diff --git "a/Taxi-v3.csv" "b/Taxi-v3.csv"
--- "a/Taxi-v3.csv"
+++ "b/Taxi-v3.csv"
@@ -1,7 +1,7 @@
 Ranking,User,Model,Results,Mean Reward,Std Reward
-1,tjscollins,tjscollins/q-Taxi-v3-broken-eval-seed,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,unfinity,unfinity/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,tjscollins,tjscollins/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
@@ -21,1785 +21,1788 @@ 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,Patil,Patil/q-Taxi-v3,4.8999999999999995,7.52,2.62
-24,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
-25,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
-26,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
-27,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
-28,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
-29,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
-30,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
-31,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
-32,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
-33,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
-34,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
-35,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
-36,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
-37,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
-38,Kastakin,Kastakin/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
-41,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
-42,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
-43,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
-44,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
-45,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
-46,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
+23,ludsil,ludsil/taxi,4.8999999999999995,7.52,2.62
+24,mbertheau,mbertheau/hf-drl-course-2-q-Taxi-v3_1,4.8999999999999995,7.52,2.62
+25,linksaiyajin,linksaiyajin/q-Taxi-v3,4.8999999999999995,7.52,2.62
+26,Forkits,Forkits/Taxi-v3,4.8999999999999995,7.52,2.62
+27,vinaysatish,vinaysatish/taxiexample,4.8999999999999995,7.52,2.62
+28,Ganu3010,Ganu3010/Taxi-v3,4.8999999999999995,7.52,2.62
+29,GoodGuyTim,GoodGuyTim/GoodGuyTim-QTable-Taxi,4.8999999999999995,7.52,2.62
+30,pabloyesteb,pabloyesteb/q-Taxi-v3,4.8999999999999995,7.52,2.62
+31,jinhu2659,jinhu2659/Taxi-v3,4.8999999999999995,7.52,2.62
+32,Patil,Patil/q-Taxi-v3,4.8999999999999995,7.52,2.62
