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Ignore:
Timestamp:
08/31/20 12:06:20 (4 years ago)
Author:
lleko
Message:

#3022 add normalization

Location:
branches/3022-FastFunctionExtraction/TestFFX
Files:
3 edited

Legend:

Unmodified
Added
Removed
  • branches/3022-FastFunctionExtraction/TestFFX/Program.cs

    r17738 r17740  
    2424            // foreach dataset
    2525            foreach (var fInfo in dInfo.GetFiles()) {
     26                //if (fInfo.Name != "1089_USCrime.csv") continue;
    2627                Console.Write($"{++idx}/{len}\t{fInfo.Name,-35}:");
    2728                RunFFXOnDataset(fInfo, targetPath, out var elapsedSeconds);
     
    5657            Stopwatch sw = new Stopwatch();
    5758            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();
    5960            sw.Stop();
    6061            var regressionSolutions = regressionModels.Select(model => new SymbolicRegressionSolution(model, data)).ToArray();
  • branches/3022-FastFunctionExtraction/TestFFX/TestFFX.csproj

    r17738 r17740  
    169169  <ItemGroup />
    170170  <ItemGroup>
    171     <Content Include="results\lengths.txt" />
    172171    <Content Include="results\results.txt" />
    173172  </ItemGroup>
  • branches/3022-FastFunctionExtraction/TestFFX/results/results.txt

    r17738 r17740  
    11dataset,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 1096_FacultySalaries,hl_ffx,1,16.6605406795473,3.05780052577047,19.3556873148141,3.88127313324717,0.1317426
    67 1096_FacultySalaries,hl_ffx,2,4.45120670154169,1.45467513749071,5.49158487323299,1.96479559603797,0.1317426
    68 1096_FacultySalaries,hl_ffx,3,3.22652411211049,1.44113365766156,2.04832556702813,1.17161153696469,0.1317426
    69 1096_FacultySalaries,hl_ffx,4,3.25342424685175,1.44101259295172,1.98979403765695,1.14274163673407,0.1317426
    70 192_vineyard,hl_ffx,0,8.57581360946745,1.94230769230769,42.6838017751477,5.22337278106507,0.1197636
    71 192_vineyard,hl_ffx,1,7.13332483805537,1.826995,30.9842770286965,4.42137032762782,0.1197636
    72 192_vineyard,hl_ffx,2,4.0080476045338,1.51823812625161,11.4162986352515,2.65603260366349,0.1197636
    73 192_vineyard,hl_ffx,3,3.2417417884662,1.43698920321465,8.74629609698807,2.57493772364124,0.1197636
    74 192_vineyard,hl_ffx,4,3.27412093571332,1.44888571399639,8.72083029118088,2.24757592575119,0.1197636
    75 195_auto_price,hl_ffx,0,47659464.6591892,5275.21871494951,21172799.7580576,3901.03496835442,0.6460301
    76 195_auto_price,hl_ffx,1,37072233.0095957,4699.82229649169,16797592.8494074,3527.19565888694,0.6460301
    77 195_auto_price,hl_ffx,2,18475458.2990545,3232.05373626954,8832493.59353004,2530.31046793292,0.6460301
    78 195_auto_price,hl_ffx,3,12670581.7716669,2622.65981746071,6761362.03696773,2162.65465503816,0.6460301
    79 195_auto_price,hl_ffx,4,8626240.92177789,2065.06920430122,5028461.5586477,1840.76111891418,0.6460301
    80 195_auto_price,hl_ffx,5,8582394.03185763,2061.43431733834,4930458.30325255,1816.69494357941,0.6460301
    81 195_auto_price,hl_ffx,6,7848037.8070657,1918.39253715701,4544727.02318675,1655.03175742646,0.6460301
