End of training

README.md

@@ -15,12 +15,12 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [nvidia/mit-b1](https://huggingface.co/nvidia/mit-b1) on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Loss: 1.6038
-- Mean Iou: 0.1199
-- Mean Accuracy: 0.2065
-- Overall Accuracy: 0.6525
-- Per Category Iou: [0.8669788683334624, nan, nan, 0.030065941273615292, 0.0, 0.0, nan, nan, 0.23330686173439943, 0.0, 0.000204163702168466, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7428032878804147, nan, nan, nan, nan, nan, nan, 0.10840996691857112, nan, nan, nan, nan, nan, nan, 0.24122919022776745, nan, 0.34139543133702444, 0.005551996583386718, 0.1775911598464498, 0.0, 0.0, nan, 0.14108439499726874, nan, 0.0, nan, nan, 0.0, 0.5255787550368084, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.26254163246435885, 0.015908289023280574, nan, nan, 0.23840487925189263, 0.0, nan, 0.3086167285212957, nan, nan, 0.0, nan, 0.0, nan, 0.17231257026997784, nan, 0.0, nan, 0.5303162298293482, 0.39087668636917383, nan, 0.2975137601731194, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]
-- Per Category Accuracy: [0.976378263269974, nan, nan, 0.18856974950415045, 0.0, 0.0, nan, nan, 0.3908459142104002, 0.0, 0.00032898672089962913, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7463380720638649, nan, nan, nan, nan, nan, nan, 0.14583361685333623, nan, nan, nan, nan, nan, nan, 0.24130548493437298, nan, 0.408149045743714, 0.009355692850838482, 0.5353040343297525, 0.0, 0.0, nan, 0.37488879684489185, nan, 0.0, nan, nan, 0.0, 0.8113074440488159, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9759627750368275, 0.01816556106491184, nan, nan, 0.36141001267427125, 0.0, nan, 0.6382502041048814, nan, nan, 0.0, nan, 0.0, nan, 0.48950927460308974, nan, 0.0, nan, 0.5663991838546808, 0.4074788334901223, nan, 0.8854392719635982, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]
+- Loss: 1.9071
+- Mean Iou: 0.1088
+- Mean Accuracy: 0.1908
+- Overall Accuracy: 0.6298
+- Per Category Iou: [0.8815300289358812, nan, nan, 0.0, nan, 0.0, nan, nan, 0.00020367428408489145, 0.0, 1.922160200519752e-05, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.5023311664113287, nan, 0.0, nan, nan, nan, nan, 0.04263591289343206, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.11130254996554101, 0.002219568005846906, 0.14581909826596703, 0.0, nan, nan, 0.11577986428757406, nan, 0.0, nan, nan, nan, 0.4133480309607676, 0.7698399394502776, nan, nan, nan, nan, nan, 0.0, 0.051393904376715295, 0.0015747565051265975, nan, nan, 0.15364890672274317, nan, 0.0, 0.317072675103839, nan, nan, 0.0, nan, nan, nan, 0.008494562606454995, nan, 0.0011486708237610766, nan, 0.48252163080599647, 0.08222372349467169, nan, 0.31241471271816407, nan, 0.03380186646422355, nan, nan, nan, 0.0, 0.02517664559315731, nan, 0.008166590874639989, nan, nan, nan, nan, nan, nan, 0.0]
+- Per Category Accuracy: [0.9449922698971936, nan, nan, 0.0, nan, 0.0, nan, nan, 0.00020691767159682507, 0.0, 2.0820407330449014e-05, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.6645813703792975, nan, 0.0, nan, nan, nan, nan, 0.04263591289343206, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.19053036287986516, 0.002231234822055941, 0.5107647161760153, 0.0, nan, nan, 0.459965776165909, nan, 0.0, nan, nan, nan, 0.8659097975107563, 0.8084077003909939, nan, nan, nan, nan, nan, nan, 0.06540741762029505, 0.001804114965670916, nan, nan, 0.6114336948168388, nan, 0.0, 0.4204204366030964, nan, nan, 0.0, nan, nan, nan, 0.008494562606454995, nan, 0.001256055984209582, nan, 0.627599889776798, 0.1183779119930975, nan, 0.9551009134116257, nan, 0.2985842985842986, nan, nan, nan, 0.0, 0.025185074960008928, nan, 0.008194227917411308, nan, nan, nan, nan, nan, nan, 0.0]
 
 ## Model description
 
@@ -49,18 +49,18 @@ The following hyperparameters were used during training:
 
 ### Training results
 
-| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
-|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
-| 2.1149        | 1.0   | 80   | 1.8048          | 0.0732   | 0.1529        | 0.6289           | [0.8736619439843558, nan, nan, 0.01658964546176619, 0.0, 0.0, nan, nan, 0.1912761703398984, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0046681254558716264, nan, 0.013088976886729452, 0.008587565705211004, 0.15924380466797372, 0.0, 0.0, nan, 0.11459680357793511, nan, 0.0, nan, nan, 0.0, 0.4610904972265369, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.24931922267607376, 0.0009228426360315662, nan, nan, 0.2342396585086328, 0.0, nan, 0.24039471825770026, nan, nan, 0.0, nan, 0.0, nan, 0.06068934707236299, nan, 0.0, nan, 0.5996009803568787, 0.051452262828127544, nan, 0.15643914874818618, 0.0, 0.0, nan, nan, nan, 0.0, 0.0055372398879790135, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                                          | [0.9696853969812571, nan, nan, 0.0675089987511937, 0.0, 0.0, nan, nan, 0.20632638389647737, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.004671135061491114, nan, 0.013730687670402909, 0.010720347613551498, 0.6514406235404017, 0.0, 0.0, nan, 0.2888580741594482, nan, 0.0, nan, nan, 0.0, 0.782433355737878, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9419645988729628, 0.0009294829883408198, nan, nan, 0.5362262357414449, 0.0, nan, 0.6624627389925762, nan, nan, 0.0, nan, 0.0, nan, 0.08351151975196451, nan, 0.0, nan, 0.708308340457287, 0.051952022577610536, nan, 0.892439621981099, 0.0, 0.0, nan, nan, nan, 0.0, 0.00553932137993645, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                                               |
