Upload folder using huggingface_hub

.gitattributes

@@ -36,3 +36,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 property_prediction/test/test_predictions_correlation.jpg filter=lfs diff=lfs merge=lfs -text
 property_prediction/mp_bulk_modulus/test_predictions_correlation.jpg filter=lfs diff=lfs merge=lfs -text
 property_prediction/mp_total_dielectric_constant/test_predictions_correlation.jpg filter=lfs diff=lfs merge=lfs -text
+property_prediction/mp_shear_modulus/test_predictions_correlation.jpg filter=lfs diff=lfs merge=lfs -text

property_prediction/mp_shear_modulus/best_model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5a8bbd4e2030fcbe6922ca095decf3b050480fa14307e192a662a1498caf9744
+size 19948087

property_prediction/mp_shear_modulus/checkpoint_25.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4aa130a53bd87c0dde99ca64243dd1a3883a7a62617f8dd802c97211141b5827
+size 59211039

property_prediction/mp_shear_modulus/config.json

@@ -0,0 +1,68 @@
+{
+    "version": "NA",
+    "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": 25,
+    "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": 6.0,
+    "max_neighbors": 25,
+    "keep_data_order": false,
+    "distributed": false,
+    "n_early_stopping": null,
+    "output_dir": "./mp_shear_modulus_25",
+    "matrix_input": false,
+    "pyg_input": true,
+    "use_lattice": true,
+    "use_angle": false,
+    "mean_train": 49.37233976200247,
+    "std_train": 44.96230123941406,
+    "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/mp_shear_modulus/history_train.json

@@ -0,0 +1 @@
+{"loss": [0.20373000596698962], "mae": [11.269524541410286], "neg_mae": [-11.269524541410286]}

property_prediction/mp_shear_modulus/history_val.json

@@ -0,0 +1 @@
+{"loss": [0.4977480235852693, 0.38405225151463557, 0.33189274135388824, 0.4534251564427426, 3.914335150467722, 2.1404342651367188, 0.27332592010498047, 1.252345135337428, 1.2318430448833264, 3.5792682045384456, 0.292115613033897, 0.23409173363133481, 0.23894257294504265, 0.2640037034687243, 0.5674530330457186, 0.2391977812114515, 0.21065353092394376, 0.21512653953150698, 0.3705422501814993, 0.19529527112057335, 0.23677695424933182, 0.1843527869174355, 0.18402851255316482, 0.18752730520148025, 0.19034085775676526], "mae": [20.44379950433022, 18.719781646416713, 16.8245824856139, 22.572285125162146, 81.22098864746242, 59.25388520507561, 14.294418519147055, 32.270488708424814, 36.164966598218726, 75.51625567221672, 16.56586177575865, 13.478747543566984, 12.883575941989859, 15.599731527626766, 26.324186780083284, 13.401845611007033, 12.625576282961532, 13.500512220170648, 18.171232356288865, 12.562761359045307, 14.210372654215796, 11.692129158696746, 11.421037744278765, 11.573393865719561, 11.648818716069112], "neg_mae": [-20.44379950433022, -18.719781646416713, -16.8245824856139, -22.572285125162146, -81.22098864746242, -59.25388520507561, -14.294418519147055, -32.270488708424814, -36.164966598218726, -75.51625567221672, -16.56586177575865, -13.478747543566984, -12.883575941989859, -15.599731527626766, -26.324186780083284, -13.401845611007033, -12.625576282961532, -13.500512220170648, -18.171232356288865, -12.562761359045307, -14.210372654215796, -11.692129158696746, -11.421037744278765, -11.573393865719561, -11.648818716069112]}

property_prediction/mp_shear_modulus/test_predictions.csv

@@ -0,0 +1,1221 @@
+id,target,prediction
+custom_4233,298.98498607745086,48.500397880095804
+custom_2637,32.96699663718947,79.98051800687347
+custom_12160,45.969000082047806,46.981014867486564
+custom_6093,81.83599773306952,68.72306295640288
+custom_7017,22.597997226932858,55.08990534736557
+custom_3995,14.967995353112954,13.239527065682402
+custom_8985,5.489998886945294,13.770063061795184
+custom_2353,27.90499866478183,26.28929111821549
+custom_7423,34.52899774540287,31.630084196842514
+custom_3391,7.961998509858695,5.2905829149970955
+custom_5445,40.12599787058572,44.72335140242818
+custom_10627,31.85199710974648,34.34008588448882
+custom_2939,69.19200136607242,53.213612366336264
+custom_3936,44.186998548808155,36.24049249354658
+custom_2922,54.2270001298039,61.62260549275812
+custom_2467,28.913997655489602,22.6133641290045
+custom_11543,29.01199716569274,40.73406918711807
+custom_7330,44.186998548808155,41.32305716428406
+custom_7376,8.308999988797716,6.941739658834564
+custom_6130,109.43699866474131,72.22372713113354
+custom_5681,72.9049975895797,79.94139056176604
+custom_11447,30.472997206270108,27.05070584008203
+custom_150,34.63199806468618,32.916983186463796
+custom_1695,22.08799777957748,19.512969697779834
+custom_1511,8.905999042353251,15.725508050316726
+custom_12133,91.24199702027752,84.6296597942719
+custom_9407,18.120997438273154,11.499004309204366
+custom_11368,56.08599764111188,57.856602970968744
+custom_4169,30.009997592378536,38.60029617758594
+custom_5872,35.79599935720223,38.07625707933628
+custom_3781,113.30899703333242,116.66437376848181
+custom_2038,18.78199666419927,17.00811642078616
+custom_6107,23.956997914031547,24.237608694501642
+custom_5747,19.55699611341167,19.198636955543527
+custom_7861,4.597994977051712,7.8311386456703005
+custom_8111,137.97300349649493,171.42009228086926
+custom_1906,18.401996813232326,27.38427802947082
+custom_4954,47.95899815554885,51.264504817939226
+custom_7663,26.175998404895534,25.917374032621424
+custom_7226,38.659997690918686,46.549320057140555
+custom_2084,24.42299774537502,31.602849083081953
+custom_5474,42.409998159643926,35.1235915330691
+custom_4342,15.45199648916784,16.274348186846204
+custom_2317,6.111996625977682,11.999176335928993
+custom_399,28.77099756346993,28.209612524848133
+custom_10438,47.76100005099292,37.03199246875394
+custom_7387,28.73599725983274,63.96150212329444
+custom_1570,38.38499674089182,59.16073880614274
+custom_5081,97.16500246216007,66.05822934819771
+custom_8921,44.06499696399455,63.292990963900095
+custom_7144,91.59200273661143,57.881927941818326
+custom_1180,51.344000530557146,44.06815429421833
+custom_8269,27.73999742477521,35.19380117737899
+custom_5295,30.262998064408954,20.59668736885183
+custom_7617,19.439997012654484,19.123131706334167
+custom_3039,7.381995775266944,21.15463133627377
+custom_1163,421.2830148869815,271.0368845082463
+custom_7999,39.625997361428695,34.448356349032665
+custom_4956,3.1739971717208064,-1.1813752218186622
+custom_8403,35.178998407307006,37.234321559389244
+custom_6718,58.52099904872182,72.86574954618256
+custom_1483,36.8489966239409,36.0476209887869
+custom_11849,28.12299749319406,18.473685796562716
+custom_145,25.877997351048585,38.315495276538755
+custom_3115,94.39100060214318,100.95602309915077
+custom_3347,37.11799780905446,34.97000559117447
+custom_10114,94.37199967160814,91.70176593998573
+custom_2481,12.415996184726822,11.069760156603934
+custom_3867,40.70099845611631,34.87908386059659
+custom_4358,0.966994870702429,7.977086695883003
+custom_4867,26.84399769154909,28.838791222042534
+custom_9202,22.83499698588013,52.43878108473896
+custom_4120,79.28900205372555,94.61701787684044
+custom_11947,60.85499871870523,59.231893137055394
+custom_1277,25.651998836085284,29.42118448273263
+custom_7074,49.99999862762562,59.68626662327988
+custom_10164,37.385999368344386,41.84325989693979
+custom_11378,49.38199857599114,43.781295852350524
+custom_10448,60.19399949277911,49.541733124721446
+custom_9052,38.92399806695208,30.788058898168693
+custom_3789,79.14700426749151,87.63014256241095
+custom_6638,46.479998150241066,30.27963526846559
+custom_12118,77.99400421895943,41.88506127412639
+custom_10273,127.25900319892759,87.70026644793704
+custom_8173,52.90599694883706,81.84828535881044
+custom_12095,84.37499908578641,101.16559612705493
+custom_11392,33.96299915220899,38.653958396565976
+custom_10291,87.66600045388611,81.62426733576046
+custom_4958,1.1349963281609519,1.5854764995991388
+custom_1547,17.739997961482572,18.611572521098484
+custom_1944,87.31900165490909,61.41994810677859
+custom_8169,26.832999127527113,41.74361489007254
