diff --git "a/Taxi-v3.csv" "b/Taxi-v3.csv"
--- "a/Taxi-v3.csv"
+++ "b/Taxi-v3.csv"
@@ -1783,1309 +1783,1310 @@ Ranking,User,Model,Results,Mean Reward,Std Reward
 1782,asiaLootus,asiaLootus/taxi_model3,4.85,7.56,2.71
 1783,asiaLootus,asiaLootus/taxi_model2,4.85,7.56,2.71
 1784,mok33,mok33/q-taxi-v1-500x6,4.85,7.56,2.71
-1785,w4yw4rd,w4yw4rd/Taxi-v3,4.84,7.54,2.7
+1785,harveymannering,harveymannering/q-Taxi-v3,4.84,7.54,2.7
 1786,PhuocBui,PhuocBui/q-Taxi-v3,4.84,7.54,2.7
-1787,BigTimeCoderSean,BigTimeCoderSean/q-Taxi-v3,4.84,7.54,2.7
-1788,OMARS200,OMARS200/Taxi-v3,4.84,7.54,2.7
-1789,harveymannering,harveymannering/q-Taxi-v3,4.84,7.54,2.7
-1790,Gianni33,Gianni33/q-Taxi-v3,4.84,7.54,2.7
-1791,rafaelelter,rafaelelter/Taxi-v3,4.84,7.48,2.64
-1792,justinsiow,justinsiow/q-Taxi-v3,4.84,7.54,2.7
-1793,joheras,joheras/q-Taxi-v3,4.84,7.54,2.7
-1794,cys,cys/Taxi-v3,4.84,7.54,2.7
-1795,SultanR,SultanR/Taxi-V3,4.84,7.54,2.7
-1796,bitwild,bitwild/Taxi-v3,4.84,7.54,2.7
-1797,globophobe,globophobe/q-Taxi-v3,4.84,7.48,2.64
-1798,ImDachun,ImDachun/q-Taxi-v3,4.84,7.54,2.7
-1799,Bhanu9Prakash,Bhanu9Prakash/taxiv3-it1,4.84,7.5,2.66
-1800,henripett,henripett/taxiV3,4.84,7.54,2.7
-1801,akoshel,akoshel/q-CartPole-v1,4.84,7.54,2.7
-1802,hieule,hieule/rl-qlearning-taxi,4.84,7.54,2.7
-1803,michal512,michal512/q-learning-Taxi-v3,4.84,7.54,2.7
-1804,matemato,matemato/q-Taxi-v3,4.84,7.54,2.7
-1805,aleks0309,aleks0309/q-Taxi-v3,4.84,7.54,2.7
-1806,davera-017,davera-017/q-Taxi-v3,4.84,7.54,2.7
-1807,joydragon,joydragon/Taxi-v3,4.84,7.54,2.7
-1808,dalemu,dalemu/taxi,4.84,7.54,2.7
-1809,Nake,Nake/Taxi-v3,4.83,7.54,2.71
-1810,Augcos,Augcos/Taxi-v3,4.83,7.54,2.71
-1811,kparker,kparker/q-Taxi-v3,4.83,7.54,2.71
-1812,jeinsong,jeinsong/taxi-v3,4.83,7.54,2.71
-1813,Brandulio,Brandulio/Taxi-v3,4.83,7.52,2.69
-1814,calwoo,calwoo/Taxi-v3-qlearn,4.83,7.54,2.71
-1815,newbie4000,newbie4000/Taxi-v3,4.83,7.54,2.71
-1816,supertime1,supertime1/taxi2,4.83,7.52,2.69
-1817,Bailefan,Bailefan/Taxi-v3,4.83,7.54,2.71
-1818,sbeyza,sbeyza/taxi-v3-with-Q-learning,4.83,7.54,2.71
-1819,Leo446673,Leo446673/q-Taxi-v3,4.83,7.54,2.71
-1820,rahulsnkr,rahulsnkr/taxiV3-deep-rl-course,4.83,7.54,2.71
-1821,DragonProgrammer,DragonProgrammer/Taxi,4.83,7.5,2.67
-1822,kmposkid1,kmposkid1/q-Taxi-v3,4.83,7.54,2.71
-1823,shashankgarewal,shashankgarewal/taxi_default_parameters,4.83,7.54,2.71
-1824,vind,vind/q-Taxi-v3,4.83,7.52,2.69
-1825,skywalker7,skywalker7/Taxi-v3,4.83,7.5,2.67
