diff --git "a/src/cache/val_df.csv" "b/src/cache/val_df.csv"
--- "a/src/cache/val_df.csv"
+++ "b/src/cache/val_df.csv"
@@ -1,1081 +1,1076 @@
-path,target,encoded_target,split,pred,correct
-antelope\0a37838e99.jpg,antelope,0,val,antelope,True
-antelope\0b1a3af197.jpg,antelope,0,val,antelope,True
-antelope\0b688923b0.jpg,antelope,0,val,antelope,True
-antelope\0fb2e9aa81.jpg,antelope,0,val,antelope,True
-antelope\1d556456dc.jpg,antelope,0,val,deer,False
-antelope\65fd7f96e5.jpg,antelope,0,val,antelope,True
-antelope\9c4d85f9d8.jpg,antelope,0,val,reindeer,False
-antelope\9e39fc9334.jpg,antelope,0,val,antelope,True
-badger\06b48e099f.jpg,badger,1,val,pig,False
-badger\0836f4eb45.jpg,badger,1,val,badger,True
-badger\23bfad16a7.jpg,badger,1,val,badger,True
-badger\4c273d12a9.jpg,badger,1,val,badger,True
-badger\5bffbd51cf.jpg,badger,1,val,badger,True
-badger\860fea93aa.jpg,badger,1,val,badger,True
-badger\87d1db4af3.jpg,badger,1,val,badger,True
-badger\89a8316cd4.jpg,badger,1,val,badger,True
-badger\99e296bf48.jpg,badger,1,val,badger,True
-bat\16f6af0091.jpg,bat,2,val,bat,True
-bat\1dd514de63.jpg,bat,2,val,bat,True
-bat\1fd53c0b98.jpg,bat,2,val,bat,True
-bat\2d028b789d.jpg,bat,2,val,bat,True
-bat\2f7c6c7cd5.jpg,bat,2,val,bat,True
-bat\330e4a8053.jpg,bat,2,val,bat,True
-bat\47d2c91d9b.jpg,bat,2,val,bat,True
-bat\513bb906a6.jpg,bat,2,val,bat,True
-bat\5e85312fa8.jpg,bat,2,val,bat,True
-bat\6b4b95f0c4.jpg,bat,2,val,bat,True
-bat\6da14f603d.jpg,bat,2,val,bat,True
-bat\741fa84ed0.jpg,bat,2,val,bat,True
-bear\116d9b7f88.jpg,bear,3,val,bear,True
-bear\1971d6e226.jpg,bear,3,val,bear,True
-bear\26f9a8f6e9.jpg,bear,3,val,bison,False
-bear\28f3e554e6.jpg,bear,3,val,bear,True
-bear\290cd7afc5.jpg,bear,3,val,bear,True
-bear\2a868ca175.jpg,bear,3,val,bear,True
-bear\39d27b6e2b.jpg,bear,3,val,bear,True
-bear\6bee43b688.jpg,bear,3,val,bear,True
-bear\6d4f05236d.jpg,bear,3,val,otter,False
-bear\6da5c2a437.jpg,bear,3,val,bear,True
-bear\8cf44a21ba.jpg,bear,3,val,bear,True
-bear\8fccd0fedd.jpg,bear,3,val,bear,True
-bee\0ec9efe6d8.jpg,bee,4,val,bee,True
-bee\0fa99039ab.jpg,bee,4,val,bee,True
-bee\2780aa6c10.jpg,bee,4,val,bee,True
-bee\357b607816.jpg,bee,4,val,bee,True
-bee\3d28692ff1.jpg,bee,4,val,seahorse,False
-bee\4583aa4975.jpg,bee,4,val,bee,True
-bee\462c97a5db.jpg,bee,4,val,bee,True
-bee\6da86c5015.jpg,bee,4,val,bee,True
-bee\797a3a9537.jpg,bee,4,val,fly,False
-beetle\03cb643880.jpg,beetle,5,val,beetle,True
-beetle\05f1f4c7c8.jpg,beetle,5,val,snake,False
-beetle\46b0a8555f.jpg,beetle,5,val,beetle,True
-beetle\5298d71dcc.jpg,beetle,5,val,fly,False
-beetle\5dc296bee2.jpg,beetle,5,val,beetle,True
-beetle\5fae39498d.jpg,beetle,5,val,beetle,True
-beetle\65af975c4f.jpg,beetle,5,val,beetle,True
-beetle\6885dfc6de.jpg,beetle,5,val,beetle,True
-beetle\9977af1a6f.jpg,beetle,5,val,beetle,True
-bison\0cd71800f3.jpg,bison,6,val,bison,True
-bison\150de5d9c4.jpg,bison,6,val,bison,True
-bison\2e1e1357b7.jpg,bison,6,val,bison,True