-| 1.5206        | 2.0   | 160  | 1.7550          | 0.0639   | 0.1423        | 0.6195           | [0.8733430903330605, nan, nan, 0.016860953939146044, 0.0, 0.0, nan, nan, 0.027554878352688203, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.015172760939129185, nan, nan, nan, nan, nan, nan, 0.0045015639874881, nan, nan, nan, nan, nan, nan, 0.02250416631187125, nan, 0.01373841904185018, 0.00546973801781947, 0.1815965766038273, 0.0001100374127203249, 0.0, nan, 0.06351091770897221, nan, 0.0, nan, nan, 0.0, 0.3753663997045722, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.27932395714066, 0.0, nan, nan, 0.2992006214672385, 0.0, nan, 0.20936607954820918, nan, nan, 0.0, nan, 0.0, nan, 0.05353330055983975, nan, 0.0, nan, 0.4250536254231886, 0.024176919765255024, nan, 0.1721493996180859, 0.0, 0.0, nan, nan, nan, 0.0, 0.0033831706763504314, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                | [0.9611041653851771, nan, nan, 0.05450672151619775, 0.0, 0.0, nan, nan, 0.03197897816009321, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.01517512526071009, nan, nan, nan, nan, nan, nan, 0.004504565806126754, nan, nan, nan, nan, nan, nan, 0.02250416631187125, nan, 0.014257043320205998, 0.006504175436214271, 0.7448330219523587, 0.00011004071506457389, 0.0, nan, 0.14135316681373697, nan, 0.0, nan, nan, 0.0, 0.9034123417563311, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9554796922861084, 0.0, nan, nan, 0.34903041825095055, 0.0, nan, 0.6764368034327594, nan, nan, 0.0, nan, 0.0, nan, 0.09750360827497728, nan, 0.0, nan, 0.4660860447651929, 0.025094073377234242, nan, 0.9308540427021351, 0.0, 0.0, nan, nan, nan, 0.0, 0.0033831706763504314, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]      |
-| 1.3357        | 3.0   | 240  | 1.6627          | 0.0810   | 0.1704        | 0.6372           | [0.8802541764971457, nan, nan, 0.056555863342566945, 0.0, 0.0, nan, nan, 0.20642057225207913, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.01831475488433417, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.03279526074421886, nan, 0.004115663983154491, 0.05434117988682265, 0.1906864370721696, 0.0, 0.0, nan, 0.09440296962507043, nan, 0.0, nan, nan, 0.0, 0.42782367027293816, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.2761849834312346, 0.0, nan, nan, 0.31320808559581415, 0.0, nan, 0.2387150835251245, nan, nan, 0.0, nan, 0.0, nan, 0.18660516384113102, nan, 0.0, nan, 0.5812117445119969, 0.04995259807683626, nan, 0.24328130390197106, 0.0, 0.0, nan, nan, nan, 0.0, 0.031732071804983226, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                                                | [0.9645946599715991, nan, nan, 0.1259825167119665, 0.0, 0.0, nan, nan, 0.22724906418106547, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.018315633016086113, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.03279526074421886, nan, 0.004396395031808543, 0.07813836648788106, 0.8896288241475946, 0.0, 0.0, nan, 0.18887428190675143, nan, 0.0, nan, nan, 0.0, 0.7956747193414175, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9685622091799753, 0.0, nan, nan, 0.5703453738910013, 0.0, nan, 0.6936907858512598, nan, nan, 0.0, nan, 0.0, nan, 0.45791682257978295, nan, 0.0, nan, 0.6668917993453835, 0.05204609595484478, nan, 0.9009625481274064, 0.0, 0.0, nan, nan, nan, 0.0, 0.0317322968679074, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                                                |
-| 1.1076        | 4.0   | 320  | 1.6336          | 0.1006   | 0.1921        | 0.6410           | [0.8894964514034933, nan, nan, 0.056207450993807945, 0.0, 0.0, nan, nan, 0.2492148441533985, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.26693265279225525, nan, nan, nan, nan, nan, nan, 0.0026995084477154908, nan, nan, nan, nan, nan, nan, 0.127118128626516, nan, 0.05285590509197547, 0.005720940492257044, 0.1789145378935755, 0.0, 0.0, nan, 0.1197062395054412, nan, 0.0, nan, nan, 0.0, 0.4350104177391173, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.32703440957415447, 0.00918810161198932, nan, nan, 0.2785390737448142, 0.0, nan, 0.30648069013407403, nan, nan, 0.0, nan, 0.0, nan, 0.16247302602501104, nan, 0.0, nan, 0.6843351955307263, 0.366696630037974, nan, 0.24339054311171235, 0.0, 0.0, nan, nan, nan, 0.0, 0.06888701338307364, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                     | [0.9604677289161787, nan, nan, 