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-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
+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
 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
@@ -21,1804 +21,1806 @@ Ranking,User,Model,Results,Mean Reward,Std Reward
 20,qxakshat,qxakshat/Taxi-v3,5.119999999999999,8.04,2.92
 21,sayby,sayby/q-Taxi-v3,5.11,7.66,2.55
 22,DBusAI,DBusAI/q-Taxi-v3-v1,4.98,7.8,2.82
-23,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
-24,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
+23,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
+24,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
 25,Patil,Patil/q-Taxi-v3,4.8999999999999995,7.52,2.62
-26,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
+26,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
 27,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
-28,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
-29,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
-30,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
-31,jinhu2659,jinhu2659/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
+28,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
+29,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
+30,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
+31,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
+32,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
+33,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
 34,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
-35,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
-36,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
-37,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
+35,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
+36,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
+37,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
 38,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
-39,mohammadbehdad,mohammadbehdad/q-Taxi-v3,4.87,7.5,2.63
-40,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
+39,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
+40,mohammadbehdad,mohammadbehdad/q-Taxi-v3,4.87,7.5,2.63
 41,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
-42,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
-43,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
+42,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
+43,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
 44,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
-45,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
+45,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
 46,harikc456,harikc456/q-Taxi-v3,4.859999999999999,7.58,2.72
-47,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
+47,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
 48,Yelinz,Yelinz/q-Taxi-v3-v1,4.853267652685252,7.56,2.706732347314747
-49,arampacha,arampacha/q-Taxi-v3,4.8500000000000005,7.48,2.63
