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pls-gelu-segformer-b5-scene-parse-150-cvfinal

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pls-gelu-segformer-b5-scene-parse-150-cvfinal

This model is a fine-tuned version of nvidia/segformer-b5-finetuned-ade-640-640 on the scene_parse_150 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2162
  • Mean Iou: 0.6275
  • Mean Accuracy: 0.7470
  • Overall Accuracy: 0.9419
  • Per Category Iou: [0.8685218749687071, 0.9788782456158296, 0.9606716149161357, 0.9253138334602241, 0.24566552901023891, 0.9673287812952618, 0.9833229666973768, nan, 0.6997756475627167, nan, 0.8422355336194145, 0.8849884526558891, 0.9198037983859276, 0.7675987245523669, 0.4259095355662179, 0.9140075841657418, 0.9757245751875003, 0.5952880426012587, nan, 0.8031902797180078, 0.43475935828877005, nan, 0.9271270640917996, nan, 0.0, nan, nan, 0.9220219140987388, nan, nan, nan, nan, nan, 0.6804193386143593, nan, nan, 0.5649463383838383, 0.7019282753649306, 0.0, nan, nan, 0.0, nan, 0.24444444444444444, nan, nan, nan, 0.8639147321831813, nan, nan, 0.9696930423599549, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3532369578881207, nan, 0.6765980498374865, 0.8919627154414351, nan, nan, 0.8257598257598258, 0.0, 0.8610134166992315, nan, nan, 0.7764935790061418, 0.8315092165898618, nan, nan, 0.869378791047898, nan, nan, nan, nan, nan, nan, 0.8238296374516015, 0.0, nan, 0.9686018546354324, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09776864357017029, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8853530031612223, 0.6824877250409165, nan, nan, nan, 0.9154241645244215, nan, nan, nan, 0.2217741935483871, 0.8228541612314114, 0.0, nan, 0.9068718753063425, 0.777870955011839, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan]
  • Per Category Accuracy: [0.9598309042417804, 0.9873921185264668, 0.9962340538039527, 0.9644669676042977, 0.26165030897855324, 0.9937295413000042, 0.9923073655794724, nan, 0.7353488808219362, nan, 0.9995828336027534, 0.9734359123239947, 0.9432798096937258, 0.8383899269975219, 0.4320956536807448, 0.9670939961833929, 0.998369031064481, 0.8503918856615952, nan, 0.8516362383740957, 0.9387990762124712, nan, 0.9688871014916642, nan, nan, nan, nan, 0.9622535358689537, nan, nan, nan, nan, nan, 0.8896629675297986, nan, nan, 0.5999832383506537, 0.7032862154354107, nan, nan, nan, 0.0, nan, 0.24444444444444444, nan, nan, nan, 0.9703745789537762, nan, nan, 0.9902872094562263, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.46484698097601324, nan, 0.7071479122434536, 0.9857723182180411, nan, nan, 0.9196251378169791, nan, 0.8752068851373718, nan, nan, 0.8066237457224059, 0.8360845641471184, nan, nan, 0.8787061994609164, nan, nan, nan, nan, nan, nan, 0.9766325891925725, 0.0, nan, 0.9719508516266766, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.10438871473354232, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8853530031612223, 0.7387068201948627, nan, nan, nan, 0.9157380421738385, nan, nan, nan, 0.22261328640563133, 0.8276043033324587, nan, nan, 0.9306841046277666, 0.7947684088503604, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 6e-05
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 100

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Per Category Iou Per Category Accuracy
0.1696 1.0 20 0.1269 0.6721 0.7965 0.9565 [0.9135663110592681, 0.9825519725750829, 0.9682770522478501, 0.9110306258322237, 0.19175221854880808, 0.9731929353526031, 0.9846199197072778, nan, 0.8321642999001251, nan, 0.8806729926333758, 0.8467248339627556, 0.9137088054158243, 0.5747675962815405, 0.9107026007030572, 0.8487774294670847, 0.9760582258241872, 0.5338296112489661, nan, 0.7846778120434994, 0.5497866287339972, nan, 0.9038519968940955, nan, 0.0, nan, nan, 0.8968909926766707, nan, nan, nan, nan, nan, 0.6853492960572518, nan, nan, 0.6837282780410743, 0.9318723684878, 0.0, nan, nan, 0.0, 0.0, 0.4291920069504778, nan, nan, nan, 0.8979626711223346, nan, nan, 0.9895701866865907, nan, 0.09646256570535587, nan, nan, nan, nan, nan, nan, 0.34575260804769004, nan, 0.8046462080550661, 0.7515476138209597, nan, nan, 0.8324633113365508, nan, 0.7898716370669949, nan, nan, 0.8725899260956121, 0.8209644816632977, nan, nan, 0.8700244109002142, nan, nan, nan, nan, nan, nan, 0.7378111148994204, 0.0, nan, 0.9809370339259081, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7434462444771723, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9083719135802469, 0.271036315323295, nan, nan, nan, 