diff --git "a/Taxi-v3.csv" "b/Taxi-v3.csv"
--- "a/Taxi-v3.csv"
+++ "b/Taxi-v3.csv"
@@ -1,8 +1,8 @@
 Ranking,User,Model,Results,Mean Reward,Std Reward
 1,tjscollins,tjscollins/q-Taxi-v3,12.0,12.0,0.0
 2,tjscollins,tjscollins/q-Taxi-v3-broken-eval-seed,12.0,12.0,0.0
-3,unfinity,unfinity/q-Taxi-v3-bug,12.0,12.0,0.0
-4,unfinity,unfinity/q-Taxi-v3,12.0,12.0,0.0
+3,unfinity,unfinity/q-Taxi-v3,12.0,12.0,0.0
+4,unfinity,unfinity/q-Taxi-v3-bug,12.0,12.0,0.0
 5,DBusAI,DBusAI/q-Taxi-v3-v5,10.31,11.75,1.44
 6,DBusAI,DBusAI/q-Taxi-v3-v4,9.139999999999999,10.53,1.39
 7,muks,muks/q-Taxi-v1_1000,8.280000000000001,10.65,2.37
@@ -27,3067 +27,3068 @@ Ranking,User,Model,Results,Mean Reward,Std Reward
 26,jordandavis,jordandavis/q-Taxi-v3,5.029999999999999,7.59,2.56
 27,S-Sajad-Hosseini,S-Sajad-Hosseini/q-Taxi-v3,5.0,5.0,0.0
 28,DBusAI,DBusAI/q-Taxi-v3-v1,4.98,7.8,2.82
-29,Ringdingler,Ringdingler/Taxi-v3,4.93,7.38,2.45
-30,rodrigoclira,rodrigoclira/q-Taxi-v3,4.93,7.38,2.45
-31,samzoozi,samzoozi/taxi-v3,4.8999999999999995,7.52,2.62
-32,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
-33,lianlian123,lianlian123/Taxi-v3,4.8999999999999995,7.52,2.62
-34,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
-35,elkcloner,elkcloner/taxi-v1,4.8999999999999995,7.52,2.62
+29,rodrigoclira,rodrigoclira/q-Taxi-v3,4.93,7.38,2.45
+30,Ringdingler,Ringdingler/Taxi-v3,4.93,7.38,2.45
+31,leandromiguel,leandromiguel/Taxi-v3-QL,4.8999999999999995,7.52,2.62
+32,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
+33,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
+34,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
+35,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
 36,Patil,Patil/q-Taxi-v3,4.8999999999999995,7.52,2.62
-37,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
-38,ckmfong,ckmfong/Taxi-v3,4.8999999999999995,7.52,2.62
-39,anders0204,anders0204/taximan,4.8999999999999995,7.52,2.62
-40,leandromiguel,leandromiguel/Taxi-v3-QL,4.8999999999999995,7.52,2.62
-41,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
-42,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
-43,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
-44,yeounyi,yeounyi/Taxi-v3,4.8999999999999995,7.52,2.62
-45,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
-46,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
-47,orepin,orepin/q-Taxi-v3,4.8999999999999995,7.52,2.62
-48,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
-49,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
-50,alikolling,alikolling/Taxi-v3,4.8999999999999995,7.52,2.62
-51,PierreCounathe,PierreCounathe/q-Taxi-v1,4.890000000000001,7.5,2.61
-52,romgrelier,romgrelier/drl_course_qlearning_Taxi-v3,4.890000000000001,7.48,2.59
-53,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
-54,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
-55,xian79,xian79/q-Taxi-v3,4.890000000000001,7.5,2.61
-56,taehoon1lee,taehoon1lee/Taxi-v3,4.890000000000001,7.5,2.61
-57,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
+37,elkcloner,elkcloner/taxi-v1,4.8999999999999995,7.52,2.62
+38,samzoozi,samzoozi/taxi-v3,4.8999999999999995,7.52,2.62