-1826,reachrkr,reachrkr/Taxi-v3,4.83,7.54,2.71
-1827,banden,banden/Taxi-v1,4.83,7.48,2.65
-1828,vind,vind/q-Taxi-v3-35k,4.83,7.52,2.69
-1829,ivanchangoluisa,ivanchangoluisa/q-Taxi-v3,4.83,7.54,2.71
-1830,Pirate95,Pirate95/q-Taxi-v3,4.83,7.54,2.71
-1831,gioca91,gioca91/q-Taxi-v3,4.83,7.54,2.71
-1832,junikeda,junikeda/q-Taxi-v3,4.83,7.52,2.69
-1833,eliotz,eliotz/taxicab,4.83,7.54,2.71
-1834,sanitas,sanitas/q-taxi-v3,4.83,7.54,2.71
-1835,Falguni,Falguni/q-Taxi-v3,4.83,7.54,2.71
-1836,jakka,jakka/q-Taxi-v3,4.83,7.54,2.71
-1837,zpattdev,zpattdev/taxi-v3,4.83,7.5,2.67
-1838,Nyxynyx,Nyxynyx/q-Taxi-v3,4.83,7.54,2.71
-1839,Dewa,Dewa/rl-q-taxt-v1,4.83,7.54,2.71
-1840,radius27,radius27/q-Taxi-v3,4.83,7.52,2.69
-1841,juierror,juierror/q-Taxi-v3,4.83,7.54,2.71
-1842,rafrito,rafrito/Taxi0v3,4.83,7.54,2.71
-1843,kalmufti,kalmufti/q-Taxi-v3,4.83,7.5,2.67
-1844,workRL,workRL/q-Taxi-v3,4.83,7.54,2.71
-1845,anujshah645,anujshah645/q-Taxi-v3,4.83,7.54,2.71
-1846,feratur,feratur/q-Taxi-v3,4.83,7.54,2.71
-1847,gsotnikov,gsotnikov/Taxi-v3-baseline,4.83,7.54,2.71
-1848,alicjak,alicjak/q-Taxi-v3,4.83,7.54,2.71
-1849,emmanuel17,emmanuel17/Taxiv3,4.83,7.5,2.67
-1850,wakakaka,wakakaka/Taxi-v3,4.83,7.54,2.71
-1851,heybezayb,heybezayb/TaxiV3,4.83,7.54,2.71
-1852,jliu596,jliu596/taxi,4.83,7.54,2.71
-1853,Bjqrn,Bjqrn/q-taxi-v3,4.83,7.54,2.71
-1854,fetiska,fetiska/downtown-cab-co,4.83,7.52,2.69
-1855,Ojas-CoderAI,Ojas-CoderAI/Taxi_practice,4.83,7.54,2.71
-1856,caramelody,caramelody/cacaca,4.83,7.54,2.71
-1857,caramelody,caramelody/frozen-ca,4.83,7.54,2.71
-1858,Jac0b,Jac0b/taxi-v3-qtable,4.83,7.54,2.71
-1859,CoenSchouten,CoenSchouten/q-FrozenLake-v1-4x4-noSlippery,4.83,7.54,2.71
-1860,kwecht,kwecht/q-Taxi-v3-unit2-default,4.83,7.54,2.71
-1861,Aungria,Aungria/taxi-v3_baseline,4.83,7.54,2.71
-1862,Anastasiaps,Anastasiaps/Taxi-v3,4.83,7.54,2.71
-1863,eswat,eswat/q-Taxi-v3,4.83,7.54,2.71
-1864,Behnam,Behnam/q-Taxi-v3,4.83,7.54,2.71
-1865,ahaedike,ahaedike/q-Taxi-v3,4.83,7.54,2.71
-1866,MarkChen1214,MarkChen1214/q-Taxi-v3,4.83,7.54,2.71
-1867,UnaiGurbindo,UnaiGurbindo/Taxi-v3,4.83,7.54,2.71
-1868,paarth-sachan,paarth-sachan/taxi_gymnasium,4.83,7.52,2.69
-1869,aratshimyanga,aratshimyanga/q-taxi-v3,4.83,7.54,2.71
-1870,Kon3000,Kon3000/Taxi-v3,4.83,7.54,2.71
-1871,robkayinto,robkayinto/dumbassRepoNameLocal,4.83,7.54,2.71
-1872,pomp,pomp/q-taxi-v3,4.83,7.48,2.65
-1873,rossHuggingMay,rossHuggingMay/q-Taxi-v3,4.83,7.5,2.67
-1874,JfuentesR,JfuentesR/Taxi-v3,4.83,7.52,2.69