+33,xerl,xerl/Taxi-v3,4.8999999999999995,7.52,2.62
+34,shaaaanya,shaaaanya/taxi-v3,4.890000000000001,7.58,2.69
+35,shaaaanya,shaaaanya/taxi-v3-v2,4.890000000000001,7.58,2.69
+36,nakanolab,nakanolab/q-Taxi-v3,4.890000000000001,7.5,2.61
+37,mohammadbehdad,mohammadbehdad/q-Taxi-v3,4.87,7.5,2.63
+38,Ibnout,Ibnout/q-Taxi-v3,4.87,7.5,2.63
+39,Jbot,Jbot/q-Taxi-v3,4.87,7.5,2.63
+40,software-vagabond,software-vagabond/q-Taxi-v3,4.87,7.5,2.63
+41,Kastakin,Kastakin/q-Taxi-v3,4.87,7.5,2.63
+42,TUMxudashuai,TUMxudashuai/q-Taxi-v3,4.87,7.5,2.63
+43,Chris1,Chris1/q-Taxi-v3,4.87,7.46,2.59
+44,jackhhhh,jackhhhh/Taxi-v3,4.87,7.5,2.63
+45,rayedbw,rayedbw/q-Taxi-v3,4.859999999999999,7.58,2.72
+46,thien1892,thien1892/q-taxi-v3,4.859999999999999,7.58,2.72
 47,harikc456,harikc456/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,psankesh9,psankesh9/deepRLunit2,4.8500000000000005,7.48,2.63
 51,ChhayaKumarDas,ChhayaKumarDas/TaxiV3,4.8500000000000005,7.48,2.63
-52,Horken,Horken/q_taxi_v2,4.85,7.56,2.71
-53,Gumibit,Gumibit/q-Taxi-v3_ex1,4.85,7.56,2.71
-54,Ashley1902,Ashley1902/taxi-v3-v1-16012023,4.85,7.56,2.71
-55,Senura,Senura/senura-taxi,4.85,7.56,2.71
-56,ARandomFrenchDev,ARandomFrenchDev/q-Taxi-v3-500x6,4.85,7.56,2.71
-57,philipladuca,philipladuca/RL-unit2-taxi,4.85,7.54,2.69
-58,Felipe474,Felipe474/q-Taxi-v3,4.85,7.56,2.71
-59,ungheele,ungheele/q-FrozenLake-v1-4x4-noSlippery,4.85,7.56,2.71
-60,ungheele,ungheele/Taxi-v3,4.85,7.56,2.71
-61,offlinehq,offlinehq/q-Taxi-v3,4.85,7.56,2.71
-62,morganjeffries,morganjeffries/Taxi-v3,4.85,7.56,2.71
-63,stelladk,stelladk/Q-Taxi-v3,4.85,7.54,2.69
-64,harisumant,harisumant/Taxi-v3,4.85,7.56,2.71
-65,newwater,newwater/q-taxi-v3,4.85,7.56,2.71
-66,matank,matank/Taxi-v3,4.85,7.56,2.71
-67,zhuohao,zhuohao/Taxi-v3,4.85,7.56,2.71
-68,RisiPisi,RisiPisi/MyTaxi-v3,4.85,7.56,2.71
-69,allie21,allie21/q-Taxi-v3,4.85,7.56,2.71
-70,Bingsu,Bingsu/q-Taxi-v3,4.85,7.52,2.67
-71,Kurokabe,Kurokabe/q-Taxi-v3,4.85,7.56,2.71
-72,osanseviero,osanseviero/q-FrozenLake-v1-noSlippery1,4.85,7.56,2.71
-73,Sudomannen,Sudomannen/q-Taxi-v3,4.85,7.56,2.71
-74,csd7,csd7/q-Taxi-v3,4.85,7.56,2.71
-75,ashrek,ashrek/Taxi-v3-qlearn,4.85,7.56,2.71
-76,billray110,billray110/q-Taxi-v3,4.85,7.56,2.71
-77,vcncolin,vcncolin/joeletaxi_02,4.85,7.56,2.71
-78,eolang,eolang/DRL-Taxi-v3,4.85,7.56,2.71
-79,neatbullshit,neatbullshit/q-Taxi-v3,4.85,7.56,2.71
-80,tim-binding,tim-binding/Taxi-v3,4.85,7.56,2.71
-81,DanielPaull,DanielPaull/q-Taxi-v3,4.85,7.56,2.71
