Changeset 17740
- Timestamp:
- 08/31/20 12:06:20 (4 years ago)
- Location:
- branches/3022-FastFunctionExtraction
- Files:
-
- 5 edited
Legend:
- Unmodified
- Added
- Removed
-
branches/3022-FastFunctionExtraction/FFX/BFUtils.cs
r17737 r17740 1 1 using HeuristicLab.Algorithms.DataAnalysis.Glmnet; 2 using HeuristicLab.Common; 2 3 using HeuristicLab.Data; 3 4 using HeuristicLab.Problems.DataAnalysis; … … 18 19 if (approach.AllowHinge) { 19 20 // only allow hinge functions for features with exponent = 1 (deemed too complex otherwise) 20 var linearSimpleBasisFuncs = simpleBasisFuncs.Where(simpleBf => simpleBf.Exponent == 1 );21 var linearSimpleBasisFuncs = simpleBasisFuncs.Where(simpleBf => simpleBf.Exponent == 1 && simpleBf.Operator.Equals(NonlinearOperator.None)); 21 22 simpleBasisFuncs = simpleBasisFuncs.Concat(CreateHingeBases(data, linearSimpleBasisFuncs, approach.MinHingeThr, approach.MaxHingeThr, approach.NumHingeThrs)); 22 23 } … … 88 89 // the importance of a basis function is measured by the absolute value of its coefficient when optimized on the data 89 90 public static IEnumerable<ISimpleBasisFunction> OrderBasisFuncsByImportance(IRegressionProblemData data, IList<ISimpleBasisFunction> candidateFunctions) { 90 var elnetData = PrepareData(Normalize(data ), candidateFunctions);91 var elnetData = PrepareData(Normalize(data, out _, out _, out _, out _), candidateFunctions); 91 92 var coeff = ElasticNetLinearRegression.CalculateModelCoefficients(elnetData, 0, 0, out var trainNMSE, out var testNMSE); // LS-fit 92 93 var intercept = coeff.Last(); … … 177 178 } 178 179 179 private static IRegressionProblemData Normalize(IRegressionProblemData data) 180 => new RegressionProblemData(Normalize(data.Dataset), data.AllowedInputVariables, data.TargetVariable); 180 public static IRegressionProblemData Normalize(IRegressionProblemData data, out double[] X_avgs, out double[] X_stds, out double y_avg, out double y_std) { 181 X_avgs = data.AllowedInputVariables 182 .Select(varname => data.Dataset.GetDoubleValues(varname) 183 .Average()) 184 .ToArray(); 185 X_stds = data.AllowedInputVariables 186 .Select(varname => data.Dataset.GetDoubleValues(varname) 187 .StandardDeviationPop()) 188 .ToArray(); 189 for (int i = 0; i < X_stds.Length; i++) { 190 if (X_stds[i] == 0) X_stds[i] = 1; 191 } 192 y_avg = data.TargetVariableValues.Average(); 193 y_std = data.TargetVariableValues.StandardDeviationPop(); 194 if (y_std == 0) y_std = 1; 195 var temp = Normalize(data.Dataset); 196 var ans = new RegressionProblemData(Normalize(data.Dataset), data.AllowedInputVariables, data.TargetVariable); 197 return ans; 198 } 181 199 182 200 // return a normalized version of IDataset ds -
branches/3022-FastFunctionExtraction/FFX/FastFunctionExtraction.cs
r17739 r17740 12 12 using System.Collections.Generic; 13 13 using HeuristicLab.Problems.DataAnalysis.Symbolic.Regression; 14 using HeuristicLab.Problems.DataAnalysis.Symbolic; 14 15 15 16 namespace HeuristicLab.Algorithms.DataAnalysis.FastFunctionExtraction { … … 24 25 private static readonly HashSet<NonlinearOperator> nonlinFuncs = new HashSet<NonlinearOperator> { NonlinearOperator.Abs, NonlinearOperator.Log, NonlinearOperator.None }; 25 26 private static readonly double minHingeThr = 0.2; 26 private static readonly double maxHingeThr = 0. 8;27 private static readonly double maxHingeThr = 0.9; 27 28 private static readonly int numHingeThrs = 5; 28 29 … … 192 193 var basisFunctions = BFUtils.CreateBasisFunctions(data, approach).ToArray(); 193 194 195 196 // FFX Step 2 194 197 var funcsArr = basisFunctions.ToArray(); 195 198 var elnetData = BFUtils.PrepareData(data, funcsArr); 196 197 // FFX Step 2 198 ElasticNetLinearRegression.RunElasticNetLinearRegression(elnetData, approach.ElnetPenalty, out var _, out var _, out var _, out var candidateCoeffs, out var intercept, maxVars: approach.MaxNumBases); 199 var normalizedElnetData = BFUtils.Normalize(elnetData, out var X_avgs, out var X_stds, out var y_avg, out var y_std); 200 201 ElasticNetLinearRegression.RunElasticNetLinearRegression(normalizedElnetData, approach.ElnetPenalty, out var _, out var _, out var _, out var candidateCoeffsNorm, out var interceptNorm, maxVars: approach.MaxNumBases); 202 203 var coefs = RebiasCoefs(candidateCoeffsNorm, interceptNorm, X_avgs, X_stds, y_avg, y_std, out var intercept); 199 204 200 205 // create models out of the learned coefficients 201 var ffxModels = Get UniqueModelsFromCoeffs(candidateCoeffs, intercept, funcsArr, approach);202 206 var ffxModels = GetModelsFromCoeffs(coefs, intercept, funcsArr, approach); 207 203 208 // one last LS-optimization step on the training data 204 209 foreach (var ffxModel in ffxModels) { 205 210 if (ffxModel.NumBases > 0) ffxModel.OptimizeCoefficients(data); 206 211 } 207 208 212 return ffxModels; 209 213 } 210 214 215 private static double[,] RebiasCoefs(double[,] unbiasedCoefs, double[] unbiasedIntercepts, double [] X_avgs, double[] X_stds, double y_avg, double y_std, out double[] rebiasedIntercepts) { 216 var rows = unbiasedIntercepts.Length; 217 var cols = X_stds.Length; 218 var rebiasedCoefs = new double[rows,cols]; 219 rebiasedIntercepts = new double[rows]; 