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,unfinity,unfinity/q-Taxi-v3,12.0,12.0,0.0
-2,unfinity,unfinity/q-Taxi-v3-bug,12.0,12.0,0.0
-3,tjscollins,tjscollins/q-Taxi-v3,12.0,12.0,0.0
-4,tjscollins,tjscollins/q-Taxi-v3-broken-eval-seed,12.0,12.0,0.0
+1,unfinity,unfinity/q-Taxi-v3-bug,12.0,12.0,0.0
+2,tjscollins,tjscollins/q-Taxi-v3,12.0,12.0,0.0
+3,tjscollins,tjscollins/q-Taxi-v3-broken-eval-seed,12.0,12.0,0.0
+4,unfinity,unfinity/q-Taxi-v3,12.0,12.0,0.0
 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
@@ -24,2546 +24,2547 @@ Ranking,User,Model,Results,Mean Reward,Std Reward
 23,sayby,sayby/q-Taxi-v3,5.11,7.66,2.55
 24,DBusAI,DBusAI/q-Taxi-v3-v1,4.98,7.8,2.82
 25,rodrigoclira,rodrigoclira/q-Taxi-v3,4.93,7.38,2.45
-26,yeounyi,yeounyi/Taxi-v3,4.8999999999999995,7.52,2.62
-27,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
-28,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
-29,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
-30,samzoozi,samzoozi/taxi-v3,4.8999999999999995,7.52,2.62
-31,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
-32,alikolling,alikolling/Taxi-v3,4.8999999999999995,7.52,2.62
-33,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
-34,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
-35,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
-36,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
-37,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
-38,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
-39,lianlian123,lianlian123/Taxi-v3,4.8999999999999995,7.52,2.62
-40,Patil,Patil/q-Taxi-v3,4.8999999999999995,7.52,2.62
-41,orepin,orepin/q-Taxi-v3,4.8999999999999995,7.52,2.62
-42,xian79,xian79/q-Taxi-v3,4.890000000000001,7.5,2.61
-43,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
-44,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
+26,alikolling,alikolling/Taxi-v3,4.8999999999999995,7.52,2.62
+27,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
+28,yeounyi,yeounyi/Taxi-v3,4.8999999999999995,7.52,2.62
+29,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
+30,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
+31,lianlian123,lianlian123/Taxi-v3,4.8999999999999995,7.52,2.62
+32,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
+33,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
+34,Patil,Patil/q-Taxi-v3,4.8999999999999995,7.52,2.62
+35,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
+36,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
+37,orepin,orepin/q-Taxi-v3,4.8999999999999995,7.52,2.62
+38,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
+39,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
+40,samzoozi,samzoozi/taxi-v3,4.8999999999999995,7.52,2.62
+41,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
+42,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
+43,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
+44,xian79,xian79/q-Taxi-v3,4.890000000000001,7.5,2.61