    82 195_auto_price,hl_ffx,7,7716243.8565321,1881.69099980235,4392242.46657281,1610.43382797183,0.6460301
    83 195_auto_price,hl_ffx,9,7202121.71856325,1821.61384852219,4217829.65243529,1574.8881945632,0.6460301
    84 207_autoPrice,hl_ffx,0,47659464.6591892,5275.21871494951,21172799.7580576,3901.03496835442,0.5857331
    85 207_autoPrice,hl_ffx,1,37072233.0095957,4699.82229649169,16797592.8494074,3527.19565888694,0.5857331
    86 207_autoPrice,hl_ffx,2,18475458.2990545,3232.05373626954,8832493.59353004,2530.31046793292,0.5857331
    87 207_autoPrice,hl_ffx,3,12670581.7716669,2622.65981746071,6761362.03696773,2162.65465503816,0.5857331
    88 207_autoPrice,hl_ffx,4,8626240.92177789,2065.06920430122,5028461.5586477,1840.76111891418,0.5857331
    89 207_autoPrice,hl_ffx,5,8582394.03185763,2061.43431733834,4930458.30325255,1816.69494357941,0.5857331
    90 207_autoPrice,hl_ffx,6,7848037.8070657,1918.39253715701,4544727.02318675,1655.03175742646,0.5857331
    91 207_autoPrice,hl_ffx,7,7716243.8565321,1881.69099980235,4392242.46657281,1610.43382797183,0.5857331
    92 207_autoPrice,hl_ffx,9,7202121.71856325,1821.61384852219,4217829.65243529,1574.8881945632,0.5857331
    93 207_autoPrice,hl_ffx,10,6450118.54355684,1736.51701513784,4001168.22153567,1584.38550252726,0.5857331
    94 207_autoPrice,hl_ffx,11,7022948.33895601,1801.62121836728,3934504.06725367,1543.54721126949,0.5857331
    95 210_cloud,hl_ffx,0,0.60547934399086,0.591090546933672,1.79226361221667,0.890473238393071,0.2420355
    96 210_cloud,hl_ffx,1,0.488669688408926,0.534887401583071,1.33343035000839,0.789713623643727,0.2420355
    97 210_cloud,hl_ffx,2,0.274105049349679,0.401987194323146,0.625183207343608,0.559533960776245,0.2420355
    98 210_cloud,hl_ffx,4,0.0778581640806204,0.190937552941425,0.265133004064625,0.315037059618952,0.2420355
    99 210_cloud,hl_ffx,5,0.066114437100066,0.196309846252829,0.243483034308775,0.310914009412336,0.2420355
    100 210_cloud,hl_ffx,10,0.0588011491354556,0.188369620151741,0.23621190582217,0.301127156770421,0.2420355
    101 228_elusage,hl_ffx,0,506.034058787559,18.9136711612487,663.882895222289,20.0369048724099,0.1210488
    102 228_elusage,hl_ffx,1,405.545757741668,16.8643576038017,520.250188455712,17.3797411934166,0.1210488
    103 228_elusage,hl_ffx,2,92.1571221134201,7.68236002988351,103.139899603787,8.08232519847876,0.1210488
    104 228_elusage,hl_ffx,3,81.6037404637675,6.97687844565753,96.686921343464,7.98169054409854,0.1210488
    105 228_elusage,hl_ffx,4,82.2052317369997,6.95884662010193,95.9172363292081,7.91707035617013,0.1210488
    106 230_machine_cpu,hl_ffx,0,24084.9363905325,96.6582840236688,27385.7700197239,94.5355311355311,0.3212472
    107 230_machine_cpu,hl_ffx,1,19391.5055437654,87.2056288973812,24998.4087626741,88.2510227105267,0.3212472
    108 230_machine_cpu,hl_ffx,2,9167.74981388385,61.3292789830686,19395.887877201,72.2849382606833,0.3212472
    109 230_machine_cpu,hl_ffx,3,2397.35706951356,36.8118523436201,6967.72138770045,53.3804936946807,0.3212472
