Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+property_prediction/test/test_predictions_correlation.jpg filter=lfs diff=lfs merge=lfs -text

property_prediction/test/best_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9871e9032bd21b484f5d472014c80fb18b06db4bee9c72045f1c7a5cadb8780f
+size 19948087

property_prediction/test/checkpoint_10.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f40afe431626a7c7152007b3593f57c747adcd8baed0b94c2fbf4c100e39ec20
+size 59211039

property_prediction/test/config.json

@@ -0,0 +1,66 @@
+{
+    "version": "67ddf8fbbd61c4491a990fec84313faafe7c5b24",
+    "dataset": "custom",
+    "target": "target",
+    "atom_features": "cgcnn",
+    "neighbor_strategy": "k-nearest",
+    "id_tag": "id",
+    "random_seed": 123,
+    "classification_threshold": null,
+    "n_val": null,
+    "n_test": null,
+    "n_train": null,
+    "train_ratio": 0.8,
+    "val_ratio": 0.1,
+    "test_ratio": 0.1,
+    "target_multiplication_factor": null,
+    "epochs": 10,
+    "batch_size": 64,
+    "weight_decay": 1e-05,
+    "learning_rate": 0.001,
+    "filename": "sample",
+    "warmup_steps": 2000,
+    "criterion": "mse",
+    "optimizer": "adamw",
+    "scheduler": "onecycle",
+    "pin_memory": false,
+    "save_dataloader": false,
+    "write_checkpoint": true,
+    "write_predictions": true,
+    "store_outputs": true,
+    "progress": true,
+    "log_tensorboard": false,
+    "standard_scalar_and_pca": false,
+    "use_canonize": true,
+    "num_workers": 4,
+    "cutoff": 8.0,
+    "max_neighbors": 12,
+    "keep_data_order": false,
+    "distributed": false,
+    "n_early_stopping": null,
+    "output_dir": "./e_total",
+    "matrix_input": false,
+    "pyg_input": true,
+    "use_lattice": false,
+    "use_angle": false,
+    "model": {
+        "name": "iComformer",
+        "conv_layers": 4,
+        "edge_layers": 1,
+        "atom_input_features": 92,
+        "edge_features": 256,
+        "triplet_input_features": 256,
+        "node_features": 256,
+        "fc_layers": 1,
+        "fc_features": 256,
+        "output_features": 1,
+        "node_layer_head": 1,
+        "edge_layer_head": 1,
+        "nn_based": false,
+        "link": "identity",
+        "zero_inflated": false,
+        "use_angle": false,
+        "angle_lattice": false,
+        "classification": false
+    }
+}

property_prediction/test/history_train.json

@@ -0,0 +1 @@
+{"loss": [], "mae": [], "neg_mae": []}

property_prediction/test/history_val.json

@@ -0,0 +1 @@
+{"loss": [0.9934482574462891, 0.8815255598588423, 0.8190971721302379, 0.720328070900657, 1.1152407906272195, 0.7513993003151633, 1.7262101606889204, 1.130737391385165, 0.6250602548772638, 0.6018933382901278], "mae": [8.150239001952476, 8.111614586608901, 6.725063954436231, 7.457333119386727, 8.671633886719203, 7.362062439429495, 14.854225538423385, 11.4162215149355, 5.712256796317741, 5.825887790463999], "neg_mae": [-8.150239001952476, -8.111614586608901, -6.725063954436231, -7.457333119386727, -8.671633886719203, -7.362062439429495, -14.854225538423385, -11.4162215149355, -5.712256796317741, -5.825887790463999]}

property_prediction/test/test_predictions.csv

@@ -0,0 +1,721 @@
+id,target,prediction
+custom_6602,75.86498537908172,41.3697034699571
+custom_2526,31.972441306454442,7.917287500613423
+custom_5389,9.589144664978477,11.331507012412747
+custom_6242,4.186601569123159,4.381937744451282
+custom_5226,6.336407485480116,9.268136183713533
+custom_2350,19.845364006939448,26.133283939408535
+custom_2701,17.677194785108078,22.223389592133607
+custom_990,11.267106945061471,16.16179411459921
+custom_6978,15.443123034861445,35.49676451995454
+custom_5457,5.197247259613482,8.985728343916158
+custom_977,19.465120547945524,13.570137975247142
+custom_4536,15.826084311238963,8.058838096802702
+custom_4255,1.6617306170980548,2.019761201385812
+custom_2129,4.724585536112835,8.124070015203614
+custom_5087,92.85693407419556,47.694451951688755
+custom_7154,13.378949226881836,12.303668623811124
+custom_3364,11.95250317633991,15.116769190152501
+custom_2064,37.42977129956833,16.628815681526
+custom_1065,7.076648250025734,7.85685227451112
+custom_6495,9.135812940454855,9.967184406882023
+custom_2087,13.480051173312571,11.554160935343923
+custom_465,15.66218965390601,15.765538168079049
+custom_2958,12.372246871667127,14.987723564764021
+custom_602,11.238644649556107,9.630867973778173
+custom_993,79.03686526017344,29.929229316945616
+custom_2215,18.10157043697795,16.828437352165924
+custom_830,63.63719474607463,61.241690826209904
+custom_6570,10.245423528802952,15.852070570266253
+custom_5852,105.15373307452587,47.78778099416735
+custom_1117,18.40868218837599,10.878485404025
+custom_825,29.08971267816741,33.54787428865468
+custom_1507,11.195858085433404,11.09755557155517
+custom_2994,5.6202620134890235,10.548132147214902