+custom_3807,30.29899799386978,29.769509862896516
+custom_2763,27.257996880348596,35.715616577164404
+custom_8674,53.45299796144839,52.46176845873958
+custom_2602,71.86199926103937,77.38426194612404
+custom_3233,9.453994990854731,13.533358098667215
+custom_9626,25.571999290612556,20.790488820423306
+custom_2396,15.073998569810158,26.33469503431207
+custom_8286,121.8339990145548,127.86565547558429
+custom_7225,50.252996964061325,42.311579905379276
+custom_11010,75.45999831539874,85.3637040642972
+custom_4904,26.25199944707372,24.619476478978164
+custom_3749,34.85599732800221,31.558231735830514
+custom_3152,139.44399711534666,123.56641220604003
+custom_11358,48.768999583374686,39.72959598222708
+custom_9330,71.10199687914348,75.85334973701808
+custom_2616,37.316999726874634,30.229233223250837
+custom_9847,17.969997659702408,20.60732949792865
+custom_7075,26.503996273337513,35.98169392374288
+custom_12045,48.86999751043026,37.63070535800443
+custom_5094,24.836998274155523,34.33876466322595
+custom_7987,18.355997945573158,17.366622976563953
+custom_10084,41.996999936649054,37.711921606222276
+custom_369,47.41499937036091,34.930619529734656
+custom_6550,22.498996750925084,26.48857845198799
+custom_6042,27.8629983004172,60.195888195994144
+custom_9533,58.84500042384076,88.1397641351252
+custom_2094,14.541996634486843,8.431798527309184
+custom_7382,2.077994554869875,5.24921502166297
+custom_2798,21.386997440934007,24.41830245196213
+custom_5027,31.276997864196893,36.81757272958425
+custom_11008,78.46900068271563,112.43033397424327
+custom_3891,52.91099809291248,53.12545300658334
+custom_11337,30.540998561897222,26.32781289191235
+custom_6790,180.98100677112075,157.4306049151835
+custom_12154,63.30199697617979,43.73961373347264
+custom_10722,48.40399788845882,54.030746178012976
+custom_3883,46.02999735700449,43.460549961063386
+custom_10765,79.86099974184225,51.43385479877343
+custom_9929,26.475998710389753,21.17778352793699
+custom_11467,70.98600008417193,80.88625940194655
+custom_8588,69.36399730688248,141.7918367790558
+custom_9113,46.39199690824577,47.88455333380085
+custom_1548,25.862997603770076,20.171098684410744
+custom_2818,32.36199789708286,24.46690892264113
+custom_7129,16.5020002383596,20.657426027476124
+custom_7566,39.84499916561705,67.87812587902296
+custom_2863,19.72799912830309,19.265126812606216
+custom_1369,63.42399956597914,48.23054413207301
+custom_3531,5.099994737856015,0.6095951392280128
+custom_5692,27.36999785198761,28.849347592335562
+custom_676,23.84799581986344,25.979508951444416
+custom_3987,20.97499884376277,20.112369997281693
+custom_1647,36.63499629882321,32.034032188184796
+custom_647,55.02999747695931,43.97585305320421
+custom_5337,36.26099956272206,28.74911969373469
+custom_2642,26.35899692967057,18.84935214898591
+custom_10908,45.45599974725003,53.11840872648301
+custom_10201,85.501998143056,95.91592041623133
+custom_5456,74.80799840184733,81.86874954859402
+custom_2596,47.042997698466415,41.46035094722873
+custom_2963,6.169999043406456,14.268795948929217
+custom_421,140.54400359541611,129.13041529917595
+custom_11238,111.80300311084349,96.32965294881245
+custom_10012,70.401000560443,67.92065553588134
+custom_3142,80.19300147350275,23.558200809641075
+custom_5064,14.906999418137268,21.515855373513137
+custom_805,29.225997490810432,28.90164437067983
+custom_9733,86.67500410787073,84.29638508066441
+custom_9635,64.59200204175171,48.955409532270025
+custom_3133,8.26099382960529,21.399813019187686
+custom_4861,56.63999804446015,45.5871848918254
+custom_3214,17.28099819086654,17.452097684389727
+custom_10047,51.88600023159543,43.8279238410877
+custom_3801,34.9379974651032,38.397430424561406
+custom_10106,48.89099744136614,36.73964881467561
+custom_4394,8.998996403495227,9.165971435510173
+custom_7441,31.004996461631432,22.407599327093326
+custom_2626,67.18699584040212,72.35840058123891
+custom_2531,3.9699994830775154,50.323796786251506
+custom_6814,82.30300255016061,84.61569183236094
+custom_4985,31.047997791800693,30.353334223291224
+custom_2289,49.4839997712894,44.694907625808476
+custom_2102,7.4969983043388595,6.5016577399317725
+custom_9632,11.685998657311949,58.26406640245621
+custom_5640,30.525997474637713,26.827566844565965
+custom_2756,21.545996906055823,23.72385462039315
+custom_2209,0.6399966280840843,9.157676953139799
+custom_10365,107.37699763899914,73.36566697651779
+custom_7631,20.645995989573166,21.17425937791533
+custom_6033,54.82899731247761,91.3074363322387
+custom_1035,80.84400176123052,101.10107336209558
+custom_8973,18.668998746698616,15.114666993063942
+custom_6317,27.65599803602695,20.39105120511635
+custom_9555,235.2940170018516,160.25505973969302
+custom_12046,25.13899783129701,31.520386652537052
+custom_6836,53.21599853749637,66.09360618649501
+custom_3890,44.729998043167704,43.449598296376294
+custom_8524,39.13499616464637,40.62776380470608
+custom_2866,87.14099857929023,82.29204954549253
+custom_4760,10.846996355766976,15.341989409252108
+custom_3851,59.68299773963811,47.855230027154356
+custom_9951,65.80899690273039,62.581068440151455
+custom_4468,103.79499795774193,116.91605435923034
+custom_9986,39.44800031572432,35.726542782212555
+custom_11093,61.012000272160776,51.20172670823776
+custom_7276,130.57200437503323,153.4877161919361
+custom_8343,96.28300017042685,82.57498921293512
+custom_11370,33.91799723041146,40.00444082446782
+custom_2638,55.09499995511552,61.57377524525265
+custom_939,40.543996902660766,37.08002944750929
+custom_3819,33.20399639613674,30.98516608285935
+custom_2118,16.531000107092986,15.38601046495996
+custom_8689,104.48300316067815,103.81931057294841
+custom_10038,96.95600294612255,91.34773760069936
+custom_9237,43.07799744629748,53.53317840435569
+custom_9277,32.755997869504675,36.58741759356878
+custom_6271,6.362996506379837,10.385665018216457
+custom_5277,34.23499921479345,46.097480474981076
+custom_10004,62.688998549522104,58.83855042531252
+custom_1614,41.83299832246607,27.965776182855034
+custom_7634,44.38099898755766,51.88456578193833
+custom_6449,25.377996841891555,26.4396718255657
+custom_10670,56.192999813642224,59.07634345300991
+custom_1299,45.96699748044804,49.44250870438958
+custom_4807,26.75999696281983,27.021321396802552
+custom_7149,43.403997403073184,56.23491977914704
+custom_4418,70.70200317172285,50.37132557721381
+custom_7589,24.735998546500483,29.73097736935168
+custom_7322,11.44999852418831,31.11008045136481
+custom_10263,52.771998179163596,56.8036753832419
+custom_7799,11.130997288159051,8.324069415088061
+custom_5420,16.304996232205696,18.755119325364863
+custom_7902,43.21399881757071,31.982019485811858
+custom_7594,42.75400009112154,40.18536103871678
+custom_3225,11.78399682753409,7.613517691899183
+custom_2665,24.65899787849866,20.513075234611648
+custom_5114,16.14699639290751,19.9686597153337
+custom_3631,27.595997706931907,24.973290421305066
+custom_11347,22.124997334861945,26.763537192613455
+custom_7796,44.219000309969694,50.152805496193814
+custom_3944,93.24900179759508,85.03650750449131
+custom_5409,34.285997551551795,30.583315161777104
+custom_3407,36.942998970830494,28.500176684162675
+custom_2551,45.52299712211527,35.66832998776728
+custom_7715,28.205997256118685,17.418954594414142
+custom_10086,74.82700201234437,75.60859684802315
+custom_564,32.603998465110294,22.757672042477076
+custom_8755,20.77999676921813,20.84836259967638
+custom_3709,21.947996565028717,23.409765754698263
+custom_5909,25.68099602485668,44.483740020518084
+custom_7728,17.240000132287534,35.589671763272385
+custom_9911,21.611996330073673,44.554755663397565
+custom_5239,36.8019967904771,26.923207988214685
+custom_11678,63.61399815148161,53.713510366947034
+custom_4703,6.554997023491573,50.531957139189764
+custom_5178,55.025000687822136,62.48151589197299
+custom_4702,55.64499917520725,70.53772552145452
+custom_3352,9.371993513772736,11.337772435741833
+custom_540,63.84599978131071,34.533698398739745
+custom_5265,76.73200207625925,62.87274344371237
+custom_8193,66.51899655374856,67.66149249124649