    110 230_machine_cpu,hl_ffx,5,3826.85566430375,43.3290305372393,5410.61552959548,46.8668701570488,0.3212472
    111 485_analcatdata_vehicle,hl_ffx,0,74424.2899305555,231.159722222222,83919.1614583333,229.392361111111,0.072539
    112 485_analcatdata_vehicle,hl_ffx,1,63269.2714506181,210.624977094475,73623.3023281731,213.439797920381,0.072539
    113 485_analcatdata_vehicle,hl_ffx,2,32066.8281959116,142.86967443836,46029.1597852474,162.5761485959,0.072539
    114 485_analcatdata_vehicle,hl_ffx,3,25634.6479939016,123.925734324343,39609.0458414098,152.97365442946,0.072539
    115 485_analcatdata_vehicle,hl_ffx,4,19286.6105808057,99.0286134040522,32762.0809515547,133.610960141438,0.072539
    116 485_analcatdata_vehicle,hl_ffx,6,16090.247706299,90.1971772675991,31456.0319069736,126.869207703104,0.072539
    117 485_analcatdata_vehicle,hl_ffx,7,15774.4762374885,89.2729900230999,31198.4323091219,128.407039902107,0.072539
    118 485_analcatdata_vehicle,hl_ffx,10,16314.8899105461,93.2760356196354,31039.9606422967,127.467124253703,0.072539
    119 485_analcatdata_vehicle,hl_ffx,11,13943.9322882537,90.4513052706278,29559.7250838528,130.395585541256,0.072539
    120 485_analcatdata_vehicle,hl_ffx,12,8676.83169407214,77.0248666666667,25205.1432113142,120.416401150223,0.072539
    121 519_vinnie,hl_ffx,0,8.91027700831024,2.41091412742382,10.6590858725762,2.76709141274238,0.3446461
    122 519_vinnie,hl_ffx,1,7.40336126083217,2.19099152371364,8.70586409842097,2.51009529237012,0.3446461
    123 519_vinnie,hl_ffx,2,2.5084681279674,1.2585631047209,2.20347050332452,1.20467717037481,0.3446461
    124 519_vinnie,hl_ffx,4,2.51628917380954,1.26168693921066,2.19896598042294,1.20863459506596,0.3446461
    125 519_vinnie,hl_ffx,7,2.5078717082559,1.26000460569387,2.19293820932267,1.2025711076072,0.3446461
    126 519_vinnie,hl_ffx,18,2.42040396052019,1.22937955363027,2.18063485494976,1.19240992114342,0.3446461
    127 522_pm10,hl_ffx,0,0.830183969481388,0.686676141281128,0.747813569100023,0.681488986377716,0.9200827
    128 522_pm10,hl_ffx,1,0.802751826926953,0.674094789356483,0.713816736858194,0.668597032037596,0.9200827
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    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
     21027_ESL,hl_ffx,0,2.21921190540177,1.2006517065305,1.82046156947057,1.11727358237033,2.7394498
     31027_ESL,hl_ffx,1,0.670454053047138,0.556394860359502,0.632765262701414,0.562610187455041,2.7394498
     41027_ESL,hl_ffx,2,0.451437623767681,0.50384872859638,0.54018459151215,0.549215573770491,2.7394498
     51027_ESL,hl_ffx,3,0.308086354175405,0.417370638685346,0.35483914656445,0.444294770967687,2.7394498
     61027_ESL,hl_ffx,4,0.250220449722517,0.389024783030756,0.289770733297963,0.417833108345763,2.7394498
     71028_SWD,hl_ffx,0,0.636656,0.665872000000002,0.678384,0.68736,2.8798955
     81028_SWD,hl_ffx,1,0.452609181138019,0.556757427823877,0.470441319058841,0.567244611924519,2.8798955
     91028_SWD,hl_ffx,3,0.416254622538211,0.533050525163216,0.445482677171207,0.545653450326433,2.8798955
