 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9853956550359726e-03" rms="3.6291798949241638e-01" purity="2.0230710506439209e-01" nType="-99"/>
11146 </Node>
11147 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="7.1432329714298248e-03" cType="1" res="-7.7920313924551010e-03" rms="4.6889197826385498e-01" purity="6.0942047834396362e-01" nType="0">
11148 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.1742758154869080e-03" rms="4.6938759088516235e-01" purity="5.9680473804473877e-01" nType="-99"/>
11149 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.7433720687404275e-04" rms="4.6826657652854919e-01" purity="6.1520028114318848e-01" nType="-99"/>
11150 </Node>
11151 </Node>
11152 </BinaryTree>
11153 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="976">
11154 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4285713195800781e+01" cType="1" res="5.3544812835752964e-03" rms="4.4933712482452393e-01" purity="4.9848169088363647e-01" nType="0">
11155 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="6.2857141494750977e+00" cType="1" res="2.8344923630356789e-03" rms="4.4869172573089600e-01" purity="4.9701234698295593e-01" nType="0">
11156 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-8.1568732857704163e-03" rms="4.2049032449722290e-01" purity="3.5997614264488220e-01" nType="-99"/>
11157 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6066891839727759e-03" rms="4.5180499553680420e-01" purity="5.1342886686325073e-01" nType="-99"/>
11158 </Node>
11159 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9193099811673164e-02" rms="4.6192234754562378e-01" purity="5.4246276617050171e-01" nType="-99"/>
11160 </Node>
11161 </BinaryTree>
11162 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="977">
11163 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.0952377319335938e+00" cType="1" res="5.1203649491071701e-03" rms="4.4431674480438232e-01" purity="5.0601881742477417e-01" nType="0">
11164 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.6666295006871223e-02" cType="1" res="-2.6737352833151817e-02" rms="4.1293659806251526e-01" purity="3.9277684688568115e-01" nType="0">
11165 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.3036552445555571e-05" rms="3.9558345079421997e-01" purity="3.9740422368049622e-01" nType="-99"/>
11166 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.7496164888143539e-02" rms="4.3545147776603699e-01" purity="3.8552519679069519e-01" nType="-99"/>
11167 </Node>
11168 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.6238094329833984e+01" cType="1" res="1.2269282713532448e-02" rms="4.5074945688247681e-01" purity="5.3143048286437988e-01" nType="0">
11169 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.1099962592124939e-03" rms="4.4335407018661499e-01" purity="5.6423324346542358e-01" nType="-99"/>
11170 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8613912397995591e-03" rms="4.5571374893188477e-01" purity="5.0466358661651611e-01" nType="-99"/>
11171 </Node>
11172 </Node>
11173 </BinaryTree>
11174 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="978">
11175 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.1697884798049927e-01" cType="1" res="7.6010334305465221e-03" rms="4.4928607344627380e-01" purity="5.0587701797485352e-01" nType="0">
11176 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="6.8271726369857788e-02" cType="1" res="1.4921570196747780e-02" rms="4.4451832771301270e-01" purity="4.7164314985275269e-01" nType="0">
11177 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.7066612616181374e-02" rms="3.8395178318023682e-01" purity="2.4708856642246246e-01" nType="-99"/>
11178 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6496786847710609e-03" rms="4.5282000303268433e-01" purity="5.0709289312362671e-01" nType="-99"/>
11179 </Node>
11180 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7179300785064697e+00" cType="1" res="-1.6685703769326210e-02" rms="4.6392688155174255e-01" purity="6.1945176124572754e-01" nType="0">
11181 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0744822733104229e-03" rms="4.7115391492843628e-01" purity="5.8672285079956055e-01" nType="-99"/>
11182 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9955730363726616e-03" rms="4.3298178911209106e-01" purity="7.3640495538711548e-01" nType="-99"/>