0.2413869095717329, 0.0, 0.0, nan, nan, 0.3390019584025385, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.26705103924436024, nan, nan, nan, nan, nan, nan, 0.002735400988010506, nan, nan, nan, nan, nan, nan, 0.127118128626516, nan, 0.06006134504695547, 0.00818792857627809, 0.7692630488089678, 0.0, 0.0, nan, 0.3710313529867277, nan, 0.0, nan, nan, 0.0, 0.8156013398287997, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9728178268290972, 0.00957049403964616, nan, nan, 0.4169613434727503, 0.0, nan, 0.6536245229641725, nan, nan, 0.0, nan, 0.0, nan, 0.41757096274121985, nan, 0.0, nan, 0.7955149791949067, 0.4701081843838194, nan, 0.8753412670633531, 0.0, 0.0, nan, nan, nan, 0.0, 0.06889043349977304, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                     |
-| 0.8109        | 5.0   | 400  | 1.6379          | 0.1061   | 0.1970        | 0.6470           | [0.8873877998039369, nan, nan, 0.028987376465087783, 0.0, 0.0, nan, nan, 0.1839531711315909, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7157381049206994, nan, nan, nan, nan, nan, nan, 0.03621114024292364, nan, nan, nan, nan, nan, nan, 0.14557154500225042, nan, 0.029951452602043297, 0.005627142343882, 0.17541588318294718, 0.0005008079070954086, 0.0, nan, 0.1586452762923351, nan, 0.0, nan, nan, 0.0, 0.4227037481006706, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.2686709134407517, 0.0022234127217606457, nan, nan, 0.2975050306235774, 0.0, nan, 0.2977894106146132, nan, nan, 0.0, nan, 0.0, nan, 0.19668024419831745, nan, 0.0, nan, 0.6538614617346524, 0.19979984432336262, nan, 0.26763307138679077, 0.0, 0.0, nan, nan, nan, 0.0, 0.11868360964955822, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]   | [0.9619419293704581, nan, nan, 0.13207962976566517, 0.0, 0.0, nan, nan, 0.2373468190419528, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7172823819912257, nan, nan, nan, nan, nan, nan, 0.03683945509723602, nan, nan, nan, nan, nan, nan, 0.14557154500225042, nan, 0.03266055740684641, 0.007868830198927286, 0.6491600011676787, 0.000530196172583856, 0.0, nan, 0.36767454843415154, nan, 0.0, nan, nan, 0.0, 0.8638326769357249, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9807678817780064, 0.00253752389972893, nan, nan, 0.5143726235741445, 0.0, nan, 0.6723499591790237, nan, nan, 0.0, nan, 0.0, nan, 0.5330090340514246, nan, 0.0, nan, 0.7604084505046593, 0.21128880526810911, nan, 0.9208610430521527, 0.0, 0.0, nan, nan, nan, 0.0, 0.1187088629142079, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]  |
-| 1.4655        | 6.0   | 480  | 1.6266          | 0.1076   | 0.2037        | 0.6384           | [0.8778509177145085, nan, nan, 0.07118996716805376, 0.0, 0.0, nan, nan, 0.20413995416893296, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7460381910027826, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3169693357498206, nan, 0.09805761648632648, 0.015562988320667815, 0.15454540514496246, 6.58228800330995e-05, 0.0, nan, 0.13908749866018794, nan, 0.0, nan, nan, 0.0, 0.47117276691727844, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.2462892969896394, 0.0004988969194735018, nan, nan, 0.22760365616561334, 0.0, nan, 0.28748236322807574, nan, nan, 0.0, nan, 0.0, nan, 0.1880929766514628, nan, 0.0, nan, 0.6004404507251014, 0.18010197051123053, nan, 0.24402224281742355, 0.0, 0.0, nan, nan, nan, 0.0, 0.09552247274687396, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                | [0.9735060913366524, nan, nan, 0.5479321237052818, 0.0, 0.0, nan, nan, 0.37836832841666873, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7488193129240285, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.3169924702275962, nan, 0.11791123901847925, 0.02421413537918392, 0.622668291686128, 7.002590958654703e-05, 0.0, nan, 0.35053035350897727, nan, 0.0, nan, nan, 0.0, 0.6660412836137605, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9713330371548157, 0.0005442600007775143, nan, nan, 0.4024683143219265, 0.0, nan, 0.6866657806299721, nan, nan, 0.0, nan, 0.0, nan, 0.4816646175228524, nan, 0.0, nan, 0.6734851955584313, 0.18443085606773282, nan, 0.9215960798039902, 0.0, 0.0, nan, nan, nan, 0.0, 0.09552315024965956, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                 |
-| 0.9234        | 7.0   | 560  | 1.6038          | 0.1123   | 0.1999        | 0.6507           | [0.8731258089719616, nan, nan, 0.026275496963720352, 0.0, 0.0, nan, nan, 0.18008900659086835, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7104115758708256, nan, nan, nan, nan, nan, nan, 0.13933428402490347, nan, nan, nan, nan, nan, nan, 0.25442779291553136, nan, 0.3162835838105854, 0.00642846979998879, 0.1771131116934894, 0.00047448233976731387, 0.0, nan, 0.1432502423409004, nan, 0.0, nan, nan, 0.0, 0.4662633278571153, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.26615965922941714, 0.006486138574442955, nan, nan, 0.2617704882952686, 0.0, nan, 0.28629460238558463, nan, nan, 0.0, nan, 0.0, nan, 0.16438123940478433, nan, 0.0, nan, 