     101028_SWD,hl_ffx,4,0.404907934654919,0.527226020380763,0.433615637377872,0.542826613587176,2.8798955
     111028_SWD,hl_ffx,5,0.395354465188147,0.5194382581765,0.42634859136308,0.539014032546794,2.8798955
     121028_SWD,hl_ffx,6,0.394506445314646,0.513293503724359,0.416472259538159,0.525116388589743,2.8798955
     131028_SWD,hl_ffx,7,0.386349540381436,0.501799886540944,0.414183644486707,0.520073659622831,2.8798955
     141028_SWD,hl_ffx,8,0.372686355792258,0.490860849164256,0.394584143536457,0.508432820415253,2.8798955
     151028_SWD,hl_ffx,9,0.3709150684613,0.489212191740871,0.392570509218485,0.506236741371511,2.8798955
     161029_LEV,hl_ffx,0,0.926476,0.781448000000003,0.895092,0.763296000000004,3.1716639
     171029_LEV,hl_ffx,1,0.673935089176136,0.643039551182426,0.547709062266954,0.593580820921817,3.1716639
     181029_LEV,hl_ffx,2,0.517911358006072,0.559896459728608,0.457500156730263,0.526118720409859,3.1716639
     191029_LEV,hl_ffx,3,0.464915747845961,0.51521591662027,0.435313767733758,0.503957225069595,3.1716639
     201029_LEV,hl_ffx,4,0.409842216091828,0.483761673378582,0.386886980845591,0.482432016553545,3.1716639
     211029_LEV,hl_ffx,6,0.407662231723778,0.484469287080605,0.38678900086682,0.483012470842454,3.1716639
     221029_LEV,hl_ffx,7,0.407471611946353,0.484701589382751,0.386654140028983,0.483243376555715,3.1716639
     231029_LEV,hl_ffx,9,0.409476682427704,0.483769053374899,0.385451186387587,0.481568072274334,3.1716639
     241030_ERA,hl_ffx,0,4.18617599999999,1.714912,3.689904,1.591824,3.1508047
     251030_ERA,hl_ffx,1,2.72977190262583,1.35384984372208,2.54981941675259,1.28149528744415,3.1508047
     261030_ERA,hl_ffx,2,2.65278919560707,1.32578502617487,2.44605793681646,1.25168129758472,3.1508047
     271030_ERA,hl_ffx,3,2.64391523862499,1.31542673474839,2.363460574765,1.22290901273548,3.1508047
     281030_ERA,hl_ffx,4,2.58929803993015,1.29538331005694,2.30373661258743,1.20562612464689,3.1508047
     291030_ERA,hl_ffx,5,2.58691579852935,1.29076676543199,2.29485859222645,1.20020325933796,3.1508047
     301030_ERA,hl_ffx,6,2.57221673654122,1.28610551457427,2.28384178111935,1.19504944588796,3.1508047
     311089_USCrime,hl_ffx,0,1695.86389413989,34.8052930056711,1446.92958412098,35.0507246376812,0.4748796
     321089_USCrime,hl_ffx,1,298.845451383669,13.8102274803009,409.391769049354,16.4445922725643,0.4748796
     331089_USCrime,hl_ffx,2,208.524641813617,11.476549066419,396.82478672678,15.2956814808216,0.4748796
     341089_USCrime,hl_ffx,3,192.029140776913,11.705352907974,270.406403689341,13.0612965572001,0.4748796
     351089_USCrime,hl_ffx,5,159.951548863207,10.6838169849673,226.639009641722,11.8406959468386,0.4748796
     361089_USCrime,hl_ffx,8,101.825682862088,8.38932133344676,206.224248203552,11.1892882092873,0.4748796
     371089_USCrime,hl_ffx,9,101.599957935225,8.41148650190271,204.159028448515,11.1505640434154,0.4748796
     381089_USCrime,hl_ffx,10,91.1533757218258,7.72469042423773,199.354212946402,11.6556823252387,0.4748796
     391096_FacultySalaries,hl_ffx,0,20.8715850773349,3.4379521484375,23.9053807631944,4.30703994750977,0.3253721