-bison\35e68b0489.jpg,bison,6,val,bison,True
-bison\3d657e1eb5.jpg,bison,6,val,bison,True
-bison\3e16486ab9.jpg,bison,6,val,bison,True
-bison\4a11160cd7.jpg,bison,6,val,bison,True
-bison\5358ba1f24.jpg,bison,6,val,bison,True
-bison\5fb564e371.jpg,bison,6,val,bison,True
-bison\79e1610d01.jpg,bison,6,val,bison,True
-bison\88b723ce90.jpg,bison,6,val,bison,True
-bison\961a895686.jpg,bison,6,val,bison,True
-bison\9e150d02f9.jpg,bison,6,val,bison,True
-boar\580d7cc298.jpg,boar,7,val,boar,True
-boar\79b4862abe.jpg,boar,7,val,boar,True
-boar\7b435a22dd.jpg,boar,7,val,boar,True
-boar\7f1d39763e.jpg,boar,7,val,pig,False
-boar\942a4ed80a.jpg,boar,7,val,boar,True
-boar\981d244af2.jpg,boar,7,val,boar,True
-butterfly\1c1de9b3a2.jpg,butterfly,8,val,butterfly,True
-butterfly\215f5c919b.jpg,butterfly,8,val,jellyfish,False
-butterfly\2e59b6e7c7.jpg,butterfly,8,val,butterfly,True
-butterfly\37a1b4de80.jpg,butterfly,8,val,parrot,False
-butterfly\3fd3aebc4b.jpg,butterfly,8,val,butterfly,True
-butterfly\4d0bb88054.jpg,butterfly,8,val,butterfly,True
-butterfly\5a094c5a36.jpg,butterfly,8,val,butterfly,True
-butterfly\5e0bb64200.jpg,butterfly,8,val,ladybugs,False
-butterfly\799eea3f84.jpg,butterfly,8,val,butterfly,True
-butterfly\7ace210e11.jpg,butterfly,8,val,leopard,False
-butterfly\7af84c6e5a.jpg,butterfly,8,val,butterfly,True
-butterfly\91cc6f8ef4.jpg,butterfly,8,val,butterfly,True
-butterfly\9affbc09db.jpg,butterfly,8,val,butterfly,True
-butterfly\9ec9340720.jpg,butterfly,8,val,butterfly,True
-cat\34fb30ecc5.jpg,cat,9,val,cat,True
-cat\3f3a2aaef2.jpg,cat,9,val,cat,True
-cat\46af339620.jpg,cat,9,val,cat,True
-cat\5aaea25f27.jpg,cat,9,val,cat,True
-cat\636b432421.jpg,cat,9,val,cat,True
-cat\6fe978c917.jpg,cat,9,val,otter,False
-cat\9293137b5d.jpg,cat,9,val,cat,True
-caterpillar\01ee56d7db.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\061f28e3af.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\0f43ca915d.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\10a38bcbed.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\2c50e40a8b.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\3e3c787330.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\4f787826ad.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\5bc772c0bf.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\6e7b37162f.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\73d9b459ca.jpg,caterpillar,10,val,caterpillar,True
-caterpillar\9f1188ab7b.jpg,caterpillar,10,val,hummingbird,False
-chimpanzee\05ffb1984e.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\0b30d5c395.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\0cb5551052.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\12e3711a55.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\1d03d6b46f.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\1fb7c985c9.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\38c1bc9469.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\52f01dfff0.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\59de383d63.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\83eb6e13c0.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\8d5f4ac8a9.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\97ac23148b.jpg,chimpanzee,11,val,chimpanzee,True