220 221 for (int i = 0; i < rows; i++) { 222 var unbiasedIntercept = unbiasedIntercepts[i]; 223 rebiasedIntercepts[i] = unbiasedIntercept * y_std + y_avg; 224 225 for (int j = 0; j < cols; j++) { 226 rebiasedCoefs[i, j] = unbiasedCoefs[i, j] * y_std / X_stds[j]; 227 rebiasedIntercepts[i] -= rebiasedCoefs[i, j] * X_avgs[j]; 228 } 229 } 230 return rebiasedCoefs; 231 } 232 211 233 // finds all models with unique combinations of basis functions 212 private static IEnumerable<FFXModel> Get UniqueModelsFromCoeffs(double[,] candidateCoeffs, double[] intercept, IBasisFunction[] funcsArr, Approach approach) {234 private static IEnumerable<FFXModel> GetModelsFromCoeffs(double[,] candidateCoeffs, double[] intercept, IBasisFunction[] funcsArr, Approach approach) { 213 235 List<FFXModel> ffxModels = new List<FFXModel>(); 214 List<int[]> bfCombinations = new List<int[]>();215 236 216 237 for (int i = 0; i < intercept.Length; i++) { … … 219 240 if (nonzeroIndices.Count() > approach.MaxNumBases) continue; 220 241 // ignore duplicate models (models with same combination of basis functions) 221 if (bfCombinations.Any(arr => Enumerable.SequenceEqual(arr, nonzeroIndices))) continue;222 242 var ffxModel = new FFXModel(intercept[i], nonzeroIndices.Select(idx => (row[idx], funcsArr[idx]))); 223 bfCombinations.Add(nonzeroIndices);224 243 ffxModels.Add(ffxModel); 225 244 } -
branches/3022-FastFunctionExtraction/TestFFX/Program.cs
r17738 r17740 24 24 // foreach dataset 25 25 foreach (var fInfo in dInfo.GetFiles()) { 26 //if (fInfo.Name != "1089_USCrime.csv") continue; 26 27 Console.Write($"{++idx}/{len}\t{fInfo.Name,-35}:"); 27 28 RunFFXOnDataset(fInfo, targetPath, out var elapsedSeconds); … … 56 57 Stopwatch sw = new Stopwatch(); 57 58 sw.Start(); 58 var regressionModels = FastFunctionExtraction.Fit(data, 0.95, out var numBases, true, true, true, true, true, maxNumBases: 20).ToArray();59 var regressionModels = FastFunctionExtraction.Fit(data, 0.95, out var numBases, true, true, true, true, true, maxNumBases: 10).ToArray(); 59 60 sw.Stop(); 60 61 var regressionSolutions = regressionModels.Select(model => new SymbolicRegressionSolution(model, data)).ToArray(); -
branches/3022-FastFunctionExtraction/TestFFX/TestFFX.csproj
r17738 r17740 169 169 <ItemGroup /> 170 170 <ItemGroup> 171 <Content Include="results\lengths.txt" />172 171 <Content Include="results\results.txt" /> 173 172 </ItemGroup> -
branches/3022-FastFunctionExtraction/TestFFX/results/results.txt
r17738 r17740 1 1 dataset,algorithm,num_bases,train_mse,train_mae,test_mse,test_mae,runtime 2 1027_ESL,hl_ffx,0,2.21921190540177,1.2006517065305,1.82046156947057,1.11727358237033,1.2627732 3 1027_ESL,hl_ffx,1,1.85496573674532,1.08948205747595,1.54460467160375,1.02874565246501,1.2627732 4 1027_ESL,hl_ffx,2,1.51984265250861,0.976201968022541,1.2865939159192,0.933754674559429,1.2627732 5 1027_ESL,hl_ffx,3,1.1814006930044,0.853864287729073,0.942957925730236,0.785400880412206,1.2627732 6 1027_ESL,hl_ffx,4,0.820178445817836,0.702579620668778,0.650275030049176,0.646307223512914,1.2627732 7 1027_ESL,hl_ffx,5,0.320856395576467,0.424180671799732,0.305694603721764,0.420514490477614,1.2627732 8 1027_ESL,hl_ffx,6,0.248978513565686,0.385060646373953,0.284976609369674,0.410495454348272,1.2627732 9 1027_ESL,hl_ffx,11,0.248105375569678,0.381679298874508,0.282585145166553,0.403689293002266,1.2627732 10 1027_ESL,hl_ffx,12,0.255216616893734,0.385837025589503,0.282508028615252,0.40366974110695,1.2627732 11 1028_SWD,hl_ffx,0,0.636656000000002,0.665872000000007,0.678384000000001,0.687360000000008,2.128796 12 1028_SWD,hl_ffx,1,0.592932317616271,0.641648666099552,0.631767181728749,0.662467977630744,2.128796 13 1028_SWD,hl_ffx,2,0.567676470499729,0.620733305015546,0.606285648361,0.6404706747681,2.128796 14 1028_SWD,hl_ffx,3,0.510173485696301,0.592081355952582,0.549761408144058,0.610615157646714,2.128796 15 1028_SWD,hl_ffx,4,0.479811705118018,0.580319203210735,0.513666386062213,0.596978642568589,2.128796 16 1028_SWD,hl_ffx,5,0.438821440716981,0.555494190672456,0.470875119564631,0.568551181344911,2.128796 17 1028_SWD,hl_ffx,6,0.42813804129214,0.548144532350457,0.459196336269358,0.560961590517629,2.128796 18 1028_SWD,hl_ffx,7,0.40518151957839,0.529145924331657,0.434467552478969,0.542498296329828,2.128796 19 1028_SWD,hl_ffx,8,0.388589442482424,0.511264394432213,0.415032568680417,0.525531716092011,2.128796 20 1028_SWD,hl_ffx,9,0.381092942583327,0.504474365390688,0.405790500261395,0.518637244049736,2.128796 21 1028_SWD,hl_ffx,11,0.375174287702892,0.498142777099804,0.398182284164681,0.512147075158408,2.128796 22 1028_SWD,hl_ffx,12,0.371306281578616,0.492421587644481,0.39264790977947,0.506843882082517,2.128796 23 1028_SWD,hl_ffx,13,0.37018227953927,0.490126886485287,0.390675659066499,0.505559443117481,2.128796 24 1028_SWD,hl_ffx,14,0.367032162405632,0.487735013385344,0.389295624977466,0.503662317364352,2.128796 25 1028_SWD,hl_ffx,15,0.364009569564073,0.485755906251904,0.387540020681971,0.502259006151651,2.128796 26 1028_SWD,hl_ffx,16,0.360533509651228,0.483852520217539,0.38643509858396,0.501544054568926,2.128796 27 1028_SWD,hl_ffx,18,0.359883163308365,0.483499087087804,0.386356660684938,0.501518629278771,2.128796 