11183 </Node>
11184 </Node>
11185 </BinaryTree>
11186 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="979">
11187 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="2.3806338310241699e+00" cType="1" res="1.3023920357227325e-02" rms="4.4434490799903870e-01" purity="5.0983738899230957e-01" nType="0">
11188 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0476243942975998e-02" cType="1" res="8.8149933144450188e-03" rms="4.4558560848236084e-01" purity="4.9936741590499878e-01" nType="0">
11189 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1550677008926868e-03" rms="4.4388678669929504e-01" purity="4.9210640788078308e-01" nType="-99"/>
11190 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.6749365329742432e-03" rms="4.5769071578979492e-01" purity="5.5810075998306274e-01" nType="-99"/>
11191 </Node>
11192 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.1662704646587372e-02" rms="4.1154846549034119e-01" purity="7.1086364984512329e-01" nType="-99"/>
11193 </Node>
11194 </BinaryTree>
11195 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="980">
11196 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.0476188659667969e+00" cType="1" res="-1.1099038645625114e-02" rms="4.3896445631980896e-01" purity="4.9274337291717529e-01" nType="0">
11197 <Node pos="l" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.1098092198371887e-02" rms="3.5696414113044739e-01" purity="2.3152656853199005e-01" nType="-99"/>
11198 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.4155209958553314e-01" cType="1" res="-8.6017176508903503e-03" rms="4.4205904006958008e-01" purity="5.0424706935882568e-01" nType="0">
11199 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.7902949415147305e-03" rms="3.7658676505088806e-01" purity="2.1786476671695709e-01" nType="-99"/>
11200 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.3397905644960701e-04" rms="4.6688252687454224e-01" purity="6.2571287155151367e-01" nType="-99"/>
11201 </Node>
11202 </Node>
11203 </BinaryTree>
11204 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="981">
11205 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="2.1339396480470896e-03" rms="4.4319808483123779e-01" purity="5.0422006845474243e-01" nType="0">
11206 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3821629583835602e-03" cType="1" res="4.4991387985646725e-03" rms="4.4216433167457581e-01" purity="5.0757926702499390e-01" nType="0">
11207 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.9134028851985931e-03" rms="4.3887776136398315e-01" purity="5.4800957441329956e-01" nType="-99"/>
11208 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.4195807024370879e-05" rms="4.4278457760810852e-01" purity="4.9851894378662109e-01" nType="-99"/>
11209 </Node>
11210 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1043821461498737e-02" rms="4.6131885051727295e-01" purity="4.3489411473274231e-01" nType="-99"/>
11211 </Node>
11212 </BinaryTree>
11213 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="982">
11214 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.8000000000000000e+01" cType="1" res="-4.6442053280770779e-03" rms="4.4576293230056763e-01" purity="4.9189284443855286e-01" nType="0">
11215 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="5.1428570747375488e+00" cType="1" res="-1.0619739070534706e-02" rms="4.4264701008796692e-01" purity="4.8554167151451111e-01" nType="0">
11216 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.2458017170429230e-03" rms="4.2006400227546692e-01" purity="3.9396366477012634e-01" nType="-99"/>
11217 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.7755768280476332e-03" rms="4.4473075866699219e-01" purity="4.9528899788856506e-01" nType="-99"/>
11218 </Node>
11219 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.8546791523694992e-02" cType="1" res="2.2323932498693466e-02" rms="4.5859497785568237e-01" purity="5.2055633068084717e-01" nType="0">
11220 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="9.9881514906883240e-03" rms="4.6224856376647949e-01" purity="5.1966333389282227e-01" nType="-99"/>
11221 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.5140980556607246e-03" rms="4.3980050086975098e-01" purity="5.2367728948593140e-01" nType="-99"/>
11222 </Node>