-chimpanzee\9a4c1e2c27.jpg,chimpanzee,11,val,chimpanzee,True
-cockroach\03ff929501.jpg,cockroach,12,val,cockroach,True
-cockroach\04dcd8aa35.jpg,cockroach,12,val,cockroach,True
-cockroach\134e3b63f4.jpg,cockroach,12,val,cockroach,True
-cockroach\282848eb9b.jpg,cockroach,12,val,cockroach,True
-cockroach\3ded9bb960.jpg,cockroach,12,val,cockroach,True
-cockroach\54881690b7.jpg,cockroach,12,val,cockroach,True
-cockroach\5fb645ea35.jpg,cockroach,12,val,cockroach,True
-cockroach\72506a4f2c.jpg,cockroach,12,val,cockroach,True
-cockroach\7c54061162.jpg,cockroach,12,val,cockroach,True
-cockroach\838915ea25.jpg,cockroach,12,val,cockroach,True
-cockroach\87a1c6d21d.jpg,cockroach,12,val,cockroach,True
-cockroach\95f054e62f.jpg,cockroach,12,val,cockroach,True
-cockroach\9960fd7a5f.jpg,cockroach,12,val,cockroach,True
-cow\0dc9f0e83d.jpg,cow,13,val,moth,False
-cow\2defbeec7d.jpg,cow,13,val,donkey,False
-cow\361e677a43.jpg,cow,13,val,cow,True
-cow\3ecb859180.jpg,cow,13,val,cow,True
-cow\64f159e8ff.jpg,cow,13,val,cow,True
-cow\68087b595a.jpg,cow,13,val,cow,True
-cow\7ea35b2c27.jpg,cow,13,val,cow,True
-cow\8005f47721.jpg,cow,13,val,cow,True
-cow\82f107f486.jpg,cow,13,val,cow,True
-cow\8776f48a39.jpg,cow,13,val,cow,True
-cow\8dc75d04ac.jpg,cow,13,val,ox,False
-cow\928bda9343.jpg,cow,13,val,cow,True
-coyote\0f21cda153.jpg,coyote,14,val,coyote,True
-coyote\18bf90ba80.jpg,coyote,14,val,coyote,True
-coyote\1ae720ad3b.jpg,coyote,14,val,cat,False
-coyote\1ce147bf62.jpg,coyote,14,val,coyote,True
-coyote\2b3ff17004.jpg,coyote,14,val,fox,False
-coyote\31a15fab2e.jpg,coyote,14,val,antelope,False
-coyote\3eb1842a09.jpg,coyote,14,val,coyote,True
-coyote\46d2138807.jpg,coyote,14,val,coyote,True
-coyote\5ccaa39d41.jpg,coyote,14,val,coyote,True
-coyote\5ecc7d9008.jpg,coyote,14,val,boar,False
-coyote\98d7112d0f.jpg,coyote,14,val,coyote,True
-coyote\98f084e404.jpg,coyote,14,val,coyote,True
-coyote\9f1f10fc7b.jpg,coyote,14,val,coyote,True
-crab\03a4208397.jpg,crab,15,val,crab,True
-crab\1eb3673642.jpg,crab,15,val,crab,True
-crab\244ef898cd.jpg,crab,15,val,crab,True
-crab\28a44015b4.jpg,crab,15,val,crab,True
-crab\3bdf0986c4.jpg,crab,15,val,crab,True
-crab\3d7220b4ea.jpg,crab,15,val,crab,True
-crab\48e8eb8c1e.jpg,crab,15,val,crab,True
-crab\7aaa3f657b.jpg,crab,15,val,crab,True
-crab\82d357358c.jpg,crab,15,val,crab,True
-crab\8a8c5babf9.jpg,crab,15,val,crab,True
-crab\8b5424d2ad.jpg,crab,15,val,crab,True
-crab\8ca7742d95.jpg,crab,15,val,crab,True
-crab\8f2b6ddbf7.jpg,crab,15,val,crab,True
-crab\97fe281ca4.jpg,crab,15,val,crab,True
-crab\9ced152535.jpg,crab,15,val,lobster,False
-crow\0cfbaa338f.jpg,crow,16,val,crow,True
-crow\1ecc081899.jpg,crow,16,val,pigeon,False