+custom_6419,11.963996474838225,9.034082465916214
+custom_7280,11.241998633974426,180.404814942484
+custom_441,83.89299720137879,84.1381440447868
+custom_11249,105.49299507730457,112.60547485045291
+custom_3038,42.06899845558971,43.55904057430186
+custom_9923,124.00801098343122,87.25844523370036
+custom_5457,76.05999624642517,104.12982168938176
+custom_1033,292.03400081404044,278.58818125823643
+custom_5720,28.116998398271253,25.298024096038766
+custom_11635,29.842998440705646,33.65244247642174
+custom_5444,25.8489974823152,23.23450964012291
+custom_11889,59.96699800203968,47.726501570239044
+custom_6432,16.8219984202505,20.604475338405404
+custom_8314,20.844996567412345,26.83128395185117
+custom_4900,28.76799734601803,26.363362587758242
+custom_1538,65.00700353633685,60.2685620653572
+custom_844,46.49700016412409,41.109713429854814
+custom_6793,48.10199975504714,44.40868500492366
+custom_661,78.54100054163727,63.83107909291101
+custom_7329,16.37199528204718,19.593909909912337
+custom_7156,17.87899687024571,26.59822641699657
+custom_7348,54.532999865216176,93.65869830741377
+custom_10725,80.95099656386537,82.09909228194905
+custom_10572,54.75400058605655,61.73071917952533
+custom_6918,52.64099761697053,71.81272949976693
+custom_1071,57.84500007551719,46.301604470161635
+custom_1350,49.48199705453502,56.97031809996964
+custom_3113,56.720999895718506,67.73238418588377
+custom_12111,11.348996116571278,44.321276034528964
+custom_6032,115.10099649978466,103.91759013917988
+custom_1983,60.40399863464027,51.94638513523657
+custom_1468,33.182996213954425,33.56315954260298
+custom_4213,41.22799891236896,31.17071191150936
+custom_3210,8.568996501612581,10.406225686631814
+custom_1679,37.69899882948885,33.97661201915578
+custom_6153,127.42800696217174,129.40378750230116
+custom_8350,13.409996768137077,22.257679573206026
+custom_5883,12.191999601372785,65.55526212111371
+custom_12101,83.18800371936476,90.11048490701062
+custom_6486,7.418995330551411,14.300931373195183
+custom_1916,30.74099742557904,32.783547878799496
+custom_8000,14.46899446977956,16.990731507333287
+custom_11895,49.97899873856415,36.57565390039761
+custom_5391,13.627998276511306,21.14451983967169
+custom_11653,45.69800031527747,41.27031149230585
+custom_5719,31.013997113987138,43.30535269202007
+custom_3005,63.555000128172196,64.03588178846647
+custom_3087,85.419999345936,132.57664810583438
+custom_1050,64.90499748295319,62.72481758154836
+custom_8184,32.25999586364219,40.60734919421938
+custom_6548,37.90199791062257,42.11792317175546
+custom_6888,69.31799977920431,53.1831217687439
+custom_8444,43.85999896620881,46.33225184553062
+custom_7963,16.26799935688323,16.923477861102405
+custom_9829,167.32499243623,184.0778958120577
+custom_164,77.34200162544603,64.00334972982543
+custom_12000,115.33199850379012,112.10579057681113
+custom_2105,8.652997230341839,9.22618214162172
+custom_9148,63.5050000772565,64.83480927833925
+custom_1934,18.87799826273614,18.416291730506504
+custom_768,21.43199668276954,18.687166209053633
+custom_3372,4.714996757770898,12.753103243985251
+custom_5668,43.120996766495246,32.282904178763985
+custom_1171,219.49299324677983,134.23226966635326
+custom_11045,8.61699730088101,77.01523653952114
+custom_5091,55.803000354486436,42.10931647381282
+custom_8919,29.405998478095558,36.1447093119122
+custom_11777,58.55799793401579,51.683484213611074
+custom_4410,5.495993961925109,-0.6497404412884791
+custom_2048,208.90100089893582,223.39373152779095
+custom_11353,44.76899953006143,33.93120140315422
+custom_5704,12.875995581166492,19.462889248004323
+custom_233,24.464998109739653,22.389970537099035
+custom_10475,20.18599927309549,18.97283407780576
+custom_7021,18.871997827832335,20.61727483688712
+custom_7682,58.109000451550585,73.34944248660817
+custom_11094,84.62000389120874,58.16636235806287
+custom_3315,7.06299721919968,4.176388716133211
+custom_7352,73.38500290230203,54.68482038214748
+custom_10704,38.401998419779595,29.671712689823895
+custom_2075,184.95100598989598,225.1698709791647
+custom_3025,115.87899482646796,110.97777313398393
+custom_535,46.359999167027226,32.9853262372451
+custom_3826,33.57899677800451,33.206737997256255
+custom_11508,30.326996896798537,46.95748480118224
+custom_11940,35.884996875068666,47.05618311147522
+custom_9643,89.34100349954315,85.55995500113087
+custom_7800,11.791996514085163,12.250412052986583
+custom_9209,33.653996854378065,38.63594771198759
+custom_11032,48.9669976460562,49.689789300037404
+custom_8982,20.976995415448044,24.199044041412883
+custom_3904,42.727999099859055,41.876458596126746
+custom_5248,40.49799937498259,31.600118201810414
+custom_11483,1.2399972390725225,23.022915920875526
+custom_5778,70.94799822310183,64.9374116232665
+custom_622,11.094997358698222,27.01981793812411
+custom_1829,87.69599994844313,84.08909270041684
+custom_237,67.86399845937338,56.288909623480805
+custom_7599,64.54299893669766,70.22650153513085
+custom_7264,0.818996649564582,6.955182348194761
+custom_5362,26.473999458742483,29.12760000625123
+custom_1445,15.105997316014452,19.437909322261422
+custom_6822,70.16999721645654,63.477681884674126
+custom_7034,30.023997713833413,27.37968859455668
+custom_10450,7.212997371946784,15.506126361515769
+custom_774,18.717996491828693,16.04686765290041
+custom_5219,37.54999696258438,28.33880143273348
+custom_6493,4.455997190817676,11.452919682761397
+custom_7739,2.457997085798816,11.96889276540064
+custom_6993,20.852998933925413,28.1596674131533
+custom_1095,27.706999052747285,36.48758900930497
+custom_3683,20.25899875784078,22.498447358716387
+custom_7188,18.446998735029855,27.767542074146043
+custom_10460,65.2779986131737,56.62205234896011
+custom_8272,55.04699982583759,41.54652043520136
+custom_11087,12.675995377503682,8.853319029443888
+custom_5737,35.13699938292338,43.860701786241655
+custom_4533,244.35899916525247,215.5442086071464
+custom_2552,69.83899645060066,69.97520149898541
+custom_7710,40.12900009800912,33.41550703656232
+custom_85,12.06199732502236,17.668477815757786
+custom_10954,208.742004113776,138.24823559324375
+custom_11971,81.07399609952637,66.99775166420086
+custom_7961,22.802998239675837,18.678906566189177
+custom_2992,36.269998875096775,24.349191592069644
+custom_10715,53.360998886149055,49.482778483296805
+custom_8333,46.47199846368999,36.06895482623743
+custom_4080,93.26000304157905,104.47677492900488
+custom_9144,19.873998097793667,16.407435099451334
+custom_2929,46.270998299208294,45.16333349274671
+custom_6543,50.610998681998566,51.84192557664771
+custom_11237,38.91499875457737,52.80235745861827
+custom_11230,38.96399917966944,50.30477424852289
+custom_2740,17.085998796283896,23.964654565447432
+custom_10633,59.37799729505422,67.25610000038964
+custom_2411,27.413997467999508,29.592661850896928
+custom_2298,10.61699665754714,11.737660284663725
+custom_663,30.349997670609117,26.181390488426775
+custom_11967,71.76799691414976,74.64032925967601
+custom_2354,85.72299852890112,65.12421033414854
+custom_8450,63.25400019685434,64.80657453875506
+custom_11318,21.04899795433169,38.06962417340198
+custom_864,33.39599825322948,23.023500152590145
+custom_1673,40.352998691334655,37.85472606101641
+custom_3854,16.1409986379657,30.680844338650356
+custom_2891,1.2599951154692093,12.572575644168367
+custom_11600,33.33899814158633,38.50007229892806
+custom_11077,69.5409994166967,63.34315717245941
+custom_5535,43.83999840985014,50.19196912078815
+custom_4381,44.39299985736527,22.53771952177147
+custom_10626,18.547998462684895,15.594967101605583
+custom_6819,108.79200149187933,112.31263004348176
+custom_10348,36.86799755447595,40.767214287065144
+custom_11582,8.102996670269107,20.459135639565268
+custom_12131,45.610998364110564,73.06591858745097
+custom_5492,21.55799777586343,23.64951515465103
+custom_8151,0.31299838546574676,5.870419491945242
+custom_8605,467.030008998139,97.47390024147325
+custom_10274,27.730998112400503,80.52187032959266
+custom_3796,88.31800036743752,87.36527655865359
+custom_8612,0.3440001858083974,3.6568673638143636