11223 </Node>
11224 </BinaryTree>
11225 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="983">
11226 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.4294135570526123e+00" cType="1" res="8.7552629411220551e-03" rms="4.4454917311668396e-01" purity="5.0968915224075317e-01" nType="0">
11227 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3800127673894167e-03" cType="1" res="3.1178598292171955e-03" rms="4.4360458850860596e-01" purity="4.8734775185585022e-01" nType="0">
11228 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0833168402314186e-02" rms="4.4729718565940857e-01" purity="5.5350685119628906e-01" nType="-99"/>
11229 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6131537267938256e-03" rms="4.4217216968536377e-01" purity="4.7143566608428955e-01" nType="-99"/>
11230 </Node>
11231 <Node pos="r" depth="1" NCoef="0" IVar="3" Cut="1.4142857551574707e+01" cType="1" res="5.2114829421043396e-02" rms="4.4939073920249939e-01" purity="6.8152552843093872e-01" nType="0">
11232 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.9186167046427727e-02" rms="4.3696689605712891e-01" purity="7.2491025924682617e-01" nType="-99"/>
11233 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.9926630668342113e-03" rms="4.6243691444396973e-01" purity="6.2417626380920410e-01" nType="-99"/>
11234 </Node>
11235 </Node>
11236 </BinaryTree>
11237 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="984">
11238 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="4.4000000000000000e+01" cType="1" res="4.8009003512561321e-03" rms="4.4694799184799194e-01" purity="5.0182574987411499e-01" nType="0">
11239 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.5237924903631210e-02" cType="1" res="7.6133306138217449e-03" rms="4.4644767045974731e-01" purity="5.0575220584869385e-01" nType="0">
11240 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0738754644989967e-03" rms="4.4491434097290039e-01" purity="5.0041562318801880e-01" nType="-99"/>
11241 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.4851149171590805e-02" rms="4.6833580732345581e-01" purity="5.9728270769119263e-01" nType="-99"/>
11242 </Node>
11243 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.4205759167671204e-02" rms="4.5288944244384766e-01" purity="3.5469773411750793e-01" nType="-99"/>
11244 </Node>
11245 </BinaryTree>
11246 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="985">
11247 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="7.2025305032730103e-01" cType="1" res="-4.9379663541913033e-03" rms="4.4208896160125732e-01" purity="4.9595639109611511e-01" nType="0">
11248 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.7714284896850586e+01" cType="1" res="-1.2846074067056179e-02" rms="4.3575856089591980e-01" purity="4.4637233018875122e-01" nType="0">
11249 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.0243505761027336e-03" rms="4.1800948977470398e-01" purity="4.1551890969276428e-01" nType="-99"/>
11250 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.1179214389994740e-04" rms="4.5527818799018860e-01" purity="4.8267811536788940e-01" nType="-99"/>
11251 </Node>
11252 <Node pos="r" depth="1" NCoef="0" IVar="0" Cut="2.7563529014587402e+00" cType="1" res="2.0105432718992233e-02" rms="4.6066883206367493e-01" purity="6.5297913551330566e-01" nType="0">
11253 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9718045890331268e-03" rms="4.5844888687133789e-01" purity="6.7179757356643677e-01" nType="-99"/>
11254 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.3298162966966629e-02" rms="4.6091130375862122e-01" purity="5.0404334068298340e-01" nType="-99"/>
11255 </Node>
11256 </Node>
11257 </BinaryTree>
11258 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="986">
11259 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="1.4689863892272115e-03" rms="4.4638702273368835e-01" purity="5.0066012144088745e-01" nType="0">
11260 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="1.1903412342071533e+00" cType="1" res="1.1660289019346237e-02" rms="4.4334349036216736e-01" purity="5.0774139165878296e-01" nType="0">
11261 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5041628181934357e-03" rms="4.4057574868202209e-01" purity="4.8814967274665833e-01" nType="-99"/>