0.9814439090371122, nan, nan, nan, 0.470176038284054, 0.8237577639751553, 0.0, nan, 0.9149274498111707, 0.9366989912772282, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.9395206002456757, 0.9891615552471795, 0.990194328772556, 0.9469901930749896, 0.24034896401308614, 0.986183735067806, 0.993109664874865, nan, 0.9710125514044982, nan, 0.9953590238306305, 0.9438234867179561, 0.9632024977698483, 0.5797334404929342, 0.9427527213724224, 0.9936389881098009, 0.9993549152717723, 0.743891194098663, nan, 0.8326558732345849, 0.8926096997690531, nan, 0.978831529687043, nan, nan, nan, nan, 0.9469979458596642, nan, nan, nan, nan, nan, 0.842334566378956, nan, nan, 0.7254441837076768, 0.9476888155179529, nan, nan, nan, 0.0, nan, 0.4391111111111111, nan, nan, nan, 0.9596404366705896, nan, nan, 0.997851783223547, nan, 0.09659980082515293, nan, nan, nan, nan, nan, nan, 0.7675765095119934, nan, 0.9265864590705355, 0.9981535112441446, nan, nan, 0.9318632855567806, nan, 0.8921549155908639, nan, nan, 0.9279334145351198, 0.8233420214306401, nan, nan, 0.9229956133396755, nan, nan, nan, nan, nan, nan, 0.9029835176298769, 0.0, nan, 0.9958636933215761, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7912225705329153, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9924130663856692, 0.271036315323295, nan, nan, nan, 0.9951568661066347, nan, nan, nan, 0.4841179058512978, 0.8352138546313304, nan, nan, 0.9261569416498994, 0.9688019757068697, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.1831 2.0 40 0.1248 0.6877 0.7875 0.9584 [0.9172159758044477, 0.9821494521728426, 0.9682313648143698, 0.9109209291746041, 0.17895339954163483, 0.9708509835171748, 0.9844997563444166, nan, 0.8506306218224482, nan, 0.8806148748159057, 0.8446081281902177, 0.9194468411465823, 0.6330292908530318, 0.917229910135331, 0.8438263604105136, 0.9748195031586947, 0.5588631012445341, nan, 0.7911082680313449, 0.5737963693764798, nan, 0.9132947976878613, nan, 0.0, nan, nan, 0.9044381750164676, nan, nan, nan, nan, nan, 0.7094443992516066, nan, nan, 0.6580006439150032, 0.8918481642812695, 0.0, nan, nan, 0.0, nan, 0.48442622950819675, nan, nan, nan, 0.9011837166778943, nan, nan, 0.9890751724972764, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.413867047891351, nan, 0.797870584351271, 0.8356403928810734, nan, nan, 0.8065164923572004, nan, 0.9018156512937306, nan, nan, 0.868433236199243, 0.6597161888213148, nan, nan, 0.8863738795132455, nan, nan, nan, nan, nan, nan, 0.7635009310986964, 0.0, nan, 0.9807468111370182, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.7605790645879733, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9159864622735417, 0.3029229406554473, nan, nan, nan, 0.9808758197588322, nan, nan, nan, 0.3184564917127072, 0.8988336713995944, 0.0, nan, 0.8979420802681813, 0.9294648550546917, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.9517911091929219, 0.9877480693536655, 0.9920979575649415, 0.9460120842576154, 0.2043620501635769, 0.9840581558474685, 0.9915852962136192, nan, 0.932340294428891, nan, 0.997757730614799, 0.9487588909856293, 0.9506145306769749, 0.6600361663652803, 0.9470533562280439, 0.9715956353672262, 0.9991693012697823, 0.7660212079299217, nan, 0.8520151567344126, 0.8394919168591224, nan, 0.9762357414448669, nan, nan, nan, nan, 0.9521267548507805, nan, nan, nan, nan, nan, 0.8961364570489108, nan, nan, 0.6851324170298357, 0.9242158481221626, nan, nan, nan, 0.0, nan, 0.5253333333333333, nan, nan, nan, 0.9500629032912625, nan, nan, 0.998248846987915, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.47890818858560796, nan, 0.9121962727058268, 0.993838558572567, nan, nan, 0.8842337375964718, nan, 0.9437272426348892, nan, nan, 0.9247723449915898, 0.6597161888213148, nan, nan, 0.9354685270334548, nan, nan, nan, nan, nan, nan, 0.9409555601919466, 0.0, nan, 0.9955852322829164, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8564263322884013, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9696522655426765, 0.3029229406554473, nan, nan, nan, 0.9936139207954741, nan, nan, nan, 0.3245930488341399, 0.9302020467069011, nan, nan, 0.9701207243460764, 0.9550425885792047, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.1655 3.0 60 0.1231 0.6705 0.7841 0.9596 [0.9221188809327335, 0.9816427249944908, 0.9677609064133385, 0.922621508718402, 0.19513746554526823, 0.9743198629278281, 0.9845204417929398, nan, 0.8511589973621501, nan, 0.8628781623001276, 0.8811161328355276, 0.9250830360437938, 0.7085691977357017, 0.9107827038861521, 0.8539530693663936, 0.9754312970860514, 