+custom_7997,55.92699683600907,47.04153745417512
+custom_1629,22.584996731301615,20.380859309654465
+custom_11135,37.79699833969199,113.78098121980773
+custom_8298,81.84899822870076,67.28161591853126
+custom_2224,7.962998135682334,7.055680922956988
+custom_6286,4.5879987188153635,6.148846103390497
+custom_9401,22.857996419709714,30.123157647579806
+custom_3793,71.09799971582994,82.48944750605949
+custom_1193,7.494996372729595,15.433049157872667
+custom_10126,103.19200114924459,82.02778385322176
+custom_10769,52.25099815781475,34.08768840390698
+custom_1715,15.68899624811511,18.48107177181724
+custom_2903,18.069997761533816,20.868850909117906
+custom_10867,11.276996257649621,25.096675871493144
+custom_6903,82.77999826556407,96.66693688556246
+custom_6102,72.16800000143739,57.55314216455021
+custom_8041,175.2460060230174,211.4546294842141
+custom_1586,27.48299710946926,18.318156882222688
+custom_9599,125.05400014955649,132.73728502773432
+custom_858,31.723999444967315,31.84906925126841
+custom_6142,89.82599622153569,87.64614729543709
+custom_650,43.423997959431865,34.50708637614271
+custom_2771,11.551995197704997,18.449014066449088
+custom_11609,39.151998513524646,42.51775876141847
+custom_5548,70.32800241567871,79.6562318857927
+custom_10686,24.535995662875678,23.75545673222238
+custom_9609,80.36599838011745,89.92719694634026
+custom_9218,28.34199728741092,21.193606023547556
+custom_8822,24.102996883522124,28.804625726566368
+custom_4656,93.51599837113739,102.90479498230809
+custom_10615,38.74799893291398,41.72511176247782
+custom_6119,57.64799807933479,45.544396618634636
+custom_7625,37.898996353189666,45.146190445863766
+custom_4853,59.05899739900595,64.90053266627176
+custom_6089,103.43100015983913,103.55803035833858
+custom_482,170.53799887042823,198.82653065176336
+custom_7854,10.777998054278221,15.492683672155579
+custom_9031,1.1839967532530196,7.764102076360906
+custom_10271,77.41500111019133,75.45780610648792
+custom_4035,84.31099623345384,93.36790099140578
+custom_10735,52.83899957397182,51.224426488816924
+custom_7439,35.404996922270314,24.600376389849355
+custom_1656,102.36499703754521,70.262366126511
+custom_9840,47.59099816940376,41.232548147853194
+custom_10876,240.16801028048008,246.51066561102576
+custom_9778,21.78499859661236,27.99641752830954
+custom_8515,92.75800328077474,96.37130491811791
+custom_12019,62.96599942118674,71.4990399484091
+custom_9894,38.342996376527196,68.59481605515832
+custom_9508,143.47300909722227,127.88811891701513
+custom_38,34.21899984169131,31.916456895598976
+custom_1501,9.097996879503,30.300284375626735
+custom_9006,57.40599684131685,82.08830007500059
+custom_10826,122.42400872723087,112.19571938147035
+custom_8669,36.20500041688355,31.048154569577324
+custom_8741,18.838996775842414,34.54863516691141
+custom_3015,27.97599755789885,29.81863892616428
+custom_6733,66.04099987254048,63.22053551143952
+custom_4647,12.580998764714437,11.0744232904729
+custom_4312,54.499998813226256,70.45548686773608
+custom_6894,13.683998762330809,11.226511133613066
+custom_8357,23.31099843538394,21.511610313715178
+custom_5976,69.35299606289851,78.09265629990803
+custom_4947,33.70399690529377,37.8286527107801
+custom_9563,198.35399975304136,181.9656355274392
+custom_10835,49.252996950733014,55.34444344758985
+custom_2227,7.13899558141587,4.171779181504114
+custom_10550,8.922998041279037,10.584035804987124
+custom_10756,42.90699979133005,41.29364190144165
+custom_2494,36.1559959718485,27.979803103929846
+custom_3538,26.441998032576198,25.15611742851251
+custom_712,10.292997292399704,9.751060737965886
+custom_1430,34.40699917554651,21.12937269448353
+custom_1702,14.693998718843211,14.503520420143872
+custom_11146,40.68399610723804,29.091862713065783
+custom_12108,76.14700389251132,85.82798068007875
+custom_7022,0.07799787816573911,20.47941759193328
+custom_11681,12.536996468740547,44.146220917103136
+custom_10778,14.147996662065019,32.653211947180864
+custom_10533,14.124997228235436,26.1747870620744
+custom_2989,39.622999153948285,36.569976400914044
+custom_10844,79.73700058035762,76.54927690760756
+custom_12168,70.61399857977506,87.73386245148956
+custom_11699,67.0599964614656,50.459975872504444
+custom_10080,340.9970136366771,49.940905926283904
+custom_12033,31.12099861652698,57.4020023579653
+custom_6746,8.51599489326398,9.208901746686607
+custom_831,24.534998717014034,23.233453735097406
+custom_1615,34.76099937523197,27.71820531382377
+custom_8606,129.39399492117633,115.60296946096902
+custom_10548,48.72999813835536,57.82669124516701
+custom_2558,3.842996084197992,5.894040676957353
+custom_583,20.077996804751017,18.45422391256476
+custom_11062,161.7160035010685,209.48011924606968
+custom_3411,7.224995561792397,9.182863235956212
+custom_511,3.8829971969153547,0.5653918461045961
+custom_11514,6.306996020560327,47.90026896592692
+custom_11563,29.0489980609582,27.940837796523038
+custom_11844,22.49799712510145,18.517406696527274
+custom_7197,10.641998022985987,14.924459370525959
+custom_1469,29.507997831574237,22.495191204894088
+custom_3542,5.064994434218825,8.819723025891378
+custom_1222,79.37300010249282,74.66244698600968
+custom_5982,15.379999310208177,14.156366183371219
+custom_8762,24.578998333025936,26.692094765786482
+custom_7111,98.97500055336172,89.66166631200849
+custom_9328,11.487995025334413,12.373132872600237
+custom_11655,21.378997754382933,33.75231126011546
+custom_3110,5.641998291339668,9.245022274437147
+custom_9474,110.35399590018775,118.43651471656104
+custom_7356,24.884999073423955,22.348696442434687
+custom_1027,27.363997417083805,29.11558573663366
+custom_3643,36.13999793872735,35.21504255614073
+custom_9009,49.08899929368141,37.17094447818219
+custom_775,12.118997436665502,12.140238815427246
+custom_10912,37.67099992656009,61.99839914337602
+custom_12106,36.609998953327356,48.05153640570178
+custom_2522,4.614999335901487,13.581131101166186
+custom_1075,149.6459906740254,137.40062257381317
+custom_6925,42.85399818298145,35.880426199888475
+custom_736,11.552997503490623,16.971347342233152
+custom_8150,1.335993477685406,8.348971621933146
+custom_3472,33.16099774592947,37.315588726884975
+custom_6995,28.510997030712076,29.76151955621242
+custom_3276,15.569997895710657,16.65037097421456
+custom_4667,106.88800105378809,122.0564090604086
+custom_5048,20.040997249466557,15.889167969345522
+custom_2380,15.357994142278244,14.297372383667607
+custom_10904,109.90200423018514,107.11397008916944
+custom_371,3.591996203795844,4.309722185241753
+custom_5541,42.97399750119054,39.98970773340768
+custom_10843,68.70600097837026,69.13217791446895
+custom_8968,21.163997803441607,20.96350984669595
+custom_9788,27.121996849056362,22.484926950458373
+custom_5102,25.034996546209072,43.89119171384351
+custom_5084,31.70299658282301,42.45966723525341
+custom_3080,107.47000304002711,158.02941562304676
+custom_8906,75.8229964874779,78.1534860772401
+custom_11055,134.39500231853225,193.71662567875708
+custom_10454,252.38599988896507,252.90942862587067
+custom_877,56.22899907311255,52.646455359570616
+custom_9313,26.93299788937752,40.377114999325094
+custom_4360,27.6809980614848,34.273466049269445
+custom_6450,90.83399960636282,22.32197454139591
+custom_9321,51.05199689665676,76.76286987850222
+custom_1999,146.4759922699014,188.73270035914874
+custom_390,83.97399905263714,76.79367336165734
+custom_1063,35.488996311018575,65.07742221768224
+custom_5006,13.522994685637734,12.82182550938866
+custom_11731,67.16699930398644,63.18135312711122
+custom_2754,14.746994967267831,22.43693151111393
+custom_6902,121.83000051126027,129.96407107654358
+custom_4369,5.085994616401138,14.141227078069036
+custom_8783,20.298997190596143,19.781295532470992
+custom_2861,12.5209970956384,17.650342512946693
+custom_1373,10.48399818368781,14.904107739146106
+custom_2124,19.850995984002086,17.502196893899196
+custom_6835,195.26300662849044,199.8099802248046
+custom_70,20.822996759406394,27.797148954270995
+custom_3931,48.39499899482817,34.34294272397406
+custom_3435,26.24299745473702,23.934563952182625