11262 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.1052669771015644e-03" rms="4.5860937237739563e-01" purity="6.3075393438339233e-01" nType="-99"/>
11263 </Node>
11264 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8094721734523773e-02" cType="1" res="-2.0609319210052490e-02" rms="4.5212310552597046e-01" purity="4.8531925678253174e-01" nType="0">
11265 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3113604448735714e-03" rms="4.4996473193168640e-01" purity="4.7253984212875366e-01" nType="-99"/>
11266 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9502761363983154e-03" rms="4.6009466052055359e-01" purity="5.5800670385360718e-01" nType="-99"/>
11267 </Node>
11268 </Node>
11269 </BinaryTree>
11270 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="987">
11271 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="7.1420194581151009e-03" cType="1" res="1.3907155953347683e-03" rms="4.4809651374816895e-01" purity="4.9648937582969666e-01" nType="0">
11272 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="3.4285713195800781e+01" cType="1" res="1.9560240209102631e-02" rms="4.5359835028648376e-01" purity="4.8299655318260193e-01" nType="0">
11273 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.1632379442453384e-03" rms="4.5448234677314758e-01" purity="4.9495750665664673e-01" nType="-99"/>
11274 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8306981325149536e-02" rms="4.0090540051460266e-01" purity="3.0964541435241699e-01" nType="-99"/>
11275 </Node>
11276 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.1627692282199860e-02" cType="1" res="-1.0577412322163582e-02" rms="4.4402930140495300e-01" purity="5.0537699460983276e-01" nType="0">
11277 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.9519719108939171e-03" rms="4.3807616829872131e-01" purity="4.6382656693458557e-01" nType="-99"/>
11278 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.6597048640251160e-03" rms="4.5255085825920105e-01" purity="5.7731544971466064e-01" nType="-99"/>
11279 </Node>
11280 </Node>
11281 </BinaryTree>
11282 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="988">
11283 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="8.8571424484252930e+00" cType="1" res="-8.2956097321584821e-04" rms="4.4534009695053101e-01" purity="4.9728110432624817e-01" nType="0">
11284 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="2.4045181274414062e-01" cType="1" res="4.0211029350757599e-02" rms="4.2910209298133850e-01" purity="4.5464420318603516e-01" nType="0">
11285 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.0006795637309551e-02" rms="3.1224006414413452e-01" purity="1.1408656835556030e-01" nType="-99"/>
11286 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1117276735603809e-02" rms="4.6988964080810547e-01" purity="6.0014533996582031e-01" nType="-99"/>
11287 </Node>
11288 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.2839601635932922e-02" cType="1" res="-1.1548370122909546e-02" rms="4.4886687397956848e-01" purity="5.0841683149337769e-01" nType="0">
11289 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.8492481689900160e-03" rms="4.4716113805770874e-01" purity="5.0020086765289307e-01" nType="-99"/>
11290 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.8204451128840446e-03" rms="4.6489086747169495e-01" purity="5.9946882724761963e-01" nType="-99"/>
11291 </Node>
11292 </Node>
11293 </BinaryTree>
11294 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="989">
11295 <Node pos="s" depth="0" NCoef="0" IVar="1" Cut="1.3108876943588257e+00" cType="1" res="-5.8022461598739028e-04" rms="4.4530743360519409e-01" purity="4.9594336748123169e-01" nType="0">
11296 <Node pos="l" depth="1" NCoef="0" IVar="0" Cut="9.3500792980194092e-01" cType="1" res="-5.0644623115658760e-03" rms="4.4632670283317566e-01" purity="4.7330719232559204e-01" nType="0">
11297 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.6019223595503718e-05" rms="4.4440108537673950e-01" purity="4.6046966314315796e-01" nType="-99"/>
11298 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-9.6992040053009987e-03" rms="4.5933783054351807e-01" purity="5.7332360744476318e-01" nType="-99"/>
11299 </Node>
11300 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1839848011732101e-02" rms="4.3101167678833008e-01" purity="7.4289870262145996e-01" nType="-99"/>