+custom_1578,13.162374612500566,24.21556360566029
+custom_6390,10.951324415323436,13.247527083907015
+custom_1321,27.5784913709918,15.020478990201727
+custom_5508,8.854796537133984,19.584229015752598
+custom_5123,11.365387952966342,13.999540218270862
+custom_6261,16.29087656896707,19.677101271356985
+custom_254,28.432855733778972,29.7882568013203
+custom_5969,10.491148199717696,7.575491345496996
+custom_2132,10.396388149771614,7.066487967970701
+custom_218,20.15144175113825,12.288600678634936
+custom_6990,16.060714897294073,15.14527611055259
+custom_1338,9.907300163817249,12.528724118787608
+custom_4461,10.617770209438172,12.64945779300163
+custom_4528,6.154817928324835,8.640491233061848
+custom_5353,8.657109328797953,11.79817028982333
+custom_2320,5.9903256199921575,8.326830052536218
+custom_3939,7.500903468444781,12.768059795136036
+custom_6373,7.079103371944713,11.087221521235374
+custom_3501,16.43987102771606,15.719098706850984
+custom_2934,15.406020338203458,15.347142574692015
+custom_5917,22.441782321502878,27.46654589773233
+custom_1682,10.21899139718294,11.255719102046948
+custom_1570,39.04310985017708,13.774449238438333
+custom_578,11.145473460921991,11.573338241910076
+custom_5557,7.781376630878533,8.00265159079775
+custom_5201,17.097149112827857,20.061172148430103
+custom_3269,10.665865738144959,12.669547813077259
+custom_1627,10.821675224792557,9.442184886369246
+custom_4374,19.327373713264738,24.122417794074742
+custom_6107,9.243667547461449,11.797680813869617
+custom_4885,12.8565274123362,22.571142041632307
+custom_6008,5.313555004509654,8.258765367324095
+custom_857,21.367344322468483,22.446775578398015
+custom_3643,10.614904323427982,9.856385632122201
+custom_2667,10.25532358858031,11.552599601677858
+custom_4997,9.96218598855328,9.566504036462144
+custom_1504,30.337295698856856,17.337859020874106
+custom_5895,15.271758223916347,14.226458453130075
+custom_3100,19.2061006692388,17.344384255781666
+custom_654,32.83930580119841,23.656157968724422
+custom_2409,17.64503883867783,14.15540325479213
+custom_5296,22.98464814444568,23.946759584372632
+custom_23,34.75339248568745,11.688013253308624
+custom_6216,4.146221953539106,4.6184707623512065
+custom_4148,8.608604756477824,15.716632509355723
+custom_2871,6.912161103126662,11.91299756351328
+custom_26,14.359758497698845,12.57875432485802
+custom_5654,7.037762869470857,12.459312729523571
+custom_2567,8.700946244659644,7.686669485626918
+custom_2866,7.392230344092036,8.72330643528334
+custom_2370,8.25597217150387,10.801017447020179
+custom_4936,6.869655837135532,11.257866258427386
+custom_272,2.807682429352335,5.666418133518047
+custom_3414,10.291417063673363,15.935756764408897
+custom_1067,6.410631481463049,8.176832770249371
+custom_5128,15.711146523728402,26.049662693305446
+custom_3036,32.114437506411775,13.527400444743705
+custom_3012,17.609176875388016,18.631220409170478
+custom_4548,27.806078764212167,18.693736553255263
+custom_3447,9.032546847924724,9.409190422037623
+custom_2156,15.957661802108317,22.03599600288745
+custom_4449,12.309748792599963,18.481124844585366
+custom_5249,6.004459345685509,6.994946196985447
+custom_6286,21.48481597064299,23.321210175765316
+custom_4953,5.031034473411863,7.715891802230887
+custom_6430,9.16567785554287,9.8690930816622
+custom_6,23.873556692004918,11.672140984728706
+custom_6493,9.764403293695523,10.769474205771008
+custom_4565,4.7468261535246405,7.2147510085656545
+custom_1024,7.292925221735677,10.392989775860986
+custom_1920,10.27840336907269,12.860598062974116
+custom_2359,14.00519284830927,15.550144823049607
+custom_2045,15.483143984574758,20.022069127424807
+custom_903,23.52003289949485,16.158884033813763
+custom_529,19.98598124388483,18.373329163945783
+custom_4506,17.185945663890593,25.431081220067345
+custom_474,31.63571970081246,33.96229783629166
+custom_498,38.018585924956945,47.49869597976061
+custom_1875,8.716593990877666,11.38428181080359
+custom_6446,18.905798139126567,25.461233454959476
+custom_2830,8.45843284568728,8.925969265616349
+custom_3282,6.590143561591585,9.655422633923704
+custom_5481,13.527825402777333,17.225643970238544
+custom_2681,4.850208808430391,9.236038948590565
+custom_2389,5.394391657181863,8.314846924179042
+custom_78,10.723407980710636,9.162592608604392
+custom_5531,11.795753448536935,15.894429057989191
+custom_732,8.095608149817716,8.367060846784607
+custom_1171,31.09610558104196,34.230184842875175
+custom_5501,16.688680838039417,11.882273269729724
+custom_2797,9.695420303420853,13.66038263102619
+custom_3533,8.162887436882666,9.645836131237964
+custom_6428,10.532606985045042,11.032851839860024
+custom_1926,14.259639911900077,10.650483375638222
+custom_1959,9.758888301886632,13.535540025541668
+custom_1690,11.384468912771837,9.589183375730528
+custom_3600,9.981660937790762,10.744629645104562
+custom_2940,5.909276488303133,8.400484570344531
