diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..0348ea97130c017c407fcfb6fd4003859f17b84c
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f6ddcea4cb4f94f751b1315127d0d24ac2a17c8
--- /dev/null
+++ b/added_tokens.json
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+}
diff --git a/bpe.codes b/bpe.codes
new file mode 100644
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--- /dev/null
+++ b/bpe.codes
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+B ha 108341
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+Nor man</w> 108323
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+wav e:</w> 108322
+:water_ wave:</w> 108322
+1. 3</w> 108313
+in put</w> 108311
+J ur 108305
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+Stor age</w> 108303
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+Li f 108298
+illi e</w> 108297
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+Cri me</w> 108279
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+ST AND</w> 108222
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+x 10</w> 108217
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+Col in</w> 108170
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+Tak en</w> 108159
+Sal t</w> 108150
+ox y 108142
+bla sting</w> 108138
+YO LO</w> 108124
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+:0 3</w> 108092
+r in 108082
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+# ri 108081
+repeat edly</w> 108081
+y uh</w> 108076
+tr ucks</w> 108055
+twee ps</w> 108049
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+7 0s</w> 108012
+Sho wer</w> 108007
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+S URE</w> 107984
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+Y ours</w> 107935
+Possi ble</w> 107932
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+car efully</w> 107925
+Vic tor</w> 107921
+D ell</w> 107910
+TWEE TS</w> 107906
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+Rich mond</w> 107843
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+B ass</w> 107807
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+# tbt</w> 107487
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+S EE 107459
+h ec 107455
+Att orney</w> 107454
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+e ter</w> 107421
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+ms g</w> 107381
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+e ti 107303
+Dak ota</w> 107294
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+J ump</w> 107235
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+Acc ident</w> 107149
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+st ack</w> 107133
+The me</w> 107132
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+t ummy</w> 107117
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+13 : 107007
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+d f</w> 106943
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+199 0s</w> 106918
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+g b</w> 106897
+Russi ans</w> 106891
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+uu u 106767
+Inter ested</w> 106761
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+sla ves</w> 106741
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+Bigg est 106733
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+pa use</w> 106725
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+S PO 106707
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+2 ,000</w> 106292
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+ama zon</w> 106260
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+2 B</w> 105969
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+#M UFC</w> 105749
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+cha l 105735
+Dou glas</w> 105732
+Tür kiye</w> 105724
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+to wel</w> 105676
+B ever 105673
+ter ia</w> 105672
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+4 G</w> 105540
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+w hoop</w> 105169
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+IC O</w> 95095
+Ott awa</w> 95095
+tic ut</w> 95085
+bit ing</w> 95084
+inv iting</w> 95084
+R ally</w> 95059
+:snowman _without_ 95057
+:snowman_without_ snow:</w> 95057
+tu ary</w> 95056
+3 1st</w> 95053
+li s 95049
+Tai wan</w> 95043
+M itt</w> 95040
+- mouth_face:</w> 95037