11301 </Node>
11302 </BinaryTree>
11303 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="990">
11304 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3821629583835602e-03" cType="1" res="-7.7746598981320858e-03" rms="4.4965788722038269e-01" purity="4.8675304651260376e-01" nType="0">
11305 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="5.6802184553816915e-04" cType="1" res="-3.5410162061452866e-02" rms="4.4970065355300903e-01" purity="4.8860102891921997e-01" nType="0">
11306 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5893524810671806e-03" rms="4.4536364078521729e-01" purity="5.8778941631317139e-01" nType="-99"/>
11307 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.6412705183029175e-02" rms="4.4830492138862610e-01" purity="4.4653001427650452e-01" nType="-99"/>
11308 </Node>
11309 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="3.8662325590848923e-02" cType="1" res="-2.0397247280925512e-03" rms="4.4943615794181824e-01" purity="4.8636955022811890e-01" nType="0">
11310 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.5517239272594452e-04" rms="4.4656965136528015e-01" purity="4.8293459415435791e-01" nType="-99"/>
11311 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-6.7829792387783527e-03" rms="4.6483200788497925e-01" purity="5.0634855031967163e-01" nType="-99"/>
11312 </Node>
11313 </Node>
11314 </BinaryTree>
11315 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="991">
11316 <Node pos="s" depth="0" NCoef="0" IVar="0" Cut="1.1891709566116333e+00" cType="1" res="7.4638711521402001e-04" rms="4.4634622335433960e-01" purity="4.9697947502136230e-01" nType="0">
11317 <Node pos="l" depth="1" NCoef="0" IVar="1" Cut="5.6579802185297012e-02" cType="1" res="5.7889902964234352e-03" rms="4.4504746794700623e-01" purity="4.7977262735366821e-01" nType="0">
11318 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8239345401525497e-02" rms="2.8005164861679077e-01" purity="1.0884348303079605e-01" nType="-99"/>
11319 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.3398974444717169e-03" rms="4.5642435550689697e-01" purity="5.1216578483581543e-01" nType="-99"/>
11320 </Node>
11321 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.7973688840866089e+00" cType="1" res="-3.2739520072937012e-02" rms="4.5345622301101685e-01" purity="6.1124330759048462e-01" nType="0">
11322 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.3500409200787544e-02" rms="4.6202319860458374e-01" purity="5.4422402381896973e-01" nType="-99"/>
11323 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.6799253430217505e-03" rms="4.3381667137145996e-01" purity="7.3039144277572632e-01" nType="-99"/>
11324 </Node>
11325 </Node>
11326 </BinaryTree>
11327 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="992">
11328 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.5237895101308823e-02" cType="1" res="8.4403790533542633e-03" rms="4.4603946805000305e-01" purity="5.0579434633255005e-01" nType="0">
11329 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="2.3689074441790581e-02" cType="1" res="5.8218343183398247e-03" rms="4.4555556774139404e-01" purity="5.0007122755050659e-01" nType="0">
11330 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="3.7548681721091270e-03" rms="4.4143867492675781e-01" purity="4.9231564998626709e-01" nType="-99"/>
11331 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-4.6154074370861053e-03" rms="4.5582473278045654e-01" purity="5.2154219150543213e-01" nType="-99"/>
11332 </Node>
11333 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.2055735103785992e-02" rms="4.5181018114089966e-01" purity="6.0145717859268188e-01" nType="-99"/>
11334 </Node>
11335 </BinaryTree>
11336 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="993">
11337 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="1.6667161136865616e-02" cType="1" res="7.1212686598300934e-03" rms="4.4927275180816650e-01" purity="5.0659310817718506e-01" nType="0">
11338 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="2.4000000000000000e+01" cType="1" res="-4.5091202482581139e-03" rms="4.4445651769638062e-01" purity="4.6286386251449585e-01" nType="0">
11339 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1555802775546908e-03" rms="4.4199603796005249e-01" purity="4.6624356508255005e-01" nType="-99"/>