28 1028_SWD,hl_ffx,19,0.35949937823785,0.483274766126267,0.386319924349887,0.501489365836209,2.128796 29 1028_SWD,hl_ffx,20,0.358619943248345,0.482809548316216,0.386266621283937,0.501520710917455,2.128796 30 1029_LEV,hl_ffx,0,0.926475999999998,0.781448000000001,0.895091999999999,0.763296,1.2134017 31 1029_LEV,hl_ffx,1,0.866324153335936,0.752065421784597,0.819805467666223,0.729622896294112,1.2134017 32 1029_LEV,hl_ffx,2,0.774948701487943,0.703675928582297,0.706852049314019,0.674675141085467,1.2134017 33 1029_LEV,hl_ffx,3,0.627592070335985,0.635390099719034,0.554312549141319,0.601621603371594,1.2134017 34 1029_LEV,hl_ffx,4,0.578748890257134,0.608978119312922,0.5092158896375,0.5758109765397,1.2134017 35 1029_LEV,hl_ffx,5,0.40993370055332,0.485169133869925,0.385313307926541,0.483019935449457,1.2134017 36 1029_LEV,hl_ffx,9,0.41732519420722,0.496676263887013,0.38374773862595,0.489809266119741,1.2134017 37 1029_LEV,hl_ffx,10,0.412180991524898,0.490684756309508,0.38217103228576,0.485725153868844,1.2134017 38 1029_LEV,hl_ffx,12,0.408941223862732,0.491244925634102,0.381159367366734,0.486370070424148,1.2134017 39 1030_ERA,hl_ffx,0,4.18617600000004,1.714912,3.68990400000002,1.59182399999999,1.2013925 40 1030_ERA,hl_ffx,1,3.83927908075954,1.64769548835825,3.38382928883988,1.5261509767165,1.2013925 41 1030_ERA,hl_ffx,2,3.01406818473822,1.46578160495649,2.69452896702493,1.3575678873187,1.2013925 42 1030_ERA,hl_ffx,3,2.80621617048149,1.40729273461977,2.52200417491753,1.30203246923954,1.2013925 43 1030_ERA,hl_ffx,4,2.76299692270536,1.37828767627959,2.4390207672461,1.26255144033337,1.2013925 44 1030_ERA,hl_ffx,5,2.64201687684598,1.32709248763592,2.29705193454577,1.21540093108658,1.2013925 45 1030_ERA,hl_ffx,7,2.58695978290774,1.29665355332284,2.29687685137965,1.20513665878065,1.2013925 46 1030_ERA,hl_ffx,8,2.57117929847121,1.28883760701133,2.28738862355291,1.1996929889526,1.2013925 47 1089_USCrime,hl_ffx,0,1695.86389413989,34.8052930056711,1446.92958412098,35.0507246376812,0.2389534 48 1089_USCrime,hl_ffx,1,1368.19003950652,31.1203450891589,1231.7086530973,32.3400526858661,0.2389534 49 1089_USCrime,hl_ffx,2,285.7950553919,13.425080968293,453.849901512573,17.4784977558349,0.2389534 50 1089_USCrime,hl_ffx,3,265.239966975582,13.0208496561499,433.274228590792,16.8565408370487,0.2389534 51 1089_USCrime,hl_ffx,4,223.869927586863,12.1700520463138,365.358533998151,15.2672031753223,0.2389534 52 1089_USCrime,hl_ffx,5,175.933510471616,10.7276370380729,344.155262516737,14.0601355738973,0.2389534 53 1089_USCrime,hl_ffx,6,149.211639879306,10.0003419965696,317.206769481538,13.1451551384108,0.2389534 54 1089_USCrime,hl_ffx,7,139.077896448652,9.70231202133502,306.951656655507,12.8253323144941,0.2389534 55 1089_USCrime,hl_ffx,8,124.727043152427,9.18453936574502,292.017168072195,12.6550575200081,0.2389534 56 1089_USCrime,hl_ffx,9,133.612829154786,9.62826396543537,230.958346052984,10.9751944805641,0.2389534 57 1089_USCrime,hl_ffx,12,83.0507393927492,7.38116881018409,220.655545572531,12.3165383031039,0.2389534 58 1089_USCrime,hl_ffx,13,114.003867364938,8.96094631382618,205.750733012765,10.7082542898409,0.2389534 59 1089_USCrime,hl_ffx,14,95.9949274979287,8.31742781886829,192.281057398515,11.1475235653535,0.2389534 60 1089_USCrime,hl_ffx,15,93.459110487685,8.23302739637125,191.294178318997,11.2263090010516,0.2389534 61 1089_USCrime,hl_ffx,16,91.1763867320312,8.15583708859322,188.756784789442,11.2461850759821,0.2389534 62 1089_USCrime,hl_ffx,17,85.1728587544972,7.87555218082298,184.422582190323,11.3454061613458,0.2389534 63 1089_USCrime,hl_ffx,18,84.6385698854118,7.83786166339477,184.365077174812,11.358982140435,0.2389534 64 1089_USCrime,hl_ffx,19,83.7750407738003,7.76032329037561,184.218397017001,11.3698693330555,0.2389534 65 1096_FacultySalaries,hl_ffx,0,20.8715850773349,3.4379521484375,23.9053807631944,4.30703994750977,0.1317426 66 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656_fri_c1_100_5,hl_ffx,10,0.186963480112502,0.339974976051609,0.508584843992166,0.589199465764955,0.2549866 1078 656_fri_c1_100_5,hl_ffx,11,0.171060839732115,0.324678416541581,0.500221697120262,0.583853375107615,0.2549866 1079 656_fri_c1_100_5,hl_ffx,12,0.159022559342706,0.314394866114721,0.492913554038284,0.580220909697131,0.2549866 1080 656_fri_c1_100_5,hl_ffx,13,0.149471366571732,0.303180466174346,0.483926979678515,0.575341824603935,0.2549866 1081 656_fri_c1_100_5,hl_ffx,14,0.137218244738407,0.291513723027362,0.470407892126959,0.56497486006644,0.2549866 1082 656_fri_c1_100_5,hl_ffx,16,0.106642634246696,0.254963352735941,0.415758536832258,0.525456512138029,0.2549866 1083 656_fri_c1_100_5,hl_ffx,17,0.0674742248606471,0.198336552190966,0.294178946508374,0.429999284526269,0.2549866 1084 656_fri_c1_100_5,hl_ffx,19,0.0652216626464305,0.194139023927351,0.287426108364619,0.424213583895407,0.2549866 1085 656_fri_c1_100_5,hl_ffx,20,0.0594841976310305,0.186037955726644,0.267967997926352,0.406611728826155,0.2549866 1086 657_fri_c2_250_10,hl_ffx,0,0.998917407767935,0.802835071108938,0.998195757578994,0.833479120586216,0.5492621 1087 657_fri_c2_250_10,hl_ffx,1,0.956571530760528,0.779739087916766,0.949338594655154,0.809166398221676,0.5492621 