+:money -mouth_face:</w> 95037
+a the 95028
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+# truth</w> 95018
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+thr one</w> 95007
+: base 94985
+:base ball:</w> 94985
+Cro ati 94964
+An ci 94963
+S NA 94956
+:5 2</w> 94953
+STA RT</w> 94947
+dea f</w> 94939
+Jama ica</w> 94930
+controver sy</w> 94927
+Prot ection</w> 94925
+:5 4</w> 94902
+Th us</w> 94893
+Mari ah</w> 94893
+fic tional</w> 94885
+11 am</w> 94884
+ru pt 94879
+DI ES</w> 94878
+br ace</w> 94864
+p or</w> 94860
+dam mit</w> 94860
+b anner</w> 94852
+discipl ine</w> 94829
+#EMA Biggest 94809
+Scienti sts</w> 94795
+Stri ke</w> 94776
+# 201 94757
+F IL 94747
+W on</w> 94747
+Exp lo 94747
+Hu b</w> 94743
+Foo t</w> 94732
+Mon days</w> 94724
+# bad 94722
+C OO 94721
+ess entially</w> 94714
+D am</w> 94711
+MP H</w> 94708
+Mix tape</w> 94699
+ru bber</w> 94697
+FO UN 94673
+pa k</w> 94641
+Stev ie</w> 94639
+Kend all</w> 94631
+key :</w> 94628
+ent on</w> 94627
+el er 94617
+L - 94608
+In sight</w> 94604
+Den mark</w> 94604
+R iley</w> 94601
+r zzp</w> 94599
+Op tim 94596
+dynam ic</w> 94583
+N ak 94572
+k itch 94554
+gu ided</w> 94542
+A bo 94539
+T rey</w> 94537
+:0 8</w> 94521
+Ig nor 94511
+li vest 94501
+aller gic</w> 94497
+# ab 94495
+na ps</w> 94491
+ban ter</w> 94491
+Flor ence</w> 94490
+R ud 94489
+es ha</w> 94487
+quo ted</w> 94487
+so il</w> 94482
+Me ts</w> 94459
+P ee 94458
+butt ons</w> 94453
+hel met</w> 94447
+B ills</w> 94432
+under way</w> 94404
+# pre 94392
+K e</w> 94387
+N ut 94378
+C ities</w> 94368
+surpri ses</w> 94355
+sh itting</w> 94333
+in habit 94307
+particip ating</w> 94305
+Qu ick 94300
+Co st</w> 94279
+chee sy</w> 94272
+4 2 94268
+ev acu 94262
+l ens</w> 94261
+: umbrella 94247
+D in 94208
+o vers</w> 94200
+emp ire</w> 94196
+Tea m 94192
+El i</w> 94191
+vi er</w> 94178
+cup cakes</w> 94178
+Bloo dy</w> 94174
+cent uries</w> 94166
+gur t</w> 94159
+ent ers</w> 94134
+suspec ted</w> 94131
+ni pples</w> 94122
+fl ee 94119
+predic table</w> 94100
+ta pes</w> 94096
+th en 94093
+: cat_face:</w> 94089
+Sc ene</w> 94078
+ta e</w> 94071
+re solve</w> 94060
+se y 94056
+mass age:</w> 94051
+:person_getting_ massage:</w> 94051
+cha irs</w> 94047
+the dra 94042
+sc roll</w> 94042
+estab lish</w> 94028
+Day s 94027
+tea ches</w> 94023
+Bla ir</w> 94023
+S MA 94015
+Inspir ed</w> 94008
+nic er</w> 94006
+Thous ands</w> 94000
+r onic</w> 93993
+Bay ern</w> 93981
+Naz is</w> 93961
+cand le</w> 93952
+Nor mal</w> 93942
+Inst ant</w> 93941
+N d</w> 93929
+emp tion</w> 93928
+p r</w> 93926
+al lo 93913
+D re</w> 93895
+W OO 93894
+arri ving</w> 93891
+ra men 93887
+# photography</w> 93886
+resul ted</w> 93874
+Hur t</w> 93849
+ti m</w> 93847
+L CD</w> 93846
+#Pho to 93846
+bis hop</w> 93824
+JO H 93817
+ba stards</w> 93810
+Ni kki</w> 93801
+Me lissa</w> 93798
+Bot tom</w> 93795
+FF S</w> 93793
+compas sion</w> 93787
+gr ill</w> 93781
+stab bed</w> 93780
+gi mme</w> 93779
+s up</w> 93774
+:0 7</w> 93770
+a ver 93768
+re ject</w> 93768
+W hi 93755
+I P 93751
+C lau 93750
+F AN</w> 93741
+H ag 93737
+:cros s_mark:</w> 93729
+conver ted</w> 93727
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+ge or 93722
+Enter prise</w> 93722
+Dar ren</w> 93715
+K A 93714
+oo oh</w> 93714
+Work out</w> 93689
+tal ents</w> 93686
+pa ins</w> 93664
+A INT</w> 93663
+bl at 93657
+Po ster</w> 93649
+W inst 93643
+B eta</w> 93631
+exp anded</w> 93596
+flo ating</w> 93593
+inter ior</w> 93589
+ou ted</w> 93577
+Nov a</w> 93569
+gentlem an</w> 93566
+Ch art</w> 93564
+Fro zen</w> 93563
+Vinc ent</w> 93563
+NOT ICE</w> 93559
+Mon ths</w> 93553
+c is 93546
+ru m</w> 93543
+Fuc ked</w> 93530
+ww ww 93523
+consec utive</w> 93518
+16 - 93517
+ep id 93516
+s lot</w> 93515
+ha ul</w> 93515
+pur po 93511
+trans it</w> 93503
+comp ati 93491
+do x</w> 93478
+sign als</w> 93470
+#for ex</w> 93453
+1. 8</w> 93450
+coll ecting</w> 93449
+m g</w> 93439
+what soever</w> 93429
+L AN 93418
+RE SP 93408
+es . 93400
+j ac 93397
+grand father</w> 93389
+Bu reau</w> 93387
+Ma ker</w> 93386
+Dol l</w> 93368
+Dem and</w> 93355
+G C 93348
+subscri ption</w> 93348
+int ri 93323
+inoy Star</w> 93315
+th under 93310
+automobil e:</w> 93305
+Ch loe</w> 93295
+5 3 93288
+po ser</w> 93280
+eth nic</w> 93267
+pre d 93246
+196 3</w> 93243
+ra z 93234
+pat terns</w> 93222
+Gun s</w> 93222
+introduc tion</w> 93201
+M ID 93198
+h em</w> 93195