+custom_6805,22.25899811450691,16.643027878351937
+custom_12054,43.70999747348071,44.8718246468294
+custom_6347,16.744995072286684,12.03855569746382
+custom_2167,7.2599958654295875,7.618901735544441
+custom_2953,23.765997022743445,19.923432676728705
+custom_11044,40.964998162159205,33.99001316910507
+custom_5878,118.82000655800572,74.87541552575982
+custom_6361,18.70099749290291,23.182156582576773
+custom_7224,26.82799563848495,15.272085280609495
+custom_1653,107.3410057494243,66.37069147696245
+custom_10146,24.305998644617834,58.64593686689473
+custom_1855,19.567997357395644,25.577013499502694
+custom_1533,6.513996284950579,13.594890026041632
+custom_11693,59.01699703464132,47.77834861746125
+custom_12016,68.0350028142458,53.71353448660498
+custom_11669,19.07499690896605,16.27247757337463
+custom_5053,26.11099860670132,22.94772690718142
+custom_10779,69.2620006333658,64.96490133341646
+custom_10452,46.868997983573216,31.025591969552703
+custom_4700,85.88900073471237,88.16370423561457
+custom_5403,46.34099823649218,66.44547581639551
+custom_1981,133.1009987496658,99.6588464552838
+custom_12002,54.43399704424166,42.524442586630656
+custom_10915,52.73099777561785,72.84465020540648
+custom_1955,37.9559991447948,68.93914293202766
+custom_9072,55.95999788799899,68.70968190616856
+custom_8510,121.91799974328406,110.32593669811413
+custom_4259,67.85800070443157,64.11929024559512
+custom_10175,101.05200325799169,94.87283096898321
+custom_12152,55.65299886175833,45.15263173451553
+custom_6729,75.73100143212156,72.92307393322693
+custom_4129,118.84100138026405,115.60307129952477
+custom_2131,9.219999469302344,11.229062457431034
+custom_5917,37.78899999312191,36.162859354514254
+custom_4175,28.302997140498192,25.425030174880277
+custom_930,40.83099939248574,74.11122436326784
+custom_5916,28.926998151120845,24.1929498078393
+custom_1205,4.359998272242798,7.852782018731098
+custom_1986,96.29399873444882,145.10138616411365
+custom_4431,68.63200320778233,68.11447038726278
+custom_1661,24.296999332243125,21.778714085737228
+custom_11641,36.270998500920406,79.98211794418368
+custom_2234,14.305996501363204,12.084026612610245
+custom_1651,5.455998209131735,10.528702629704036
+custom_3014,4.2639966737059325,38.75799452115983
+custom_5988,9.01799733403027,35.497955423963376
+custom_3156,95.10299682484666,118.888356308692
+custom_2643,33.13399712884335,38.48493051366388
+custom_11017,101.7129998039558,113.74615779366212
+custom_10246,96.95500064033692,99.45143347674653
+custom_509,331.921997695572,290.1586277299655
+custom_4265,89.66400055890497,79.17962744484032
+custom_437,78.5469956166171,77.90852415120968
+custom_6345,20.714996971023915,49.88356579446282
+custom_2676,20.63899860880772,17.777817585137093
+custom_8923,13.662995900186502,18.71590076154965
+custom_9057,68.7419955479071,63.429204052170824
+custom_10706,36.5349975369728,42.63450594574825
+custom_4641,105.9730030699889,97.44860676017709
+custom_7878,13.315994421247481,23.406142446082836
+custom_7002,47.04599992588982,52.34909280666866
+custom_5869,51.673998488134515,39.41455707000544
+custom_3364,7.76899836692332,10.254515718132751
+custom_3140,15.701996743746356,82.32366773709373
+custom_1156,32.85399737970781,32.68626793839165
+custom_11114,61.345000289663915,53.802921268950996
+custom_10402,51.64699803854602,88.41312829836446
+custom_6538,24.122997439880802,26.134499193423718
+custom_3255,4.774998426846935,12.955920087703397
+custom_8749,37.19499713707528,35.7705678578634
+custom_9770,10.159996138578371,24.973357420354905
+custom_1714,14.070995994063196,16.71815525292019
+custom_7286,215.6290026046258,215.0166848883145
+custom_5335,64.48999732834905,63.22694062060437
+custom_9994,62.805998990260285,47.62413037203375
+custom_3009,149.35898818420043,181.35100232396536
+custom_6201,10.49999755678995,29.54339878952948
+custom_1308,19.16299614098985,16.991363978363793
+custom_4819,12.505997348359884,16.578920507501607
+custom_10593,37.59499888438191,37.31667143153041
+custom_47,19.545997549389693,13.963483958763568
+custom_8296,30.850997805589785,45.59514638891807
+custom_5743,99.01000085699893,74.86544070721942
+custom_53,46.71599811586708,40.868868595437135
+custom_11308,49.60399871262883,55.974245235947784
+custom_5135,65.49900033899982,60.32091378292234
+custom_5732,30.24999756877771,28.92761588236038
+custom_4740,15.675995752483871,16.491912861415464
+custom_9873,18.853996523120923,19.42656236318027
+custom_544,157.9069949591764,206.00821776343597
+custom_6829,205.81799406112603,161.3659254257608
+custom_2134,5.643997542986938,3.9891665712561633
+custom_10257,123.5449939497867,113.43992389657065
+custom_6072,28.324998288485137,30.849572065809156
+custom_6025,110.15699725395784,88.69127619376238
+custom_9096,41.02299722963548,36.67124412476845
+custom_6895,17.145997785397938,12.4225996110792
+custom_4313,20.027996753835314,44.44055042301877
+custom_8898,50.26299916846335,43.53963898944877
+custom_10499,5.261998440372729,10.108559628034072
+custom_9907,28.97499761040828,37.97461684076475
+custom_13,20.39099760587648,21.689407032260522
+custom_9131,14.797997323969163,8.60090412910909
+custom_2049,71.56900035625358,75.92604638605809
+custom_3841,43.75799793775389,40.698747958032136
+custom_4719,5.848995875767926,9.318844507514484
+custom_4090,188.1329999039036,155.93452149214716
+custom_1807,32.57599822220054,24.699623422360542
+custom_1058,156.71699535535987,144.9458197303057
+custom_9013,42.41499896872409,40.88560160813505
+custom_949,17.1329972897667,13.638348289730814
+custom_997,99.77200517050407,80.10525683786835
+custom_3750,48.07099770345805,35.7383171952317
+custom_5661,21.216996731828218,25.38313968895739
+custom_6565,33.186998737191956,39.93127250211693
+custom_10963,40.64999944936747,43.404039612474584
+custom_5363,100.90799818022438,91.29241514526424
+custom_4778,87.9710015684605,90.63082364773751
+custom_156,48.26299905805791,51.83659982217581
+custom_11063,70.76599798416945,134.2881361540731
+custom_1464,20.229996209145398,23.91080340914684
+custom_2343,6.3819974369148795,12.417818558882509
+custom_11003,47.872999682650935,40.027365219361585
+custom_5594,18.065996578277282,31.165276948586218
+custom_7066,20.48799883023698,20.143087721653018
+custom_3852,56.513998961337755,49.80869402126971
+custom_3918,72.98899831830896,82.70460557475846
+custom_3380,5.875996492854043,6.951167765128261
+custom_7200,104.31400475735799,12.73470262493678
+custom_5880,50.629999696282425,46.246944300334206
+custom_674,4.9849975687080885,24.186102504945502
+custom_10950,51.636000312012165,26.52702518674903
+custom_2200,3.0819994364024623,5.218419578393828
+custom_1479,12.660995630225166,10.052977216285576
+custom_11398,79.70200295668242,96.27464404893061
+custom_7558,63.03200018518558,55.767259041357995
+custom_1874,60.66599975902639,40.4225510749656
+custom_2485,22.98499713862724,17.709655431790363
+custom_923,50.62399917762981,34.40688393718078
+custom_976,92.44100129639276,109.83168202747152
+custom_6630,13.292997667379893,17.780953140669677
+custom_10834,76.26799881660105,70.80901137416767
+custom_3290,7.135999383906956,10.091777706029774
+custom_7048,76.58199924355014,67.20637866552127
+custom_7497,16.512998802381574,18.10719563400581
+custom_3589,9.40199836825375,18.343026929523845
+custom_2398,4.847995231630229,7.1456606468941
+custom_1609,6.013995775793546,21.33115775283412
+custom_529,212.35400328959022,109.84015070737148
+custom_5423,16.633996406433305,17.58672021521722
+custom_1414,17.54599551276157,17.039174500330674
+custom_2663,17.78499720331811,14.682303364702882
+custom_87,8.632996673983158,16.067323802798015
+custom_2303,8.000997316790432,7.068370542996966
+custom_7785,10.779994625963496,11.798661579563394
+custom_11922,116.0389992773374,150.95504490944825
+custom_6861,82.51699751535432,85.49240655908069
+custom_2945,12.92299675461129,18.84636399136298
+custom_6296,33.78299950490485,29.115473178229923
+custom_3374,0.29899826401086926,7.0718732533226785
+custom_12017,74.1500007333541,54.22110052847011