0.5834205933682374, nan, 0.8120402991532233, 0.5976430976430976, nan, 0.9110754852133575, nan, 0.0, nan, nan, 0.923766872240083, nan, nan, nan, nan, nan, 0.6821963132188436, nan, nan, 0.6447014743015395, 0.8380763962867144, 0.0, nan, nan, 0.0, nan, 0.43739279588336194, nan, nan, nan, 0.9041428489494714, nan, nan, 0.9903678023832867, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.2640877246420956, nan, 0.7677694337324944, 0.8654598995323055, nan, nan, 0.8086072450893298, 0.0, 0.8869372225745086, nan, nan, 0.8887636123638764, 0.6017955401100492, nan, nan, 0.8746488225979465, nan, nan, nan, nan, nan, nan, 0.7643256464011181, 0.0, nan, 0.9818548387096774, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6197695573074591, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9088738559490649, 0.39681133746678476, nan, nan, nan, 0.9860363822700486, nan, nan, nan, 0.3377597654565836, 0.8339788277820811, 0.0, nan, 0.9108986615678776, 0.9245089416593374, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.9583911556721224, 0.9881246550114265, 0.9925226386410205, 0.955398237927738, 0.20072700836059615, 0.9911363346511924, 0.995332505863864, nan, 0.8947128715523823, nan, 0.9989744659401019, 0.976339091304979, 0.9317078005748836, 0.7293550331525015, 0.943682162604956, 0.9740421784019181, 0.9987189591010197, 0.7706316274781005, nan, 0.905132621426111, 0.8198614318706697, nan, 0.976528224627084, nan, nan, nan, nan, 0.9661655610943204, nan, nan, nan, nan, nan, 0.8898273736128237, nan, nan, 0.6633422728796513, 0.8523008666941808, nan, nan, nan, 0.0, nan, 0.4533333333333333, nan, nan, nan, 0.9596404366705896, nan, nan, 0.9976074362916281, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.71712158808933, nan, 0.8923802783675395, 0.9711170285136738, nan, nan, 0.9031973539140022, nan, 0.9259847732538894, nan, nan, 0.9372716199756395, 0.6017955401100492, nan, nan, 0.9049733100787485, nan, nan, nan, nan, nan, nan, 0.9127894846651367, 0.0, nan, 0.9944771893999165, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6407523510971787, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9626975763962066, 0.39681133746678476, nan, nan, nan, 0.989670838333619, nan, nan, nan, 0.3446546414430268, 0.8475465757019155, nan, nan, 0.9585513078470825, 0.9536313693866236, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.0718 4.0 80 0.1275 0.6694 0.7799 0.9578 [0.9134609402105082, 0.9805005224446312, 0.9674453795281459, 0.9272392167446749, 0.1936352682684811, 0.9758118795221269, 0.9829411626981339, nan, 0.7762752591418602, nan, 0.8531686534150795, 0.8562648056853832, 0.9227758357540249, 0.7198100407055631, 0.9047094838116206, 0.8656670746634026, 0.9754753072280017, 0.6143911439114391, nan, 0.8196726471514006, 0.6182634730538922, nan, 0.9099145124484861, nan, 0.0, nan, nan, 0.9272715831865089, nan, nan, nan, nan, nan, 0.6974777804467932, nan, nan, 0.6408289817232375, 0.8422032860495969, 0.0, nan, nan, 0.0, nan, 0.36837455830388693, nan, nan, nan, 0.9071361012990522, nan, nan, 0.9878809247972599, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.37797619047619047, nan, 0.7633030637358907, 0.8615868996081518, nan, nan, 0.8135490394337714, nan, 0.8868760840238967, nan, nan, 0.8970246078887582, 0.6938893715609615, nan, nan, 0.8847610275304473, nan, nan, nan, nan, nan, nan, 0.7708590580349268, 0.0, nan, 0.981798333812123, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.47213622291021673, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9172468669186393, 0.44729849424269263, nan, nan, nan, 0.9738002482983005, nan, nan, nan, 0.2739821771798008, 0.8330749354005168, 0.0, nan, 0.8943535514764565, 0.9158512720156555, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan] [0.9585936721888384, 0.9875262449251213, 0.9952029215414105, 0.9637324632470998, 0.19861868411486733, 0.9861412234833993, 0.990660292320108, nan, 0.8135640898557325, nan, 0.9989744659401019, 0.9706778922920598, 0.9288581623550402, 0.7816623133078829, 0.9450999543156005, 0.9689778343201056, 0.9977726319761197, 0.7676348547717843, nan, 0.897037547364795, 0.953810623556582, nan, 0.9767475870137468, nan, nan, nan, nan, 0.9640198348837513, nan, nan, nan, nan, nan, 0.8950678175092478, nan, nan, 0.6582299698290311, 0.8515012381345439, nan, nan, nan, 0.0, nan, 0.37066666666666664, nan, nan, nan, 0.9536138955399537, nan, nan, 0.9983812015760377, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.7353184449958643, nan, 0.848690728945506, 0.9786779140508076, nan, nan, 0.8871003307607497, nan, 0.9140019860973188, nan, nan, 0.9503799083579839, 0.6938893715609615, nan, nan, 0.9137994820569737, nan, nan, nan, nan, nan, nan, 0.9117462966826622, 0.0, nan, 0.9913329001717176, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.4780564263322884, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9717597471022128, 0.44729849424269263, nan, nan, nan, 0.9749271386936397, nan, nan, nan, 0.27593488781346237, 0.845972185778011, nan, nan, 0.9019114688128773, 0.9435008316113099, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