1088 657_fri_c2_250_10,hl_ffx,2,0.92132747389478,0.761962668479441,0.909903446460904,0.788136430368065,0.5492621 1089 657_fri_c2_250_10,hl_ffx,3,0.821412500481288,0.723709361450966,0.808655841118741,0.742481685189653,0.5492621 1090 657_fri_c2_250_10,hl_ffx,4,0.776792168402071,0.705032698635418,0.765066881814857,0.722762031052254,0.5492621 1091 657_fri_c2_250_10,hl_ffx,5,0.751050737608854,0.700149489636766,0.760477297417072,0.71840272859481,0.5492621 1092 657_fri_c2_250_10,hl_ffx,6,0.607103843890229,0.62655717141641,0.612867477190736,0.64650810116924,0.5492621 1093 657_fri_c2_250_10,hl_ffx,7,0.476089230321541,0.557694342120273,0.492787354620738,0.576260428033934,0.5492621 1094 657_fri_c2_250_10,hl_ffx,9,0.438331670990474,0.53951685256333,0.458063687283276,0.555628216917261,0.5492621 1095 657_fri_c2_250_10,hl_ffx,12,0.399392209092066,0.51772514406945,0.426159839677198,0.535723014600817,0.5492621 1096 657_fri_c2_250_10,hl_ffx,13,0.302454404425284,0.443983659004823,0.357133539515737,0.479944755032585,0.5492621 1097 657_fri_c2_250_10,hl_ffx,15,0.266529887137041,0.412619873014286,0.333962025676366,0.455177244119204,0.5492621 1098 657_fri_c2_250_10,hl_ffx,17,0.238817513728979,0.385252373899539,0.317219813918463,0.435649386707596,0.5492621 1099 658_fri_c3_250_25,hl_ffx,0,0.832986170833698,0.759625362401128,1.16417042603033,0.833557966296613,1.0483838 1100 658_fri_c3_250_25,hl_ffx,1,0.798170754356236,0.744701295910896,1.1157346058123,0.81977500610216,1.0483838 1101 658_fri_c3_250_25,hl_ffx,2,0.746050249658627,0.720129696072932,1.04002345868263,0.789337111298124,1.0483838 1102 658_fri_c3_250_25,hl_ffx,3,0.680033594338473,0.688170266007473,0.966600329307029,0.764984479517427,1.0483838 1103 658_fri_c3_250_25,hl_ffx,5,0.619919901547623,0.653901360713371,0.931142363502488,0.748943307481186,1.0483838 1104 658_fri_c3_250_25,hl_ffx,6,0.56702855914556,0.625313774597541,0.861942954016776,0.724048236051675,1.0483838 1105 658_fri_c3_250_25,hl_ffx,8,0.534543196941739,0.608107127766264,0.846596622630259,0.722735433969287,1.0483838 1106 658_fri_c3_250_25,hl_ffx,9,0.50849207710937,0.591417218738478,0.814340144471391,0.707947451297589,1.0483838 1107 658_fri_c3_250_25,hl_ffx,10,0.431793298304711,0.543041100421597,0.720918958788681,0.666017416127112,1.0483838 1108 658_fri_c3_250_25,hl_ffx,13,0.368819022028374,0.50190601097642,0.650622518583445,0.6322817547846,1.0483838 1109 658_fri_c3_250_25,hl_ffx,14,0.323146246179353,0.469705869493364,0.600316661805989,0.608681915054462,1.0483838 1110 658_fri_c3_250_25,hl_ffx,20,0.285544601211664,0.439824675785017,0.559608697345901,0.588667936250696,1.0483838 1111 659_sleuth_ex1714,hl_ffx,0,9446393.3610586,2149.4404536862,6059444.92336164,1945.0670289855,0.2039772 1112 659_sleuth_ex1714,hl_ffx,1,7670988.3028361,1883.54950412567,4825800.90704275,1702.00338290754,0.2039772 1113 659_sleuth_ex1714,hl_ffx,2,2232771.07825322,984.238523518117,1536665.25926153,989.121709244198,0.2039772 1114 659_sleuth_ex1714,hl_ffx,3,2018287.30046847,926.553039601712,1170910.00390063,839.899941432346,0.2039772 1115 659_sleuth_ex1714,hl_ffx,4,1501161.46078457,840.23663505769,1037159.42892432,744.344939421618,0.2039772 1116 659_sleuth_ex1714,hl_ffx,7,1617536.75825612,839.450610288653,951677.023295681,737.180291506809,0.2039772 1117 659_sleuth_ex1714,hl_ffx,8,1829952.28666961,909.853996825236,940202.044126439,725.884669275412,0.2039772 1118 663_rabe_266,hl_ffx,0,2211.13638888889,39.7261111111111,3589.33416666667,50.165,0.169172 1119 663_rabe_266,hl_ffx,1,1739.07904313583,35.1106162102037,2793.64654672744,43.999024415664,0.169172 1120 663_rabe_266,hl_ffx,2,369.361210260013,15.9609913196461,952.508440349006,24.9924157966953,0.169172 1121 663_rabe_266,hl_ffx,3,113.172708092659,8.48588051510841,369.794174436456,15.6630468587969,0.169172 1122 663_rabe_266,hl_ffx,4,30.4815807206533,4.25406333215855,117.494891416631,9.08547408487938,0.169172 1123 663_rabe_266,hl_ffx,5,48.7462244121416,5.50297136975547,75.3346892463541,7.26372354728538,0.169172 1124 663_rabe_266,hl_ffx,6,22.1232708577511,3.68940290562265,25.5215555416278,3.92312693184762,0.169172 1125 663_rabe_266,hl_ffx,7,2.42790780842231,1.13689246045821,14.6959488693502,2.87985607935955,0.169172 1126 663_rabe_266,hl_ffx,16,6.63268452100332,2.05249436467517,7.54162109847489,2.01266409741353,0.169172 1127 665_sleuth_case2002,hl_ffx,0,96.1553762431976,8.06905610808783,93.0615804395128,7.25916327286192,0.1925694 1128 665_sleuth_case2002,hl_ffx,1,84.6306481717384,7.51887751196361,86.4535607727776,6.93226069973737,0.1925694 1129 665_sleuth_case2002,hl_ffx,3,47.1202759869658,4.72394114414451,63.5106307891118,5.8902371132667,0.1925694 1130 665_sleuth_case2002,hl_ffx,4,46.6034614071748,4.6596828784664,63.2442683237303,5.87899399437852,0.1925694 1131 666_rmftsa_ladata,hl_ffx,0,10.0660627586467,1.98062124470502,6.36560297719226,1.77096380478791,1.0809398 1132 666_rmftsa_ladata,hl_ffx,1,8.93944914195274,2.26481500125437,5.24109615282046,1.76830725688257,1.0809398 1133 666_rmftsa_ladata,hl_ffx,2,5.80837498528885,1.46186901217572,4.52436615652283,1.47833480453359,1.0809398 1134 666_rmftsa_ladata,hl_ffx,4,4.64252434228261,1.67610577173008,3.01907901784495,1.3610424978264,1.0809398 