+custom_337,7.5587424934428515,6.457112771809303
+custom_6964,21.569513805772573,22.541156693093463
+custom_1100,10.694042434324079,12.083375626635604
+custom_739,11.077613082456804,12.177665556004001
+custom_6874,33.625419667163605,38.45125514039405
+custom_3779,7.5062094221925975,9.621165338836278
+custom_937,9.872859207717314,9.256264886417839
+custom_1242,12.301097799755459,10.611241856164474
+custom_461,13.25819877800859,14.794822940919117
+custom_488,17.329361150559937,18.77037717546486
+custom_3315,3.518680231559557,4.165738194245442
+custom_5417,16.815612963895767,5.858785624283312
+custom_1645,8.603975810771438,11.608214048791385
+custom_3524,8.932138469134905,13.373387997230216
+custom_3748,8.981924797467396,15.764682445398984
+custom_1794,15.337267085489225,15.00590127368832
+custom_1199,16.47550793099464,18.854036057021332
+custom_804,5.737388705850812,7.38876186070825
+custom_264,4.845268456229725,8.309851516686571
+custom_2711,16.627174560698766,19.43655717436536
+custom_707,18.72355673591869,12.047341938148497
+custom_6504,20.05994243687328,26.879427663522492
+custom_6462,24.879416013063846,17.63136770647149
+custom_1331,36.517998891489256,26.002262667777178
+custom_43,17.166483080587792,22.49315536055
+custom_1151,22.95113796687284,20.3339650976569
+custom_3892,12.590638310677997,10.942284164361084
+custom_6886,11.19286531418038,18.777948138327133
+custom_3430,17.24490375221254,23.436020244676577
+custom_1472,6.898910842819012,10.925949947473354
+custom_3148,16.471355611422887,13.29743212521246
+custom_1687,4.784853015622916,10.505862586691817
+custom_6999,8.092225690327378,11.513100870762702
+custom_6393,11.847699406714414,12.165254888896392
+custom_678,7.569264936089297,9.968760364609974
+custom_6030,11.863391885357029,12.793903093205405
+custom_6947,17.377327213307087,23.104312111544687
+custom_5443,8.682968971407075,9.623294430199094
+custom_4856,12.796586178442018,11.07386889249452
+custom_777,5.398433919934941,8.850450610037038
+custom_6168,27.80607618349536,31.092583762844235
+custom_4165,79.69809307858793,61.411914906562956
+custom_866,23.915855500651773,48.017378765777565
+custom_386,20.61137408900607,32.94965897219017
+custom_3199,6.843776409030918,10.341473507031276
+custom_1747,6.862548543058937,7.896364769249226
+custom_2971,48.80406038943951,41.79329200320194
+custom_6782,52.420701004431265,51.90154680747821
+custom_2891,10.09472257106771,10.619507031846869
+custom_4266,3.9547465305488867,1.7599225902732094
+custom_3645,12.682640219540435,9.030112371740172
+custom_142,13.683824572109984,13.895673033785272
+custom_5034,15.399736561611816,21.32529498311262
+custom_4520,14.541316118483685,14.97289971238549
+custom_2890,21.42854129014726,14.974497821266002
+custom_3769,10.696125933023367,10.564722715305104
+custom_999,19.43329643868425,15.074705065439954
+custom_1032,12.33919154543089,37.08982551839995
+custom_875,27.328757126403488,5.130287981432154
+custom_5902,14.016732308435992,13.096835373740316
+custom_5990,4.521753238709735,4.2816184003911815
+custom_3896,16.382570458526036,16.741386871080433
+custom_1140,13.049118135104962,16.19782543742925
+custom_2349,14.77256791450516,21.535216509574695
+custom_348,13.47772143121829,14.650889160291754
+custom_4070,44.952691537832365,44.42582787954859
+custom_631,11.462915391564618,15.4308616729739
+custom_3195,10.241817407189654,13.800784378118484
+custom_1547,8.711485892084777,12.496235474949453
+custom_4591,6.778030927986128,9.72935672938572
+custom_3200,11.722275709829656,10.921016477184164
+custom_3560,7.052707800479416,12.436215314133033
+custom_5426,7.881111012463194,11.800231422310322
+custom_4182,30.825904531724724,23.770635985406976
+custom_1819,13.802674323057516,9.969205968378029
+custom_3393,5.643948692549673,10.900337193438425
+custom_6936,24.660825858859113,33.39054346945147
+custom_3816,9.209309604418692,10.20519789598817
+custom_1252,8.696337944687684,9.130154718863373
+custom_6902,21.90329769545334,23.537822640659705
+custom_2961,27.408189869134645,13.984877875752277
+custom_6133,9.23887429611858,12.33729407340118
+custom_212,13.001395304916532,16.681565748047475
+custom_4222,2.9722917301801015,4.033897114909532
+custom_1736,8.196438475804893,12.439957783617448
+custom_2660,7.95234567814884,11.09458860747018
+custom_5267,3.2762666203035913,4.39392087280846
+custom_5496,11.088198752664933,10.655132967079037
+custom_2314,11.914202758260473,13.88831347464114
+custom_923,17.50504710296768,26.676753650083334
+custom_2491,10.162156271021399,12.450441300452107
+custom_1523,19.048937166508345,24.04966824762549
+custom_2387,15.526917619109831,12.941652141037011
+custom_5724,20.918404117705332,20.695185447913676
+custom_3568,12.356776334669606,12.664819724833674
+custom_5986,3.212924646841712,6.874071443586171
+custom_2019,6.201022221734188,8.762012025900912
+custom_342,20.425113864556078,22.669279819754593