+39,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
+40,lianlian123,lianlian123/Taxi-v3,4.8999999999999995,7.52,2.62
+41,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
+42,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
+43,yeounyi,yeounyi/Taxi-v3,4.8999999999999995,7.52,2.62
+44,orepin,orepin/q-Taxi-v3,4.8999999999999995,7.52,2.62
+45,ckmfong,ckmfong/Taxi-v3,4.8999999999999995,7.52,2.62
+46,alikolling,alikolling/Taxi-v3,4.8999999999999995,7.52,2.62
+47,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
+48,anders0204,anders0204/taximan,4.8999999999999995,7.52,2.62
+49,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
+50,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
+51,taehoon1lee,taehoon1lee/Taxi-v3,4.890000000000001,7.5,2.61
+52,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
+53,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
+54,PierreCounathe,PierreCounathe/q-Taxi-v1,4.890000000000001,7.5,2.61
+55,romgrelier,romgrelier/drl_course_qlearning_Taxi-v3,4.890000000000001,7.48,2.59
+56,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
+57,xian79,xian79/q-Taxi-v3,4.890000000000001,7.5,2.61
 58,tiggerhelloworld,tiggerhelloworld/q-Taxi-v3,4.870000000000001,7.48,2.61
 59,gaokaobishuati,gaokaobishuati/Taxi-v3,4.870000000000001,7.48,2.61
-60,sosuneko,sosuneko/q-Taxi-v3,4.87,7.5,2.63
-61,redjohn08,redjohn08/Taxi-v3,4.87,7.5,2.63
-62,mrvincenzo,mrvincenzo/q-Taxi-v3,4.87,7.5,2.63
-63,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
-64,optimopium,optimopium/q-Taxi-v3,4.87,7.5,2.63
-65,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
-66,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
-67,mohammadbehdad,mohammadbehdad/q-Taxi-v3,4.87,7.5,2.63
-68,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
-69,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
-70,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
-71,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
-72,MattStammers,MattStammers/ppo-Taxi-v3-take2,4.87,7.58,2.71
-73,mort1k,mort1k/q-learning-taxi,4.87,7.5,2.63
+60,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
+61,optimopium,optimopium/q-Taxi-v3,4.87,7.5,2.63
+62,sosuneko,sosuneko/q-Taxi-v3,4.87,7.5,2.63
+63,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
+64,MattStammers,MattStammers/ppo-Taxi-v3-take2,4.87,7.58,2.71
+65,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
+66,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
+67,mort1k,mort1k/q-learning-taxi,4.87,7.5,2.63
+68,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
+69,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
+70,redjohn08,redjohn08/Taxi-v3,4.87,7.5,2.63
+71,mrvincenzo,mrvincenzo/q-Taxi-v3,4.87,7.5,2.63
+72,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
+73,mohammadbehdad,mohammadbehdad/q-Taxi-v3,4.87,7.5,2.63
 74,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
-75,harikc456,harikc456/q-Taxi-v3,4.859999999999999,7.58,2.72
+75,zen-E,zen-E/q-Taxi-v3-v1,4.859999999999999,7.5,2.64
 76,AbdelKarim95,AbdelKarim95/Taxi-v3-bis,4.859999999999999,7.54,2.68