1135 666_rmftsa_ladata,hl_ffx,11,3.99800418287492,1.57085051247131,2.79998602097204,1.2972364654632,1.0809398 1136 666_rmftsa_ladata,hl_ffx,17,3.92098042306477,1.58671487933833,2.48987162723845,1.22293589212895,1.0809398 1137 678_visualizing_environmental,hl_ffx,0,13.502499470621,2.89355372279144,12.1797735325517,2.76396099932782,0.1649726 1138 678_visualizing_environmental,hl_ffx,1,12.5185724702657,2.80194675884723,10.8693288349279,2.62270277960282,0.1649726 1139 678_visualizing_environmental,hl_ffx,2,9.51755740783542,2.42347168904814,6.76080457816151,2.10220861360836,0.1649726 1140 678_visualizing_environmental,hl_ffx,3,9.36341695218302,2.39961093473846,6.45556421842169,2.04493570676319,0.1649726 1141 678_visualizing_environmental,hl_ffx,4,9.70064437941793,2.37731111850727,6.05921994676288,1.94466178013264,0.1649726 1142 678_visualizing_environmental,hl_ffx,8,9.0696872635608,2.33848801602339,5.91224066147451,1.91501571510641,0.1649726 1143 687_sleuth_ex1605,hl_ffx,0,211.644120707596,11.8418314255983,265.156087408948,13.2976066597294,0.2017022 1144 687_sleuth_ex1605,hl_ffx,1,182.757434093873,11.2004556360548,218.579671428403,12.1963624760631,0.2017022 1145 687_sleuth_ex1605,hl_ffx,2,92.3514065954562,8.02849309715811,90.0812722465573,8.08242676115169,0.2017022 1146 687_sleuth_ex1605,hl_ffx,4,82.3331343831669,7.57136649690151,82.9976149832218,7.67433843238539,0.2017022 1147 687_sleuth_ex1605,hl_ffx,5,82.3282094540325,7.57401794593497,82.9974085221189,7.67221407496722,0.2017022 1148 687_sleuth_ex1605,hl_ffx,7,76.777647924253,7.29296201887755,80.6161841205527,7.54285040597432,0.2017022 1149 687_sleuth_ex1605,hl_ffx,8,67.7901279578547,6.85593909669594,76.8241793809271,7.22655990314755,0.2017022 1150 687_sleuth_ex1605,hl_ffx,9,63.8505313464547,6.67084898931536,74.314667727312,6.97563866673471,0.2017022 1151 690_visualizing_galaxy,hl_ffx,0,10051.5056517881,83.7171405424169,7680.32998198231,71.00157196534,0.7052699 1152 690_visualizing_galaxy,hl_ffx,1,8003.25153882456,75.2224845179733,5777.95978023506,61.1538911887136,0.7052699 1153 690_visualizing_galaxy,hl_ffx,2,5194.15710736313,61.5561173954352,3432.69489022725,47.2357736137462,0.7052699 1154 690_visualizing_galaxy,hl_ffx,3,1007.75226274617,26.7947602045618,856.130846020579,24.099274570392,0.7052699 1155 690_visualizing_galaxy,hl_ffx,4,996.752733906438,26.5155728259593,855.735782115562,23.9868249861567,0.7052699 1156 690_visualizing_galaxy,hl_ffx,5,640.736921865764,21.1594456538203,598.711367015636,20.1536388030055,0.7052699 1157 690_visualizing_galaxy,hl_ffx,6,506.07317433787,18.6318369829966,570.102956535069,19.1729679929243,0.7052699 1158 690_visualizing_galaxy,hl_ffx,7,425.318274168164,16.8494406266088,559.867104601493,18.7815856981666,0.7052699 1159 690_visualizing_galaxy,hl_ffx,16,455.091713431653,17.5455738909192,553.639627022217,19.1529194079024,0.7052699 1160 695_chatfield_4,hl_ffx,0,1650.40948658191,31.3127912445617,2405.6174087419,37.6294149480729,0.4406516 1161 695_chatfield_4,hl_ffx,1,1650.5965688683,31.3153431205516,2396.49394595483,37.68407495967,0.4406516 1162 695_chatfield_4,hl_ffx,2,1319.92821795543,27.7877153388128,1916.14883903579,33.625800837469,0.4406516 1163 695_chatfield_4,hl_ffx,3,593.733523330468,17.5595298651269,987.406170856289,22.8222708616303,0.4406516 1164 695_chatfield_4,hl_ffx,4,226.917242357713,10.6366509988911,393.483173171646,14.3969611768244,0.4406516 1165 695_chatfield_4,hl_ffx,6,243.150550194816,10.8541591845693,260.415960734734,12.7957237891984,0.4406516 1166 695_chatfield_4,hl_ffx,7,242.09008670584,10.8307786344925,259.670926243018,12.8638852427306,0.4406516 1167 695_chatfield_4,hl_ffx,8,233.04990363288,10.7573055106104,257.34268367305,12.8221689909214,0.4406516 1168 706_sleuth_case1202,hl_ffx,0,6767.70548794896,64.5486767485823,9895.20683281884,75.2584412580944,0.2269566 1169 706_sleuth_case1202,hl_ffx,1,5814.47067423419,59.2881882736331,8761.77121923458,69.8618132279913,0.2269566 1170 706_sleuth_case1202,hl_ffx,2,2816.57415133925,37.6221242199072,4236.18061322191,45.3203886764553,0.2269566 1171 706_sleuth_case1202,hl_ffx,3,2671.9615015708,35.8440159290319,3872.73850001422,42.7856595553872,0.2269566 1172 706_sleuth_case1202,hl_ffx,4,2618.1211354782,35.596224801377,3722.21494244077,42.1749908602484,0.2269566 1173 706_sleuth_case1202,hl_ffx,5,2487.21875178303,35.5999416023581,3302.13195408873,40.4699690031013,0.2269566 1174 706_sleuth_case1202,hl_ffx,6,2429.79054237924,36.1750123374555,3156.64961901183,40.1910728888043,0.2269566 1175 712_chscase_geyser1,hl_ffx,0,164.622514406298,10.7905202499797,161.552633714796,10.7757487216947,0.2954622 1176 712_chscase_geyser1,hl_ffx,1,135.997893410245,9.73446131415401,129.530988657785,9.51122637383671,0.2954622 1177 712_chscase_geyser1,hl_ffx,2,42.8777466748056,5.30703097435781,34.3614602235305,4.83734510724046,0.2954622 1178 712_chscase_geyser1,hl_ffx,3,42.8925685993491,5.3290108646971,29.8503912176276,4.437535677753,0.2954622 1179 712_chscase_geyser1,hl_ffx,4,43.0075650973379,5.34739495333311,28.9665668687012,4.35656755424478,0.2954622 2 1027_ESL,hl_ffx,0,2.21921190540177,1.2006517065305,1.82046156947057,1.11727358237033,2.7394498 