0.5671085264688275, 0.16551074578302938, nan, 0.2680737164966438, 0.0, 0.0, nan, nan, nan, 0.0, 0.11351627385756739, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]  | [0.9684778092547259, nan, nan, 0.14875486667156396, 0.0, 0.0, nan, nan, 0.29894147103299534, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7109054731138974, nan, nan, nan, nan, nan, nan, 0.16355248295477742, nan, nan, nan, nan, nan, nan, 0.2544308878805941, nan, 0.373920781581339, 0.010122886821915948, 0.5213283804297058, 0.0005001850684753359, 0.0, nan, 0.366190639125502, nan, 0.0, nan, nan, 0.0, 0.8718191564411214, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9701288376552014, 0.006909274685195067, nan, nan, 0.3721039290240811, 0.0, nan, 0.6670527255121609, nan, nan, 0.0, nan, 0.0, nan, 0.4665098626182712, nan, 0.0, nan, 0.6263915324923132, 0.18184383819379116, nan, 0.9009275463773189, 0.0, 0.0, nan, nan, nan, 0.0, 0.11351707898320472, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]   |
-| 0.7606        | 8.0   | 640  | 1.5894          | 0.1179   | 0.2046        | 0.6527           | [0.8662215396247656, nan, nan, 0.04027197355514049, 0.0, 0.0, nan, nan, 0.23041353038369744, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.6990800632456519, nan, nan, nan, nan, nan, nan, 0.11203953918361542, nan, nan, nan, nan, nan, nan, 0.19265999245806317, nan, 0.3257537154300292, 0.00562264021123066, 0.16971637745055174, 0.0, 0.0, nan, 0.13780894108991393, nan, 0.0, nan, nan, 0.0, 0.47182690194690885, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.27332232012953106, 0.008651923936119908, nan, nan, 0.2573301207392526, 0.0, nan, 0.31647408492014706, nan, nan, 0.0, nan, 0.0, nan, 0.16865062574633533, nan, 0.0, nan, 0.6412128211536969, 0.3479081123071801, nan, 0.2982327343773127, 0.0, 0.0, nan, nan, nan, 0.0, 0.09539548343168407, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                    | [0.9744817844825732, nan, nan, 0.22015720267391464, 0.0, 0.0, nan, nan, 0.3318707289058562, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.699566082516242, nan, nan, nan, nan, nan, nan, 0.12864550019732993, nan, nan, nan, nan, nan, nan, 0.19265999245806317, nan, 0.3800628597394729, 0.008877045284812275, 0.5594822804764129, 0.0, 0.0, nan, 0.3562066667867241, nan, 0.0, nan, nan, 0.0, 0.8259264094032429, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9729698131737087, 0.009376115467939905, nan, nan, 0.36649239543726236, 0.0, nan, 0.6524900795534375, nan, nan, 0.0, nan, 0.0, nan, 0.4794061046667023, nan, 0.0, nan, 0.7027729103987682, 0.36865004703668863, nan, 0.881571578578929, 0.0, 0.0, nan, nan, nan, 0.0, 0.09539548343168407, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                    |
-| 1.7504        | 9.0   | 720  | 1.5918          | 0.1135   | 0.1990        | 0.6479           | [0.8615032001988085, nan, nan, 0.028825522303783175, 0.0, 0.0, nan, nan, 0.23912543153049481, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.6904684859598029, nan, nan, nan, nan, nan, nan, 0.10535714285714286, nan, nan, nan, nan, nan, nan, 0.12312820076149233, nan, 0.3175794849064096, 0.005561388870035972, 0.1755509138972382, 0.0, 0.0, nan, 0.13112419872238812, nan, 0.0, nan, nan, 0.0, 0.48763718281123813, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.25711720080507816, 0.003242437125061576, nan, nan, 0.2347205394417706, 0.0, nan, 0.29806056782056006, nan, nan, 0.0, nan, 0.0, nan, 0.17887407701075375, nan, 0.0, nan, 0.5154003562257746, 0.410578078898481, nan, 0.27442286190340476, 0.0, 0.0, nan, nan, nan, 0.0, 0.10841749886518384, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0]                   | [0.9772398016386211, nan, nan, 0.1500036729596709, 0.0, 0.0, nan, nan, 0.360593966136989, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.6905760793997076, nan, nan, nan, nan, nan, nan, 0.13970958479062615, nan, nan, nan, nan, nan, nan, 0.12312820076149233, nan, 0.3906884277491669, 0.009457532758503633, 0.5658315331620738, 0.0, 0.0, nan, 0.3409677826000828, nan, 0.0, nan, nan, 0.0, 0.7966093221421707, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9707952393200365, 0.0033963237710856573, nan, nan, 0.33331432192648924, 0.0, nan, 0.6412880442005734, nan, nan, 0.0, nan, 0.0, nan, 0.48237290853691134, nan, 0.0, nan, 0.5507800138858058, 0.4418156161806209, nan, 0.8762513125656283, 0.0, 0.0, nan, nan, nan, 0.0, 0.10841749886518384, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0]                   |