+ext ensive</w> 93194
+discrimin ation</w> 93192
+p ale</w> 93175
+pro ps</w> 93153
+Thank you</w> 93147
+vide o 93135
+#K CAP 93134
+arrog ant</w> 93113
+re mark 93093
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+ention ally</w> 93081
+ad vert</w> 93077
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+um i</w> 93059
+du ll</w> 93055
+HAHAHAHA HA</w> 93054
+G Y</w> 93053
+hea ting</w> 93042
+pro hibit 93035
+re covered</w> 93033
+y ess</w> 93031
+ar ius</w> 93026
+with dra 93025
+err ors</w> 93009
+wic hes</w> 92996
+cigar ette</w> 92993
+J R</w> 92989
+Jer usalem</w> 92981
+Colom bia</w> 92978
+Cr ying</w> 92967
+# tea 92966
+Cy ber 92952
+ign ers</w> 92945
+dra gged</w> 92943
+subst anti 92937
+N ee 92931
+cor ny</w> 92916
+di gn 92914
+J C</w> 92903
+id i</w> 92899
+cr ay</w> 92894
+I K</w> 92886
+mo tor</w> 92886
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+se ys</w> 92874
+y ang</w> 92857
+con gre 92856
+Ho st</w> 92850
+fro m 92850
+Under stand</w> 92848
+Jo shua</w> 92840
+har t</w> 92834
+#KCAP inoyStar</w> 92834
+Au burn</w> 92830
+Har t 92827
+F elt</w> 92823
+St aying</w> 92819
+o e</w> 92799
+ud a</w> 92792
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+Achi ev 92750
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+E th 92734
+Pain ting</w> 92732
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+Me ga</w> 92700
+rec tion</w> 92696
+scholar ship</w> 92686
+: vide 92665
+jun gle</w> 92662
+pr ank</w> 92657
+in die</w> 92653
+co aster</w> 92652
+# De 92650
+Le f 92648
+O hhh</w> 92640
+son ville</w> 92633
+kor ean</w> 92631
+di ac</w> 92628
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+LU KE</w> 92613
+Fu el</w> 92607
+D is</w> 92600
+Vehic le</w> 92593
+R ange</w> 92588
+regi ons</w> 92582
+con vert</w> 92578
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+Grand ma</w> 92565
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+NE E 92533
+Res cue</w> 92533
+n ell</w> 92531
+T ears</w> 92521
+Niger ians</w> 92500
+no ds</w> 92483
+Dem ocracy</w> 92483
+F R</w> 92478
+h l 92473
+clim bing</w> 92469
+it a 92466
+p ies</w> 92462
+dea lt</w> 92461
+W en</w> 92457
+ch less</w> 92446
+AMERIC A</w> 92445
+P apa</w> 92430
+CHRIST MAS</w> 92428
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+Chang es</w> 92409
+uni versities</w> 92384
+tho logy</w> 92376
+US LY</w> 92371
+best friends</w> 92356
+aaaa a</w> 92318
+to ss</w> 92314
+investig ating</w> 92314
+d unk</w> 92308
+T wit 92254
+guil t</w> 92242
+u hh</w> 92239
+num b</w> 92238
+:0 9</w> 92232
+Cri minal</w> 92215
+h p</w> 92209
+Viol ence</w> 92202
+den ial</w> 92197
+SIL VER</w> 92192
+RE N 92180
+mon o 92178
+po et</w> 92175
+D ha 92174
+Wal let</w> 92172
+Hand made</w> 92171
+zom bies</w> 92160
+aw h</w> 92155
+se ok</w> 92153
+# cra 92148
+crea ture</w> 92143
+to f 92128
+N WS</w> 92127
+Pur chase</w> 92121
+w t</w> 92114
+f in</w> 92108
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+J essie</w> 92096
+N as 92093
+2/ 3</w> 92080
+1 pm</w> 92077
+R andy</w> 92076
+r oughly</w> 92055
+ass in</w> 92016
+fl esh</w> 91991
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+Di am 91922
+pe g</w> 91915
+Tro y</w> 91911
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+Light ning</w> 91902
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+In - 91895
+Admini str 91884
+sp an</w> 91858
+Pla za</w> 91851
+Ju ice</w> 91847
+ra ine</w> 91841
+enjoy able</w> 91841
+Shar ing</w> 91839
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+la s 91833
+Bar r</w> 91826
+10. 5</w> 91805
+Wh eel</w> 91796
+ble y</w> 91791
+per fume</w> 91783
+F - 91767
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+Sc rew</w> 91754
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+MIN D</w> 91734
+Cold play</w> 91731
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+last night</w> 91721
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+Lma ooo</w> 91718
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+2 1: 91681
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+HO URS</w> 91615
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+and i</w> 91536
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+tit ude</w> 91509
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+B elt</w> 91485
+Laun ches</w> 91484
+I k</w> 91482
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+kk kk</w> 91482