+custom_1356,26.662998418421324,24.55953644902798
+custom_11977,114.74700567996618,102.00220522253956
+custom_10886,29.917997177098204,31.206666281616293
+custom_9712,7.527997424719516,32.87493056284029
+custom_1554,33.946997099144845,39.26608248562323
+custom_8331,67.6559972291785,49.819949861643074
+custom_1732,16.050994794370645,15.026815158949795
+custom_773,47.50999682063828,43.97946363200017
+custom_6399,22.05099822429302,22.441053292660175
+custom_3495,47.50299692740847,46.80895343510528
+custom_5943,27.1789983006805,25.76931953228171
+custom_11832,42.2799972232745,33.55508615709708
+custom_5783,11.095996984521854,15.012493442055678
+custom_8533,29.223998239163162,39.44815441353896
+custom_7291,12.608999007624192,18.97942410434817
+custom_285,39.7729972967239,35.02632231250923
+custom_10069,97.18800189598966,87.30038395893914
+custom_9040,5.735997958267269,9.470002403842855
+custom_5781,21.20799741945351,25.21008650314082
+custom_7538,100.69200396338341,113.14821003356082
+custom_1998,146.0650040184018,182.34593285418742
+custom_2064,194.11099816589604,219.28372037461898
+custom_1750,86.22599791552906,72.80819736236873
+custom_7792,15.977997989587351,15.10333611375475
+custom_2281,17.29999644143959,14.38040296615516
+custom_4698,43.165998688292774,37.39185642528153
+custom_697,25.264996244428907,24.629148461813283
+custom_8141,8.864998303812257,13.026547806084295
+custom_1262,22.910998028058316,14.926091467380097
+custom_6391,13.546999105214944,16.942435912245557
+custom_3095,26.271997323470405,25.5799694975817
+custom_9182,29.979996757840517,28.325945655049896
+custom_6400,19.86399647963333,25.100744053799517
+custom_7120,16.291995736574457,18.75009439662675
+custom_10853,39.77199767090026,24.377052476955726
+custom_8364,75.57000003539048,74.98982042330714
+custom_3638,22.797997430595668,24.603712942531462
+custom_6787,0.7979964673822693,5.440175713521171
+custom_3685,32.30799666291062,38.63834158803842
+custom_7633,27.556997560019177,26.455199525356964
+custom_2504,41.25499952945508,39.064748330878075
+custom_5923,39.5379961194334,39.22854492796854
+custom_425,92.44799867715821,71.04033899355537
+custom_8445,61.0919984776525,69.94667866348689
+custom_3473,22.195997567959964,19.32810591945721
+custom_5321,38.64399898780704,42.74518770609589
+custom_10535,22.128995838156484,13.756727570914741
+custom_10992,218.80700873518683,168.65141282537178
+custom_4629,88.08799798925568,103.97505924417192
+custom_1846,52.02999743697437,35.55083375406027
+custom_4983,13.916997338021552,14.633391378356606
+custom_3046,55.69299997447569,52.14496562903324
+custom_4774,83.38500236559467,80.97232638137291
+custom_11449,41.30099705713325,42.98325810985963
+custom_7137,23.091997301186083,33.01282264730004
+custom_4039,102.43599995060524,112.0795055095773
+custom_685,27.292997183985786,19.119379759543044
+custom_490,186.74300009642423,154.26003835911686
+custom_8960,17.648997172025876,27.52470937791957
+custom_5274,46.12799686720763,45.939809601017615
+custom_10751,66.07199765294014,79.3227963744656
+custom_6753,64.07499583376392,80.95078216690588
+custom_179,112.68599698851439,106.97380271697708
+custom_423,125.21200534877865,114.18754753401781
+custom_6613,38.43099761852248,34.33116965093592
+custom_12041,15.300996710597097,15.880967285644921
+custom_3410,52.94100060242675,63.14232618057856
+custom_4005,38.10999914081745,39.45408717940242
+custom_615,34.3419966973903,33.14012486194186
+custom_3953,78.27799979142752,82.22182382141068
+custom_3467,19.186997880605063,16.634733395981556
+custom_3186,25.51999730808759,17.346461622485656
+custom_2204,6.038997141232393,7.812646907914051
+custom_8080,43.01599719556467,26.18326646182234
+custom_2520,15.032997831269164,36.322539529982464
+custom_5840,58.75899776350224,64.80707971159086
+custom_8475,84.20999918576078,108.58923556743906
+custom_7143,80.20400271748672,55.222802652659645
+custom_10716,27.122996474879997,41.05463820091362
+custom_7088,12.253997842134098,53.7201613626248
+custom_9339,26.866997125378674,29.227152554429697
+custom_985,52.23599874553148,67.88290559123865
+custom_1817,77.71700334729479,89.59753482150022
+custom_7349,14.014995508243693,24.107475100013527
+custom_6658,92.53500364328235,92.95283919767579
+custom_6428,18.57599870559465,18.698336290643205
+custom_10411,15.706997552826522,10.517859503477695
+custom_1110,94.64900054327278,72.1154995459816
+custom_8531,37.128999053038434,33.33403083203109
+custom_3199,10.567998912417067,9.342412093286725
+custom_4576,118.31400829390688,84.78223539049492
+custom_9132,47.1849998396387,65.12136689447327
+custom_8928,21.95399699993252,27.33056221125091
+custom_10041,78.86299797517545,88.97796512803409
+custom_7253,81.89499709635993,88.3916725226432
+custom_1691,13.412995645607985,20.3276727839283
+custom_1509,32.47999796364468,38.79373985423126
+custom_8647,42.034998447766654,65.49891324023503
+custom_4627,106.11200197875203,85.09313510141735
+custom_11924,59.206000014263154,46.9256116781964
+custom_7657,17.458995906561405,22.31912574179665
+custom_8189,66.36799543519683,76.60311198413619
+custom_4960,15.185996861487176,24.7986721376842
+custom_3179,142.0030070643082,187.82109520723353
+custom_8703,24.0259962155203,17.091281001373396
+custom_2718,41.727998751535495,38.247546850161015
+custom_8597,115.54800344047906,109.54270172569522
+custom_4414,11.541996259506654,15.68978415694125
+custom_763,2.7869945800644302,23.890998490013697
+custom_3247,6.9369961261057895,8.102760833613665
+custom_2699,38.79499608641579,49.359991669619056
+custom_11039,47.7719979450244,37.33259040577275
+custom_8139,77.96399668451643,80.83413950109386
+custom_212,103.63500422672047,94.68352917359908
+custom_9946,43.14599813193409,47.76659497414756
+custom_711,11.130997288159051,10.003639115982303
+custom_6962,18.852996897297288,18.74526242515218
+custom_5859,16.0759961598095,43.18582973705536
+custom_6816,59.533000266852994,61.359856658975765
+custom_2752,18.916997069667868,16.354039536689662
+custom_4670,28.666997618362988,36.65256612965364
+custom_4151,142.05199676955232,114.56689079429631
+custom_1026,42.58199879038748,52.80210487220036
+custom_11272,21.096998753600122,20.488663460811406
+custom_3728,123.38900408198376,110.58805306086599
+custom_6332,13.523994311461372,16.54135280027449
+custom_5253,33.25199719540517,24.421036013195664
+custom_228,119.71999675464039,137.88044832908193
+custom_9504,139.32499608298022,107.72464766874063
+custom_11562,27.506997509103474,24.211146749776248
+custom_4730,11.782997201710458,13.907775588801364
+custom_9853,76.97000146103017,54.839868913300144
+custom_8259,30.67299874991392,40.53393029542208
+custom_7592,13.043997038625015,17.587626042371078
+custom_526,68.07800280443406,52.58478675413453
+custom_9792,35.59599915353941,34.30496766252391
+custom_3618,39.89799675402266,30.8238122711261
+custom_6058,52.164999684916836,50.044570792392825
+custom_5338,121.46800196500473,113.80019118737827
+custom_2319,8.605996056897041,9.331828923373763
+custom_8878,23.127997230646912,18.827038785426705
+custom_7705,64.27200251987982,75.26941281821965
+custom_700,33.34999670560831,53.191164334686874
+custom_8767,20.828997194310197,20.21966495565984
+custom_7820,7.729996880029596,11.244619636804224
+custom_2160,3.638997377240642,6.440651085108108
+custom_8133,75.47799694014815,91.06178029605191
+custom_10816,36.407999498017276,39.326336071126676
+custom_7014,27.49799685674777,25.73029928565403
+custom_326,80.27999839974092,59.00190482867403
+custom_2020,57.03399935686297,42.332991461727616
+custom_2985,59.70600052342019,43.77459728734737
+custom_799,13.894997530015601,20.023229101448596
+custom_12170,30.320996461894733,22.95142525473267
+custom_4505,124.73100041023268,128.57730330322858
+custom_9420,15.67699537830751,16.243767140536562
+custom_12084,85.96299716531931,83.23523000961703
+custom_7462,24.62899838394164,19.482863004743066
+custom_11312,51.77299745666367,52.90000321383824
+custom_4070,60.606997715773986,42.97076680700718
+custom_5636,195.60699583014858,170.70389923768374