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0.2006 6.0 120 0.1255 0.6920 0.7890 0.9586 [0.914168907082392, 0.9814688768225341, 0.9678994575848762, 0.9243524847069252, 0.20678252304228523, 0.9762269134818976, 0.9853815193063628, nan, 0.7930727126644571, nan, 0.8462842069585464, 0.8530493216685685, 0.9107916787055764, 0.7199654278305964, 0.9000107929753149, 0.9034987422821862, 0.9753916185314602, 0.6227132765803296, nan, 0.8113354794654181, 0.6070656092285508, nan, 0.9208300245140352, nan, 0.0, nan, nan, 0.9204013633126462, nan, nan, nan, nan, nan, 0.7020924233255836, nan, nan, 0.6512574265483845, 0.8478788343166552, 0.0, nan, nan, 0.0, nan, 0.39649122807017545, nan, nan, nan, 0.9120451188398012, nan, nan, 0.9911723413496015, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.4043824701195219, nan, 0.7583185218864961, 0.8781575548859234, nan, nan, 0.7914745363254432, nan, 0.8845300261096606, nan, nan, 0.8754020839633795, 0.8166811468288445, nan, nan, 0.8800309997416689, nan, nan, nan, nan, nan, nan, 0.7718996908278942, 0.0, nan, 0.9818009913187978, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.622704004817826, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9111599121581154, 0.42515500442869797, nan, nan, nan, 0.9832710597826086, nan, nan, nan, 0.36172624237140366, 0.851421188630491, 0.0, nan, 0.9151111993645751, 0.9367415566060724, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.956912674435333, 0.9893369513069585, 0.9934116597263534, 0.9698927033082224, 0.21366775717920755, 0.9898184755345831, 0.9890320966912233, nan, 0.8462218531070419, nan, 0.998209660878483, 0.9766294092030774, 0.9373327386262266, 0.7810595405532115, 0.9195481970415413, 0.9666291530068014, 0.998877187430585, 0.7925311203319502, nan, 0.8594901825697554, 0.9722863741339491, nan, 0.9750658087159988, nan, nan, nan, nan, 0.9469063599848229, nan, nan, nan, nan, nan, 0.9060830250719276, nan, nan, 0.67063359034529, 0.8562990094923648, nan, nan, nan, 0.0, nan, 0.4017777777777778, nan, nan, nan, 0.9647335741244267, nan, nan, 0.9991040612496309, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.6716294458229942, nan, 0.865581505071951, 0.9912534743143696, nan, nan, 0.8515986769570011, nan, 0.8971201588877855, nan, nan, 0.9234093150049301, 0.8166811468288445, nan, nan, 0.9002166904497648, nan, nan, nan, nan, nan, nan, 0.9376173586480284, 0.0, nan, 0.9939840813106233, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.6482758620689655, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.961854583772392, 0.42515500442869797, nan, nan, nan, 0.9925424309960569, nan, nan, nan, 0.36506819181698197, 0.8646024665442141, nan, nan, 0.9272635814889336, 0.9687515750214203, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
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0.0359 50.0 1000 0.1795 0.6513 0.7613 0.9477 [0.8876257683423482, 0.9803569602127442, 0.9621584849980118, 0.9281566998872893, 0.26263172115644423, 0.9711005460169826, 0.9844666832130597, nan, 0.7408947027191946, nan, 0.8340176123257265, 0.8858099678245452, 0.9277117275796272, 0.7666829327802854, 0.6726437279534625, 0.9066307671245379, 0.9756302770840766, 0.5871698113207547, nan, 0.8127587744442322, 0.4629418472063854, nan, 0.9262269240200371, nan, 0.0, nan, nan, 0.9217819543204603, nan, nan, nan, nan, nan, 0.6871943260626838, nan, nan, 0.574563436872199, 0.7096815712925065, 0.0, nan, nan, 0.0, nan, 0.2311111111111111, nan, nan, nan, 0.8750685733094393, nan, nan, 0.9818491322434755, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.35294117647058826, nan, 0.6943423294180938, 0.8944393252055571, nan, nan, 0.8251371473354232, 0.0, 0.8603650586701435, nan, nan, 0.8021756760535809, 0.8233766233766234, nan, nan, 0.8777916927572532, nan, nan, nan, nan, nan, nan, 0.8151055293912437, 0.0, nan, 0.9701810867517094, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.26550218340611353, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9176470588235294, 0.6945337620578779, nan, nan, nan, 