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--- |
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library_name: transformers |
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language: |
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- aa |
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- ab |
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- ace |
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- ach |
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- ady |
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- af |
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- afh |
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- aii |
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- ak |
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- akl |
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- alt |
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- am |
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- ami |
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- amu |
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- an |
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- ang |
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- anp |
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- aoz |
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- ar |
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- arc |
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- as |
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- ast |
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- atj |
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- av |
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- avk |
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- awa |
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- az |
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- azz |
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- ba |
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- bal |
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- ban |
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- bar |
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- bas |
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- bcl |
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- be |
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- bem |
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- bg |
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- bho |
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- bi |
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- bik |
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- bm |
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- bn |
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- bo |
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- bom |
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- bpy |
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- br |
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- brx |
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- bs |
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- bua |
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- bug |
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- bvy |
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- byn |
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- bzt |
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- ca |
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- cak |
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- cay |
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- cbk |
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- ce |
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- ceb |
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- ch |
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- chg |
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- chm |
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- chq |
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- chr |
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- chy |
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- cjk |
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- cjp |
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- cnh |
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- cni |
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- co |
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- cop |
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- cr |
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- crh |
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- crs |
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- cs |
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- csb |
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- cu |
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- cv |
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- cy |
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- da |
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- dag |
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- de |
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- dik |
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- din |
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- diq |
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- dje |
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- djk |
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- dng |
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- dop |
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- drt |
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- dsb |
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- dtp |
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- dv |
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- dws |
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- dyu |
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- dz |
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- ee |
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- efi |
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- egl |
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- el |
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- emx |
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- en |
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- enm |
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- eo |
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- es |
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- et |
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- eu |
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- evn |
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- ext |
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- fa |
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- ff |
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- fi |
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- fil |
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- fj |
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- fkv |
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- fo |
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- fon |
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- fr |
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- frm |
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- fro |
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- frp |
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- frr |
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- fur |
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- fy |
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- ga |
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- gag |
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- gbm |
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- gcf |
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- gd |
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- gil |
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- gl |
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- glk |
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- gn |
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- gor |
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- gos |
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- got |
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- grc |
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- gsw |
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- gu |
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- guc |
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- guw |
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- gv |
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- ha |
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- haw |
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- hbo |
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- he |
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- hi |
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- hif |
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- hil |
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- hmn |
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- hne |
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- hnj |
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- hoc |
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- hr |
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- hrx |
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- hsb |
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- ht |
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- hu |
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- hus |
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- hy |
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- hyw |
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- hz |
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- ia |
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- iba |
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- id |
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- ie |
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- ig |
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- igs |
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- ii |
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- ik |
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- ilo |
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- inh |
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- io |
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- is |
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- it |
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- iu |
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- ixl |
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- izh |
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- ja |
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- jaa |
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- jam |
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- jbo |
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- jdt |
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- jpa |
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- jv |
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- ka |
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- kaa |
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- kab |
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- kac |
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- kam |
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- kbd |
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- kbp |
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- kea |
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- kek |
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- kg |
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- kha |
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- ki |
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- kiu |
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- kj |
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- kjh |