3 1027_ESL,hl_ffx,1,0.670454053047138,0.556394860359502,0.632765262701414,0.562610187455041,2.7394498 4 1027_ESL,hl_ffx,2,0.451437623767681,0.50384872859638,0.54018459151215,0.549215573770491,2.7394498 5 1027_ESL,hl_ffx,3,0.308086354175405,0.417370638685346,0.35483914656445,0.444294770967687,2.7394498 6 1027_ESL,hl_ffx,4,0.250220449722517,0.389024783030756,0.289770733297963,0.417833108345763,2.7394498 7 1028_SWD,hl_ffx,0,0.636656,0.665872000000002,0.678384,0.68736,2.8798955 8 1028_SWD,hl_ffx,1,0.452609181138019,0.556757427823877,0.470441319058841,0.567244611924519,2.8798955 9 1028_SWD,hl_ffx,3,0.416254622538211,0.533050525163216,0.445482677171207,0.545653450326433,2.8798955 10 1028_SWD,hl_ffx,4,0.404907934654919,0.527226020380763,0.433615637377872,0.542826613587176,2.8798955 11 1028_SWD,hl_ffx,5,0.395354465188147,0.5194382581765,0.42634859136308,0.539014032546794,2.8798955 12 1028_SWD,hl_ffx,6,0.394506445314646,0.513293503724359,0.416472259538159,0.525116388589743,2.8798955 13 1028_SWD,hl_ffx,7,0.386349540381436,0.501799886540944,0.414183644486707,0.520073659622831,2.8798955 14 1028_SWD,hl_ffx,8,0.372686355792258,0.490860849164256,0.394584143536457,0.508432820415253,2.8798955 15 1028_SWD,hl_ffx,9,0.3709150684613,0.489212191740871,0.392570509218485,0.506236741371511,2.8798955 16 1029_LEV,hl_ffx,0,0.926476,0.781448000000003,0.895092,0.763296000000004,3.1716639 17 1029_LEV,hl_ffx,1,0.673935089176136,0.643039551182426,0.547709062266954,0.593580820921817,3.1716639 18 1029_LEV,hl_ffx,2,0.517911358006072,0.559896459728608,0.457500156730263,0.526118720409859,3.1716639 19 1029_LEV,hl_ffx,3,0.464915747845961,0.51521591662027,0.435313767733758,0.503957225069595,3.1716639 20 1029_LEV,hl_ffx,4,0.409842216091828,0.483761673378582,0.386886980845591,0.482432016553545,3.1716639 21 1029_LEV,hl_ffx,6,0.407662231723778,0.484469287080605,0.38678900086682,0.483012470842454,3.1716639 22 1029_LEV,hl_ffx,7,0.407471611946353,0.484701589382751,0.386654140028983,0.483243376555715,3.1716639 23 1029_LEV,hl_ffx,9,0.409476682427704,0.483769053374899,0.385451186387587,0.481568072274334,3.1716639 24 1030_ERA,hl_ffx,0,4.18617599999999,1.714912,3.689904,1.591824,3.1508047 25 1030_ERA,hl_ffx,1,2.72977190262583,1.35384984372208,2.54981941675259,1.28149528744415,3.1508047 26 1030_ERA,hl_ffx,2,2.65278919560707,1.32578502617487,2.44605793681646,1.25168129758472,3.1508047 27 1030_ERA,hl_ffx,3,2.64391523862499,1.31542673474839,2.363460574765,1.22290901273548,3.1508047 28 1030_ERA,hl_ffx,4,2.58929803993015,1.29538331005694,2.30373661258743,1.20562612464689,3.1508047 29 1030_ERA,hl_ffx,5,2.58691579852935,1.29076676543199,2.29485859222645,1.20020325933796,3.1508047 30 1030_ERA,hl_ffx,6,2.57221673654122,1.28610551457427,2.28384178111935,1.19504944588796,3.1508047 31 1089_USCrime,hl_ffx,0,1695.86389413989,34.8052930056711,1446.92958412098,35.0507246376812,0.4748796 32 1089_USCrime,hl_ffx,1,298.845451383669,13.8102274803009,409.391769049354,16.4445922725643,0.4748796 33 1089_USCrime,hl_ffx,2,208.524641813617,11.476549066419,396.82478672678,15.2956814808216,0.4748796 34 1089_USCrime,hl_ffx,3,192.029140776913,11.705352907974,270.406403689341,13.0612965572001,0.4748796 35 1089_USCrime,hl_ffx,5,159.951548863207,10.6838169849673,226.639009641722,11.8406959468386,0.4748796 36 1089_USCrime,hl_ffx,8,101.825682862088,8.38932133344676,206.224248203552,11.1892882092873,0.4748796 37 1089_USCrime,hl_ffx,9,101.599957935225,8.41148650190271,204.159028448515,11.1505640434154,0.4748796 38 1089_USCrime,hl_ffx,10,91.1533757218258,7.72469042423773,199.354212946402,11.6556823252387,0.4748796 39 1096_FacultySalaries,hl_ffx,0,20.8715850773349,3.4379521484375,23.9053807631944,4.30703994750977,0.3253721 40 1096_FacultySalaries,hl_ffx,1,2.89543237184575,1.3089859259745,3.11622296889814,1.3670716242576,0.3253721 41 1096_FacultySalaries,hl_ffx,2,4.35769832525074,1.66692726566621,1.76904762743054,0.973929928477229,0.3253721 42 1096_FacultySalaries,hl_ffx,3,3.20200320808503,1.47932481320583,1.73579485751861,0.975212662287485,0.3253721 43 192_vineyard,hl_ffx,0,8.57581360946745,1.94230769230769,42.6838017751477,5.22337278106507,0.4858944 44 192_vineyard,hl_ffx,1,5.25247610179429,1.83078612578409,14.7811745219134,2.88486105975568,0.4858944 45 192_vineyard,hl_ffx,2,3.23294576431455,1.42550757142432,9.26559457361764,2.59831301943392,0.4858944 46 192_vineyard,hl_ffx,4,2.44399024537055,1.253275,8.44393240801593,2.24935287321029,0.4858944 47 192_vineyard,hl_ffx,5,2.42443774444741,1.25382980769231,7.67712665797896,2.33744291043905,0.4858944 48 195_auto_price,hl_ffx,0,47659464.6591892,5275.21871494951,21172799.7580576,3901.03496835442,0.777661 49 195_auto_price,hl_ffx,1,7343534.15025672,1763.13928649987,5380714.18007198,1685.98929843103,0.777661 50 195_auto_price,hl_ffx,2,7361688.67427542,1742.30278323017,4943287.59585015,1558.98007413606,0.777661 51 195_auto_price,hl_ffx,3,7952798.7085762,2027.81968945934,4667051.41767198,1732.14603922324,0.777661 52 195_auto_price,hl_ffx,4,7153056.73330689,1806.42951042247,4020442.20553672,1556.37090382858,0.777661 53 195_auto_price,hl_ffx,5,6925259.00892372,1729.24728267342,3805418.0027508,1500.45807928759,0.777661 54 