-1875,mmirmahdi,mmirmahdi/Taxi-v3,4.83,7.54,2.71
-1876,YisusLn,YisusLn/Taxi-v3,4.83,7.54,2.71
-1877,r4f705,r4f705/qlearning-taxi-v3,4.83,7.5,2.67
-1878,egee,egee/Taxi-v3,4.83,7.54,2.71
-1879,ntinosmg,ntinosmg/taxi-v3,4.83,7.54,2.71
-1880,ghze,ghze/Taxi_v3,4.83,7.54,2.71
-1881,ShunCena,ShunCena/AutoTaxi-v3,4.83,7.54,2.71
-1882,dxyy,dxyy/taxi3,4.83,7.54,2.71
-1883,LinasKo,LinasKo/q-Taxi-v3,4.83,7.52,2.69
-1884,tianyun,tianyun/q-Taxi-v3-25x5x4,4.83,7.54,2.71
-1885,jorgelzn,jorgelzn/qlearning-taxi,4.83,7.54,2.71
-1886,zzen0008,zzen0008/q-Taxi-v3,4.83,7.5,2.67
-1887,ghze,ghze/Taxi,4.83,7.54,2.71
-1888,ManishW,ManishW/q-Taxi-v3-v1,4.83,7.54,2.71
-1889,lsaulier,lsaulier/q-Taxi-v3,4.83,7.54,2.71
-1890,Jozaita,Jozaita/q-Taxi-v3,4.83,7.54,2.71
-1891,sufyn,sufyn/taxi-v3,4.83,7.54,2.71
-1892,ecemisildar,ecemisildar/taxi_rl,4.83,7.54,2.71
-1893,Vis03al,Vis03al/taxi-v3-qlearning,4.83,7.54,2.71
-1894,znacer,znacer/q-Taxi-v3,4.83,7.52,2.69
-1895,BryanBradfo,BryanBradfo/q-Taxi-v3,4.83,7.54,2.71
-1896,fawwazanvilen,fawwazanvilen/q-Taxi-v3,4.83,7.48,2.65
-1897,ArneJa,ArneJa/Taxi,4.83,7.54,2.71
-1898,JessicaHsu,JessicaHsu/qTaxi-v3,4.83,7.54,2.71
-1899,GadH,GadH/Monit,4.83,7.54,2.71
-1900,mc1017,mc1017/q-Taxi-v3,4.83,7.54,2.71
-1901,DimiNim,DimiNim/q-taxi-v3,4.83,7.54,2.71
-1902,UseTheForce,UseTheForce/Taxi-RL-Gym,4.83,7.5,2.67
-1903,nandakumar10,nandakumar10/q-Taxi-v3,4.83,7.52,2.69
-1904,knarasi1,knarasi1/q-v1-Taxiv3,4.83,7.54,2.71
-1905,huggingcats,huggingcats/Taxi-v3,4.83,7.5,2.67
-1906,J4m35M4xw3ll,J4m35M4xw3ll/Taxi-v3,4.83,7.54,2.71
-1907,MerveOzer,MerveOzer/Taxi-v3,4.83,7.54,2.71
-1908,kaankaracor,kaankaracor/q-Taxi-v3,4.83,7.54,2.71
-1909,aiartwork,aiartwork/q-Taxi-v3,4.83,7.54,2.71
-1910,TinySuitStarfish,TinySuitStarfish/q-Taxi-v3,4.83,7.48,2.65
-1911,srandazzo,srandazzo/q-Taxi-v3,4.83,7.54,2.71
-1912,marktrovinger,marktrovinger/q-Taxi-v3,4.83,7.54,2.71
-1913,Periramm,Periramm/q-taxi,4.83,7.54,2.71
-1914,mlewand,mlewand/Taxi3-Qlearning,4.83,7.54,2.71
-1915,rdesarz,rdesarz/Q-Learning-Taxi-v3,4.83,7.48,2.65
-1916,dataLearning,dataLearning/q-Taxi-V3,4.83,7.48,2.65
-1917,ShreyasM,ShreyasM/Taxi-v3,4.83,7.54,2.71
-1918,dariodipalma,dariodipalma/taxi-v3,4.83,7.54,2.71
-1919,abbiekeats,abbiekeats/Taxi-v3,4.83,7.52,2.69
-1920,Sofiane-Alla,Sofiane-Alla/Taxi-v3,4.83,7.54,2.71
-1921,dcv21,dcv21/q-Taxi-v3,4.83,7.54,2.71
-1922,mahmoud-mohey,mahmoud-mohey/Taxi-v3,4.83,7.54,2.71
-1923,kambehmw,kambehmw/q-Taxi-v3,4.83,7.54,2.71
-1924,fromhell01,fromhell01/MyQtaxi,4.83,7.54,2.71