 45,romgrelier,romgrelier/drl_course_qlearning_Taxi-v3,4.890000000000001,7.48,2.59
-46,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
+46,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
 47,gaokaobishuati,gaokaobishuati/Taxi-v3,4.870000000000001,7.48,2.61
-48,redjohn08,redjohn08/Taxi-v3,4.87,7.5,2.63
-49,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
-50,mort1k,mort1k/q-learning-taxi,4.87,7.5,2.63
-51,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
+48,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
+49,mort1k,mort1k/q-learning-taxi,4.87,7.5,2.63
+50,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
+51,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
 52,mohammadbehdad,mohammadbehdad/q-Taxi-v3,4.87,7.5,2.63
-53,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
-54,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
-55,mrvincenzo,mrvincenzo/q-Taxi-v3,4.87,7.5,2.63
-56,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
-57,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
-58,optimopium,optimopium/q-Taxi-v3,4.87,7.5,2.63
-59,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
-60,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
-61,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
+53,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
+54,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
+55,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
+56,redjohn08,redjohn08/Taxi-v3,4.87,7.5,2.63
+57,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
+58,mrvincenzo,mrvincenzo/q-Taxi-v3,4.87,7.5,2.63
+59,optimopium,optimopium/q-Taxi-v3,4.87,7.5,2.63
+60,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
+61,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
 62,zen-E,zen-E/q-Taxi-v3-v1,4.859999999999999,7.5,2.64
 63,harikc456,harikc456/q-Taxi-v3,4.859999999999999,7.58,2.72
 64,Yelinz,Yelinz/q-Taxi-v3-v1,4.853267652685252,7.56,2.706732347314747
-65,lordsauron,lordsauron/Taxi-v3,4.8500000000000005,7.48,2.63
-66,ChhayaKumarDas,ChhayaKumarDas/TaxiV3,4.8500000000000005,7.48,2.63
-67,psankesh9,psankesh9/deepRLunit2,4.8500000000000005,7.48,2.63
-68,TokyoNights,TokyoNights/qTaxi-v3,4.8500000000000005,7.48,2.63
-69,arampacha,arampacha/q-Taxi-v3,4.8500000000000005,7.48,2.63
-70,Flynews,Flynews/unit2-Taxi-v3,4.85,7.56,2.71
-71,virusapex,virusapex/Taxi-v3,4.85,7.56,2.71
-72,coldra1n,coldra1n/Taxi-v3,4.85,7.56,2.71
-73,ange0102,ange0102/taxi-v3,4.85,7.52,2.67
-74,JuanDa14Sa,JuanDa14Sa/Taxi-v3-QLearn,4.85,7.56,2.71
-75,danilyef,danilyef/Taxi-v3,4.85,7.56,2.71
-76,lowrollr,lowrollr/Taxi-v3-QLearning,4.85,7.56,2.71
-77,Brain22,Brain22/Taxi-v3,4.85,7.56,2.71
-78,achgls,achgls/qlearning_Taxi-v3_v0,4.85,7.56,2.71
-79,coldra1n,coldra1n/axi-v3,4.85,7.56,2.71
-80,YoriV,YoriV/q-Taxi-v3,4.85,7.56,2.71
-81,ahjim0m0,ahjim0m0/Taxi-uncle-3-lr05-n100k-v3,4.85,7.56,2.71
-82,ahjim0m0,ahjim0m0/Taxi-uncle-4-lr02-n100k-g097-v3,4.85,7.56,2.71
-83,ottovoncwim,ottovoncwim/q-Taxi-v3,4.85,7.56,2.71