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- kk |
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- kl |
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- km |
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- kmb |
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- kn |
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- kok |
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- kr |
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- krc |
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- krl |
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- ks |
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- ksh |
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- ku |
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- kum |
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- kv |
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- kw |
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- kxi |
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- ky |
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- la |
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- laa |
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- lad |
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- lah |
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- lb |
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- lbe |
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- ldn |
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- lez |
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- lfn |
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- lg |
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- li |
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- lij |
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- liv |
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- lkt |
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- lld |
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- lmo |
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- ln |
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- lo |
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- lou |
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- lrc |
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- lt |
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- lua |
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- luo |
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- lus |
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- lut |
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- luy |
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- lv |
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- lzz |
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- mad |
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- mag |
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- mai |
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- mam |
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- mdf |
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- meh |
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- mfe |
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- mg |
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- mgm |
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- mh |
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- mi |
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- mic |
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- mix |
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- mk |
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- ml |
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- mn |
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- mnc |
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- mni |
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- mnr |
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- mnw |
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- mo |
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- moh |
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- mos |
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- mr |
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- mrj |
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- ms |
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- mt |
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- mvv |
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- mwl |
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- mww |
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- my |
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- myv |
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- mzn |
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- na |
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- nap |
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- nb |
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- nch |
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- nd |
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- nds |
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- ne |
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- new |
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- ngt |
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- ngu |
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- nhg |
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- nhn |
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- nia |
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- niu |
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- nl |
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- nlv |
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- nn |
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- nnb |
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- nog |
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- non |
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- nov |
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- nqo |
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- nr |
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- nso |
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- nst |
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- nus |
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- nv |
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- ny |
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- oar |
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- oc |
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- ofs |
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- oj |
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- om |
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- ood |
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- or |
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- orv |
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- os |
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- osp |
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- ota |
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- otk |
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- pa |
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- pag |
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- pai |
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- pal |
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- pam |
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- pap |
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- pau |
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- pcd |
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- pck |
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- pcm |
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- pdc |
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- pfl |
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- phn |
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- pi |
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- pih |
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- pl |
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- pms |
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- pmy |
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- pnt |
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- pot |
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- ppk |
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- ppl |
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- prg |
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- ps |
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- pt |
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- quc |
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- qxq |
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- qya |
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- rap |
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- rhg |
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- rif |
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- rm |
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- rmy |
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- rn |
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- ro |
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- rom |
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- ru |
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- rue |
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- rup |
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- rw |
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- sa |
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- sah |
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- sat |
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- sc |
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- scn |
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- sco |
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- sd |
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- se |
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- ses |
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- sg |
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- sgs |
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- sh |
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- shi |
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- shn |
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- shs |
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- shy |
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- si |
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- sjn |
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- sk |
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- skr |
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- sl |
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- sm |
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- sma |
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- sml |
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- smn |
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- sn |
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- so |
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- sq |
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- sr |
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- srn |
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- ss |
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- st |
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- stq |
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- su |
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- sv |
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- sw |
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- swg |
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- syc |
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- syl |
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- syr |
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- szl |
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- ta |
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- taq |
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- tcy |
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- te |
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- tet |