0.966422544862735, nan, nan, nan, 0.3118543162318333, 0.8311284046692607, 0.0, nan, 0.9081091694482624, 0.5992250757538126, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.9585195267974724, 0.988919095988073, 0.9956375173507833, 0.9635110046469396, 0.2826608505997819, 0.9942396803128852, 0.9921327474975341, nan, 0.7806920016610183, nan, 0.9992525768715996, 0.9790971113369139, 0.9397115670532263, 0.8418056392739937, 0.6849036689298823, 0.9721094094045114, 0.9985516022139794, 0.896726602120793, nan, 0.8790561488115742, 0.9376443418013857, nan, 0.9666934776250365, nan, nan, nan, nan, 0.9599769726943256, nan, nan, nan, nan, nan, 0.8980271270036991, nan, nan, 0.6231981226952732, 0.7111277342137846, nan, nan, nan, 0.0, nan, 0.2311111111111111, nan, nan, nan, 0.9710239032506798, nan, nan, 0.9924252451105161, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.46153846153846156, nan, 0.7307383816937957, 0.9810686310715466, nan, nan, 0.9286659316427784, nan, 0.8737504137702747, nan, nan, 0.8318833014326316, 0.8262380538662033, nan, nan, 0.8890650599862586, nan, nan, nan, nan, nan, nan, 0.9749634884206134, 0.0, nan, 0.9737550471063257, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.2858934169278997, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.9205479452054794, 0.7652790079716564, nan, nan, nan, 0.9671266929538831, nan, nan, nan, 0.31341838979322484, 0.8407242193649961, nan, nan, 0.9305835010060363, 0.6079834685751726, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
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0.0313 95.0 1900 0.2157 0.6279 0.7476 0.9422 [0.8694681244345772, 0.9781277295643424, 0.9606870247258134, 0.92642325025292, 0.25775850386231197, 0.9671093459103884, 0.9836064038947664, nan, 0.7010461288149381, nan, 0.8548303182554665, 0.883655235842859, 0.9229220243582901, 0.7706326953553578, 0.433197249344158, 0.9134826526130874, 0.9757341461601368, 0.5947596849381128, nan, 0.8011308562197093, 0.4369296833064949, nan, 0.9267678533958174, nan, 0.0, nan, nan, 0.9212764356137578, nan, nan, nan, nan, nan, 0.679515037002047, nan, nan, 0.5611827618748034, 0.7034500514933059, 0.0, nan, nan, 0.0, nan, 0.22311111111111112, nan, nan, nan, 0.8673984951473955, nan, nan, 0.9695080525916158, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3625694873378629, nan, 0.6771282144314935, 0.8905449874179527, nan, nan, 0.8248610007942812, 0.0, 0.84876523098977, nan, nan, 0.7765303842716711, 0.8431203223949338, nan, nan, 0.866802635707562, nan, nan, nan, nan, nan, nan, 0.8208771929824561, 0.0, nan, 0.9679580945993606, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0748742231429417, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8839022334597556, 0.6954397394136808, nan, nan, nan, 0.9224507283633248, nan, nan, nan, 0.21997194459056638, 0.8255419169495952, 0.0, nan, 0.9055899400726987, 0.7891673243883188, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.9604118942487523, 0.9878460847988362, 0.9959944477493555, 0.9666594077458837, 0.2765539803707743, 0.9937507970922076, 0.9916324902898188, nan, 0.7387780799164133, nan, 0.9995828336027534, 0.9762665118304543, 0.9426355436614134, 0.8467617708124037, 0.4396257029883899, 0.9668738073102706, 0.9984055452943807, 0.8529276164130936, nan, 0.8541164312779883, 0.9399538106235565, nan, 0.9688505410938871, nan, nan, nan, nan, 0.9609451662283628, nan, nan, nan, nan, nan, 0.8868886148787505, nan, nan, 0.5980556486758297, 0.7047565002063557, nan, nan, nan, 0.0, nan, 0.22311111111111112, nan, nan, nan, 0.9684266060630656, nan, nan, 0.9879760947251606, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.4855252274607113, nan, 0.704411417787214, 0.9836342786059982, nan, nan, 0.915986769570011, nan, 0.8623634558093347, nan, nan, 0.8063917406182936, 0.8482479003764842, nan, nan, 0.876010781671159, nan, nan, nan, nan, nan, nan, 0.9762153139995827, 0.0, nan, 0.9712430964867499, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.07931034482758621, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8840885142255005, 0.7564216120460585, nan, nan, nan, 0.9227670152580147, nan, nan, nan, 0.22076550813902332, 0.829441091577014, nan, nan, 0.927364185110664, 0.8063101658182551, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.0272 96.0 1920 0.2180 0.6272 0.7464 0.9421 [0.8691527802139976, 0.9785377877097258, 0.9603828248062065, 0.9257213383173075, 0.24600246002460024, 0.9664435077279114, 0.9835711946095176, nan, 0.7011954222210894, nan, 0.8435959868575452, 0.8829766216661179, 