-| 1.0269        | 10.0  | 800  | 1.6038          | 0.1199   | 0.2065        | 0.6525           | [0.8669788683334624, nan, nan, 0.030065941273615292, 0.0, 0.0, nan, nan, 0.23330686173439943, 0.0, 0.000204163702168466, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7428032878804147, nan, nan, nan, nan, nan, nan, 0.10840996691857112, nan, nan, nan, nan, nan, nan, 0.24122919022776745, nan, 0.34139543133702444, 0.005551996583386718, 0.1775911598464498, 0.0, 0.0, nan, 0.14108439499726874, nan, 0.0, nan, nan, 0.0, 0.5255787550368084, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.26254163246435885, 0.015908289023280574, nan, nan, 0.23840487925189263, 0.0, nan, 0.3086167285212957, nan, nan, 0.0, nan, 0.0, nan, 0.17231257026997784, nan, 0.0, nan, 0.5303162298293482, 0.39087668636917383, nan, 0.2975137601731194, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0] | [0.976378263269974, nan, nan, 0.18856974950415045, 0.0, 0.0, nan, nan, 0.3908459142104002, 0.0, 0.00032898672089962913, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.7463380720638649, nan, nan, nan, nan, nan, nan, 0.14583361685333623, nan, nan, nan, nan, nan, nan, 0.24130548493437298, nan, 0.408149045743714, 0.009355692850838482, 0.5353040343297525, 0.0, 0.0, nan, 0.37488879684489185, nan, 0.0, nan, nan, 0.0, 0.8113074440488159, nan, nan, 0.0, 0.0, nan, nan, nan, 0.9759627750368275, 0.01816556106491184, nan, nan, 0.36141001267427125, 0.0, nan, 0.6382502041048814, nan, nan, 0.0, nan, 0.0, nan, 0.48950927460308974, nan, 0.0, nan, 0.5663991838546808, 0.4074788334901223, nan, 0.8854392719635982, 0.0, 0.0, nan, nan, nan, 0.0, 0.12317720154334998, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0] |
+| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | Per Category Accuracy                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
+| 3.3724        | 1.0   | 80   | 3.3682          | 0.0227   | 0.0633        | 0.4885           | [0.8467888696494846, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.09441726434636283, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 1.1622095928779797e-05, 0.0, 0.005814745356061479, nan, 0.01891412131970374, nan, nan, nan, nan, 0.010668900550041095, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.005783748098395477, 8.252266946272889e-05, 0.07968389394162366, 0.0, 0.0, nan, 0.0393799636026304, nan, 0.0, nan, 0.0, 0.0, 0.007038921020019595, 0.00012794268167860799, nan, 0.0, nan, nan, nan, 0.0, 0.007320843170893279, 0.0023965662643019876, nan, 0.0, 0.0011544414279552433, nan, 0.0, 0.0001130195873708684, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 2.149127991317523e-05, 0.0406427281897089, nan, 0.1285392001976426, 0.0, 0.0058999248115207716, 0.0, 0.0, nan, 0.03073764607919143, 0.002789501331352908, nan, 0.013104387784148672, nan, nan, nan, nan, nan, 0.0, 0.0] | [0.9092377477775717, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.23971784183985775, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 1.163494205798855e-05, 0.0, 0.006080592501698183, nan, 0.07183540625363245, nan, nan, nan, nan, 0.014743463731079222, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.006367514615263074, 8.382539662972596e-05, 0.2434438476759682, 0.0, nan, nan, 0.5861895762033679, nan, 0.0, nan, nan, nan, 0.0071420333169523315, 0.00012801980039579456, nan, nan, nan, nan, nan, nan, 0.007923158233374696, 0.0026920336164870094, nan, nan, 0.0012950787009364416, nan, 0.0, 0.0001131654532815287, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, 2.2044640396803526e-05, 0.09923915601223625, nan, 0.188311379070587, nan, 0.058998848472532686, nan, nan, nan, 0.06181072810208441, 0.0028644767679773817, nan, 0.024506635233278833, nan, nan, nan, nan, nan, nan, 0.0] |
+| 3.1916        | 2.0   | 160  | 2.7928          | 0.0434   | 0.1066        | 0.5595           | [0.8525004870189609, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.004728497697561579, nan, nan, nan, 0.00035642152786028277, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0013362353978399824, 0.0, nan, nan, 0.0, 0.0, 0.07106918848700475, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.04046728022232925, 0.0, 0.13411651586754517, 0.0, 0.0, nan, 0.07047441066870301, nan, 0.0, nan, nan, 0.0, 0.32528133273677945, 0.11296406903272453, nan, nan, nan, nan, nan, 0.0, 0.0054949546325646454, 0.00014381440750711207, nan, nan, 0.1409758586428207, nan, 0.0, 0.04062160004847195, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 3.4858995363753616e-05, nan, 0.0018346608074704751, 0.024640252316183716, nan, 0.1464206904454781, nan, 0.0061474905943393904, nan, nan, nan, 0.0016092066123762619, 0.009260508737602051, nan, 0.004144189203672609, nan, nan, nan, nan, nan, 0.0, 0.0]                  | [0.9268010267366377, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.005096835714493918, nan, nan, nan, 0.0003770217792914504, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0013901030395964402, 0.0, nan, nan, 0.0, 0.0, 0.08031860113504394, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0482382682888292, 0.0, 0.6977156779603979, 0.0, nan, nan, 0.4022747782261497, nan, 0.0, nan, nan, nan, 0.5523272723625751, 0.11500978818057193, nan, nan, nan, nan, nan, nan, 0.005560917321568087, 0.00018097704984786618, nan, nan, 0.3735661628668204, nan, 0.0, 0.041547887847646965, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 3.5887313834559486e-05, nan, 0.0018407274731330945, 0.027453133579104245, nan, 0.9492527930965511, nan, 0.01693422746054325, nan, nan, nan, 0.0019054217910964837, 0.010211673672854433, nan, 0.0044108140993954145, nan, nan, nan, nan, nan, nan, 0.0]                        |