-50,ChhayaKumarDas,ChhayaKumarDas/TaxiV3,4.8500000000000005,7.48,2.63
+49,ChhayaKumarDas,ChhayaKumarDas/TaxiV3,4.8500000000000005,7.48,2.63
+50,arampacha,arampacha/q-Taxi-v3,4.8500000000000005,7.48,2.63
 51,psankesh9,psankesh9/deepRLunit2,4.8500000000000005,7.48,2.63
-52,kaliputra,kaliputra/q-Taxi-v3-v2,4.85,7.56,2.71
-53,nikogarro,nikogarro/Q-Taxi-v3,4.85,7.56,2.71
-54,arxaqapi,arxaqapi/Taxi-v3,4.85,7.56,2.71
-55,PecanPi,PecanPi/q-taxi-v3-v2,4.85,7.56,2.71
-56,petergoldstein,petergoldstein/Taxi-v3-1M,4.85,7.56,2.71
-57,NihiLicA,NihiLicA/Taxi-v3,4.85,7.56,2.71
-58,acampillos,acampillos/q-Taxi-v3,4.85,7.56,2.71
-59,mili7522,mili7522/q-Taxi-v3,4.85,7.56,2.71
-60,EdenYav,EdenYav/Taxi-v3,4.85,7.56,2.71
-61,AdonaiHS,AdonaiHS/2-Taxi-v3-Unit2-part2,4.85,7.56,2.71
-62,petergoldstein,petergoldstein/Taxi-v3-default,4.85,7.54,2.69
-63,RMAV,RMAV/taxi-driver,4.85,7.56,2.71
-64,ahjim0m0,ahjim0m0/Taxi-uncle-4-lr02-n100k-g097-v3,4.85,7.56,2.71
-65,michalcisek5,michalcisek5/q-Taxi-v3,4.85,7.56,2.71
-66,ivi137,ivi137/q-Taxi-v3,4.85,7.56,2.71
-67,ivi137,ivi137/Taxi-v3,4.85,7.56,2.71
-68,austinmw,austinmw/q-Taxi-v3,4.85,7.56,2.71
-69,ahjim0m0,ahjim0m0/Taxi-uncle-3-lr05-n100k-v3,4.85,7.56,2.71
+52,EdenYav,EdenYav/Taxi-v3,4.85,7.56,2.71
+53,PecanPi,PecanPi/q-taxi-v3-v2,4.85,7.56,2.71
+54,nhiro3303,nhiro3303/q-Taxi-v3,4.85,7.56,2.71
+55,acampillos,acampillos/q-Taxi-v3,4.85,7.56,2.71
+56,RMAV,RMAV/taxi-driver,4.85,7.56,2.71
+57,nikogarro,nikogarro/Q-Taxi-v3,4.85,7.56,2.71
+58,kaliputra,kaliputra/q-Taxi-v3-v2,4.85,7.56,2.71
+59,Rubywong123,Rubywong123/q-Taxi-v3,4.85,7.56,2.71
+60,NihiLicA,NihiLicA/Taxi-v3,4.85,7.56,2.71
+61,arxaqapi,arxaqapi/Taxi-v3,4.85,7.56,2.71
+62,michalcisek5,michalcisek5/q-Taxi-v3,4.85,7.56,2.71
+63,petergoldstein,petergoldstein/Taxi-v3-1M,4.85,7.56,2.71
+64,SRobbins,SRobbins/q-Taxi-v3,4.85,7.56,2.71
+65,petergoldstein,petergoldstein/Taxi-v3-default,4.85,7.54,2.69
+66,austinmw,austinmw/q-Taxi-v3,4.85,7.56,2.71
+67,ahjim0m0,ahjim0m0/Taxi-uncle-3-lr05-n100k-v3,4.85,7.56,2.71
+68,ivi137,ivi137/q-Taxi-v3,4.85,7.56,2.71
+69,ivi137,ivi137/Taxi-v3,4.85,7.56,2.71
 70,pyflynn,pyflynn/taxi-v3-model-v0,4.85,7.56,2.71
-71,mshibatatt,mshibatatt/q-Taxi-v3,4.85,7.56,2.71
-72,azaazato,azaazato/q-Taxi-v3-v1,4.85,7.56,2.71
-73,nhiro3303,nhiro3303/q-Taxi-v3,4.85,7.56,2.71
-74,SRobbins,SRobbins/q-Taxi-v3,4.85,7.56,2.71
+71,ahjim0m0,ahjim0m0/Taxi-uncle-4-lr02-n100k-g097-v3,4.85,7.56,2.71
+72,mshibatatt,mshibatatt/q-Taxi-v3,4.85,7.56,2.71
+73,azaazato,azaazato/q-Taxi-v3-v1,4.85,7.56,2.71
+74,mili7522,mili7522/q-Taxi-v3,4.85,7.56,2.71
 75,ThomasSimonini,ThomasSimonini/q-Taxi-v3,4.85,7.56,2.71
-76,AdonaiHS,AdonaiHS/Taxi-v3-Unit2-part2,4.85,7.56,2.71
-77,dn-gh,dn-gh/Q-Taxi-v3-2,4.85,7.56,2.71
-78,Brain22,Brain22/Taxi-v3,4.85,7.56,2.71
-79,tomercagan,tomercagan/q-Taxi-v3,4.85,7.56,2.71
-80,jannikskytt,jannikskytt/Taxi-v3,4.85,7.56,2.71
-81,ottovoncwim,ottovoncwim/q-Taxi-v3,4.85,7.56,2.71
-82,YoriV,YoriV/q-Taxi-v3,4.85,7.56,2.71
-83,dn-gh,dn-gh/Q-Taxi-v3-4,4.85,7.56,2.71