-82,ShadeEngine,ShadeEngine/q-Taxi-v3,4.85,7.56,2.71
-83,TerryYH,TerryYH/Taxi-v3,4.85,7.54,2.69
-84,pelinbalci,pelinbalci/Taxi-v3_v2,4.85,7.56,2.71
-85,pabloac31,pabloac31/q-Taxi-v3,4.85,7.56,2.71
-86,ahmad-alismail,ahmad-alismail/rl-taxi-v3,4.85,7.56,2.71
-87,pelinbalci,pelinbalci/Taxi-v3,4.85,7.56,2.71
-88,Sera47,Sera47/Taxi-v3_Qlearning,4.85,7.56,2.71
-89,MaviBogaz,MaviBogaz/Unit2_2,4.85,7.56,2.71
-90,Permanganat,Permanganat/Taxi_rf,4.85,7.56,2.71
-91,kyeongpil,kyeongpil/Taxi-v3,4.85,7.56,2.71
-92,Iggg0r,Iggg0r/Taxi-v3-QLearning,4.85,7.56,2.71
-93,jrreda,jrreda/rl_02_Taxi-v3_Qtable,4.85,7.56,2.71
-94,babakc,babakc/taxi-v1,4.85,7.56,2.71
-95,Skanderbeg,Skanderbeg/Taxi-v3,4.85,7.56,2.71
-96,CitizenDick,CitizenDick/q-FrozenLake-v3-001,4.85,7.56,2.71
-97,victorjmarin,victorjmarin/q-Taxi-v3,4.85,7.56,2.71
-98,bjarlestam,bjarlestam/q-Taxi-v3-2,4.85,7.56,2.71
-99,mirodil,mirodil/q-Taxi-v3,4.85,7.56,2.71
-100,gnieto,gnieto/q-DRL_unit2_taxi,4.85,7.56,2.71
-101,romc57,romc57/Taxi-v3,4.85,7.56,2.71
-102,ImeneT,ImeneT/Taxi-v3,4.85,7.56,2.71
-103,NikosKokkini,NikosKokkini/q-taxi_v3,4.85,7.56,2.71
-104,BachNgoH,BachNgoH/q-TaxiV3,4.85,7.56,2.71
-105,iammartian0,iammartian0/taxi_v3_416,4.85,7.56,2.71
-106,iammartian0,iammartian0/taxi_v3_415,4.85,7.56,2.71
-107,bhalll,bhalll/q-Taxi-v3,4.85,7.56,2.71
-108,sandguine,sandguine/Sandy-Taxi-v3,4.85,7.56,2.71
-109,mallycrip,mallycrip/taxi-v3-2,4.85,7.56,2.71
-110,serkanBurakOrs,serkanBurakOrs/QLearn_Taxi_v3,4.85,7.56,2.71
-111,bdrighes,bdrighes/Taxi-v3,4.85,7.56,2.71
-112,madoe001,madoe001/Taxi-v3,4.85,7.52,2.67
-113,JaviBJ,JaviBJ/q-Taxi-v3,4.85,7.52,2.67
-114,astein0,astein0/q-Taxi-v1,4.85,7.56,2.71
-115,manexpa,manexpa/RLcourse-Taxi-v3,4.85,7.56,2.71
-116,arbts,arbts/taxi-v3-initial,4.85,7.56,2.71
-117,sarthakc44,sarthakc44/q-Taxi-v3-500x6-v2,4.85,7.56,2.71
-118,sarthakc44,sarthakc44/q-Taxi-v3-500x6-v1,4.85,7.56,2.71
-119,arenbeglaryan,arenbeglaryan/Taxi-v3,4.85,7.56,2.71
-120,Hatman,Hatman/Taxi-v3,4.85,7.56,2.71
-121,sleepytaco,sleepytaco/q-Taxi-v3,4.85,7.56,2.71
-122,splusminusx,splusminusx/q-Taxi-v3,4.85,7.56,2.71
-123,koosangjun,koosangjun/q-Taxi-v3,4.85,7.56,2.71
-124,lowrollr,lowrollr/Taxi-v3-QLearning,4.85,7.56,2.71
-125,danilyef,danilyef/Taxi-v3,4.85,7.56,2.71
-126,Brain22,Brain22/Taxi-v3,4.85,7.56,2.71
-127,tomercagan,tomercagan/q-Taxi-v3,4.85,7.56,2.71
-128,jannikskytt,jannikskytt/Taxi-v3,4.85,7.56,2.71
-129,ottovoncwim,ottovoncwim/q-Taxi-v3,4.85,7.56,2.71