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+Bir ds</w> 91464
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+Cas ual</w> 91439
+Cinc innati</w> 91434
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+l ative</w> 91419
+h one</w> 91384
+Whats App</w> 91384
+t m 91370
+Andre a</w> 91354
+O B</w> 91322
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+ank y</w> 91318
+: @</w> 91314
+nar row</w> 91314
+: hear 91299
+:hear -no-evil_monkey:</w> 91299
+ru shing</w> 91297
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+p eep</w> 91276
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+Ha hahahaha</w> 91231
+un s</w> 91228
+zz i</w> 91221
+succ eeded</w> 91219
+dis ney</w> 91204
+gu ished_face:</w> 91196
+:an guished_face:</w> 91196
+g n</w> 91192
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+SHA RE</w> 91165
+c el</w> 91155
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+H RC</w> 91150
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+13 - 91133
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+S inc 91119
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+No kia</w> 91100
+Respon se</w> 91098
+:5 7</w> 91085
+infin ite</w> 91067
+dem anding</w> 91062
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+app lies</w> 91046
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+C Y</w> 91031
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+strate gies</w> 90978
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+Ta ke 90966
+Her itage</w> 90964
+im ble 90942
+J .</w> 90921
+ba ma 90918
+#P ray 90916
+R am</w> 90909
+gressi on</w> 90908
+Ar rested</w> 90904
+hypocr ite</w> 90904
+Mo on 90898
+R ound 90893
+smal lest</w> 90888
+Fo ster</w> 90881
+WAR D</w> 90871
+Car dinals</w> 90829
+P eel</w> 90823
+Af fairs</w> 90807
+c 'mon</w> 90796
+mor tal</w> 90796
+dea u</w> 90794
+Si erra</w> 90793
+S old</w> 90786
+#V er 90786
+screa ms</w> 90775
+Di ana</w> 90768
+cho ir</w> 90764
+Bre tt</w> 90763
+rec eption</w> 90762
+Ro le</w> 90756
+Vir tual</w> 90740
+# fa 90734
+HE 'S</w> 90730
+teen agers</w> 90725
+birth days</w> 90701
+T esting</w> 90695
+D .</w> 90687
+Nebra ska</w> 90687
+ham mer 90686
+# lol</w> 90680
+tran sportation</w> 90675
+Thank ful</w> 90669
+Th a</w> 90659
+sho ve</w> 90658
+Carol ine</w> 90646
+consum ers</w> 90644
+du ties</w> 90638
+re ta 90635
+ly n 90635
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+de fault</w> 90633
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+8 GB</w> 90613
+I OUS</w> 90606
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+J S</w> 90579
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+L M</w> 90486
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+OOOOOOOO OOOOOOOO 90400
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+coun try 90367
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+bu ds</w> 90348
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+T icket</w> 90288
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+O wen</w> 89963
+0. 1</w> 89963
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+2 x</w> 89079
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+196 2</w> 89011
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+Rom ance</w> 88933
+Que bec</w> 88932
+lov in</w> 88924
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+Alber ta</w> 88915
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+:face_with_symbol s_on_mouth:</w> 88612
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+stra p</w> 88127
+T elling</w> 88109
+T emp 88107
+# sad 88106
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+c innamon</w> 84455
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+C AT</w> 84432
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+MI X</w> 84404
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+Char m</w> 84393
+B o</w> 84385
+s Day</w> 84383
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+- off</w> 84376
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+Remo te</w> 84368
+De f</w> 84366
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+T RO 84336
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+Ne pal</w> 84330
+FUCK IN</w> 84327
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+Ar nold</w> 84250
+a int 84240
+bb a</w> 84239
+Star ts</w> 84238
+r ack</w> 84231
+IC A</w> 84229
+anye ol</w> 84229
+B D</w> 84220
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+a go 84214