-84,dn-gh,dn-gh/Q-Taxi-v3-3,4.85,7.56,2.71
-85,robinsk8a,robinsk8a/Taxi-v3,4.85,7.56,2.71
-86,lowrollr,lowrollr/Taxi-v3-QLearning,4.85,7.56,2.71
-87,koosangjun,koosangjun/q-Taxi-v3,4.85,7.56,2.71
-88,BachNgoH,BachNgoH/q-TaxiV3,4.85,7.56,2.71
-89,Hatman,Hatman/Taxi-v3,4.85,7.56,2.71
-90,iammartian0,iammartian0/taxi_v3_416,4.85,7.56,2.71
-91,iammartian0,iammartian0/taxi_v3_415,4.85,7.56,2.71
-92,bhalll,bhalll/q-Taxi-v3,4.85,7.56,2.71
-93,mallycrip,mallycrip/taxi-v3-2,4.85,7.56,2.71
-94,danilyef,danilyef/Taxi-v3,4.85,7.56,2.71
-95,Forkits,Forkits/Taxi-v3v2,4.85,7.56,2.71
-96,rlucasz93,rlucasz93/taxi-v3,4.85,7.56,2.71
-97,SeNSiTivE,SeNSiTivE/RL-Course-Unit_2-q-Taxi-v3,4.85,7.56,2.71
-98,Patters,Patters/taxi-v3,4.85,7.56,2.71
-99,SRKConsulting,SRKConsulting/Taxi-v3-Z,4.85,7.56,2.71
-100,SRKConsulting,SRKConsulting/Taxi-v3-Y,4.85,7.56,2.71
-101,SRKConsulting,SRKConsulting/Taxi-v3-X,4.85,7.56,2.71
-102,imar0,imar0/Taxi-v3,4.85,7.56,2.71
-103,SRKConsulting,SRKConsulting/Taxi-v3-W,4.85,7.56,2.71
-104,Pearson,Pearson/q-Taxi-v3,4.85,7.56,2.71
-105,mrigendraagrawal,mrigendraagrawal/taxi-RL,4.85,7.56,2.71
-106,Ransaka,Ransaka/q-Taxi-v3,4.85,7.56,2.71
-107,brand25,brand25/q-Taxi-v3,4.85,7.56,2.71
-108,mwissing,mwissing/Taxi-v3,4.85,7.56,2.71
-109,cfisicaro,cfisicaro/q-Taxi-v3,4.85,7.56,2.71
-110,SebastianS,SebastianS/q-Taxi-v3,4.85,7.56,2.71
-111,GesturingMan,GesturingMan/Taxiv3,4.85,7.56,2.71
-112,s-himmi,s-himmi/q-Taxi-v3-classic,4.85,7.56,2.71
-113,eugene-d,eugene-d/q-Taxi-v3,4.85,7.56,2.71
-114,Rubywong123,Rubywong123/q-Taxi-v3,4.85,7.56,2.71
-115,Luca77,Luca77/Q-Taxi,4.85,7.56,2.71
-116,Lorius2,Lorius2/rl-unit2-taxiv3,4.85,7.56,2.71
-117,galkowskim,galkowskim/q-learning-taxi-env,4.85,7.52,2.67
-118,abarekatain,abarekatain/q-Taxi-v3,4.85,7.56,2.71
-119,nasheed,nasheed/taxi-v3-assignment,4.85,7.56,2.71
-120,apatole,apatole/q-taxi,4.85,7.5,2.65
-121,unit0113,unit0113/Taxi-v3,4.85,7.56,2.71
-122,giobin,giobin/taxi-v3-v1,4.85,7.56,2.71
-123,FrancoisDongier,FrancoisDongier/Taxi-v3,4.85,7.56,2.71
-124,Somdeb,Somdeb/Taxi-v3-v1,4.85,7.56,2.71
-125,mikato,mikato/Taxi-v3,4.85,7.56,2.71
-126,slopezay,slopezay/Taxi_v3,4.85,7.56,2.71
-127,VAZaytsev,VAZaytsev/Taxi-v3,4.85,7.56,2.71
-128,jackmedda,jackmedda/q-Taxi-v3,4.85,7.56,2.71
-129,Alex48,Alex48/Taxi-v3,4.85,7.56,2.71
-130,parsasam,parsasam/q-Taxi-v3,4.85,7.56,2.71
-131,jcramirezpr,jcramirezpr/Taxi-v3,4.85,7.56,2.71
-132,Nicksinru,Nicksinru/Taxi-env,4.85,7.56,2.71
-133,renatoviolin,renatoviolin/taxi-cab-v3,4.85,7.56,2.71
-134,ssw1591,ssw1591/q-Taxi-v3,4.85,7.56,2.71
-135,helpingstar,helpingstar/q-Taxi-v3-v1,4.85,7.56,2.71
-136,lyusungwon,lyusungwon/q-Taxi-v3,4.85,7.56,2.71
-137,vk21,vk21/Taxi-v3-v1,4.85,7.56,2.71
-138,sjainlucky,sjainlucky/taxi,4.85,7.56,2.71
-139,Youngdal,Youngdal/Taxi-3-default,4.85,7.56,2.71
-140,LieUr,LieUr/q-Taxi-v3,4.85,7.56,2.71
-141,1itai1,1itai1/q-Taxi-v3,4.85,7.56,2.71
-142,algocompretto,algocompretto/TaxiDriver-v0,4.85,7.56,2.71
-143,mehrzad-shahin,mehrzad-shahin/q-Taxi-v3-toy,4.85,7.56,2.71