+custom_245,12.118779190103211,9.38129287339274
+custom_4480,8.960567645441293,12.862773392179658
+custom_2637,8.16901663929077,9.949580477327014
+custom_5375,8.615195907193737,10.051284806071614
+custom_3376,11.593867413961751,11.684629073340416
+custom_89,5.982961974713088,10.511956519303608
+custom_211,11.300302705303759,10.186020589422016
+custom_3306,24.972405261163324,19.97830791258935
+custom_7024,32.77027162670713,24.1827196831422
+custom_1705,12.017035720487096,14.473026803379799
+custom_2002,16.06179063952286,9.208977552189985
+custom_307,6.978858008432978,12.282903746291403
+custom_1976,14.139754433275442,23.651587519265583
+custom_1733,10.944703156244815,8.928898379188222
+custom_1593,19.93272815264642,14.505378346637771
+custom_1102,7.6598042237034,12.808221985329402
+custom_4040,14.668277922583277,11.818763549675623
+custom_1260,6.763317401250941,8.398094826584572
+custom_2920,6.698054514248389,10.626687446232895
+custom_4237,4.8385921418593,4.239296365293095
+custom_3571,8.313264084539615,11.272809468958076
+custom_5358,10.107882506287241,9.313272060366275
+custom_6239,4.0057389138675035,4.719732068044552
+custom_3544,8.237249071095114,7.775065057816322
+custom_4669,14.293842474285297,12.805208353282218
+custom_492,19.96659317877973,26.53330708728248
+custom_908,52.51839317878549,38.02869373243698
+custom_3674,8.052374261449089,12.342603683164468
+custom_6484,25.609512840094183,23.79573517679803
+custom_6535,6.871008132740521,8.944663978140266
+custom_3329,31.934002389906556,33.63586640878381
+custom_3214,11.755338563156569,13.424769208547215
+custom_5205,2.8823374050414383,8.006467610711063
+custom_555,15.045138491967396,17.899683542163835
+custom_4265,7.5757562990888125,5.391706851467381
+custom_1599,6.413435000150489,9.477414251452624
+custom_6614,11.869142582633964,12.785489526306813
+custom_2288,8.80874149517976,8.939576525081806
+custom_4566,9.01509776137792,13.962438113027142
+custom_4464,9.198430162614441,14.743916581493947
+custom_5020,16.492704591179113,19.58585572757768
+custom_3626,7.67243253126143,7.900960165637169
+custom_845,46.77422339488384,37.672293300930036
+custom_754,16.96003552153271,18.286801815662315
+custom_4323,23.41070427307404,32.312478272949875
+custom_2313,16.03969019401306,21.474695259578944
+custom_6887,19.39570829844255,29.1002187762741
+custom_3828,9.912305033937999,13.463869863895443
+custom_4094,22.503475647046844,21.617568903249442
+custom_2480,9.663977710127014,9.312041058451047
+custom_1589,4.745500525326621,9.09726606392069
+custom_4351,37.81651407877192,33.99874788042305
+custom_6034,12.176534771924638,18.527437097980997
+custom_6257,11.904646794056905,11.160930234096558
+custom_1359,13.275592809263587,12.762631042280326
+custom_4298,40.57870172636625,8.644435428576397
+custom_2207,10.972146928851766,12.847209734317481
+custom_381,13.030661708765892,12.55754298333131
+custom_1623,30.505269394157338,19.34340663146567
+custom_1349,9.089945860707811,9.40796028036133
+custom_5519,10.447949581145384,14.6781285186219
+custom_4069,113.7921767534541,67.66581066869585
+custom_106,7.939887697899836,8.466661891334425
+custom_4973,11.119947591019443,12.147033307786433
+custom_355,24.146064902144403,29.405419506879213
+custom_3481,7.470834676729293,12.527964742868203
+custom_2929,11.068864882612704,16.47168809377106
+custom_3408,7.031180321144287,12.658124270146956
+custom_1376,15.069003240487483,21.97759696234304
+custom_2335,9.540691276874949,10.099586362003206
+custom_2075,40.32317463279321,20.231855596374167
+custom_513,32.95716541713236,53.27666971283122
+custom_5636,10.449001223242774,10.288677202667074
+custom_1864,7.504174957112573,11.321953198806517
+custom_3166,6.427903358789351,16.062786097264844
+custom_5978,2.6374299611144423,4.212477556272036
+custom_2626,6.223076167297213,9.268155108970092
+custom_114,8.80684853940446,14.216977114654071
+custom_4752,12.313787614397302,18.307050119701888
+custom_5781,27.10694709786703,23.822322581545713
+custom_2365,11.835133466479133,19.23330830625824
+custom_6951,47.82033931735919,40.97369075599566
+custom_4926,7.722116491160717,8.643898639481286
+custom_4129,6.833421712976694,8.678646270761359
+custom_3796,9.811256637380936,13.776251869125517
+custom_263,4.594809030219656,5.308134638983555
+custom_4896,8.75941281396041,10.215472589821488
+custom_1809,17.142267462112308,17.698605702067585
+custom_3029,10.595698198857523,14.870988711236883
+custom_2669,6.258429406787155,9.784060183467645
+custom_1159,17.761560568008953,17.02656790614281
+custom_4439,10.591300227305043,12.68601407664143
+custom_3852,11.078721070204402,12.04829508288789
+custom_350,22.016435889995456,20.34816162079247
+custom_4383,13.697750119981194,12.940514905165642
+custom_3910,17.930549775371578,25.054605392546666
+custom_1080,8.316626758534461,12.067113669818372
+custom_6010,26.65605974227571,14.149094154916856
+custom_4066,10.861930105731112,7.346107773381457