-130,ghassenhannachi,ghassenhannachi/q_taxi_v1,4.85,7.56,2.71
-131,YoriV,YoriV/q-Taxi-v3,4.85,7.56,2.71
-132,spaladugu,spaladugu/Taxi-v3,4.85,7.56,2.71
-133,dn-gh,dn-gh/Q-Taxi-v3-4,4.85,7.56,2.71
-134,dn-gh,dn-gh/Q-Taxi-v3-3,4.85,7.56,2.71
-135,dn-gh,dn-gh/Q-Taxi-v3-2,4.85,7.56,2.71
-136,spaladugu,spaladugu/q-Taxi-v3,4.85,7.56,2.71
-137,hoangah2000vn,hoangah2000vn/Taxi-v3-Qlearning,4.85,7.56,2.71
-138,robinsk8a,robinsk8a/Taxi-v3,4.85,7.56,2.71
-139,SinusCosinus,SinusCosinus/q-Taxi-v3,4.85,7.56,2.71
-140,dhmeltzer,dhmeltzer/q-Taxi-v3-25_5_4,4.85,7.56,2.71
-141,gaarsmu,gaarsmu/Taxi-v3_125k,4.85,7.56,2.71
-142,haanjack,haanjack/q-Taxi-v3,4.85,7.56,2.71
-143,kvothe,kvothe/taxi-v3-qlearning,4.85,7.56,2.71
-144,alexdavey,alexdavey/q-Taxi-v3,4.85,7.56,2.71
-145,manuelmaiorano,manuelmaiorano/taxi-v3,4.85,7.54,2.69
-146,Zaleks,Zaleks/q-Taxi-v3,4.85,7.56,2.71
-147,rovenr12,rovenr12/qlearning-Taxi-v3,4.85,7.56,2.71
-148,alsolera,alsolera/q-Taxi-v3,4.85,7.56,2.71
-149,Kenemo,Kenemo/q-learning-taxi-v3,4.85,7.56,2.71
-150,sonny-dev,sonny-dev/taxi,4.85,7.56,2.71
-151,Schwarzschild009,Schwarzschild009/q-Taxi-v3,4.85,7.56,2.71
-152,AmirMesbah,AmirMesbah/q-Taxi-v3,4.85,7.56,2.71
-153,stevaras2,stevaras2/q-Taxi-v3,4.85,7.56,2.71
-154,miki030,miki030/Taxi-v3,4.85,7.56,2.71
-155,KoRiF,KoRiF/q-Taxi-v3,4.85,7.54,2.69
-156,gokuls,gokuls/Taxi-v3,4.85,7.56,2.71
-157,HolySaint,HolySaint/Taxi-v3,4.85,7.56,2.71
-158,jamesup,jamesup/Taxi-v3,4.85,7.56,2.71
-159,FnSK4R17s,FnSK4R17s/Taxi-v3,4.85,7.56,2.71
-160,mxbonn,mxbonn/Taxi-v3,4.85,7.56,2.71
-161,rgres,rgres/q-Taxi-v3,4.85,7.56,2.71
-162,PhilSad,PhilSad/q-taxi-v3,4.85,7.56,2.71
-163,eldraco,eldraco/Taxi-v3,4.85,7.56,2.71
-164,bnowak1831,bnowak1831/q-taxi-v3,4.85,7.56,2.71
-165,antoooooine,antoooooine/Q-Taxi-v3,4.85,7.56,2.71
-166,aliciatay,aliciatay/qtaxi,4.85,7.56,2.71
-167,brouthen,brouthen/q-Taxi-v3,4.85,7.52,2.67
-168,mark-e,mark-e/Taxi-v3,4.85,7.56,2.71
-169,Art-phys,Art-phys/Taxi-v3_v1,4.85,7.56,2.71
-170,ThuyVuPhuong,ThuyVuPhuong/q-Taxi_v3,4.85,7.56,2.71
-171,saurabhnaik,saurabhnaik/Taxi-v3-fastdecay,4.85,7.56,2.71
-172,saurabhnaik,saurabhnaik/Taxi-v3,4.85,7.56,2.71
-173,catactivationsound,catactivationsound/q-Taxi-v3,4.85,7.56,2.71
-174,sgauravm,sgauravm/q-Taxi-v3,4.85,7.56,2.71
-175,Art-phys,Art-phys/Taxi-v3_v1_1M,4.85,7.56,2.71
-176,Brhnglc,Brhnglc/Taxi_1,4.85,7.56,2.71
-177,ThomasSimonini,ThomasSimonini/q-Taxi-v3,4.85,7.56,2.71
-178,alsolera,alsolera/q-Taxi-v1,4.85,7.56,2.71