0.925239336435166, 0.7702743809697633, 0.4370729283140763, 0.9129981946951812, 0.9757098626820571, 0.5956770502225047, nan, 0.8011224358147336, 0.4396082698585419, nan, 0.926262767594795, nan, 0.0, nan, nan, 0.9233690067420236, nan, nan, nan, nan, nan, 0.681444602497234, nan, nan, 0.5648854961832062, 0.7027110527535336, 0.0, nan, nan, 0.0, nan, 0.23377777777777778, nan, nan, nan, 0.8634918340800694, nan, nan, 0.9697299021904943, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3445859872611465, nan, 0.6765211879753712, 0.8921718368708415, nan, nan, 0.8258237395791981, 0.0, 0.8540811673506612, nan, nan, 0.7737293581826818, 0.8346297896859695, nan, nan, 0.8700762720718838, nan, nan, nan, nan, nan, nan, 0.8213783403656821, 0.0, nan, 0.9677361534325147, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08242886476972719, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8811380400421497, 0.6824877250409165, nan, nan, nan, 0.9157881203394189, nan, nan, nan, 0.2175934046658481, 0.817398119122257, 0.0, nan, 0.9066117323916029, 0.7954556656316231, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.9596095747153149, 0.9871496592673603, 0.996405909181043, 0.9661832717555392, 0.2617230098146129, 0.9941759129362752, 0.9920147623070352, nan, 0.7370098991333235, nan, 0.9996871252020649, 0.9731455944258963, 0.9411735553573198, 0.8479673163217467, 0.4433592211597536, 0.9650878308949454, 0.9982381884073406, 0.863992623328723, nan, 0.8555976575955908, 0.9330254041570438, nan, 0.9681193331383445, nan, nan, nan, nan, 0.9640460022765632, nan, nan, nan, nan, nan, 0.886046033703247, nan, nan, 0.5953737847804224, 0.704034255055716, nan, nan, nan, 0.0, nan, 0.23377777777777778, nan, nan, nan, 0.9698470029625421, nan, nan, 0.9902261227232465, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.44747725392886684, nan, 0.7050247699929229, 0.9877548640401174, nan, nan, 0.91742006615215, nan, 0.8679907315458457, nan, nan, 0.8030566672466795, 0.8389805965826818, nan, nan, 0.8802388880080334, nan, nan, nan, nan, nan, nan, 0.9747548508241185, 0.0, nan, 0.9709530329048127, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.08808777429467085, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8811380400421497, 0.7387068201948627, nan, nan, nan, 0.9158666209497686, nan, nan, nan, 0.21830180378354597, 0.82104434531619, nan, nan, 0.9297786720321931, 0.8134166624666096, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.0358 97.0 1940 0.2203 0.6268 0.7468 0.9413 [0.8667706524324076, 0.9788105476839376, 0.9603470825029828, 0.9252487637036854, 0.25049269452939177, 0.9667342044326828, 0.9835600668267138, nan, 0.6951745432275186, nan, 0.8428889670535819, 0.8850422832980972, 0.921143575243481, 0.7692962715163312, 0.394693509802094, 0.9127507461650587, 0.975705937458179, 0.593263025342358, nan, 0.8040344883683097, 0.43712898003237993, nan, 0.9269436762698218, nan, 0.0, nan, nan, 0.9229101934449233, nan, nan, nan, nan, nan, 0.6798893133971669, nan, nan, 0.5646702771583306, 0.7010763209393346, 0.0, nan, nan, 0.0, nan, 0.24177777777777779, nan, nan, nan, 0.8630989982853533, nan, nan, 0.9702822291317866, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3568796068796069, nan, 0.6772532188841202, 0.8934443544695982, nan, nan, 0.8262119559829484, 0.0, 0.8640239536548852, nan, nan, 0.7753443025951895, 0.829057365234938, nan, nan, 0.8696969696969697, nan, nan, nan, nan, nan, nan, 0.8193763139453398, 0.0, nan, 0.9671965259426735, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09840425531914894, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8805057955742888, 0.679835390946502, nan, nan, nan, 0.9149775016070281, nan, nan, nan, 0.22212482468443198, 0.8251565762004175, 0.0, nan, 0.9079268888671684, 0.7813994772917797, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.9599559554242334, 0.9875056100945591, 0.9961910899596801, 0.9647474818311673, 0.26797528171573975, 0.9938995876376313, 0.9918967771165363, nan, 0.7298434088382248, nan, 0.9996697432688464, 0.9722746407316011, 0.9444940033700069, 0.847096644564999, 0.4002583531561619, 0.9651612271859862, 0.9983173025721233, 0.8688335638543108, nan, 0.8512573200137789, 0.9353348729792148, nan, 0.9681193331383445, nan, nan, nan, nan, 0.963784328348445, nan, nan, nan, nan, nan, 0.8886765310316481, nan, nan, 0.5942004693261816, 0.702306025588114, nan, nan, nan, 0.0, nan, 0.24177777777777779, nan, nan, nan, 0.9703339961852198, nan, nan, 0.9912544160617384, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.48056244830438377, nan, 