     401096_FacultySalaries,hl_ffx,1,2.89543237184575,1.3089859259745,3.11622296889814,1.3670716242576,0.3253721
     411096_FacultySalaries,hl_ffx,2,4.35769832525074,1.66692726566621,1.76904762743054,0.973929928477229,0.3253721
     421096_FacultySalaries,hl_ffx,3,3.20200320808503,1.47932481320583,1.73579485751861,0.975212662287485,0.3253721
     43192_vineyard,hl_ffx,0,8.57581360946745,1.94230769230769,42.6838017751477,5.22337278106507,0.4858944
     44192_vineyard,hl_ffx,1,5.25247610179429,1.83078612578409,14.7811745219134,2.88486105975568,0.4858944
     45192_vineyard,hl_ffx,2,3.23294576431455,1.42550757142432,9.26559457361764,2.59831301943392,0.4858944
     46192_vineyard,hl_ffx,4,2.44399024537055,1.253275,8.44393240801593,2.24935287321029,0.4858944
     47192_vineyard,hl_ffx,5,2.42443774444741,1.25382980769231,7.67712665797896,2.33744291043905,0.4858944
     48195_auto_price,hl_ffx,0,47659464.6591892,5275.21871494951,21172799.7580576,3901.03496835442,0.777661
     49195_auto_price,hl_ffx,1,7343534.15025672,1763.13928649987,5380714.18007198,1685.98929843103,0.777661
     50195_auto_price,hl_ffx,2,7361688.67427542,1742.30278323017,4943287.59585015,1558.98007413606,0.777661
     51195_auto_price,hl_ffx,3,7952798.7085762,2027.81968945934,4667051.41767198,1732.14603922324,0.777661
     52195_auto_price,hl_ffx,4,7153056.73330689,1806.42951042247,4020442.20553672,1556.37090382858,0.777661
     53195_auto_price,hl_ffx,5,6925259.00892372,1729.24728267342,3805418.0027508,1500.45807928759,0.777661
     54195_auto_price,hl_ffx,6,6220100.96897014,1665.71879933025,3677966.5343801,1483.23668708298,0.777661
     55207_autoPrice,hl_ffx,0,47659464.6591892,5275.21871494951,21172799.7580576,3901.03496835442,0.7778824
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     639659_sleuth_ex1714,hl_ffx,4,892388.644235325,642.595696265477,972540.33892833,737.020324923879,0.3219449
     640663_rabe_266,hl_ffx,0,2211.13638888889,39.7261111111111,3589.33416666667,50.165,0.5436345
     641663_rabe_266,hl_ffx,1,192.422644647781,11.4175461160382,668.018821782914,23.797480475594,0.5436345
     642663_rabe_266,hl_ffx,2,29.8361916104489,4.20551139464853,94.7402700632302,8.23343164380646,0.5436345
     643663_rabe_266,hl_ffx,4,2.27026715263498,1.12757184227017,14.6844353998258,3.05602205548382,0.5436345
     644663_rabe_266,hl_ffx,6,2.20803057837421,1.10142646142701,5.83867671848109,1.62814734387607,0.5436345
     645665_sleuth_case2002,hl_ffx,0,96.1553762431976,8.06905610808781,93.0615804395122,7.25916327286188,0.5422895
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     651666_rmftsa_ladata,hl_ffx,2,3.46054029997569,1.37175087255142,4.38552014505382,1.68859449608998,1.9404599
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     654666_rmftsa_ladata,hl_ffx,9,3.01990884718481,1.37904589739027,3.15192633201541,1.33290567209161,1.9404599
     655678_visualizing_environmental,hl_ffx,0,13.502499470621,2.89355372279144,12.1797735325517,2.76396099932782,0.5151997
     656678_visualizing_environmental,hl_ffx,1,9.37329959577675,2.38767941066379,6.51584646668145,2.0713425136796,0.5151997