-1925,tzs,tzs/q-Taxi-v3,4.83,7.54,2.71
-1926,zeyefkey,zeyefkey/q-Taxi-v3,4.83,7.54,2.71
-1927,phqlong,phqlong/q-Taxi-v3,4.83,7.54,2.71
-1928,marianafmedeiros,marianafmedeiros/qlearning-taxi-v3,4.83,7.54,2.71
-1929,Mgollen,Mgollen/q-Taxi-v3,4.83,7.5,2.67
-1930,npit,npit/taxi-v3,4.83,7.54,2.71
-1931,jonalkw,jonalkw/taxi-driver,4.83,7.48,2.65
-1932,kostasang,kostasang/q-Taxi-v3,4.83,7.48,2.65
-1933,gelas,gelas/taxi,4.82,7.46,2.64
-1934,Changhyeon,Changhyeon/Taxi-v3,4.82,7.54,2.72
-1935,hugfacerhaha,hugfacerhaha/Taxiv3,4.82,7.54,2.72
-1936,Adrian101-hnd,Adrian101-hnd/Taxi-v3,4.82,7.48,2.66
+1787,Bhanu9Prakash,Bhanu9Prakash/taxiv3-it1,4.84,7.5,2.66
+1788,bitwild,bitwild/Taxi-v3,4.84,7.54,2.7
+1789,davera-017,davera-017/q-Taxi-v3,4.84,7.54,2.7
+1790,akoshel,akoshel/q-CartPole-v1,4.84,7.54,2.7
+1791,w4yw4rd,w4yw4rd/Taxi-v3,4.84,7.54,2.7
+1792,henripett,henripett/taxiV3,4.84,7.54,2.7
+1793,globophobe,globophobe/q-Taxi-v3,4.84,7.48,2.64
+1794,matemato,matemato/q-Taxi-v3,4.84,7.54,2.7
+1795,OMARS200,OMARS200/Taxi-v3,4.84,7.54,2.7
+1796,justinsiow,justinsiow/q-Taxi-v3,4.84,7.54,2.7
+1797,aleks0309,aleks0309/q-Taxi-v3,4.84,7.54,2.7
+1798,cys,cys/Taxi-v3,4.84,7.54,2.7
+1799,joheras,joheras/q-Taxi-v3,4.84,7.54,2.7
+1800,ImDachun,ImDachun/q-Taxi-v3,4.84,7.54,2.7
+1801,Gianni33,Gianni33/q-Taxi-v3,4.84,7.54,2.7
+1802,rafaelelter,rafaelelter/Taxi-v3,4.84,7.48,2.64
+1803,SultanR,SultanR/Taxi-V3,4.84,7.54,2.7
+1804,joydragon,joydragon/Taxi-v3,4.84,7.54,2.7
+1805,michal512,michal512/q-learning-Taxi-v3,4.84,7.54,2.7
+1806,BigTimeCoderSean,BigTimeCoderSean/q-Taxi-v3,4.84,7.54,2.7
+1807,dalemu,dalemu/taxi,4.84,7.54,2.7
+1808,hieule,hieule/rl-qlearning-taxi,4.84,7.54,2.7
+1809,DimiNim,DimiNim/q-taxi-v3,4.83,7.54,2.71
+1810,mc1017,mc1017/q-Taxi-v3,4.83,7.54,2.71
+1811,sbeyza,sbeyza/taxi-v3-with-Q-learning,4.83,7.54,2.71
+1812,Augcos,Augcos/Taxi-v3,4.83,7.54,2.71
+1813,workRL,workRL/q-Taxi-v3,4.83,7.54,2.71
+1814,vind,vind/q-Taxi-v3-35k,4.83,7.52,2.69
+1815,vind,vind/q-Taxi-v3,4.83,7.52,2.69
+1816,heybezayb,heybezayb/TaxiV3,4.83,7.54,2.71
+1817,jakka,jakka/q-Taxi-v3,4.83,7.54,2.71
+1818,rossHuggingMay,rossHuggingMay/q-Taxi-v3,4.83,7.5,2.67
+1819,GadH,GadH/Monit,4.83,7.54,2.71
+1820,dxyy,dxyy/taxi3,4.83,7.54,2.71
+1821,robkayinto,robkayinto/dumbassRepoNameLocal,4.83,7.54,2.71
+1822,Jac0b,Jac0b/taxi-v3-qtable,4.83,7.54,2.71
+1823,caramelody,caramelody/frozen-ca,4.83,7.54,2.71
+1824,caramelody,caramelody/cacaca,4.83,7.54,2.71