+custom_5408,11.032338277216144,15.176224281518842
+custom_3507,8.321170540586337,15.052464716852816
+custom_163,9.986592257482616,18.042369223627148
+custom_1010,5.24540343516515,6.572317690391484
+custom_1492,22.046173489721173,8.73712015209307
+custom_399,11.789593707646658,13.480792914333819
+custom_7173,21.900896338467767,15.199475142029314
+custom_2252,5.124683524774078,8.164472857238897
+custom_4710,11.868240622111172,10.797783808865503
+custom_7072,3.8038726647878143,5.983280263118843
+custom_3731,7.624505179266331,8.936096858591872
+custom_5656,21.69639216669552,18.491064260293975
+custom_2035,83.67909993761981,22.083786576891967
+custom_2818,5.406814367634555,8.125344029065564
+custom_4681,10.12559525606746,15.735724813562165
+custom_4610,14.436412023492457,16.810114692981166
+custom_3598,12.914782577918821,9.150870992883295
+custom_2178,13.13052190029472,20.93579771884086
+custom_3648,26.34576037550599,13.554310869211283
+custom_5298,9.129611047856788,15.135791976300052
+custom_1987,7.201089554047327,9.197124319911914
+custom_2659,16.58300607649277,20.272308332267652
+custom_5786,6.569200184492962,8.13537785599723
+custom_6271,88.92151987869062,38.79471585784867
+custom_4698,13.907769283562331,10.425560142397915
+custom_3813,27.799087602391722,9.627878643480887
+custom_880,2.461572175979537,3.9477355832329497
+custom_2445,13.417538685243255,12.624440324309354
+custom_3181,10.170905331104432,10.05850393120969
+custom_4800,2.5992775041317326,10.346792364363107
+custom_422,20.882065044396487,32.5351184320581
+custom_3117,10.616760288929104,12.305949547345874
+custom_449,8.19115230755257,8.854208993941741
+custom_2639,10.013578382976426,11.186246205699096
+custom_4959,12.135668691223142,18.278852992848073
+custom_6715,6.612732575771851,14.65326621552743
+custom_4119,5.332506068236043,6.249631743204322
+custom_6847,39.261051384225226,62.882713586207785
+custom_6872,23.386021437327273,26.71140579484168
+custom_2424,10.063082552938411,10.365569659824734
+custom_566,7.5978549770764285,5.969722897511584
+custom_7177,17.712311028771573,38.89410270290381
+custom_3083,9.0211065303352,8.56874042401552
+custom_4579,8.09912222586503,10.279597380713735
+custom_1432,18.151325366589333,29.02064237364089
+custom_6794,84.88024812086546,33.19062222060262
+custom_2174,88.89183131258417,42.76256278166103
+custom_4099,9.757295569499458,11.15045166363577
+custom_3074,11.408965076669823,12.448191130459266
+custom_3397,9.847249894638122,11.99426175493592
+custom_511,36.242593396618474,32.16479761411356
+custom_6603,15.728328868999354,9.873725468324325
+custom_3132,7.966408004010632,14.392925547466696
+custom_1480,9.050979617693095,12.212548244796785
+custom_6721,17.837019221922585,11.466508609593902
+custom_1576,18.6091520546053,16.22679081141648
+custom_6174,35.90011679250488,17.127498880085316
+custom_6647,33.86489986365302,45.42221338922219
+custom_2810,10.168883339488959,11.978466907860103
+custom_3678,13.230634787010548,17.031002867969473
+custom_6310,18.66462735807118,17.011952984295487
+custom_1774,6.931066574189526,9.461899842269446
+custom_2938,10.015672634662396,11.398883506477294
+custom_7159,39.840645968714185,45.10959911947981
+custom_3446,15.176013146625362,13.740533243148159
+custom_5480,13.811763822698866,20.118398683306832
+custom_2964,12.104045877872533,13.934152596622813
+custom_3774,6.111701892690229,11.521974235371768
+custom_2954,12.521535102012235,10.979891229859337
+custom_429,62.70668117256919,52.76621769293928
+custom_5662,12.248475263656019,8.883953475578933
+custom_1002,4.567707202589158,5.415146641953838
+custom_4789,18.533478125898316,13.080865037921868
+custom_5699,6.210964003099866,6.867474271197715
+custom_7138,16.462583701243155,13.991161491049118
+custom_4050,6.477727537634959,6.329181478430563
+custom_4990,6.928200258059869,11.483051004303773
+custom_4925,11.965738382466208,10.807163854206973
+custom_6475,15.030409050811922,22.921962963410266
+custom_6502,16.358577910759248,19.31734268210961
+custom_48,61.45975795514248,15.391375200463562
+custom_5200,12.454753033051409,6.380859472179955
+custom_4995,9.896267169363195,9.585182404446305
+custom_1033,11.877052479636422,37.257759642709445
+custom_4106,10.193117990750867,11.122522286150312
+custom_6884,43.661663870235344,57.70448467442718
+custom_1836,8.130067601054742,8.15821203827382
+custom_3242,10.408216435120584,11.811463562077705
+custom_2789,10.786266499891344,12.617534541203158
+custom_7113,23.824901577871255,26.940170855163334
+custom_4734,9.32499410620684,9.597833938455565
+custom_6784,49.03701653384991,27.195733218532684
+custom_6822,26.45245064911478,34.560495947977486
+custom_5847,6.161623278535432,19.977904460529082
+custom_2104,67.2874534986255,42.339923952199854
+custom_6950,24.762592985045927,20.605867699586522
+custom_6364,15.803765465849056,18.98326244011592