+custom_9363,50.243998154179494,45.218789276291005
+custom_9220,18.91299856637333,16.46645858239969
+custom_7196,36.740999515520414,40.00923996640797
+custom_4356,96.77200211556189,172.99603857131666
+custom_7297,58.502997074019916,47.57848425437199
+custom_10597,84.49099856071996,88.30770663341987
+custom_3975,22.2909968607112,16.36592516813154
+custom_5319,64.60399487167334,49.79202264769765
+custom_11572,176.7960102813662,106.62570781354465
+custom_9396,44.34999685221976,39.793917750036904
+custom_7627,34.9410003625171,36.47053775112031
+custom_1760,19.03799735368159,16.036600718502704
+custom_4890,1.9699974464493906,3.8108526200460417
+custom_6363,4.101998331113215,9.527897622791883
+custom_9600,118.17699791694304,122.14388837980562
+custom_845,16.3230002168791,9.964731427758359
+custom_6235,85.16000283312114,96.95356418070833
+custom_899,20.549997070998295,17.944283424373246
+custom_5279,18.165996680108687,37.294802941662155
+custom_9919,47.86999745522754,45.38408196216443
+custom_8238,45.77399666752217,43.4072441770285
+custom_4348,82.38899985057515,118.57886357781624
+custom_11912,62.95299892555549,67.77678311623274
+custom_4848,20.536999255329047,12.306128462834764
+custom_1133,11.048995811077056,12.345108510032539
+custom_12004,29.69699813123407,35.97980723049935
+custom_6167,16.13599514892354,16.347698746612664
+custom_9159,51.220999319919905,56.946878482382594
+custom_2865,28.5939981336177,28.088353624502023
+custom_4349,90.83299998053919,90.77265795628995
+custom_8199,37.97699932697712,37.935469295942376
+custom_6149,56.47199926696363,62.786117692210325
+custom_6794,70.07599620954794,70.43479220122104
+custom_1023,124.51800239090062,135.31654476951996
+custom_6264,8.67499703834779,24.230311157992904
+custom_2960,19.763996377801924,17.788489193795847
+custom_3153,3.77899859178941,4.866417290374642
+custom_5620,69.99199682079967,59.19166556754957
+custom_7357,57.35100067125447,47.857096118190064
+custom_3548,6.080997505597026,9.56543585043707
+custom_5876,46.000997823266346,41.16287382595154
+custom_5169,7.82199461534794,12.304193530275342
+custom_6893,8.659997291069274,9.425737471593585
+custom_10960,203.34100166901842,204.41374757568838
+custom_5928,99.16100599549365,103.69016320447396
+custom_7549,36.83399821664339,25.978067131891827
+custom_5908,28.2709970543129,27.644330821487554
+custom_859,28.171999258267125,33.29449603270062
+custom_11325,21.42599892782773,20.95113378220923
+custom_2004,35.46099606810882,30.538417758497328
+custom_9578,90.67900132449753,104.5341207557452
+custom_11399,76.12200252707247,73.90119574182475
+custom_5626,27.012998774831246,32.40566251784554
+custom_8101,44.58299844286775,148.35777582306525
+custom_9980,33.23699744812666,36.145108626249254
+custom_9850,28.838998919097044,16.10030609505398
+custom_97,80.81300264084986,25.137491692656575
+custom_10400,103.36400110999764,110.65988140222005
+custom_9990,45.35399838379986,38.57220749593039
+custom_2066,75.2600007916979,67.40772153014291
+custom_8212,68.58899651768908,114.77316746894827
+custom_3672,17.013996257400244,24.945370577255122
+custom_6485,11.458997836563022,13.607743123763228
+custom_5579,63.786997738058304,83.80561704057553
+custom_12120,157.25200152807807,121.54604781818408
+custom_9469,59.754000652698124,73.73246801466595
+custom_11694,56.28599851476519,46.393527836534645
+custom_4208,16.92799359706172,13.183824055644187
+custom_11980,3.073997069889394,8.587965272603697
+custom_6526,14.763996646155604,16.37315838555243
+custom_8065,153.16799672609255,146.53668804913383
+custom_7929,13.155998010264028,7.28880813682342
+custom_2219,8.523994579815053,8.722209928790086
+custom_8752,18.80499877799085,20.2141442339529
+custom_2186,7.367995653812073,6.460292526559641
+custom_8809,32.42699635529607,16.38994030755672
+custom_9085,7.571994360769423,48.09871579661915
+custom_5589,19.56199692249184,25.12969568321702
+custom_1372,65.50199787648972,59.62628907386178
+custom_5194,7.673996394210093,23.34029845986062
+custom_9832,11.376996359481026,15.314107084670077
+custom_1394,19.609997721760273,20.58210837560632
+custom_3783,94.29499900360632,91.89068986072877
+custom_9250,110.60500650043788,90.40955794565502
+custom_4395,6.366997689636371,14.160804200432715
+custom_3181,0.8539969532017793,-3.9838168385122614
+custom_281,35.871999059399414,34.77741280246214
+custom_3268,6.575997205673886,11.97143336937063
+custom_8276,40.98899655182193,44.59340205532713
+custom_3229,4.942997204343463,13.07432884846925
+custom_1316,53.40700043377022,58.263531080047976
+custom_8200,45.94599763326097,47.469293390380955
+custom_704,5.364997419675035,8.206392283946478
+custom_6523,19.48699818609928,26.72246945502262
+custom_4334,39.00799745570034,30.22325154808099
+custom_5276,32.247999013777566,41.24727051906537
+custom_3330,3.139993813945253,4.997984664529362
+custom_3985,52.25899750937057,56.96169130231205
+custom_8295,81.28600253292078,68.11431226950515
+custom_4452,46.705999847659236,40.10538494291149
+custom_1521,25.459995639011552,28.25318200696005
+custom_5571,42.38399716838144,51.058200506179205
+custom_9341,33.217996517591615,25.464109380671818
+custom_3684,3.7289958609117093,12.807091078347518
+custom_6045,65.25299724773484,106.77380787323825
+custom_11900,67.66899772480974,66.51271070289243
+custom_8936,16.802994809753464,16.328226142766738
+custom_1716,21.62599645152855,19.662490137330078
+custom_8194,80.65599706745132,77.79011003051983
+custom_5629,31.58199897877128,35.26216432787524
+custom_2250,8.938997414381177,7.507755671781403
+custom_9118,41.761999429349046,39.09714237147643
+custom_8433,111.389002582063,116.86226216209361
+custom_8467,55.44299971989717,74.69943314148418
+custom_5322,40.99199877924532,41.488343820243
+custom_8545,10.037996228741022,14.852483631262245
+custom_2598,22.22799899412625,17.5033787571384
+custom_462,2.169997650112201,4.016475383971553
+custom_7028,81.56099611305216,64.53498585033661
+custom_4977,62.027999323595985,52.13889116017936
+custom_7391,10.788993938338209,17.316459447966636
+custom_10958,71.08999600933588,73.07496345917957
+custom_11649,25.062996789118824,13.471274099122105
+custom_11798,54.70500049595973,42.06593324905946
+custom_7368,17.25300062791878,22.546386518858963
+custom_5726,38.96599776132621,28.642682323194517
+custom_337,96.91400258175793,94.59301613722522
+custom_10951,231.99200366991997,215.48459553255947
+custom_7450,38.38799829832472,33.53369872040668
+custom_2228,7.555997667629271,6.823909769859341
+custom_1016,112.52700020335456,110.4340302851664
+custom_7080,38.424997183618686,38.23273738018406
+custom_6328,22.11699764831087,14.59060846508983
+custom_9655,61.886999823204576,52.92752240357013
+custom_2732,52.735998919693266,61.990936789204675
+custom_10315,17.03999724866273,18.555432677255308
+custom_1958,32.061997591588636,34.19063378396942
+custom_8472,75.27300128732915,91.90911459943517
+custom_5533,46.96099705887255,44.64979448558821
+custom_8764,25.656996965203458,25.712070184173157
+custom_2072,156.32699656619457,217.00082154994016
+custom_6037,71.80300123772994,118.41426031216568
+custom_6377,2.3009941923622748,8.750172652231925
+custom_4770,26.20399864780529,58.860532143575014
+custom_10746,194.58200684620564,178.4531915797654
+custom_2394,25.093998589461478,23.12394780807449
+custom_5016,45.848997413886224,36.236141575249874
+custom_8806,34.11999668572154,32.583476656143844
+custom_6344,43.31999801432492,53.00835407724189
+custom_8498,40.66999665577366,94.74215602217237
+custom_936,23.854995880590877,19.8530622346992
+custom_10281,73.98400120750485,88.45161523255538
+custom_1284,35.74999780958106,41.998656823151634
+custom_3849,59.8119990501839,59.44893588902639
+custom_10956,81.7149974490558,83.18702017331309
+custom_6096,108.0889992216266,97.86182474005544
+custom_2359,46.40499740387701,24.127925889987143
+custom_11125,55.67899985302081,51.911370761798906
+custom_11759,56.71599841664784,43.81127926713558
+custom_1052,14.244995206463528,15.047541985008756
+custom_6865,101.74500391008408,96.15426015617543
+custom_2684,28.119998615723155,30.96035901466504