195_auto_price,hl_ffx,6,6220100.96897014,1665.71879933025,3677966.5343801,1483.23668708298,0.777661 55 207_autoPrice,hl_ffx,0,47659464.6591892,5275.21871494951,21172799.7580576,3901.03496835442,0.7778824 56 207_autoPrice,hl_ffx,1,7343534.15025672,1763.13928649987,5380714.18007198,1685.98929843103,0.7778824 57 207_autoPrice,hl_ffx,2,7361688.67427542,1742.30278323017,4943287.59585015,1558.98007413606,0.7778824 58 207_autoPrice,hl_ffx,3,7952798.7085762,2027.81968945934,4667051.41767198,1732.14603922324,0.7778824 59 207_autoPrice,hl_ffx,4,6488807.72776556,1636.50415171778,3963259.06416406,1510.03921322136,0.7778824 60 207_autoPrice,hl_ffx,5,6358159.58845093,1647.62086939661,3568125.27167282,1415.5254284379,0.7778824 61 207_autoPrice,hl_ffx,6,6009179.45845876,1631.83053440282,3351635.2602914,1406.13056596305,0.7778824 62 210_cloud,hl_ffx,0,0.60547934399086,0.591090546933672,1.79226361221667,0.890473238393071,0.4987898 63 210_cloud,hl_ffx,1,0.150006441808984,0.26298226542511,0.589549961415716,0.501592595450158,0.4987898 64 210_cloud,hl_ffx,2,0.0747136343563192,0.191632576492159,0.229889567618748,0.298373389914006,0.4987898 65 210_cloud,hl_ffx,5,0.0694662255781532,0.181142670509707,0.220824867703889,0.293253810346168,0.4987898 66 228_elusage,hl_ffx,0,506.034058787559,18.9136711612487,663.882895222289,20.0369048724099,0.5014553 67 228_elusage,hl_ffx,1,90.4497209059488,7.74835481344796,103.85187944443,8.20478130522614,0.5014553 68 228_elusage,hl_ffx,2,82.9985955051556,7.18002666695508,98.5542916483682,8.06948304487123,0.5014553 69 230_machine_cpu,hl_ffx,0,24084.9363905325,96.6582840236688,27385.7700197239,94.5355311355311,0.7314391 70 230_machine_cpu,hl_ffx,1,3910.00738005422,39.381810453348,15163.3991885016,56.6499960311406,0.7314391 71 230_machine_cpu,hl_ffx,2,5323.69312688322,40.6485709196649,4536.70052024292,35.7097186841544,0.7314391 72 485_analcatdata_vehicle,hl_ffx,0,74424.2899305555,231.159722222222,83919.1614583333,229.392361111111,0.2359397 73 485_analcatdata_vehicle,hl_ffx,1,27063.6493055556,136.625,43395.5729166667,150.5625,0.2359397 74 485_analcatdata_vehicle,hl_ffx,2,21618.4392361117,95.8368083333333,35927.2419527783,145.725691666667,0.2359397 75 485_analcatdata_vehicle,hl_ffx,3,18866.5625000017,100.583341666667,32174.2852138906,135.604169444445,0.2359397 76 485_analcatdata_vehicle,hl_ffx,6,18866.5625000017,100.583341666667,32174.2852138905,135.604169444444,0.2359397 77 485_analcatdata_vehicle,hl_ffx,8,18555.3063893239,102.416158333333,31843.3524620545,135.021226647459,0.2359397 78 485_analcatdata_vehicle,hl_ffx,9,14582.165181711,93.9746729259784,28646.743257289,127.202577111269,0.2359397 79 519_vinnie,hl_ffx,0,8.91027700831025,2.41091412742382,10.6590858725762,2.76709141274239,1.729952 80 519_vinnie,hl_ffx,1,2.5011312058429,1.25769666151081,2.17584203631855,1.18904824045817,1.729952 81 519_vinnie,hl_ffx,2,2.5019708380331,1.25959018132676,2.16951525425165,1.18955076514072,1.729952 82 519_vinnie,hl_ffx,4,2.45723587583594,1.24346745719029,2.16244145745738,1.1790180838583,1.729952 83 522_pm10,hl_ffx,0,0.830183969481388,0.686676141281128,0.747813569100025,0.681488986377717,1.3589458 84 522_pm10,hl_ffx,1,0.728575224303561,0.660601688054567,0.631995529756903,0.641524657190615,1.3589458 85 522_pm10,hl_ffx,2,0.675055705655606,0.630703283880948,0.589349518428015,0.603982752171525,1.3589458 86 522_pm10,hl_ffx,3,0.690653736116335,0.646746010844062,0.563551991565108,0.601049631000278,1.3589458 87 522_pm10,hl_ffx,4,0.656551018681841,0.620533601475628,0.532648689935221,0.572055174699929,1.3589458 88 522_pm10,hl_ffx,7,0.643526085306926,0.619904896994801,0.532220031083548,0.577087442705624,1.3589458 89 523_analcatdata_neavote,hl_ffx,0,15.8176,3.8512,15.4704,3.7728,0.2101962 90 523_analcatdata_neavote,hl_ffx,1,0.5961904770322,0.432389333333336,1.33202198712744,0.665720761904764,0.2101962 91 523_analcatdata_neavote,hl_ffx,2,0.596190476324442,0.432386727574398,1.06131278912276,0.632974640379852,0.2101962 92 527_analcatdata_election2000,hl_ffx,0,7674874838.54178,52969.779614325,3421478556.33701,40643.5311942959,0.4915851 93 527_analcatdata_election2000,hl_ffx,1,57833168.2844652,3254.71659913343,191899202.456255,7000.45887647059,0.4915851 94 527_analcatdata_election2000,hl_ffx,4,26227552.5752984,3356.74654507152,95180188.5074902,6323.478776768,0.4915851 95 542_pollution,hl_ffx,0,3142.56412414951,46.5852802191841,4546.02269965029,52.7528261990017,0.4509729 96 542_pollution,hl_ffx,1,2020.24326197074,36.697858855255,2471.24369894546,39.1749397131419,0.4509729 97 542_pollution,hl_ffx,2,1368.87398724185,28.2574596819159,2097.69879476632,35.9252708340943,0.4509729 98 547_no2,hl_ffx,0,0.508005861566728,0.581734166507721,0.618826048269708,0.622791863132478,1.8781375 99 547_no2,hl_ffx,1,0.377101834783253,0.493438755912457,0.457706227470831,0.510267223873847,1.8781375 100 547_no2,hl_ffx,2,0.268929708663266,0.410070737199507,0.368191188963541,0.485087908964604,1.8781375 101 547_no2,hl_ffx,3,0.267763520911872,0.409273984389059,0.364098898169415,0.482462576929157,1.8781375 102 547_no2,hl_ffx,4,0.257822476187995,0.403180587803048,0.335002440386242,0.455692056271227,1.8781375 103 