-84,mshibatatt,mshibatatt/q-Taxi-v3,4.85,7.56,2.71
-85,ravkumar,ravkumar/Taxi-v3,4.85,7.56,2.71
-86,azaazato,azaazato/q-Taxi-v3-v1,4.85,7.56,2.71
-87,jannikskytt,jannikskytt/Taxi-v3,4.85,7.56,2.71
-88,WeoKeo,WeoKeo/q-Taxi-v3,4.85,7.56,2.71
-89,wzhao82,wzhao82/q-Taxi-v3,4.85,7.56,2.71
-90,biwako,biwako/taxi-v3-v1,4.85,7.56,2.71
-91,coldra1n,coldra1n/taxi-v3-2.5m-lr0.01,4.85,7.56,2.71
-92,ravkumar,ravkumar/q-Taxi-v3,4.85,7.56,2.71
-93,Dominique503,Dominique503/q-Taxi-v3,4.85,7.56,2.71
-94,chribeiro,chribeiro/q-Taxi-v3,4.85,7.56,2.71
-95,brinkman,brinkman/taxi-v3,4.85,7.56,2.71
-96,MartinMarenz,MartinMarenz/q-Taxiv3-01,4.85,7.56,2.71
-97,Neomedallion,Neomedallion/taxi-v3-unit-2,4.85,7.56,2.71
-98,HilbertS,HilbertS/Taxi-v3,4.85,7.56,2.71
-99,lrthomps,lrthomps/Taxi-v3,4.85,7.56,2.71
-100,mrigendraagrawal,mrigendraagrawal/taxi-RL,4.85,7.56,2.71
-101,brand25,brand25/q-Taxi-v3,4.85,7.56,2.71
-102,mwissing,mwissing/Taxi-v3,4.85,7.56,2.71
-103,cfisicaro,cfisicaro/q-Taxi-v3,4.85,7.56,2.71
-104,wooii,wooii/Taxi-v3,4.85,7.56,2.71
-105,pyflynn,pyflynn/taxi-v3-model-v0,4.85,7.56,2.71
-106,irow,irow/qlearning-taxi-v2,4.85,7.56,2.71
-107,joono,joono/Taxi-v3-RL-Tutorial,4.85,7.56,2.71
-108,tomercagan,tomercagan/q-Taxi-v3,4.85,7.56,2.71
-109,SebastianS,SebastianS/q-Taxi-v3,4.85,7.56,2.71
-110,GesturingMan,GesturingMan/Taxiv3,4.85,7.56,2.71
-111,s-himmi,s-himmi/q-Taxi-v3-classic,4.85,7.56,2.71
-112,eugene-d,eugene-d/q-Taxi-v3,4.85,7.56,2.71
-113,Ransaka,Ransaka/q-Taxi-v3,4.85,7.56,2.71
-114,Forkits,Forkits/Taxi-v3v2,4.85,7.56,2.71
-115,rickybaker,rickybaker/taxi,4.85,7.56,2.71
-116,achgls,achgls/qlearning_Taxi-v3_v1,4.85,7.56,2.71
-117,rlucasz93,rlucasz93/taxi-v3,4.85,7.56,2.71
-118,austinmw,austinmw/q-Taxi-v3,4.85,7.56,2.71
-119,michalcisek5,michalcisek5/q-Taxi-v3,4.85,7.56,2.71
-120,SRobbins,SRobbins/q-Taxi-v3,4.85,7.56,2.71
-121,RMAV,RMAV/taxi-driver,4.85,7.56,2.71
-122,EdenYav,EdenYav/Taxi-v3,4.85,7.56,2.71
-123,acampillos,acampillos/q-Taxi-v3,4.85,7.56,2.71
-124,nhiro3303,nhiro3303/q-Taxi-v3,4.85,7.56,2.71
-125,ots0121,ots0121/q-Taxi-v3,4.85,7.56,2.71
-126,safwaan21,safwaan21/Taxi-v3,4.85,7.56,2.71
-127,UsuallyPoncho,UsuallyPoncho/Taxi-v3,4.85,7.56,2.71
-128,pindar,pindar/taxi-v3,4.85,7.56,2.71
-129,samuelabc,samuelabc/q-taxi-v3,4.85,7.56,2.71
-130,harsh0000,harsh0000/q-Taxi-v3,4.85,7.56,2.71
-131,zeyefkey,zeyefkey/q-Taxi-v3.2,4.85,7.56,2.71
-132,zeyefkey,zeyefkey/q-Taxi-v3.1,4.85,7.56,2.71
-133,jkkawach,jkkawach/q-Taxi-v3,4.85,7.56,2.71
-134,jccj,jccj/q-Taxi-v3,4.85,7.56,2.71
-135,jkkawach,jkkawach/q-Taxi-v3-1,4.85,7.56,2.71
-136,menoua,menoua/q-Taxi-v3,4.85,7.56,2.71
-137,Nicksinru,Nicksinru/Taxi-env,4.85,7.56,2.71
-138,kestrel256,kestrel256/q-taxi-v3,4.85,7.56,2.71
-139,nossal,nossal/rl-q-taxi-v3,4.85,7.56,2.71
-140,Alex48,Alex48/Taxi-v3,4.85,7.56,2.71
-141,LiamZ0302,LiamZ0302/q-Taxi-v3,4.85,7.56,2.71
-142,Danihu,Danihu/taxi_goes_brrrrr,4.85,7.56,2.71
-143,austinzheng,austinzheng/Deep_RL_Taxi-v3,4.85,7.56,2.71