+custom_3263,8.770609683931479,13.12204360041631
+custom_5984,3.695263198116219,6.6226055380227695
+custom_4032,14.2257968218596,11.52558809913548
+custom_3964,17.99514404166231,14.720407434243398
+custom_6439,21.01110690623963,26.544741383199465
+custom_1109,7.3853398302269255,8.252450353306147
+custom_4376,18.839144030707242,23.375716635131248
+custom_6627,15.169619689569576,13.554664642473085
+custom_1093,15.55468290601854,22.018009267006605
+custom_4404,10.244955128703134,21.920360964838032
+custom_4542,16.83638020707256,15.870666462842573
+custom_2794,5.422593730409551,10.269432797464031
+custom_686,10.287398457490983,11.071108385753803
+custom_2597,12.286922352473784,12.377564438640556
+custom_4916,6.978668755867394,7.479336418118667
+custom_697,16.287307921512355,14.72968994999567
+custom_1891,18.670242567715935,10.88605292593154
+custom_4625,13.487561274270234,11.81637122519886
+custom_2197,5.004852241202315,6.573423097422278
+custom_1590,11.170462541729428,15.381823860044268
+custom_140,6.801822556196782,10.258512924429859
+custom_6992,11.575798095143195,12.57833474331773
+custom_1634,8.069763991509415,12.030283400077945
+custom_4138,12.487942771621157,19.638217611279977
+custom_1614,8.53659157455648,10.80186220165383
+custom_658,25.165678583526585,22.006513033886336
+custom_4100,31.93863907776335,63.69787255955646
+custom_352,12.840168033459639,31.10906938178443
+custom_3261,16.117342168223075,17.7476027611777
+custom_2167,11.62211421961403,14.561675715935403
+custom_2638,6.245198931974995,9.901572262872076
+custom_1665,7.614974592111331,9.110895689598443
+custom_1992,6.961771082477586,10.251225840415959
+custom_4147,10.30412494333283,15.696120219493137
+custom_2226,6.84069245245084,10.787528040288745
+custom_760,9.560792049937259,8.119064284843928
+custom_2785,8.999764432490448,11.407989135598665
+custom_4670,10.287118019598346,9.040172005839871
+custom_1842,17.27570170395486,20.27804612596057
+custom_3022,18.058296332439138,15.343477419181836
+custom_5950,57.797476503243445,56.65304559342532
+custom_4468,14.847412250289713,21.30231972165078
+custom_858,32.09559311231327,38.020528344470975
+custom_4097,9.700575715355136,11.904207642080857
+custom_2814,5.961085238370565,12.09567016148706
+custom_1125,10.29997730131028,12.856653007220633
+custom_4559,7.602243055881164,8.63538485474683
+custom_4216,3.5048871604842535,5.9451166230299854
+custom_4233,5.825025547300012,8.015333233169716
+custom_2661,9.718909127526574,13.792425436392232
+custom_4272,4.670712212602675,3.9025902439519307
+custom_1299,29.77010231884723,26.679626848124464
+custom_231,57.92530456795005,22.720679956328148
+custom_6343,23.622658544138268,24.018360711844366
+custom_6480,14.890758614899022,13.29114442378068
+custom_3514,7.71445864416606,14.430239594077896
+custom_2488,34.52397536425347,30.983065023618906
+custom_3695,14.519722078161003,11.217096954606017
+custom_5479,11.900495711078616,17.785361013668687
+custom_5824,91.74938676893179,74.4566434870352
+custom_5899,8.940577413082064,13.404377674725055
+custom_6063,5.197183601932332,6.777938882420139
+custom_6049,8.597655635319882,13.107927724680847
+custom_3684,7.9336638692089405,10.497299768338095
+custom_2863,5.961019860211545,9.062340363181182
+custom_168,9.598411588900063,11.218843239642993
+custom_5475,7.080311147408709,7.953525925966934
+custom_3725,3.975662380001607,4.906537253859531
+custom_1114,8.789268696539615,10.74822372337278
+custom_6073,9.631175939316714,10.030225296716836
+custom_508,19.388010235277708,26.85339339240967
+custom_3540,9.760709857830372,12.484965484668953
+custom_3164,7.573917108246913,8.719283958025756
+custom_4827,13.67471894298861,10.754120661268576
+custom_6572,7.082349913683405,11.208439509969505
+custom_1366,7.769084676743882,9.85213089035231
+custom_5157,22.30473550625502,15.76303852879521
+custom_979,20.523714451225107,17.595912098548347
+custom_4236,4.784997535763907,4.112552201643924
+custom_2766,7.142222543522564,14.624222936151698
+custom_4382,12.683857027513245,13.911426159272764
+custom_1036,13.244862708867224,15.763093584087017
+custom_3018,11.241124288284718,16.80041947760008
+custom_3188,11.105206536638352,11.299516446917654
+custom_6845,17.180095824076457,41.99693808663705
+custom_6358,24.166439661307344,31.33755744516919
+custom_2385,16.583639319878404,11.267535344050836
+custom_6327,23.896091511132312,35.21805570757539
+custom_5373,7.525143281140297,9.24620783303494
+custom_1197,11.832778132276552,9.695479659907331
+custom_2508,2.551468865109591,6.072873287905027
+custom_4403,10.061425302631154,23.019774710976385
+custom_3172,54.96644049276769,15.153760109513941
+custom_4249,3.918139922931422,5.197881255708188
+custom_6210,5.351427023599726,5.710638715944512
+custom_468,9.132415856902629,10.090255350281003
+custom_5140,7.5010161597451965,10.170907911821235
+custom_6756,4.123823052163358,6.679939602766305
+custom_642,17.764421722705002,11.336173808632251