-144,avojarot,avojarot/Taxi-v3,4.85,7.56,2.71
-145,toreil,toreil/Taxi-v3-Q-Learning,4.85,7.56,2.71
-146,andrea-silvi,andrea-silvi/q-taxi,4.85,7.56,2.71
-147,eswardivi,eswardivi/q-Taxi-v3,4.85,7.56,2.71
-148,coddiw0mple,coddiw0mple/Taxi-v3,4.85,7.56,2.71
-149,jayeshvpatil,jayeshvpatil/q-Taxi-v3,4.85,7.56,2.71
-150,AnAmbitiousMonk,AnAmbitiousMonk/Taxi-v1,4.85,7.56,2.71
-151,Leonhard17,Leonhard17/q-Taxi-v3,4.85,7.56,2.71
-152,kestrel256,kestrel256/q-taxi-v3,4.85,7.56,2.71
-153,nossal,nossal/rl-q-taxi-v3,4.85,7.56,2.71
-154,nsecord,nsecord/q-Taxi-v3-attempt3,4.85,7.56,2.71
-155,nsecord,nsecord/q-Taxi-v3-attempt2,4.85,7.56,2.71
-156,Ili1991,Ili1991/q-Taxi-v1,4.85,7.56,2.71
-157,juliawabant,juliawabant/q-Taxi-v3,4.85,7.54,2.69
-158,verderis,verderis/ToxiTaxi,4.85,7.56,2.71
-159,astein0,astein0/q-Taxi-v1,4.85,7.56,2.71
-160,mingdinghan,mingdinghan/Taxi-v3,4.85,7.56,2.71
-161,pastells,pastells/taxi-v3,4.85,7.56,2.71
-162,erud1t3,erud1t3/Taxi-v3,4.85,7.56,2.71
-163,ammr,ammr/q-Taxi-v3,4.85,7.56,2.71
-164,augustogeog,augustogeog/q-Taxi-v3-iterative-10mil,4.85,7.56,2.71
-165,Akriel,Akriel/q-Taxi-v3,4.85,7.56,2.71
-166,augustogeog,augustogeog/q-Taxi-v3-iterative,4.85,7.56,2.71
-167,wptmdoorn,wptmdoorn/Taxi-v3,4.85,7.56,2.71
-168,calvincbzhang,calvincbzhang/q-Taxi-v3,4.85,7.56,2.71
-169,JessicaHsu,JessicaHsu/q-Taxi-v3-1,4.85,7.56,2.71
-170,frankenstyle,frankenstyle/q-taxi-v3,4.85,7.56,2.71
-171,pete88b,pete88b/q-Taxi-v3-0.0.1,4.85,7.56,2.71
-172,tvarella,tvarella/taxitaxi,4.85,7.56,2.71
-173,enlacinglines,enlacinglines/Taxi-v3-50kepisodes,4.85,7.56,2.71
-174,friendlyGiraffe,friendlyGiraffe/q-Taxi-v3,4.85,7.56,2.71
-175,parinzee,parinzee/huggingface-taxi-v3,4.85,7.56,2.71
-176,HaiderAUT,HaiderAUT/Taxi-v3,4.85,7.56,2.71
-177,menoua,menoua/q-Taxi-v3,4.85,7.56,2.71
-178,KubiakJakub01,KubiakJakub01/Taxi-v3,4.85,7.56,2.71
-179,av3006,av3006/q-Taxi-v3,4.85,7.56,2.71
-180,pryjuli,pryjuli/Taxi-v3,4.85,7.56,2.71
-181,justlotw,justlotw/taxi-v3,4.85,7.56,2.71
-182,Nonin,Nonin/Taxi3_V1,4.85,7.56,2.71
-183,Ithai,Ithai/q-Taxi-v3,4.85,7.56,2.71
-184,eryzml,eryzml/Taxi-v3-Test_2,4.85,7.56,2.71
-185,Nonin,Nonin/Taxi3_V1_v2,4.85,7.56,2.71
-186,kks8b,kks8b/Taxi-v3,4.85,7.56,2.71
-187,kongacute,kongacute/q-Taxi-v3,4.85,7.56,2.71
-188,saeedHedayatian,saeedHedayatian/qlearning-taxi,4.85,7.56,2.71
-189,bdrighes,bdrighes/Taxi-v3,4.85,7.56,2.71
-190,brouthen,brouthen/q-Taxi-v3,4.85,7.52,2.67
-191,manexpa,manexpa/RLcourse-Taxi-v3,4.85,7.56,2.71
-192,atorre,atorre/q-Taxi-v3,4.85,7.56,2.71
-193,santit96,santit96/taxiv3-course,4.85,7.56,2.71
-194,GoldenShotgun,GoldenShotgun/q-taxi-v3,4.85,7.56,2.71
-195,Qilex,Qilex/q-Taxi-v3,4.85,7.56,2.71
-196,marianokamp,marianokamp/q-taxi-v1,4.85,7.56,2.71
-197,habanoz,habanoz/q-Taxi-v3,4.85,7.56,2.71
-198,mikegarts,mikegarts/q-Taxi-v3,4.85,7.56,2.71
-199,xavisgg,xavisgg/Taxi-v3,4.85,7.56,2.71
-200,bdiptesh99,bdiptesh99/rl-ql-Taxi-v3,4.85,7.56,2.71
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