547_no2,hl_ffx,5,0.247989806510054,0.394683504313498,0.316931668489635,0.452275983075829,1.8781375 104 547_no2,hl_ffx,6,0.242379804144856,0.394009256314018,0.307735303405686,0.446478401213142,1.8781375 105 547_no2,hl_ffx,7,0.238751461559978,0.39145410889131,0.297783408951829,0.438969969908031,1.8781375 106 547_no2,hl_ffx,9,0.223383186097001,0.383942522134847,0.273623250976282,0.423539625670148,1.8781375 107 556_analcatdata_apnea2,hl_ffx,0,10211911.5018249,1481.63834143388,9162647.18051389,1335.58671063362,1.7566232 108 556_analcatdata_apnea2,hl_ffx,1,9940336.22907456,1526.18024455254,8908896.38392129,1374.75277055348,1.7566232 109 556_analcatdata_apnea2,hl_ffx,2,9527085.21389699,1471.85956670229,8826401.27193286,1404.82484903253,1.7566232 110 556_analcatdata_apnea2,hl_ffx,4,7283437.93291278,1640.93320633549,6848478.39475964,1570.09068722684,1.7566232 111 556_analcatdata_apnea2,hl_ffx,6,6704775.67548508,1589.3599927266,6533566.82418822,1526.76383367732,1.7566232 112 556_analcatdata_apnea2,hl_ffx,8,6561275.64665108,1583.04652352314,6376184.6602152,1521.12541855736,1.7566232 113 557_analcatdata_apnea1,hl_ffx,0,10563703.8753405,1352.14132350585,9714588.28905693,1369.84655887671,1.7979891 114 557_analcatdata_apnea1,hl_ffx,1,10177091.7671326,1389.91594931186,9472100.99015496,1430.23842468254,1.7979891 115 557_analcatdata_apnea1,hl_ffx,2,9957138.12365675,1493.71988663557,9365289.99638577,1537.21192430477,1.7979891 116 557_analcatdata_apnea1,hl_ffx,3,9359448.22105905,1534.90685041216,8845016.29439821,1558.10250582717,1.7979891 117 557_analcatdata_apnea1,hl_ffx,4,8788844.5955718,1627.44173498953,8389978.14402623,1649.00016647262,1.7979891 118 557_analcatdata_apnea1,hl_ffx,5,6822805.99565037,1077.68522799686,5898539.57496162,1121.82031029434,1.7979891 119 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678_visualizing_environmental,hl_ffx,1,9.37329959577675,2.38767941066379,6.51584646668145,2.0713425136796,0.5151997 657 678_visualizing_environmental,hl_ffx,2,9.33267163638542,2.37869304009681,6.31102957573929,2.02453495753151,0.5151997 658 678_visualizing_environmental,hl_ffx,3,9.22906173039382,2.38988373146342,6.12710991267092,1.97981013271313,0.5151997 659 678_visualizing_environmental,hl_ffx,4,9.44660725347205,2.35248944818044,6.09384954592666,1.96401471156254,0.5151997 660 678_visualizing_environmental,hl_ffx,6,9.18725791279518,2.36488292886291,6.05716289905443,1.93413037962883,0.5151997 661 687_sleuth_ex1605,hl_ffx,0,211.644120707596,11.8418314255983,265.156087408948,13.2976066597294,0.4275379 662 687_sleuth_ex1605,hl_ffx,1,86.1070081443453,7.75121899481484,90.7873613555202,7.38393345334129,0.4275379 663 687_sleuth_ex1605,hl_ffx,2,86.0970237172863,7.74732403114595,90.5696756273643,7.4231599966887,0.4275379 664 687_sleuth_ex1605,hl_ffx,3,74.1716315866027,7.15629885200677,87.5566869317491,7.3199269962078,0.4275379 665 687_sleuth_ex1605,hl_ffx,4,71.5787187308025,7.07542937629157,84.0457758100955,7.3505555985488,0.4275379 666 687_sleuth_ex1605,hl_ffx,7,47.0463405896385,5.59035316797526,81.49573739483,6.80213054594645,0.4275379 667 690_visualizing_galaxy,hl_ffx,0,10051.5056517881,83.7171405424169,7680.32998198231,71.00157196534,1.3800538 668 690_visualizing_galaxy,hl_ffx,1,1306.16902315496,31.6479721263087,2850.64218905316,39.5467152666549,1.3800538 669 690_visualizing_galaxy,hl_ffx,2,992.702603366783,26.5151164397082,908.300637680266,24.3659802609191,1.3800538 670 690_visualizing_galaxy,hl_ffx,3,659.086626285801,21.0792264223273,680.288715972661,20.0763313549845,1.3800538 671 690_visualizing_galaxy,hl_ffx,4,552.650445604915,18.9420649862887,565.154707944258,18.9058496687959,1.3800538 672 690_visualizing_galaxy,hl_ffx,5,479.975195275495,17.3146797179912,488.928626862183,17.6043506182932,1.3800538 673 695_chatfield_4,hl_ffx,0,1650.40948658191,31.3127912445617,2405.6174087419,37.6294149480729,1.119985 674 695_chatfield_4,hl_ffx,2,262.585377575954,10.8261888211836,241.043271231717,11.9371345984229,1.119985 675 706_sleuth_case1202,hl_ffx,0,6767.70548794896,64.5486767485823,9895.20683281884,75.2584412580944,0.51642 676 706_sleuth_case1202,hl_ffx,1,2630.73349072012,34.9325410417869,3625.05517353067,41.7269319730828,0.51642 677 706_sleuth_case1202,hl_ffx,2,2583.18405751464,33.9321521250142,3483.67096768828,39.6152019601549,0.51642 678 706_sleuth_case1202,hl_ffx,3,2515.0779683848,35.5563510628551,2982.86869617566,38.9362028960462,0.51642 679 706_sleuth_case1202,hl_ffx,4,2444.65386727262,36.3359831773904,2970.09709693309,39.2376750845391,0.51642 680 706_sleuth_case1202,hl_ffx,7,2510.02039754452,35.6370077061721,2965.97231632248,38.8746237687496,0.51642 681 706_sleuth_case1202,hl_ffx,8,2438.72773938598,36.3223704348948,2950.71173911591,39.0873770266757,0.51642 682 706_sleuth_case1202,hl_ffx,9,1867.77736586222,32.957017440222,2483.35449871977,37.5648136888275,0.51642 683 712_chscase_geyser1,hl_ffx,0,164.622514406298,10.7905202499797,161.552633714796,10.7757487216947,1.3133412 684 712_chscase_geyser1,hl_ffx,1,40.2335353110707,5.19088746347302,34.6722312054407,4.81599322753595,1.3133412 685 712_chscase_geyser1,hl_ffx,2,42.7017939890927,5.31134505621055,31.3359162883902,4.5446393201529,1.3133412
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