-144,BuJ1,BuJ1/RL-QTable-taxi,4.85,7.56,2.71
-145,helpingstar,helpingstar/q-Taxi-v3-v1,4.85,7.56,2.71
-146,Danihu,Danihu/taxi_goes_brrrrr_2,4.85,7.56,2.71
-147,iamjoy,iamjoy/taxiv_1,4.85,7.56,2.71
-148,Nonin,Nonin/Taxi3_V1_v2,4.85,7.56,2.71
-149,kks8b,kks8b/Taxi-v3,4.85,7.56,2.71
-150,kongacute,kongacute/q-Taxi-v3,4.85,7.56,2.71
-151,qumingcheng,qumingcheng/q-Taxi-v3,4.85,7.56,2.71
-152,ChSchweiger,ChSchweiger/Taxi-v3,4.85,7.56,2.71
-153,Guerosharp,Guerosharp/q-Learning-Taxi-default-params,4.85,7.56,2.71
-154,VcRlAgent,VcRlAgent/VC-Taxi-v3,4.85,7.56,2.71
-155,DevozZ,DevozZ/Taxi-v3,4.85,7.56,2.71
-156,jakubgajski,jakubgajski/q-Taxi-v3,4.85,7.56,2.71
-157,vaibhash,vaibhash/Taxi-v3,4.85,7.56,2.71
-158,Davegd,Davegd/DaveTaxi-v3,4.85,7.56,2.71
-159,erud1t3,erud1t3/Taxi-v3,4.85,7.56,2.71
-160,ammr,ammr/q-Taxi-v3,4.85,7.56,2.71
-161,augustogeog,augustogeog/q-Taxi-v3-iterative-10mil,4.85,7.56,2.71
-162,Akriel,Akriel/q-Taxi-v3,4.85,7.56,2.71
-163,augustogeog,augustogeog/q-Taxi-v3-iterative,4.85,7.56,2.71
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-168,PanoEvJ,PanoEvJ/q-Taxi-v3,4.85,7.56,2.71
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-195,elimak,elimak/taxiMeme,4.85,7.56,2.71
-196,Mahmoud22,Mahmoud22/Taxi-v3,4.85,7.52,2.67
-197,usix79,usix79/Taxi-v3-ext,4.85,7.56,2.71
-198,usix79,usix79/Taxi-v3,4.85,7.56,2.71
-199,petergoldstein,petergoldstein/Taxi-v3-default,4.85,7.54,2.69
-200,enlacinglines,enlacinglines/Taxi-v3-50kepisodes,4.85,7.56,2.71
-201,tvarella,tvarella/taxitaxi,4.85,7.56,2.71
-202,pete88b,pete88b/q-Taxi-v3-0.0.1,4.85,7.56,2.71
-203,Ili1991,Ili1991/q-Taxi-v1,4.85,7.56,2.71
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-205,Ithai,Ithai/q-Taxi-v3,4.85,7.56,2.71
-206,eryzml,eryzml/Taxi-v3-Test_2,4.85,7.56,2.71
-207,wptmdoorn,wptmdoorn/Taxi-v3,4.85,7.56,2.71
-208,calvincbzhang,calvincbzhang/q-Taxi-v3,4.85,7.56,2.71
-209,verderis,verderis/ToxiTaxi,4.85,7.56,2.71
-210,AdonaiHS,AdonaiHS/Taxi-v3-Unit2-part2,4.85,7.56,2.71
-211,mingdinghan,mingdinghan/Taxi-v3,4.85,7.56,2.71
-212,pastells,pastells/taxi-v3,4.85,7.56,2.71
-213,saeedHedayatian,saeedHedayatian/qlearning-taxi,4.85,7.56,2.71
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-682,Hourai,Hourai/q-Taxi-v3,4.85,7.56,2.71
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-713,Rolo,Rolo/Taxi-v3,4.85,7.5,2.65
-714,saberzl,saberzl/taxi_v4,4.85,7.56,2.71
-715,saberzl,saberzl/taxi_v3,4.85,7.56,2.71
-716,saberzl,saberzl/taxi_v2,4.85,7.56,2.71
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-719,ljones,ljones/q-Taxi-v3,4.85,7.56,2.71
-720,MarkieMark1,MarkieMark1/q-Taxi-v3,4.85,7.56,2.71
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-730,mdapri,mdapri/q-Taxi-v3,4.85,7.56,2.71
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-733,annelegendre,annelegendre/q-Taxi-v3,4.85,7.56,2.71
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-736,ruescog,ruescog/RL4,4.85,7.56,2.71
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