-crow\368b89d59d.jpg,crow,16,val,crow,True
-crow\3d828ee706.jpg,crow,16,val,crow,True
-crow\4dc054d71e.jpg,crow,16,val,crow,True
-crow\5bbfea04ef.jpg,crow,16,val,crow,True
-crow\5e97037a44.jpg,crow,16,val,crow,True
-crow\5feb2100f9.jpg,crow,16,val,crow,True
-crow\666df1dde7.jpg,crow,16,val,crow,True
-crow\8a6716039b.jpg,crow,16,val,crow,True
-crow\96a3d9dbd7.jpg,crow,16,val,crow,True
-crow\97d6ef43cd.jpg,crow,16,val,crow,True
-deer\03ffd87c9f.jpg,deer,17,val,deer,True
-deer\1d4e75e01e.jpg,deer,17,val,deer,True
-deer\5a89ae0b69.jpg,deer,17,val,deer,True
-deer\6bf0b72f45.jpg,deer,17,val,deer,True
-deer\6c359361e8.jpg,deer,17,val,deer,True
-deer\70e093d09f.jpg,deer,17,val,deer,True
-deer\73ab2632db.jpg,deer,17,val,deer,True
-deer\7a6aa36efe.jpg,deer,17,val,antelope,False
-deer\7c7343703c.jpg,deer,17,val,hare,False
-deer\82ce24d8fa.jpg,deer,17,val,deer,True
-deer\9d40c20845.jpg,deer,17,val,hyena,False
-deer\9d9b14520b.jpg,deer,17,val,deer,True
-dog\024a037366.jpg,dog,18,val,dog,True
-dog\05b151f72d.jpg,dog,18,val,dog,True
-dog\6be2081479.jpg,dog,18,val,dog,True
-dog\7a42ed2c8d.jpg,dog,18,val,dog,True
-dog\7b0c4e73fd.jpg,dog,18,val,dog,True
-dog\9efd18dd6c.jpg,dog,18,val,dog,True
-dolphin\05b9d482c1.jpg,dolphin,19,val,dolphin,True
-dolphin\0eeefa4880.jpg,dolphin,19,val,dolphin,True
-dolphin\10ad43a18d.jpg,dolphin,19,val,dolphin,True
-dolphin\15eadebfd3.jpg,dolphin,19,val,dolphin,True
-dolphin\1a716cd8b3.jpg,dolphin,19,val,whale,False
-dolphin\27d2bc42a2.jpg,dolphin,19,val,jellyfish,False
-dolphin\28dba6a409.jpg,dolphin,19,val,dolphin,True
-dolphin\2c8202dc87.jpg,dolphin,19,val,dolphin,True
-dolphin\30fe78ee54.jpg,dolphin,19,val,whale,False
-dolphin\43a30706a2.jpg,dolphin,19,val,dolphin,True
-dolphin\47d4251df5.jpg,dolphin,19,val,dolphin,True
-dolphin\4a8c89c0a2.jpg,dolphin,19,val,dolphin,True
-dolphin\78cf85897b.jpg,dolphin,19,val,squid,False
-dolphin\8e5c1793fd.jpg,dolphin,19,val,dolphin,True
-donkey\068da2429f.jpg,donkey,20,val,donkey,True
-donkey\0a0b13d222.jpg,donkey,20,val,horse,False
-donkey\18eaaca1b0.jpg,donkey,20,val,donkey,True
-donkey\1f88532b75.jpg,donkey,20,val,donkey,True
-donkey\1fb1476dd4.jpg,donkey,20,val,donkey,True
-donkey\6ce77ef8d2.jpg,donkey,20,val,donkey,True
-donkey\7fad63ba1e.jpg,donkey,20,val,donkey,True
-donkey\8acaacc7a7.jpg,donkey,20,val,donkey,True
-donkey\91a189eafa.jpg,donkey,20,val,donkey,True
-donkey\92beefc18b.jpg,donkey,20,val,donkey,True
-donkey\95b2af165f.jpg,donkey,20,val,donkey,True
-dragonfly\1f2b3326c7.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\353bd2bd65.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\3ab0f6337c.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\3c624bb5ef.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\415f71a4b1.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\5b4760a569.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\62fc94b658.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\6b87670256.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\7a32595dde.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\7e802ae58c.jpg,dragonfly,21,val,grasshopper,False