-77,zen-E,zen-E/q-Taxi-v3-v1,4.859999999999999,7.5,2.64
+77,harikc456,harikc456/q-Taxi-v3,4.859999999999999,7.58,2.72
 78,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
 79,Yelinz,Yelinz/q-Taxi-v3-v1,4.853267652685252,7.56,2.706732347314747
-80,ChhayaKumarDas,ChhayaKumarDas/TaxiV3,4.8500000000000005,7.48,2.63
-81,adyprat,adyprat/drlc_taxi,4.8500000000000005,7.48,2.63
-82,arampacha,arampacha/q-Taxi-v3,4.8500000000000005,7.48,2.63
-83,psankesh9,psankesh9/deepRLunit2,4.8500000000000005,7.48,2.63
-84,TokyoNights,TokyoNights/qTaxi-v3,4.8500000000000005,7.48,2.63
-85,lordsauron,lordsauron/Taxi-v3,4.8500000000000005,7.48,2.63
-86,Leukschrauber,Leukschrauber/Taxi-v3,4.85,7.56,2.71
-87,Gabcsor,Gabcsor/q-Taxi-v0,4.85,7.56,2.71
-88,cthiriet,cthiriet/q-Taxi-v3,4.85,7.56,2.71
-89,andli28,andli28/q-taxi-v3,4.85,7.56,2.71
-90,AlexSh,AlexSh/Taxi-v3,4.85,7.56,2.71
-91,dyingc,dyingc/Taxi-v3,4.85,7.56,2.71
-92,Feldi,Feldi/q-Taxi-v3,4.85,7.56,2.71
-93,DrishtiSharma,DrishtiSharma/q-Taxi-v3-100000-episodes,4.85,7.56,2.71
-94,moiduy04,moiduy04/q-Taxi-v3,4.85,7.56,2.71
-95,zhangjian94cn,zhangjian94cn/Taxi-v3,4.85,7.56,2.71
-96,ghze,ghze/Taxi-v3,4.85,7.56,2.71
-97,GEMCorp,GEMCorp/q-Taxi-v3,4.85,7.56,2.71
-98,YvesP,YvesP/Taxi-v3,4.85,7.56,2.71
-99,ifti98,ifti98/taxi-v3,4.85,7.56,2.71
-100,tkoterwas,tkoterwas/q-learning-tax-v3,4.85,7.56,2.71
-101,jackoyoungblood,jackoyoungblood/DeepRL23,4.85,7.56,2.71
-102,adhisetiawan,adhisetiawan/q-Taxi-v3,4.85,7.56,2.71
-103,Max100ce,Max100ce/q-Taxi-v3,4.85,7.56,2.71
-104,Ibtisam,Ibtisam/Taxi,4.85,7.56,2.71
-105,mpekey,mpekey/q-Taxi-v3,4.85,7.56,2.71
-106,rodrfons,rodrfons/taxi-v3,4.85,7.56,2.71
-107,renyulin,renyulin/q-Taxi-v3,4.85,7.56,2.71
-108,mamun4105,mamun4105/q-Taxi-v3,4.85,7.56,2.71
-109,ikaith,ikaith/q-Taxi-v3-2M,4.85,7.56,2.71
-110,ikaith,ikaith/q-Taxi-v3,4.85,7.56,2.71
-111,mustious7,mustious7/q-Taxi-v3,4.85,7.56,2.71
-112,Escobar,Escobar/Taxi-v3,4.85,7.56,2.71
-113,mazeinmouse,mazeinmouse/q-taxi-v3,4.85,7.56,2.71
-114,vieveks,vieveks/taki-v3-50000,4.85,7.56,2.71
-115,ruescog,ruescog/RL4,4.85,7.56,2.71
-116,jabot,jabot/q-Taxi-v3,4.85,7.56,2.71
-117,nic70,nic70/taxi_v3_trial1,4.85,7.56,2.71
-118,mikelixiang,mikelixiang/q-FrozenLake-v1-4x4-noSlippery,4.85,7.56,2.71
-119,annelegendre,annelegendre/q-Taxi-v3,4.85,7.56,2.71
-120,echrisantus,echrisantus/taxi-v3,4.85,7.56,2.71
-121,Lzhou286,Lzhou286/Taxi-Q-learning,4.85,7.56,2.71
-122,Lakshya2k,Lakshya2k/Taxi-v3-500x6,4.85,7.56,2.71
-123,mishall,mishall/q-Taxi-v3,4.85,7.56,2.71
-124,jinukoo,jinukoo/q-Taxi-v3,4.85,7.56,2.71
-125,RaedS,RaedS/q-Taxi-v3,4.85,7.56,2.71
-126,matolszew,matolszew/q-Taxi-v3-mine1,4.85,7.56,2.71
-127,Paperbag,Paperbag/Taxi-v3,4.85,7.56,2.71
-128,BarefootBayes,BarefootBayes/q-Taxi-v3,4.85,7.56,2.71
-129,vieveks,vieveks/taki-v3-500000,4.85,7.56,2.71
-130,Gabcsor,Gabcsor/q-Taxi-v2,4.85,7.56,2.71
-131,Gabcsor,Gabcsor/q-Taxi-v1,4.85,7.56,2.71
-132,Bodolaz,Bodolaz/Unit-2,4.85,7.56,2.71
-133,lyusungwon,lyusungwon/q-Taxi-v3,4.85,7.56,2.71
-134,toreil,toreil/Taxi-v3-Q-Learning,4.85,7.56,2.71
-135,shivigupta,shivigupta/q-Taxi-v3,4.85,7.56,2.71
-136,SimingSiming,SimingSiming/q-Taxi-v3,4.85,7.56,2.71