+| 2.6198        | 3.0   | 240  | 2.5865          | 0.0471   | 0.1105        | 0.5557           | [0.8679184663370483, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.005656437136100239, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.05370877461442435, nan, 0.0, nan, nan, nan, nan, 0.00946345038694518, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0029512460004772643, 0.0, 0.12176925503681421, 0.0, 0.0, nan, 0.057959139723436866, nan, 0.0, nan, nan, 0.0, 0.3396281526697906, 0.031032710721439732, nan, nan, nan, nan, nan, nan, 0.08261479707605197, 0.0172495012493189, nan, nan, 0.1195494594578602, nan, 0.0, 0.1039967756081857, nan, nan, 0.0, nan, nan, nan, 0.0006501042784715132, nan, 0.0, nan, 0.0015167552349879424, 0.00464944989181973, nan, 0.14581059648547645, 0.0, 0.018741633199464525, nan, nan, nan, 0.006616680837906779, 0.032363019625488904, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0]                                                               | [0.9214364074380388, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.006812437278522917, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.05845038017398164, nan, 0.0, nan, nan, nan, nan, 0.009588711967324116, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.003191657449834097, 0.0, 0.718044394190257, 0.0, nan, nan, 0.29327782602033, nan, 0.0, nan, nan, nan, 0.516016608330241, 0.03156754911426301, nan, nan, nan, nan, nan, nan, 0.10876418953076887, 0.022469431845174134, nan, nan, 0.5750576381180087, nan, 0.0, 0.11054109253161896, nan, nan, 0.0, nan, nan, nan, 0.000650740271651308, nan, 0.0, nan, 0.0015321025075778452, 0.004753313985410621, nan, 0.9658446914497433, nan, 0.024656235182550973, nan, nan, nan, 0.012356371614989318, 0.03478293218258249, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0]                                                                      |
+| 2.1644        | 4.0   | 320  | 2.3506          | 0.0765   | 0.1407        | 0.5969           | [0.8603524070492433, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0002092622700127167, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.19935030050700064, nan, 0.0, nan, nan, nan, nan, 0.0008950987883418841, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.03200840511364548, 0.0001446390397928965, 0.14049749391759841, 0.0, 0.0, nan, 0.05448735265778786, nan, 0.0, nan, nan, nan, 0.43600618002295666, 0.4323473331615563, nan, nan, nan, nan, nan, nan, 0.03161891341788007, 0.0027459676930720665, nan, nan, 0.08848145715164914, nan, 0.0, 0.24103335003618953, nan, nan, 0.0, nan, nan, nan, 0.001209263746098269, nan, 0.0, nan, 0.21952586389206108, 0.08604763767063336, nan, 0.2212086270842507, nan, 0.014455966568642625, nan, nan, nan, 9.186321567186459e-05, 0.07102638898310834, nan, 0.0009096077316657191, nan, nan, nan, nan, nan, nan, 0.0]                           | [0.9470790374097539, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.00021653223623666973, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.2601945789600543, nan, 0.0, nan, nan, nan, nan, 0.0008955289081099972, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.04203929004055406, 0.00014546171768099506, 0.7112627710697411, 0.0, nan, nan, 0.20605387274182288, nan, 0.0, nan, nan, nan, 0.6881098998084426, 0.447519883075249, nan, nan, nan, nan, nan, nan, 0.03712486787076612, 0.0032038593355880056, nan, nan, 0.5769931403523753, nan, 0.0, 0.2916165954442822, nan, nan, 0.0, nan, nan, nan, 0.0012097654714591432, nan, 0.0, nan, 0.228834389639019, 0.14496823280257276, nan, 0.9282414683163319, nan, 0.03163313689629479, nan, nan, nan, 0.00011548010855130203, 0.0778988876901901, nan, 0.0009125822274611201, nan, nan, nan, nan, nan, nan, 0.0]                                 |
+| 1.9229        | 5.0   | 400  | 2.1633          | 0.0870   | 0.1542        | 0.6050           | [0.8773283817065187, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0001220414201183432, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.3697299055414764, nan, 0.0, nan, nan, nan, nan, 0.021168574133035023, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.07625496459886678, 0.0, 0.1397230259276946, 0.0, nan, nan, 0.07665436321672486, nan, 0.0, nan, nan, nan, 0.39410758176906385, 0.6336055710591669, nan, nan, nan, nan, nan, nan, 0.04560313828048382, 0.002229418819041984, nan, nan, 0.0980270699788945, nan, 0.0, 0.2589466636911404, nan, nan, 0.0, nan, nan, nan, 0.0009520274253772081, nan, 0.0003587572648346129, nan, 0.2360707902430961, 0.0390448957001858, nan, 0.1935092262868242, nan, 0.008375591134408295, nan, nan, nan, 0.0, 0.006497232660163264, nan, 0.0012918687161820599, nan, nan, nan, nan, nan, nan, 0.0]                                                   | [0.9391028302756103, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0001374146883809635, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.5978044130858733, nan, 