0.7072894550601557, 0.9864720402728916, nan, nan, 0.9188533627342889, nan, 0.8787818603111552, nan, nan, 0.8049127080795777, 0.8328989284679988, nan, nan, 0.879763226045135, nan, nan, nan, nan, nan, nan, 0.975798038806593, 0.0, nan, 0.9703555019260222, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.10438871473354232, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8805057955742888, 0.7316209034543845, nan, nan, nan, 0.9150951482941883, nan, nan, nan, 0.22296524417069952, 0.8297034898976646, nan, nan, 0.9345070422535211, 0.7986492616299582, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.0094 98.0 1960 0.2192 0.6399 0.7481 0.9418 [0.8683307516618989, 0.9781646669255769, 0.9602976521349946, 0.9259917508983732, 0.24664349485449466, 0.966499266331866, 0.9833601692535245, nan, 0.7047768107090141, nan, 0.8476754812652929, 0.8831996845011174, 0.9232748367678827, 0.7646590769984086, 0.41177658038168297, 0.9126312381480968, 0.9757201572658113, 0.5931962025316456, nan, 0.8037802907915994, 0.42692509167103193, nan, 0.9273019871256647, nan, 0.0, nan, nan, 0.922998049317261, nan, nan, nan, nan, nan, 0.6794756801837952, nan, nan, 0.5670152470663367, 0.7035969000231725, 0.0, nan, nan, 0.0, nan, 0.2391111111111111, nan, nan, nan, 0.8639567669172933, nan, nan, 0.9690713431646074, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3424317617866005, nan, 0.6763498579096937, 0.8914826720064639, nan, nan, 0.8272106149123676, 0.0, 0.8548807506842174, nan, nan, 0.7732863692273286, 0.8361175115207373, nan, nan, 0.867357079345154, nan, nan, nan, nan, nan, nan, 0.8204589245051673, 0.0, nan, 0.9673528391349601, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.12514619883040937, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8902002107481559, 0.6872964169381107, nan, nan, nan, 0.9133638973392176, nan, nan, nan, 0.22168653576437589, 0.8224079394097675, 0.0, nan, 0.9044305038227799, 0.8016064652835954, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.9596936799353718, 0.9874746578487157, 0.9962984995703615, 0.9653786388416239, 0.26310432569974557, 0.9940483781830549, 0.9914956274688401, nan, 0.7419259775226715, nan, 0.9996002155359719, 0.9752503991871099, 0.9425612052730696, 0.8367155582345456, 0.41774445092077694, 0.9655037432108431, 0.9983051311621567, 0.8642231443061319, nan, 0.8569410954185326, 0.941108545034642, nan, 0.9690699034805499, nan, nan, nan, nan, 0.9657599665057373, nan, nan, nan, nan, nan, 0.8873818331278257, nan, nan, 0.5952899765336909, 0.7048854725546843, nan, nan, nan, 0.0, nan, 0.2391111111111111, nan, nan, nan, 0.9699484598839333, nan, nan, 0.9901752171124302, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.456575682382134, nan, 0.7074309978768577, 0.9864720402728916, nan, nan, 0.9210584343991179, nan, 0.8685203574975173, nan, nan, 0.8022156487442724, 0.8407182160440196, nan, nan, 0.8764335923048465, nan, nan, nan, nan, nan, nan, 0.9772585019820572, 0.0, nan, 0.970517937531907, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.1341692789968652, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8902002107481559, 0.7475642161204605, nan, nan, nan, 0.9136379221669809, nan, nan, nan, 0.22252529696436427, 0.8262923117292049, nan, nan, 0.9282696177062374, 0.8198679502041227, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.0289 99.0 1980 0.2196 0.6276 0.7470 0.9419 [0.8688042207392105, 0.978883213432935, 0.9604697365339485, 0.9255546437263003, 0.2485864159683902, 0.9668768737723561, 0.9835718765503749, nan, 0.703681566732371, nan, 0.8439040854660719, 0.8840503326964886, 0.9217943436008046, 0.7697360418440579, 0.42132074299558925, 0.9135719577699574, 0.975721673551077, 0.5945471938775511, nan, 0.8042491080116769, 0.43726440495422725, nan, 0.9274515293623574, nan, 0.0, nan, nan, 0.9220969376900647, nan, nan, nan, nan, nan, 0.6825477223083984, nan, nan, 0.5630975143403442, 0.7031306317903301, 0.0, nan, nan, 0.0, nan, 0.2328888888888889, nan, nan, nan, 0.8630948082894072, nan, nan, 0.9699630268180142, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3386683738796415, nan, 0.6773129743404409, 0.8921434581405132, nan, nan, 0.8270879011361372, 0.0, 0.8579053570266224, nan, nan, 0.773250936748504, 0.8340535868625756, nan, nan, 0.8706509246682688, nan, nan, nan, nan, nan, nan, 0.8219803370786517, 0.0, nan, 0.9675971968452945, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.10971695360373504, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8878819810326659, 0.6881632653061225, nan, nan, nan, 