+1825,srandazzo,srandazzo/q-Taxi-v3,4.83,7.54,2.71
+1826,jeinsong,jeinsong/taxi-v3,4.83,7.54,2.71
+1827,Kon3000,Kon3000/Taxi-v3,4.83,7.54,2.71
+1828,CoenSchouten,CoenSchouten/q-FrozenLake-v1-4x4-noSlippery,4.83,7.54,2.71
+1829,Ojas-CoderAI,Ojas-CoderAI/Taxi_practice,4.83,7.54,2.71
+1830,wakakaka,wakakaka/Taxi-v3,4.83,7.54,2.71
+1831,phqlong,phqlong/q-Taxi-v3,4.83,7.54,2.71
+1832,fetiska,fetiska/downtown-cab-co,4.83,7.52,2.69
+1833,zzen0008,zzen0008/q-Taxi-v3,4.83,7.5,2.67
+1834,nandakumar10,nandakumar10/q-Taxi-v3,4.83,7.52,2.69
+1835,feratur,feratur/q-Taxi-v3,4.83,7.54,2.71
+1836,ntinosmg,ntinosmg/taxi-v3,4.83,7.54,2.71
+1837,Bailefan,Bailefan/Taxi-v3,4.83,7.54,2.71
+1838,aratshimyanga,aratshimyanga/q-taxi-v3,4.83,7.54,2.71
+1839,paarth-sachan,paarth-sachan/taxi_gymnasium,4.83,7.52,2.69
+1840,abbiekeats,abbiekeats/Taxi-v3,4.83,7.52,2.69
+1841,aiartwork,aiartwork/q-Taxi-v3,4.83,7.54,2.71
+1842,kaankaracor,kaankaracor/q-Taxi-v3,4.83,7.54,2.71
+1843,MerveOzer,MerveOzer/Taxi-v3,4.83,7.54,2.71
+1844,r4f705,r4f705/qlearning-taxi-v3,4.83,7.5,2.67
+1845,YisusLn,YisusLn/Taxi-v3,4.83,7.54,2.71
+1846,mahmoud-mohey,mahmoud-mohey/Taxi-v3,4.83,7.54,2.71
+1847,dcv21,dcv21/q-Taxi-v3,4.83,7.54,2.71
+1848,calwoo,calwoo/Taxi-v3-qlearn,4.83,7.54,2.71
+1849,Sofiane-Alla,Sofiane-Alla/Taxi-v3,4.83,7.54,2.71
+1850,dariodipalma,dariodipalma/taxi-v3,4.83,7.54,2.71
+1851,ShreyasM,ShreyasM/Taxi-v3,4.83,7.54,2.71
+1852,dataLearning,dataLearning/q-Taxi-V3,4.83,7.48,2.65
+1853,Nake,Nake/Taxi-v3,4.83,7.54,2.71
+1854,UseTheForce,UseTheForce/Taxi-RL-Gym,4.83,7.5,2.67
+1855,newbie4000,newbie4000/Taxi-v3,4.83,7.54,2.71
+1856,Leo446673,Leo446673/q-Taxi-v3,4.83,7.54,2.71
+1857,kwecht,kwecht/q-Taxi-v3-unit2-default,4.83,7.54,2.71
+1858,emmanuel17,emmanuel17/Taxiv3,4.83,7.5,2.67
+1859,alicjak,alicjak/q-Taxi-v3,4.83,7.54,2.71
+1860,ivanchangoluisa,ivanchangoluisa/q-Taxi-v3,4.83,7.54,2.71
+1861,supertime1,supertime1/taxi2,4.83,7.52,2.69
+1862,ArneJa,ArneJa/Taxi,4.83,7.54,2.71
+1863,Aungria,Aungria/taxi-v3_baseline,4.83,7.54,2.71
+1864,knarasi1,knarasi1/q-v1-Taxiv3,4.83,7.54,2.71
+1865,DragonProgrammer,DragonProgrammer/Taxi,4.83,7.5,2.67
+1866,shashankgarewal,shashankgarewal/taxi_default_parameters,4.83,7.54,2.71
+1867,kostasang,kostasang/q-Taxi-v3,4.83,7.48,2.65
+1868,J4m35M4xw3ll,J4m35M4xw3ll/Taxi-v3,4.83,7.54,2.71
+1869,JessicaHsu,JessicaHsu/qTaxi-v3,4.83,7.54,2.71
+1870,rahulsnkr,rahulsnkr/taxiV3-deep-rl-course,4.83,7.54,2.71
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