0.0, nan, nan, nan, nan, 0.02149269379463993, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.1260968030757887, 0.0, 0.6829382546541211, 0.0, nan, nan, 0.25574653930632885, nan, 0.0, nan, nan, nan, 0.738322267799296, 0.6600487542073173, nan, nan, nan, nan, nan, nan, 0.05128912174272715, 0.002386634844868735, nan, nan, 0.4977371701818803, nan, 0.0, 0.31264381443021194, nan, nan, 0.0, nan, nan, nan, 0.0009520897934227192, nan, 0.00035887313834559486, nan, 0.2518600165334803, 0.04648207702564907, nan, 0.9564819841700717, nan, 0.01991465149359886, nan, nan, nan, 0.0, 0.006528774971169228, nan, 0.0013118369519753603, nan, nan, nan, nan, nan, nan, 0.0]                                                     |
+| 2.7141        | 6.0   | 480  | 1.9697          | 0.0905   | 0.1621        | 0.6164           | [0.875784639037412, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.4103656175673433, nan, 0.0, nan, nan, nan, nan, 0.017552285726760687, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.07870038822509517, 0.0, 0.15465560109157453, 0.0, nan, nan, 0.10557401799947705, nan, 0.0, nan, nan, nan, 0.397134527506845, 0.615739079623156, nan, nan, nan, nan, nan, nan, 0.05848507675922799, 1.8869043447320325e-05, nan, nan, 0.10896633214040169, nan, 0.0, 0.3025006756569833, nan, nan, 0.0, nan, nan, nan, 0.0005590251998078351, nan, 0.0, nan, 0.20771130598246157, 0.059782752332373075, nan, 0.21166027063959567, nan, 0.015185313703134553, nan, nan, nan, 0.0, 1.857527630723507e-05, nan, 0.0006083534533564001, nan, nan, nan, nan, nan, nan, 0.0]                                                                                  | [0.9424563335460676, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.5689791178210662, nan, 0.0, nan, nan, nan, nan, 0.01756110346635214, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.10996997945963027, 0.0, 0.5594852535368628, 0.0, nan, nan, 0.4262399754814323, nan, 0.0, nan, nan, nan, 0.8420817077696096, 0.6407764400894005, nan, nan, nan, nan, nan, nan, 0.08277953950089618, 1.9794364827110363e-05, nan, nan, 0.5932172031992713, nan, 0.0, 0.3830084766313339, nan, nan, 0.0, nan, nan, nan, 0.0005590251998078351, nan, 0.0, nan, 0.22896665748139983, 0.07097027217821006, nan, 0.9545103866045661, nan, 0.062250220144956986, nan, nan, nan, 0.0, 1.8600498493359623e-05, nan, 0.0006083881516407468, nan, nan, nan, nan, nan, nan, 0.0]                                                                                    |
+| 2.8667        | 7.0   | 560  | 1.9407          | 0.1027   | 0.1798        | 0.6270           | [0.8755148354236076, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0004734830258259969, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.46088846335050687, nan, 0.0, nan, nan, nan, nan, 0.011729244479391915, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.06853778575779923, 8.127398198180448e-05, 0.15649273924386428, 0.0, nan, nan, 0.11218457353120695, nan, 0.0, nan, nan, nan, 0.4505762766705812, 0.7143217802142316, nan, nan, nan, nan, nan, 0.0, 0.04256552004948751, 0.007647910396586537, nan, nan, 0.1562136593938714, nan, 0.0, 0.2898548692140018, nan, nan, 0.0, nan, nan, nan, 0.01209596422738666, nan, 0.0, nan, 0.43981007910529185, 0.10835580746903141, nan, 0.28202050654872796, nan, 0.015566793850044025, nan, nan, nan, 0.0, 0.0031614966897269953, nan, 0.0026399756894325004, nan, nan, nan, nan, nan, nan, 0.0]                                                | [0.9516613558945399, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0005121820203290458, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.6645046782216184, nan, 0.0, nan, nan, nan, nan, 0.011729244479391915, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.09006688787064834, 8.13599437876752e-05, 0.6428919490099476, 0.0, nan, nan, 0.492899831434847, nan, 0.0, nan, nan, nan, 0.7820984063625149, 0.7395383819364062, nan, nan, nan, nan, nan, nan, 0.04996553150420516, 0.009082785689239783, nan, nan, 0.5945549768024364, nan, 0.0, 0.3898199591526602, nan, nan, 0.0, nan, nan, nan, 0.01209765471459143, nan, 0.0, nan, 0.568696610636539, 0.14874892148403795, nan, 0.9444333323808708, nan, 0.09340919867235657, nan, nan, nan, 0.0, 0.0031620847438711356, nan, 0.002642686033689494, nan, nan, nan, nan, nan, nan, 0.0]                                                          |