+custom_6095,7.1724306939454365,7.9606779524681235
+custom_1924,7.0071985801291135,9.0497481856584
+custom_5478,8.075505226158072,8.686563049675293
+custom_3048,17.159948598111686,15.531679955615994
+custom_1179,24.22161710704216,20.59915181422511
+custom_5562,10.942504815647776,12.561048456989276
+custom_5879,16.62528628247267,17.78885853011651
+custom_526,9.838867296341173,11.538872769000509
+custom_3432,25.384653264535025,20.91945317908592
+custom_1342,13.309626657287783,17.755307276134552
+custom_5210,22.828285524163213,18.02903422978445
+custom_5235,6.183067314693917,5.402841784235168
+custom_194,8.73192861012354,8.409535144174097
+custom_2853,9.082702648879568,12.70995710690455
+custom_3392,23.05047276747244,13.605453149164234
+custom_2742,8.388146163307418,11.289288205986796
+custom_4600,9.202677592353389,9.63205252279094
+custom_6150,38.20200779104265,27.564721526367727
+custom_270,13.840215795337016,12.12244638868086
+custom_3870,84.95817200450556,18.766729332263235
+custom_2150,24.782564292148596,20.48008356258822
+custom_2641,20.58171477102339,16.334578534845917
+custom_238,3.1307787105112386,6.411716242759416
+custom_3311,1.8966481062790432,4.958504287890904
+custom_5202,21.567852254270644,12.987727828725664
+custom_5686,13.629103698189635,12.987431691472471
+custom_4477,7.186605711107644,13.16487274636627
+custom_601,15.793334181647198,20.914958430653307
+custom_3092,23.52726406797801,19.464979898879736
+custom_4389,17.39865135366408,24.265153799515723
+custom_6518,20.543586830850312,12.545871691587879
+custom_70,21.41228148392736,15.2790830509135
+custom_3548,10.493807628383612,11.711889184934858
+custom_679,6.695203682419553,8.186556050925693
+custom_727,11.513211411465782,15.203241053024692
+custom_5792,3.085705631300714,4.7736931359260275
+custom_2908,5.615485966924842,7.867261165618215
+custom_4180,2.72523971058947,6.149874995407366
+custom_512,59.9835053606531,47.28532575541024
+custom_5059,16.901214748850677,21.182005844036777
+custom_889,3.0546725117396853,4.692439267370601
+custom_2,26.531189179025816,20.685002799646348
+custom_3443,11.9914238266911,20.595622253876975
+custom_5195,4.692933904757922,7.705006338754096
+custom_3557,7.784088103999984,11.964856207438908
+custom_2227,9.84295644211618,9.285893235798877
+custom_5611,15.104091795210273,16.863329611116853
+custom_2883,15.54576222826808,14.807063925896902
+custom_6544,32.05959383338353,31.951064368932848
+custom_2100,28.31385113982323,52.48110354145406
+custom_172,4.9912965960729245,9.513332667922512
+custom_1582,9.019899184990669,12.654565246615316
+custom_3738,6.104568791445599,8.051424557665435
+custom_1103,14.211465993920385,28.122658735442453
+custom_83,5.020739994083053,7.801456328086948
+custom_361,24.579497149516385,22.985033101368852
+custom_3778,7.447042188279704,15.154943690757905
+custom_6157,11.195834428862707,20.96251157871191
+custom_3101,25.093802179595823,15.070754256838597
+custom_3641,7.708438692102634,9.93140362864165
+custom_4394,9.865048238192319,8.732045602618626
+custom_1259,5.877430442949029,10.496129843387216
+custom_1454,52.84958860951244,28.904962603166883
+custom_3963,13.970563069763218,16.5460944604081
+custom_4457,33.2314543218662,33.48384498428416
+custom_1911,11.803159675643261,19.48340793733397
+custom_5900,68.80438507184812,19.008770029941108
+custom_5160,27.751030354317518,28.911016964787684
+custom_6260,48.09311420156837,23.986031212209088
+custom_4053,5.228607269969611,7.071679509940232
+custom_2356,11.489089021384823,22.080375729516792
+custom_5233,3.2905336830317875,4.592238636283458
+custom_489,40.98188539208543,43.04665841024784
+custom_6750,15.039083592697258,11.162536300187217
+custom_5928,30.835325868535044,34.243542633049636
+custom_4104,11.383796636044547,15.070672211550223
+custom_4358,19.004654216759132,59.17032493685372
+custom_3323,13.941022894872962,14.872772201607775
+custom_1877,15.559914744805656,15.531722644973117
+custom_2882,14.913872912478649,14.904756315310863
+custom_105,9.507067547762762,13.930688414433698
+custom_2977,38.555951380152734,36.45367538540315
+custom_5147,7.488431724372825,8.064853747671457
+custom_6812,8.7036878261438,12.983429429829847
+custom_722,12.61178491922489,8.805578826737179
+custom_4802,12.204021556478313,8.499781090311547
+custom_1548,14.58324642227699,21.747981985954127
+custom_133,10.592413806605714,15.224559279239012
+custom_2753,9.086700609327522,13.383821620206678
+custom_6379,18.405178220136158,21.12475092127521
+custom_4695,55.02521201677074,45.508884182347984
+custom_3175,11.24922773904743,13.99691605940126
+custom_3741,17.66687600402937,14.240367226342062
+custom_5923,21.427055657507427,27.850570321902985
+custom_600,12.593812162226728,14.606803742907868
+custom_3204,14.496175940636272,15.414529391623773
+custom_4540,8.790925086607938,6.960897939959098
+custom_2760,6.845716247828149,13.467391682093167