+custom_10421,5.915997605571405,13.78782584988916
+custom_10471,83.0100033237079,61.800869864671355
+custom_389,60.32699863662894,73.9038837437044
+custom_5707,25.886996663423293,31.740495951019287
+custom_6784,284.2540068273594,31.958551058633383
+custom_5485,38.64899644693472,36.34561400274787
+custom_9201,6.76799772278563,10.919663525225047
+custom_541,8.575996562340016,32.53338414653936
+custom_7741,14.49999627012221,22.39991319609551
+custom_4301,31.32799754093623,42.39045855674816
+custom_5283,24.81999659526775,38.80264804789819
+custom_477,211.40899509138606,208.23427995415324
+custom_6622,94.17299641380697,52.15233887446829
+custom_10405,100.07299706193595,87.8338062741191
+custom_11373,62.86299776192243,57.08978142577999
+custom_8955,11.05699549762813,15.57087960320657
+custom_1203,86.76899841487435,60.189779222629596
+custom_6184,13.086999708775274,17.88685451881112
+custom_8778,3.230994603401953,16.49058360026661
+custom_140,2.5829958731070732,45.56337945942622
+custom_7097,67.99199612415255,94.00646357552097
+custom_1358,21.219995609299122,20.36013784351949
+custom_1454,22.465998378897158,24.586630864783878
+custom_11584,38.626997308919265,43.45986389079301
+custom_5817,71.60900012898995,62.538828219188396
+custom_8361,3.1379945622979832,9.545483533394275
+custom_1025,77.83899789720817,84.45583477940116
+custom_10118,33.07599873135757,31.384052965976608
+custom_1779,50.230997658548254,65.2128674968418
+custom_5,18.098997630267203,20.810189221038698
+custom_6887,12.413994253117558,19.272244791661375
+custom_10391,88.6989971642661,71.57653908934175
+custom_7115,48.59899761803671,60.08266650166702
+custom_4455,88.41200271432712,95.62508022083142
+custom_11222,28.79099811982861,34.935128565788986
+custom_5767,7.202995753786446,35.007638957470434
+custom_4200,50.273996894997204,38.100127500813805
+custom_344,83.81400264165369,94.62096278089511
+custom_3165,19.49799675012126,18.456217804288045
+custom_7476,20.79999732557681,19.00658551915391
+custom_2207,6.58199764057769,10.208267614008165
+custom_166,58.227999473945545,64.22676208146486
+custom_723,30.28899771569044,20.52555581761612
+custom_7557,27.349998635609925,22.064312275477523
+custom_6202,39.34499932645052,64.1215454336128
+custom_7282,115.23600762510122,131.36852123909273
+custom_8788,24.627998758118004,32.5862035174724
+custom_2519,12.424995497101534,20.753971658297704
+custom_2909,44.75099789035477,52.41532605737046
+custom_7926,8.332996368488942,8.329332860443607
+custom_8915,28.692998609625473,28.933857513843616
+custom_3823,27.90299807315356,27.834215508605297
+custom_11801,16.28099985251447,22.737108694099728
+custom_10321,82.08899686511894,118.80727137861184
+custom_8106,51.935000154194626,92.3961762520868
+custom_4713,2.5159968232655885,7.386436472290441
+custom_10466,55.653998487581966,80.48724254067258
+custom_978,113.39800929098982,133.9705070585846
+custom_11856,14.662994238538566,93.33242365453371
+custom_8208,39.473997287043815,46.76158259440298
+custom_8716,55.497999909902546,47.29819406435539
+custom_6647,24.05599839003932,22.431775264238127
+custom_3754,40.404997323907125,34.19323066714127
+custom_5765,60.571997412136795,32.892011300606875
+custom_210,84.0140001653545,115.42871833214129
+custom_5955,61.48599979005532,50.30791131153409
+custom_10294,85.75199839763451,105.6046101344165
+custom_1444,18.659996754361917,18.947219001070366
+custom_9604,18.071997013181086,24.867252365101944
+custom_3097,22.959995773188393,18.70220615576205
+custom_267,102.30200185092227,82.21215183857556
+custom_5506,35.54899798009461,32.250776794383995
+custom_9390,83.12600011867946,74.06892652312192
+custom_6351,33.50199744998369,29.41026631757046
+custom_7483,21.840996402469873,21.986247662564217
+custom_11847,22.506996437476158,24.704774309312356
+custom_1200,26.837997256645288,29.43230096508233
+custom_6409,4.994996506906432,1.9131715323358378
+custom_9080,35.47999699864387,30.69749628249796
+custom_5520,105.80399930674476,125.65501378617853
+custom_5487,73.08899574017838,73.36393572106988
+custom_2787,33.87499858020419,24.7116457318641
+custom_4290,46.6959975595084,55.645750234555976
+custom_10781,63.45299809473153,46.68170666217721
+custom_7977,3.4229978004756845,6.22950759947566
+custom_1353,39.94299867582019,39.338551337893776
+custom_11891,82.49700231891963,77.58158754771719
+custom_2973,14.63699860720007,27.817317008254278
+custom_10575,16.374996839480076,29.443337048572218
+custom_521,383.4400219638756,343.0576042540578
+custom_8356,37.25799768362223,36.17844333350739
+custom_6136,186.42700041782788,169.46290531705185
+custom_6873,24.723997676692875,57.128238880389006
+custom_10952,240.82099910000713,238.91835472268468
+custom_8529,49.62499862262751,55.07800765609472
+custom_7964,41.93999714504392,38.27756912439499
+custom_9773,26.001999192495205,33.4568092708276
+custom_10922,77.73899779537676,83.62571655186517
+custom_10458,70.61900340879822,45.376509059560846
+custom_8823,111.40700120681241,194.17524221480804
+custom_11220,41.8279975133859,35.79404164496586
+custom_7116,18.170997489188856,22.956305465523123
+custom_8400,94.92700372072304,101.33213968518889
+custom_10586,76.80100305771,89.06127442656899
+custom_6524,10.053998281805157,10.194232653047372
+custom_205,81.14399670680075,101.89422419389103
+custom_5165,13.732993827498888,14.408513087506655
+custom_9253,8.668996603443986,9.599843882473657
+custom_8635,88.55400050056116,109.4635463682505
+custom_10465,104.56099541461762,88.01549965740321
+custom_9976,30.89399645579705,44.16205078260918
+custom_3389,7.339998090864313,6.268225010398055
+custom_7912,8.553996754334065,4.870410433745199
+custom_8547,5.135997347278838,6.288836598091294
+custom_5627,19.097996342795636,40.21701339983339
+custom_4998,7.04199703701736,8.937555594828588
+custom_602,48.794996764066205,55.60145783269627
+custom_7688,15.679996935740405,25.806410206273956
+custom_4347,52.65799963085356,36.328899079793416
+custom_7813,20.571996879004246,18.01525953781332
+custom_9394,28.577997420534558,31.863061332837304
+custom_7055,17.641997111298437,19.919927286441
+custom_4780,3.0799948248312035,43.357896026867756
+custom_347,40.728998029035566,102.71093725153474
+custom_2068,102.23100429778623,36.48582023438915
+custom_2329,17.591997060382734,18.514279180880674
+custom_10930,53.786997604775166,55.50556879256314
+custom_1519,15.814994661247006,16.89210622600463
+custom_719,44.5730001746599,45.47050202658347
+custom_1671,14.60599680685742,17.180569295116143
+custom_7345,17.011994325790987,62.761739417935004
+custom_11993,12.214996355240373,9.578329147588562
+custom_5168,38.70500028270671,38.95909618920204
+custom_108,14.031999867093461,18.1699228244294
+custom_1144,38.73099725402621,38.71259797495874
+custom_6186,13.694997326352784,14.324268482235972
+custom_9791,23.227997332478317,24.738397112484808
+custom_1435,56.55799723736866,60.32061228719805
+custom_7147,98.42600497903662,102.08421741946952
+custom_27,280.55499464553503,14.867620056602433
+custom_2683,19.416997578824898,28.310267877386988
+custom_4016,22.781998057493524,18.049431733194474
+custom_11496,33.63999673292319,32.72197843195716
+custom_5468,35.917997927058586,33.58023090050259
+custom_9190,35.076997713847334,35.768082193114275
+custom_5524,2.2659938887250846,5.238203057831022
+custom_2212,1.5839971605786403,3.2613692926380864
+custom_2615,45.06199876984246,40.15171947581037
+custom_850,3.471998225567752,15.136299646276761
+custom_5583,236.3509940121509,94.33670457215165
+custom_5442,15.46099848150454,18.864477854478125
+custom_9213,38.05899678411612,39.38601748474447
+custom_8785,17.253997573780417,21.089778935989205
+custom_6211,15.323998824388674,8.666541758257793
+custom_625,24.897999569055198,25.81168437147748
+custom_1764,19.067996848238614,46.07899644211556
+custom_4367,42.12900012466575,36.057804844362806
+custom_6672,18.369998067028032,22.52408387514773
+custom_1428,89.11599657051751,97.34174595564191
+custom_4385,3.554996648511384,16.757253218445683
+custom_857,27.7689972935086,25.04479448725789