11340 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.9283611848950386e-03" rms="4.5093190670013428e-01" purity="4.5227709412574768e-01" nType="-99"/>
11341 </Node>
11342 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="2.2640278935432434e-01" cType="1" res="2.2337377071380615e-02" rms="4.5504838228225708e-01" purity="5.6380426883697510e-01" nType="0">
11343 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1032161302864552e-02" rms="4.3618872761726379e-01" purity="3.9625889062881470e-01" nType="-99"/>
11344 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="2.6161803398281336e-03" rms="4.6469715237617493e-01" purity="6.5554583072662354e-01" nType="-99"/>
11345 </Node>
11346 </Node>
11347 </BinaryTree>
11348 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="994">
11349 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7614132054150105e-03" cType="1" res="8.0333771184086800e-03" rms="4.5078179240226746e-01" purity="5.0330835580825806e-01" nType="0">
11350 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.1742828432470560e-03" cType="1" res="-1.3479096814990044e-02" rms="4.3879732489585876e-01" purity="4.7912323474884033e-01" nType="0">
11351 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0967963607981801e-03" rms="4.4427686929702759e-01" purity="5.0483912229537964e-01" nType="-99"/>
11352 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0775701142847538e-02" rms="4.2007237672805786e-01" purity="3.9930385351181030e-01" nType="-99"/>
11353 </Node>
11354 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="1.0847260951995850e+00" cType="1" res="1.6907857730984688e-02" rms="4.5533785223960876e-01" purity="5.1328539848327637e-01" nType="0">
11355 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.6178062222898006e-03" rms="4.5489221811294556e-01" purity="5.0166547298431396e-01" nType="-99"/>
11356 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.0546842589974403e-02" rms="4.5541775226593018e-01" purity="6.3316136598587036e-01" nType="-99"/>
11357 </Node>
11358 </Node>
11359 </BinaryTree>
11360 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="995">
11361 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="2.3805616423487663e-02" cType="1" res="2.7572438120841980e-03" rms="4.4817462563514709e-01" purity="5.0172394514083862e-01" nType="0">
11362 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="1.2461575679481030e-02" cType="1" res="1.0898013599216938e-02" rms="4.4499045610427856e-01" purity="4.9181202054023743e-01" nType="0">
11363 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.1467644041404128e-04" rms="4.4378271698951721e-01" purity="4.6547639369964600e-01" nType="-99"/>
11364 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.9073600247502327e-03" rms="4.4729945063591003e-01" purity="5.6396955251693726e-01" nType="-99"/>
11365 </Node>
11366 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="4.3756943196058273e-02" cType="1" res="-1.6376357525587082e-02" rms="4.5499783754348755e-01" purity="5.2502030134201050e-01" nType="0">
11367 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.2089252062141895e-03" rms="4.5052358508110046e-01" purity="5.0939059257507324e-01" nType="-99"/>
11368 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="6.0393065214157104e-03" rms="4.6603995561599731e-01" purity="5.7355493307113647e-01" nType="-99"/>
11369 </Node>
11370 </Node>
11371 </BinaryTree>
11372 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="996">
11373 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="3.9857143402099609e+01" cType="1" res="-1.1036472395062447e-02" rms="4.4597348570823669e-01" purity="4.8579314351081848e-01" nType="0">
11374 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.0476027876138687e-02" cType="1" res="-7.8518604859709740e-03" rms="4.4605761766433716e-01" purity="4.9069669842720032e-01" nType="0">
11375 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.9727180954068899e-03" rms="4.4542923569679260e-01" purity="4.8203507065773010e-01" nType="-99"/>
11376 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="5.7446192950010300e-03" rms="4.4991865754127502e-01" purity="5.6257301568984985e-01" nType="-99"/>
11377 </Node>