-137,saintzeno,saintzeno/taxi-v3,4.85,7.56,2.71
-138,MindNetML,MindNetML/Taxi-v3-pt2,4.85,7.56,2.71
-139,nasheed,nasheed/taxi-v3-assignment,4.85,7.56,2.71
-140,apatole,apatole/q-taxi,4.85,7.5,2.65
-141,unit0113,unit0113/Taxi-v3,4.85,7.56,2.71
-142,ssw1591,ssw1591/q-Taxi-v3,4.85,7.56,2.71
-143,galkowskim,galkowskim/q-learning-taxi-env,4.85,7.52,2.67
-144,renatoviolin,renatoviolin/taxi-cab-v3,4.85,7.56,2.71
-145,Suprabound,Suprabound/q-Taxi-v3-Supra,4.85,7.56,2.71
-146,shuheng,shuheng/shuheng,4.85,7.5,2.65
-147,Tyrranen,Tyrranen/Taxi,4.85,7.56,2.71
-148,nolanspecter,nolanspecter/Taxi-v3,4.85,7.56,2.71
-149,t3PbMvBN6SXv,t3PbMvBN6SXv/Taxi-v3,4.85,7.56,2.71
-150,Rai220,Rai220/q-Taxi-v3,4.85,7.56,2.71
-151,KPrashanth,KPrashanth/q-Taxi-v3,4.85,7.56,2.71
-152,Melanol,Melanol/q-Taxi-v3,4.85,7.56,2.71
-153,nomad-ai,nomad-ai/Taxi-v3,4.85,7.56,2.71
-154,Vecc3nz,Vecc3nz/Taxi-v3,4.85,7.56,2.71
-155,neuralnavigators,neuralnavigators/q_learning_tzxi_problem,4.85,7.56,2.71
-156,Pranjal-666,Pranjal-666/taxi,4.85,7.56,2.71
-157,mache102,mache102/Taxi-v3,4.85,7.56,2.71
-158,chaowu,chaowu/q-Taxi-v3,4.85,7.56,2.71
-159,varevshatyan,varevshatyan/q-taxi-v3,4.85,7.56,2.71
-160,pilgrim222,pilgrim222/Taxi_v3_Qlearn,4.85,7.56,2.71
-161,CloXD,CloXD/Taxi-V3,4.85,7.56,2.71
-162,vk21,vk21/Taxi-v3-v1,4.85,7.56,2.71
-163,macb,macb/q-taxi-v3,4.85,7.56,2.71
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-179,micheljperez,micheljperez/q-Taxi-v3,4.85,7.56,2.71
-180,Boristss,Boristss/taxi_tutut,4.85,7.56,2.71
-181,Curiolearner,Curiolearner/q-Taxi-v3,4.85,7.56,2.71
-182,abarekatain,abarekatain/q-Taxi-v3,4.85,7.56,2.71
-183,jayeshvpatil,jayeshvpatil/q-Taxi-v3,4.85,7.56,2.71
-184,AnAmbitiousMonk,AnAmbitiousMonk/Taxi-v1,4.85,7.56,2.71
-185,algocompretto,algocompretto/TaxiDriver-v0,4.85,7.56,2.71
-186,Emperor,Emperor/q-Taxi-v3-standard-seed,4.85,7.56,2.71
-187,propet,propet/Taxi-v3,4.85,7.56,2.71
-188,chrissouliere,chrissouliere/q-taxi-v3,4.85,7.56,2.71
-189,ChemaVega,ChemaVega/1-Taxi-v3,4.85,7.56,2.71
-190,jfernsler,jfernsler/q-taxi-v1,4.85,7.56,2.71
-191,zorgluf,zorgluf/taxiv3,4.85,7.56,2.71
-192,mun33b,mun33b/Q-Taxi-v3,4.85,7.56,2.71
-193,Rolo,Rolo/Taxi-v3,4.85,7.5,2.65
-194,ljones,ljones/q-Taxi-v3,4.85,7.56,2.71
-195,hmatzner,hmatzner/Taxi-v3,4.85,7.56,2.71
-196,droid22,droid22/Taxi-v3,4.85,7.56,2.71
-197,Rendel,Rendel/q-Taxi-v3,4.85,7.56,2.71
-198,raminass,raminass/Taxi-v3,4.85,7.56,2.71
-199,agarvil,agarvil/Taxi,4.85,7.56,2.71
-200,thatgeeman,thatgeeman/q-Taxi-v3-hfRLU2,4.85,7.56,2.71
-201,MarkieMark1,MarkieMark1/q-Taxi-v3,4.85,7.56,2.71
-202,dineshresearch,dineshresearch/Taxi_q_v3_v1,4.85,7.56,2.71
-203,ReacherTN,ReacherTN/Q-learning-taxi-v3-2,4.85,7.56,2.71
-204,ReacherTN,ReacherTN/Q-learning-taxi-v3,4.85,7.56,2.71
-205,Vorlde,Vorlde/Taxi-v3,4.85,7.56,2.71
-206,charmquark,charmquark/q-Taxi-v3,4.85,7.54,2.69
-207,Yureeh,Yureeh/Taxi_1.0,4.85,7.56,2.71
-208,Yureeh,Yureeh/Taxi-v3,4.85,7.56,2.71
-209,Gorilla23,Gorilla23/Taxi-v3,4.85,7.56,2.71
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-2194,YouCarryOats,YouCarryOats/Qtable_Taxi-v3,4.8,7.54,2.74
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