+Rem inder</w> 84186
+chi potle</w> 84180
+sent ences</w> 84179
+p as</w> 84178
+ti que</w> 84157
+str act</w> 84155
+wor m</w> 84151
+Bo at</w> 84137
+F eet</w> 84125
+st amp</w> 84123
+An dr 84119
+bun dle</w> 84112
+dis c</w> 84101
+utter ly</w> 84101
+19 48</w> 84091
+eut en 84090
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+ch ew</w> 84082
+J akarta</w> 84081
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+Adri an</w> 84078
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+e_ glass:</w> 84054
+:win e_glass:</w> 84054
+no s</w> 84036
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+3. 3</w> 83998
+Lu ther</w> 83996
+ho ll 83993
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+g _face:</w> 83943
+:fro g_face:</w> 83943
+mem orial</w> 83937
+i ya</w> 83932
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+Hou sing</w> 83884
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+S lov 83859
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+UN TIL</w> 83846
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+mat t</w> 83792
+M ey 83791
+bi go 83786
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+hear s</w> 83776
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+M K 83768
+ul us</w> 83764
+d ean</w> 83754
+Cat ching</w> 83742
+Adverti sing</w> 83726
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+Gl enn</w> 83647
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+illi an</w> 83637
+Mr .</w> 83637
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+Any ways</w> 83580
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+1 15</w> 83555
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+6. 0</w> 83502
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+WH ILE</w> 83488
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+ii ii</w> 83451
+vie wer</w> 83448
+25 - 83447
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+wel com 83428
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+Ara bic</w> 83412
+ex agger 83409
+# Ex 83406
+Tr end</w> 83394
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+oooo oooo</w> 83361
+S ense</w> 83345
+da k</w> 83336
+24 - 83319
+4 20</w> 83302
+D um 83299
+Car ly</w> 83293
+Cou pon</w> 83291
+Eb ola</w> 83286
+4 0s</w> 83285
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+1 d</w> 83241
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+a . 83132
+Me ghan</w> 83132
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+K ri 83111
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+4 K</w> 82959
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+E va</w> 82845
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+h mmmm</w> 75563
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+0- 0</w> 75017
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+Re becca</w> 74980
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+mand atory</w> 74747
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+50 - 64655
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+eeee eeee</w> 27526
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+it ous</w> 27423
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+3 1- 26371
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+1, 8 26369
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+= - 16885
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+eeee eeeee</w> 16860
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+Make Me 16830
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+{
+  "_name_or_path": "vinai/bertweet-base",
+  "architectures": [
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+  "layer_norm_eps": 1e-05,
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+  "model_type": "roberta",
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+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "tokenizer_class": "BertweetTokenizer",
+  "torch_dtype": "float32",
+  "transformers_version": "4.20.1",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 64001
+}
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+  "cls_token": "<s>",
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+  "cls_token": "<s>",
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+  "mask_token": "<mask>",
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+  "name_or_path": "vinai/bertweet-base",
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