-dragonfly\7ffb63e974.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\8af0cf751a.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\8e39a0b742.jpg,dragonfly,21,val,dragonfly,True
-dragonfly\97ad5a7d81.jpg,dragonfly,21,val,dragonfly,True
-duck\0d0af5a647.jpg,duck,22,val,duck,True
-duck\25e76d5a00.jpg,duck,22,val,duck,True
-duck\2b4b39a80d.jpg,duck,22,val,oyster,False
-duck\2c34758a8e.jpg,duck,22,val,duck,True
-duck\3fee593168.jpg,duck,22,val,duck,True
-duck\4a1a1443fa.jpg,duck,22,val,duck,True
-duck\5ce46cd0d9.jpg,duck,22,val,duck,True
-duck\6ef5920064.jpg,duck,22,val,pelecaniformes,False
-duck\75ef7326e2.jpg,duck,22,val,duck,True
-duck\7cbd2de894.jpg,duck,22,val,duck,True
-duck\8bbc123f6f.jpg,duck,22,val,duck,True
-eagle\0a249855c4.jpg,eagle,23,val,eagle,True
-eagle\10fa3b8bce.jpg,eagle,23,val,eagle,True
-eagle\17becae335.jpg,eagle,23,val,eagle,True
-eagle\29c53bd78f.jpg,eagle,23,val,eagle,True
-eagle\455ce6752d.jpg,eagle,23,val,eagle,True
-elephant\0f3f8d6a15.jpg,elephant,24,val,elephant,True
-elephant\2f3534e28e.jpg,elephant,24,val,elephant,True
-elephant\4b0406eb70.jpg,elephant,24,val,elephant,True
-elephant\5c8e73a595.jpg,elephant,24,val,elephant,True
-elephant\5edec096c0.jpg,elephant,24,val,elephant,True
-elephant\6c28066ea3.jpg,elephant,24,val,horse,False
-elephant\7ff62f898d.jpg,elephant,24,val,elephant,True
-elephant\8c2d171b9d.jpg,elephant,24,val,elephant,True
-flamingo\013f6503e9.jpg,flamingo,25,val,flamingo,True
-flamingo\29dc7381e7.jpg,flamingo,25,val,flamingo,True
-flamingo\4a47b18f2c.jpg,flamingo,25,val,flamingo,True
-flamingo\527da02de4.jpg,flamingo,25,val,flamingo,True
-flamingo\56f72078bf.jpg,flamingo,25,val,flamingo,True
-flamingo\5a57a6d1e0.jpg,flamingo,25,val,flamingo,True
-flamingo\6dc4504d62.jpg,flamingo,25,val,flamingo,True
-flamingo\71a321cc18.jpg,flamingo,25,val,flamingo,True
-flamingo\8b0236976f.jpg,flamingo,25,val,flamingo,True
-fly\1e2d2efa9d.jpg,fly,26,val,fly,True
-fly\21a09ea84e.jpg,fly,26,val,fly,True
-fly\252a1a17dc.jpg,fly,26,val,fly,True
-fly\2b455bb950.jpg,fly,26,val,fly,True
-fly\2b8834aa72.jpg,fly,26,val,fly,True
-fly\411a1cb604.jpg,fly,26,val,fly,True
-fly\43daa62bc9.jpg,fly,26,val,fly,True
-fly\64af5ed63c.jpg,fly,26,val,fly,True
-fly\74ad950c94.jpg,fly,26,val,fly,True
-fly\75d5692129.jpg,fly,26,val,fly,True
-fly\77ed15a0db.jpg,fly,26,val,fly,True
-fly\9f448f0beb.jpg,fly,26,val,fly,True
-fox\0ae0157e0c.jpg,fox,27,val,fox,True
-fox\1befbe965f.jpg,fox,27,val,fox,True
-fox\27c9fd5a6c.jpg,fox,27,val,fox,True
-fox\2b0f4e95c9.jpg,fox,27,val,fox,True
-fox\2c515129f5.jpg,fox,27,val,coyote,False
-fox\2f92d49526.jpg,fox,27,val,fox,True
-fox\3d89f3103a.jpg,fox,27,val,fox,True
-fox\41b2d066a8.jpg,fox,27,val,fox,True
-fox\44b5622450.jpg,fox,27,val,fox,True
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