-179,PaulMest,PaulMest/Taxi-v3,4.85,7.56,2.71
-180,Dolphinfrank,Dolphinfrank/frank_texi2,4.85,7.56,2.71
-181,Dolphinfrank,Dolphinfrank/frank_texi,4.85,7.56,2.71
-182,thiagoms7,thiagoms7/Taxi-v3,4.85,7.56,2.71
-183,gmojko,gmojko/Taxi-v3-v2,4.85,7.56,2.71
-184,SaathvikD,SaathvikD/q-Taxi-v3,4.85,7.56,2.71
-185,amal94,amal94/q-Taxi-v3,4.85,7.56,2.71
-186,BKluwe2209,BKluwe2209/Taxi-v3,4.85,7.56,2.71
-187,Eslam25,Eslam25/Q-Taxi-V3,4.85,7.56,2.71
-188,noctrog,noctrog/q-taxi-v2,4.85,7.56,2.71
-189,jonalkw,jonalkw/Taxi-v3-Qlearn,4.85,7.56,2.71
-190,tkurtulus,tkurtulus/q-Taxi-v3,4.85,7.56,2.71
-191,ibadrehman,ibadrehman/taxi-v3-v2,4.85,7.56,2.71
-192,DaniilSirota,DaniilSirota/Taxi,4.85,7.56,2.71
-193,stevbach,stevbach/Taxi-v3-p1,4.85,7.56,2.71
-194,VijaiKM,VijaiKM/Taxi-v3,4.85,7.56,2.71
-195,pseudo2010,pseudo2010/Taki_v3RL2,4.85,7.56,2.71
-196,pseudo2010,pseudo2010/Taki_v3RL,4.85,7.56,2.71
-197,Loriiis,Loriiis/q-Taxi-v3,4.85,7.56,2.71
-198,Pablinsv,Pablinsv/q-Taxi-v3,4.85,7.56,2.71
-199,ashutosh1919,ashutosh1919/Taxi-v3,4.85,7.56,2.71
-200,alexispacek,alexispacek/q-Taxi-v3,4.85,7.56,2.71
-201,Raiden-1001,Raiden-1001/Taxi-v3,4.85,7.56,2.71
-202,maidh,maidh/q-Taxi-v3,4.85,7.56,2.71
-203,niks-salodkar,niks-salodkar/q-table-taxiv3,4.85,7.56,2.71
-204,FlavienDeseure,FlavienDeseure/Taxi-v3-v1,4.85,7.56,2.71
-205,omarcevi,omarcevi/q-Taxi-V3,4.85,7.56,2.71
-206,nqd132,nqd132/taxi-v3,4.85,7.52,2.67
-207,kreepy,kreepy/q-taxi-v3,4.85,7.56,2.71
-208,birajsth,birajsth/q-Taxi-v3,4.85,7.56,2.71
-209,adam1brownell,adam1brownell/u2_taxi,4.85,7.52,2.67
-210,Maxiew,Maxiew/q-Taxi-v3,4.85,7.56,2.71
-211,jnacey2,jnacey2/rl_taxi,4.85,7.56,2.71
-212,delizious,delizious/q-Taxi-v3-first-try,4.85,7.56,2.71
-213,Pablinsv,Pablinsv/q-Taxi-v3-v2,4.85,7.56,2.71
-214,hayle,hayle/q-taxi-v3,4.85,7.56,2.71
-215,armargolis,armargolis/taxi_v3,4.85,7.56,2.71
-216,asiaLootus,asiaLootus/taxi_model3,4.85,7.56,2.71
-217,asiaLootus,asiaLootus/taxi_model2,4.85,7.56,2.71
-218,adlrocha,adlrocha/unit2-taxi,4.85,7.56,2.71
-219,saikiranp,saikiranp/taxi-v3-1,4.85,7.56,2.71
-220,Rifky,Rifky/qlearning-taxi-v3,4.85,7.56,2.71
-221,nemanjar,nemanjar/q-Taxi-v3,4.85,7.56,2.71
-222,johnhartquist,johnhartquist/q-Taxi-v3,4.85,7.56,2.71
-223,jennielees,jennielees/q-Taxi-v3-basic,4.85,7.56,2.71
-224,msoilan-usal,msoilan-usal/taxi-v3_v1,4.85,7.56,2.71
-225,MHaurel,MHaurel/Taxi-v3,4.85,7.56,2.71
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