0.9149528706083976, nan, nan, nan, 0.225124923292715, 0.8215778474399164, 0.0, nan, 0.9079502009606901, 0.7788082083662194, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.9596516273253434, 0.9876294190779326, 0.9961976997818759, 0.9657735733452428, 0.265285350781534, 0.9939846108064447, 0.9917740725184175, nan, 0.7412160261476431, nan, 0.9995828336027534, 0.973943968645667, 0.9425116463475072, 0.8476324425691514, 0.42735392807070055, 0.9653814160591084, 0.998369031064481, 0.859612724757953, nan, 0.8541164312779883, 0.9376443418013857, nan, 0.9688871014916642, nan, nan, nan, nan, 0.9640329185801573, nan, nan, nan, nan, nan, 0.8861898890258939, nan, nan, 0.5923566878980892, 0.704472761040033, nan, nan, nan, 0.0, nan, 0.2328888888888889, nan, nan, nan, 0.9701716651109938, nan, nan, 0.9909184390303499, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.43755169561621177, nan, 0.707383816937957, 0.9892320550448016, nan, nan, 0.9149944873208379, nan, 0.8725587553790136, nan, nan, 0.801954643002146, 0.838401390095569, nan, nan, 0.8808202526293536, nan, nan, nan, nan, nan, nan, 0.9768412267890674, 0.0, nan, 0.9708080011138441, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.11786833855799372, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8878819810326659, 0.7466784765279008, nan, nan, nan, 0.9152665866620949, nan, nan, nan, 0.22595688517377915, 0.8252427184466019, nan, nan, 0.9317907444668008, 0.7957260218738975, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
0.0231 100.0 2000 0.2162 0.6275 0.7470 0.9419 [0.8685218749687071, 0.9788782456158296, 0.9606716149161357, 0.9253138334602241, 0.24566552901023891, 0.9673287812952618, 0.9833229666973768, nan, 0.6997756475627167, nan, 0.8422355336194145, 0.8849884526558891, 0.9198037983859276, 0.7675987245523669, 0.4259095355662179, 0.9140075841657418, 0.9757245751875003, 0.5952880426012587, nan, 0.8031902797180078, 0.43475935828877005, nan, 0.9271270640917996, nan, 0.0, nan, nan, 0.9220219140987388, nan, nan, nan, nan, nan, 0.6804193386143593, nan, nan, 0.5649463383838383, 0.7019282753649306, 0.0, nan, nan, 0.0, nan, 0.24444444444444444, nan, nan, nan, 0.8639147321831813, nan, nan, 0.9696930423599549, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3532369578881207, nan, 0.6765980498374865, 0.8919627154414351, nan, nan, 0.8257598257598258, 0.0, 0.8610134166992315, nan, nan, 0.7764935790061418, 0.8315092165898618, nan, nan, 0.869378791047898, nan, nan, nan, nan, nan, nan, 0.8238296374516015, 0.0, nan, 0.9686018546354324, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.09776864357017029, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8853530031612223, 0.6824877250409165, nan, nan, nan, 0.9154241645244215, nan, nan, nan, 0.2217741935483871, 0.8228541612314114, 0.0, nan, 0.9068718753063425, 0.777870955011839, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan] [0.9598309042417804, 0.9873921185264668, 0.9962340538039527, 0.9644669676042977, 0.26165030897855324, 0.9937295413000042, 0.9923073655794724, nan, 0.7353488808219362, nan, 0.9995828336027534, 0.9734359123239947, 0.9432798096937258, 0.8383899269975219, 0.4320956536807448, 0.9670939961833929, 0.998369031064481, 0.8503918856615952, nan, 0.8516362383740957, 0.9387990762124712, nan, 0.9688871014916642, nan, nan, nan, nan, 0.9622535358689537, nan, nan, nan, nan, nan, 0.8896629675297986, nan, nan, 0.5999832383506537, 0.7032862154354107, nan, nan, nan, 0.0, nan, 0.24444444444444444, nan, nan, nan, 0.9703745789537762, nan, nan, 0.9902872094562263, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.46484698097601324, nan, 0.7071479122434536, 0.9857723182180411, nan, nan, 0.9196251378169791, nan, 0.8752068851373718, nan, nan, 0.8066237457224059, 0.8360845641471184, nan, nan, 0.8787061994609164, nan, nan, nan, nan, nan, nan, 0.9766325891925725, 0.0, nan, 0.9719508516266766, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.10438871473354232, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.8853530031612223, 0.7387068201948627, nan, nan, nan, 0.9157380421738385, nan, nan, nan, 0.22261328640563133, 0.8276043033324587, nan, nan, 0.9306841046277666, 0.7947684088503604, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

Framework versions

  • Transformers 4.28.0
  • Pytorch 2.0.0+cu118
  • Datasets 2.12.0
  • Tokenizers 0.13.3
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Dataset used to train az00/pls-gelu-segformer-b5-scene-parse-150-cvfinal

Evaluation results

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