+custom_2743,8.153561586594071,11.15159836213542
+custom_1393,19.13668476372036,14.477055732429392
+custom_2145,14.776477055283129,17.67419040062944
+custom_5390,13.988228936521507,13.208079107088992
+custom_3988,20.749157268781833,24.883493545613234
+custom_676,10.021189777068624,16.285377921697936
+custom_6718,15.992516693590456,14.033424169660726
+custom_5945,4.037285596072413,5.27491651252897
+custom_1486,12.32481372693988,9.428132883374667
+custom_5287,46.27230150426611,31.93057691846949
+custom_6178,58.329479228921755,18.367360181039224
+custom_6941,27.320988308586287,38.36741797431841
+custom_260,7.154379440144503,12.67862548443326
+custom_4178,19.595331259440876,38.19068016475354
+custom_3068,25.13932258305227,14.928565470889808
+custom_3436,7.066670338624808,9.65414603934495
+custom_5476,10.749456445765876,16.02458901538741
+custom_4264,4.5616356361896635,9.209622731390839
+custom_3982,7.403898624999197,11.038512212048841
+custom_6828,18.585167087694124,40.193383502838145
+custom_4886,41.67348996775395,37.602600183414964
+custom_5461,11.216765332496779,10.990831748627937
+custom_6524,7.654712469450269,8.788383510676045
+custom_5229,17.12891031711705,6.736522678920048
+custom_4411,15.331061536875687,11.3590518630945
+custom_5610,9.45308411366899,11.621817867301106
+custom_3558,13.173440080974395,16.076293569013902
+custom_4200,5.4098036979318405,5.394353806668747
+custom_5293,34.552010551127864,75.21000633628722
+custom_6301,15.202487161128497,20.13028546490335
+custom_3262,7.461183656123467,9.25017525500072
+custom_102,8.232516036477659,8.440669771929393
+custom_2582,6.165361016705708,11.817928257670253
+custom_6630,30.20032329427683,43.651778004400406
+custom_4626,16.7083608467329,10.991380581068128
+custom_4317,29.447443899305974,38.11443202655779
+custom_5232,2.772212197367306,4.509962803873879
+custom_4988,6.439283459653463,8.956915501044996
+custom_6727,20.716642817775647,22.08781851677783
+custom_1694,13.96531883815895,16.01193952444562
+custom_3956,13.84239886669297,14.312002655841306
+custom_6565,12.240952474174073,12.471762322442963
+custom_4273,5.220323169030658,5.611937481320151
+custom_2813,5.581311254775127,10.546711892734091
+custom_2499,6.267744073969602,13.295317442851799
+custom_6297,14.510805271485747,22.757661628121042
+custom_301,4.276518043748705,6.095129389617652
+custom_6863,11.849662902082343,25.464947106439585
+custom_3844,5.856218671302852,9.255112166245649
+custom_2173,10.667017167958749,10.516897731743207
+custom_3906,10.49738794282888,12.157923072457898
+custom_4697,6.2194743468785845,8.280938025860078
+custom_3527,8.781911933172022,12.712650945127846
+custom_2390,17.17115611353957,14.70032182289231
+custom_173,5.571808195266028,8.989512534988894
+custom_6472,56.56680147881103,30.944856651105457
+custom_1034,30.30025122962175,35.292111956966096
+custom_1164,18.765863716835426,19.11412929885854
+custom_5465,10.947713132276528,9.38369810145352
+custom_759,12.32421801147776,8.46022644386565
+custom_359,24.040630577379943,42.385876195601405
+custom_835,45.47528669052329,52.90947156221881
+custom_3672,28.59287910084707,17.433166935491577
+custom_5996,3.7357856133633955,4.6764749532246945
+custom_2584,4.664989903210577,7.2045029821393065
+custom_54,13.051881007502747,5.56703644989652
+custom_572,10.536763229456938,7.5309266674967414
+custom_3093,7.6517274403476545,8.153813636601871
+custom_4895,7.682010431557826,8.513342757113477
+custom_717,16.34704990256334,18.299041510281697
+custom_6337,28.564888646397264,7.171432816781451
+custom_3573,10.05164911726036,14.604492711010412
+custom_13,16.224977669684815,16.181846176631854
+custom_1341,11.370016898672729,15.444235700158249
+custom_2008,18.00138486007216,22.505314837888744
+custom_5748,12.448859321051616,9.732732306964582
+custom_2734,15.038641107295339,18.918393112425886
+custom_4595,9.520786208170232,10.898065302412487
+custom_2762,13.767749912676408,14.528272960699507
+custom_1106,11.142868227308945,10.895728893466465
+custom_1307,4.606284617605494,7.042037396736241
+custom_425,37.24791334786549,26.578376725537268
+custom_6980,12.190935171687677,14.764908347032634
+custom_2791,10.06843452946922,14.429360537416734
+custom_2721,5.6024378627667915,8.128550999813271
+custom_4606,11.418119309290994,14.301714843364238
+custom_4392,12.360644399038453,17.428102278764882
+custom_3105,7.881322631241073,9.501187814645654
+custom_312,4.5203759961756464,6.946678190372298
+custom_7166,18.144337000545427,14.687816314442175
+custom_6869,21.35628164977119,35.789801472026234
+custom_882,5.909968980645383,7.948675038615454
+custom_2183,19.738607494932705,15.490836241126793
+custom_3336,17.15570278132074,9.574337372199434
+custom_6299,50.79841768938189,28.8565913678816
+custom_714,20.318292834629247,21.75506691381843
+custom_2192,7.083063051760082,9.788542028316236
+custom_428,65.75691294545955,49.394783024784786