11378 <Node pos="r" depth="1" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.8140690401196480e-02" rms="4.3907850980758667e-01" purity="3.8435459136962891e-01" nType="-99"/>
11379 </Node>
11380 </BinaryTree>
11381 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="997">
11382 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.6571428298950195e+01" cType="1" res="4.9034925177693367e-03" rms="4.4584640860557556e-01" purity="5.0121355056762695e-01" nType="0">
11383 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="4.7619440592825413e-03" cType="1" res="-3.1339609995484352e-03" rms="4.4182229042053223e-01" purity="4.9321511387825012e-01" nType="0">
11384 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-7.3991320095956326e-03" rms="4.3079012632369995e-01" purity="4.6010655164718628e-01" nType="-99"/>
11385 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.6199502861127257e-03" rms="4.4558694958686829e-01" purity="5.0587916374206543e-01" nType="-99"/>
11386 </Node>
11387 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.3800355847924948e-03" cType="1" res="3.7760321050882339e-02" rms="4.6047577261924744e-01" purity="5.3391093015670776e-01" nType="0">
11388 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-3.9797634817659855e-03" rms="4.6217110753059387e-01" purity="5.0581043958663940e-01" nType="-99"/>
11389 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="1.1722386814653873e-02" rms="4.5933872461318970e-01" purity="5.3963577747344971e-01" nType="-99"/>
11390 </Node>
11391 </Node>
11392 </BinaryTree>
11393 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="998">
11394 <Node pos="s" depth="0" NCoef="0" IVar="3" Cut="2.0238094329833984e+01" cType="1" res="6.1544687487185001e-03" rms="4.4279012084007263e-01" purity="5.0867009162902832e-01" nType="0">
11395 <Node pos="l" depth="1" NCoef="0" IVar="3" Cut="1.4285714149475098e+01" cType="1" res="1.4496010728180408e-02" rms="4.3817275762557983e-01" purity="5.1703810691833496e-01" nType="0">
11396 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="7.9031556379050016e-04" rms="4.3521615862846375e-01" purity="4.8612958192825317e-01" nType="-99"/>
11397 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.8761420920491219e-03" rms="4.4306522607803345e-01" purity="5.7778465747833252e-01" nType="-99"/>
11398 </Node>
11399 <Node pos="r" depth="1" NCoef="0" IVar="1" Cut="8.5548186302185059e-01" cType="1" res="-1.2045335955917835e-02" rms="4.5216715335845947e-01" purity="4.9041259288787842e-01" nType="0">
11400 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1105114826932549e-03" rms="4.4877591729164124e-01" purity="4.8564440011978149e-01" nType="-99"/>
11401 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.0648173987865448e-02" rms="4.8007714748382568e-01" purity="5.4201668500900269e-01" nType="-99"/>
11402 </Node>
11403 </Node>
11404 </BinaryTree>
11405 <BinaryTree type="DecisionTree" boostWeight="1.0000000000000000e+00" itree="999">
11406 <Node pos="s" depth="0" NCoef="0" IVar="2" Cut="4.7620246186852455e-03" cType="1" res="-5.0223879516124725e-03" rms="4.4812545180320740e-01" purity="4.9295955896377563e-01" nType="0">
11407 <Node pos="l" depth="1" NCoef="0" IVar="2" Cut="3.6276073660701513e-03" cType="1" res="-3.0146822333335876e-02" rms="4.3864455819129944e-01" purity="4.6077537536621094e-01" nType="0">
11408 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-1.1395090259611607e-02" rms="4.3621790409088135e-01" purity="4.6069735288619995e-01" nType="-99"/>
11409 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="8.5130454972386360e-03" rms="4.4331434369087219e-01" purity="4.6110916137695312e-01" nType="-99"/>
11410 </Node>
11411 <Node pos="r" depth="1" NCoef="0" IVar="2" Cut="2.4152189493179321e-02" cType="1" res="5.3808465600013733e-03" rms="4.5158395171165466e-01" purity="5.0628608465194702e-01" nType="0">
11412 <Node pos="l" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="4.5265960507094860e-03" rms="4.4742289185523987e-01" purity="4.8315256834030151e-01" nType="-99"/>
11413 <Node pos="r" depth="2" NCoef="0" IVar="-1" Cut="0.0000000000000000e+00" cType="1" res="-2.5642567779868841e-03" rms="4.5639592409133911e-01" purity="5.3620433807373047e-01" nType="-99"/>
11414 </Node>
11415 </Node>
11416 </BinaryTree>
11417 </Weights>
11418 </MethodSetup>