+| 1.6915        | 8.0   | 640  | 1.9072          | 0.1093   | 0.1853        | 0.6315           | [0.8772425118264209, nan, nan, 0.0, nan, 0.0, nan, nan, 0.003156203374268335, 0.0, 0.002018674689404686, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.45600371323153416, nan, 0.0, nan, nan, nan, nan, 0.049884294633890755, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.10574545118806593, 0.00030984343070450035, 0.15728494074766308, 0.0, nan, nan, 0.10957834434615522, nan, 0.0, nan, nan, nan, 0.40828881095838826, 0.7623622808579934, nan, nan, nan, nan, nan, nan, 0.0599020226027065, 0.010532844786988434, nan, nan, 0.1926762714547808, nan, 0.0, 0.3115450053986847, nan, nan, 0.0, nan, nan, nan, 0.006965978075730445, nan, 0.004690606361829026, nan, 0.4270682482148986, 0.0905241377651064, nan, 0.28274099594279106, nan, 0.028024685876659416, nan, nan, nan, 0.0, 0.016888310239003067, nan, 0.010560181680545042, nan, nan, nan, nan, nan, nan, 0.0]                 | [0.9518911543885634, nan, nan, 0.0, nan, 0.0, nan, nan, 0.0031865321425911058, 0.0, 0.0021569941994345177, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.6350548896728532, nan, 0.0, nan, nan, nan, nan, 0.049909355000764474, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.16889977352925686, 0.0003106470580983962, 0.4997832788165139, 0.0, nan, nan, 0.45636886822972533, nan, 0.0, nan, nan, nan, 0.8699001594640403, 0.7990995940705495, nan, nan, nan, nan, nan, nan, 0.07946137230571258, 0.012965308961757287, nan, nan, 0.5888765548060229, nan, 0.0, 0.4104888208698651, nan, nan, 0.0, nan, nan, nan, 0.006965978075730445, nan, 0.005418984389018482, nan, 0.5623367318820611, 0.11804847439014825, nan, 0.9505005190921126, nan, 0.21377768746189799, nan, nan, nan, 0.0, 0.016889252631970535, nan, 0.010608768394235522, nan, nan, nan, nan, nan, nan, 0.0]                   |
+| 1.8736        | 9.0   | 720  | 1.8703          | 0.1104   | 0.1908        | 0.6318           | [0.8705214677311887, nan, nan, 0.0, nan, 0.0, nan, nan, 0.007043629790075404, 0.0, 0.0007028420713865594, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.48323459400263136, nan, 0.0, nan, nan, nan, nan, 0.03907614390499476, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.13195792053927075, 0.001797306985926006, 0.13382265047595446, 0.0, nan, nan, 0.11776142740081341, nan, 0.0, nan, nan, nan, 0.4367590967115781, 0.7731876942800889, nan, nan, nan, nan, nan, 0.0, 0.0467442090255918, 0.011127882138218248, nan, nan, 0.17179935113551284, nan, 0.0, 0.3133920993554191, nan, nan, 0.0, nan, nan, nan, 0.016547544719848758, nan, 0.0023474923072042634, nan, 0.4340608716523301, 0.08896054430287283, nan, 0.33867263472971293, nan, 0.032804060346433225, nan, nan, nan, 0.0, 0.044601506556309865, nan, 0.02781251184115797, nan, nan, nan, nan, nan, nan, 0.0]                  | [0.9601470255315228, nan, nan, 0.0, nan, 0.0, nan, nan, 0.007159351437250147, 0.0, 0.0007911754785570624, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.6961566272980257, nan, 0.0, nan, nan, nan, nan, 0.03909748159797305, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.23135829778269343, 0.001804711480381159, 0.4942912140424558, 0.0, nan, nan, 0.4661422417462669, nan, 0.0, nan, nan, nan, 0.7819291638668525, 0.8106693835313196, nan, nan, nan, nan, nan, nan, 0.060875959373132955, 0.013154769310816772, nan, nan, 0.5878234138843822, nan, 0.0, 0.41488071822341016, nan, nan, 0.0, nan, nan, nan, 0.01655238677556012, nan, 0.0026556612237574016, nan, 0.6179333149627997, 0.13373597929249353, nan, 0.9354230362602509, nan, 0.28632391790286527, nan, nan, nan, 0.0, 0.04460399538707637, nan, 0.02790980645651926, nan, nan, nan, nan, nan, nan, 0.0]                       |
+| 2.1309        | 10.0  | 800  | 1.9071          | 0.1088   | 0.1908        | 0.6298           | [0.8815300289358812, nan, nan, 0.0, nan, 0.0, nan, nan, 0.00020367428408489145, 0.0, 1.922160200519752e-05, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.5023311664113287, nan, 0.0, nan, nan, nan, nan, 0.04263591289343206, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.11130254996554101, 0.002219568005846906, 0.14581909826596703, 0.0, nan, nan, 0.11577986428757406, nan, 0.0, nan, nan, nan, 0.4133480309607676, 0.7698399394502776, nan, nan, nan, nan, nan, 0.0, 0.051393904376715295, 0.0015747565051265975, nan, nan, 0.15364890672274317, nan, 0.0, 0.317072675103839, nan, nan, 0.0, nan, nan, nan, 0.008494562606454995, nan, 0.0011486708237610766, nan, 0.48252163080599647, 0.08222372349467169, nan, 0.31241471271816407, nan, 0.03380186646422355, nan, nan, nan, 0.0, 0.02517664559315731, nan, 0.008166590874639989, nan, nan, nan, nan, nan, nan, 0.0]               | [0.9449922698971936, nan, nan, 0.0, nan, 0.0, nan, nan, 0.00020691767159682507, 0.0, 2.0820407330449014e-05, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.6645813703792975, nan, 0.0, nan, nan, nan, nan, 0.04263591289343206, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.19053036287986516, 0.002231234822055941, 0.5107647161760153, 0.0, nan, nan, 0.459965776165909, nan, 0.0, nan, nan, nan, 0.8659097975107563, 0.8084077003909939, nan, nan, nan, nan, nan, nan, 0.06540741762029505, 0.001804114965670916, nan, nan, 0.6114336948168388, nan, 0.0, 0.4204204366030964, nan, nan, 0.0, nan, nan, nan, 0.008494562606454995, nan, 0.001256055984209582, nan, 0.627599889776798, 0.1183779119930975, nan, 0.9551009134116257, nan, 0.2985842985842986, nan, nan, nan, 0.0, 0.025185074960008928, nan, 0.008194227917411308, nan, nan, nan, nan, nan, nan, 0.0]                        |
 
 
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