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     658678_visualizing_environmental,hl_ffx,3,9.22906173039382,2.38988373146342,6.12710991267092,1.97981013271313,0.5151997
     659678_visualizing_environmental,hl_ffx,4,9.44660725347205,2.35248944818044,6.09384954592666,1.96401471156254,0.5151997
     660678_visualizing_environmental,hl_ffx,6,9.18725791279518,2.36488292886291,6.05716289905443,1.93413037962883,0.5151997
     661687_sleuth_ex1605,hl_ffx,0,211.644120707596,11.8418314255983,265.156087408948,13.2976066597294,0.4275379
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     665687_sleuth_ex1605,hl_ffx,4,71.5787187308025,7.07542937629157,84.0457758100955,7.3505555985488,0.4275379
     666687_sleuth_ex1605,hl_ffx,7,47.0463405896385,5.59035316797526,81.49573739483,6.80213054594645,0.4275379
     667690_visualizing_galaxy,hl_ffx,0,10051.5056517881,83.7171405424169,7680.32998198231,71.00157196534,1.3800538
     668690_visualizing_galaxy,hl_ffx,1,1306.16902315496,31.6479721263087,2850.64218905316,39.5467152666549,1.3800538
     669690_visualizing_galaxy,hl_ffx,2,992.702603366783,26.5151164397082,908.300637680266,24.3659802609191,1.3800538
     670690_visualizing_galaxy,hl_ffx,3,659.086626285801,21.0792264223273,680.288715972661,20.0763313549845,1.3800538
     671690_visualizing_galaxy,hl_ffx,4,552.650445604915,18.9420649862887,565.154707944258,18.9058496687959,1.3800538
     672690_visualizing_galaxy,hl_ffx,5,479.975195275495,17.3146797179912,488.928626862183,17.6043506182932,1.3800538
     673695_chatfield_4,hl_ffx,0,1650.40948658191,31.3127912445617,2405.6174087419,37.6294149480729,1.119985
     674695_chatfield_4,hl_ffx,2,262.585377575954,10.8261888211836,241.043271231717,11.9371345984229,1.119985
     675706_sleuth_case1202,hl_ffx,0,6767.70548794896,64.5486767485823,9895.20683281884,75.2584412580944,0.51642
     676706_sleuth_case1202,hl_ffx,1,2630.73349072012,34.9325410417869,3625.05517353067,41.7269319730828,0.51642
     677706_sleuth_case1202,hl_ffx,2,2583.18405751464,33.9321521250142,3483.67096768828,39.6152019601549,0.51642
     678706_sleuth_case1202,hl_ffx,3,2515.0779683848,35.5563510628551,2982.86869617566,38.9362028960462,0.51642
     679706_sleuth_case1202,hl_ffx,4,2444.65386727262,36.3359831773904,2970.09709693309,39.2376750845391,0.51642
     680706_sleuth_case1202,hl_ffx,7,2510.02039754452,35.6370077061721,2965.97231632248,38.8746237687496,0.51642
     681706_sleuth_case1202,hl_ffx,8,2438.72773938598,36.3223704348948,2950.71173911591,39.0873770266757,0.51642
     682706_sleuth_case1202,hl_ffx,9,1867.77736586222,32.957017440222,2483.35449871977,37.5648136888275,0.51642
     683712_chscase_geyser1,hl_ffx,0,164.622514406298,10.7905202499797,161.552633714796,10.7757487216947,1.3133412
     684712_chscase_geyser1,hl_ffx,1,40.2335353110707,5.19088746347302,34.6722312054407,4.81599322753595,1.3133412
     685712_chscase_geyser1,hl_ffx,2,42.7017939890927,5.31134505621055,31.3359162883902,4.5446393201529,1.3133412
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