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- tg |
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- th |
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- thv |
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- ti |
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- tig |
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- tk |
|
- tkl |
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- tl |
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- tlh |
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- tly |
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- tmh |
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- tmr |
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- tn |
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- to |
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- toi |
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- tpi |
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- tpw |
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- tr |
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- trs |
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- trv |
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- ts |
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- tt |
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- tts |
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- tum |
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- tvl |
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- tw |
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- ty |
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- tyj |
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- tyv |
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- tzl |
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- tzm |
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- udm |
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- ug |
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- uk |
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- umb |
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- ur |
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- usp |
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- uz |
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- ve |
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- vec |
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- vep |
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- vi |
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- vls |
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- vo |
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- vot |
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- wa |
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- wae |
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- wal |
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- war |
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- wo |
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- xal |
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- xcl |
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- xh |
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- xmf |
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- yi |
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- yo |
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- yua |
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- za |
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- zam |
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- zap |
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- zea |
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- zgh |
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- zh |
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- zu |
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- zza |
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tags: |
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- translation |
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- opus-mt-tc-bible |
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license: apache-2.0 |
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model-index: |
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- name: opus-mt-tc-bible-big-mul-mul |
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results: |
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- task: |
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name: Translation multi-multi |
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type: translation |
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args: multi-multi |
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dataset: |
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name: tatoeba-test-v2020-07-28-v2023-09-26 |
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type: tatoeba_mt |
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args: multi-multi |
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metrics: |
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- name: BLEU |
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type: bleu |
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value: 28.1 |
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- name: chr-F |
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type: chrf |
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value: 0.51760 |
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--- |
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# opus-mt-tc-bible-big-mul-mul |
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## Table of Contents |
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- [Model Details](#model-details) |
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- [Uses](#uses) |
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- [Risks, Limitations and Biases](#risks-limitations-and-biases) |
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- [How to Get Started With the Model](#how-to-get-started-with-the-model) |
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- [Training](#training) |
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- [Evaluation](#evaluation) |
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- [Citation Information](#citation-information) |
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- [Acknowledgements](#acknowledgements) |
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|
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## Model Details |
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Neural machine translation model for translating from Multiple languages (mul) to Multiple languages (mul). |
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This model is part of the [OPUS-MT project](https://github.com/Helsinki-NLP/Opus-MT), an effort to make neural machine translation models widely available and accessible for many languages in the world. All models are originally trained using the amazing framework of [Marian NMT](https://marian-nmt.github.io/), an efficient NMT implementation written in pure C++. The models have been converted to pyTorch using the transformers library by huggingface. Training data is taken from [OPUS](https://opus.nlpl.eu/) and training pipelines use the procedures of [OPUS-MT-train](https://github.com/Helsinki-NLP/Opus-MT-train). |
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**Model Description:** |
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- **Developed by:** Language Technology Research Group at the University of Helsinki |
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- **Model Type:** Translation (transformer-big) |
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- **Release**: 2024-08-17 |
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- **License:** Apache-2.0 |
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- **Language(s):** |
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- Source Language(s): aar abk ace ach acm ady afb afh afr aii ajp aka akl aln alt amh ami amu ang anp aoz apc ara arc arg arq arz asm ast atj ava avk awa ayl aze azz bak bal bam ban bar bas bcl bel bem ben bho bik bis bod bom bos bpy bre brx bua bug bul bvy byn bzt cak cat cay cbk ceb ces cha che chg chm chq chr chu chv chy cjk cjp cjy ckb cmn cnh cni cnr cop cor cos cre crh crk crs csb cym dag dan deu dik din diq div dje djk dng dop drt dsb dtp dty dws dyu dzo efi egl ell emx eng enm epo est eus evn ewe ext fao fas fij fil fin fkv fon fra frm fro frp frr fry fuc ful fur gag gbm gcf gil gla gle glg glk glv gor gos got grc grn gsw guc guj guw hat hau haw hbo hbs heb her hif hil hin hmn hne hnj hoc hrv hrx hsb hsn hun hus hye hyw iba ibo ido igs iii ike iku ile ilo ina ind inh ipk isl ita ixl izh jaa jak jam jav jbo jdt jpa jpn kaa kab kac kal kam kan kas kat kau kaz kbd kbp kea kek kha khm kik kin kir kiu kjh kmb kmr knc koi kok kom kon kpv krc krl ksh kua kum kur kxi laa lad lah lao lat lav lbe ldn lez lfn lij lim lin lit liv lkt lld lmo lou lrc ltz lua lug luo lus lut luy lzz mad mag mah mai mal mam mar max mdf meh mfa mfe mgm mic mix mkd mlg mlt mnc mni mnr mnw moh mol mon mos mri mrj msa mvv mwl mww mya myv mzn nap nau nav nbl nch nde nds nep new ngt ngu nhg nhn nia niu nld nlv nnb nno nob nog non nov npi nqo nso nst nus nya oar oci ofs oji ood ori orm orv osp oss ota otk pag pai pal pam pan pap pau pcd pck pcm pdc pes pfl phn pih pli plt pms pmy pnt pol por pot ppk ppl prg prs pus quc qxq qya rap rhg rif rmy roh rom ron rue run rup rus sag sah san sat scn sco sdh ses sgs shi shn shs shy sin sjn skr slk slv sma sme sml smn smo sna snd som sot spa sqi srd srn srp ssw stq sun swa swc swe swg swh syc syl syr szl tah tam taq tat tcy tel tet tgk tgl tha thv tig tir tkl tlh tly tmh tmr tmw toi ton tpi tpw trs trv tsn tso tts tuk tum tur tvl twi tyj tyv tzl tzm udm uig ukr umb urd usp uzb vec ven vep vie vls vol vot vro wae wal war wln wol wuu xal xcl xho xmf yid yor yua yue zam zap zea zgh zha zlm zsm zul zza |
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- Target Language(s): aar abk ace ach acm ady afb afh afr aii ajp aka akl aln alt amh ami amu ang anp aoz apc ara arc arg arq arz asm ast atj ava avk awa ayl aze azz bak bal bam ban bar bas bcl bel bem ben bho bik bis bod bom bos bpy bre brx bua bug bul bvy byn bzt cak cat cay cbk ceb ces cha che chg chm chq chr chu chv chy cjk cjp cjy ckb cmn cnh cni cnr cop cor cos cre crh crk crs csb cym dag dan deu dik din diq div dje djk dng dop drt dsb dtp dty dws dyu dzo efi egl ell emx eng enm epo est eus evn ewe ext fao fas fij fil fin fkv fon fra frm fro frp frr fry fuc ful fur gag gbm gcf gil gla gle glg glk glv gor gos got grc grn gsw guc guj guw hat hau haw hbo hbs heb her hif hil hin hmn hne hnj hoc hrv hrx hsb hsn hun hus hye hyw iba ibo ido igs iii ike iku ile ilo ina ind inh ipk isl ita ixl izh jaa jak jam jav jbo jdt jpa jpn kaa kab kac kal kam kan kas kat kau kaz kbd kbp kea kek kha khm kik kin kir kiu kjh kmb kmr knc koi kok kom kon kpv krc krl ksh kua kum kur kxi laa lad lah lao lat lav lbe ldn lez lfn lij lim lin lit liv lkt lld lmo lou lrc ltz lua lug luo lus lut luy lzz mad mag mah mai mal mam mar max mdf meh mfa mfe mgm mic mix mkd mlg mlt mnc mni mnr mnw moh mol mon mos mri mrj msa mvv mwl mww mya myv mzn nap nau nav nbl nch nde nds nep new ngt ngu nhg nhn nia niu nld nlv nnb nno nob nog non nov npi nqo nso nst nus nya oar oci ofs oji ood ori orm orv osp oss ota otk pag pai pal pam pan pap pau pcd pck pcm pdc pes pfl phn pih pli plt pms pmy pnt pol por pot ppk ppl prg prs pus quc qxq qya rap rhg rif rmy roh rom ron rue run rup rus sag sah san sat scn sco sdh ses sgs shi shn shs shy sin sjn skr slk slv sma sme sml smn smo sna snd som sot spa sqi srd srn srp ssw stq sun swa swc swe swg swh syc syl syr szl tah tam taq tat tcy tel tet tgk tgl tha thv tig tir tkl tlh tly tmh tmr tmw toi ton tpi tpw trs trv tsn tso tts tuk tum tur tvl twi tyj tyv tzl tzm udm uig ukr umb urd usp uzb vec ven vep vie vls vol vot vro wae wal war wln wol wuu xal xcl xho xmf yid yor yua yue zam zap zea zgh zha zlm zsm zul zza |
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- Valid Target Language Labels: >>aaa<< >>aab<< >>aaf<< >>aai<< >>aal<< >>aaq<< >>aar<< >>aas<< >>aau<< >>aaw<< >>aax<< >>aaz<< >>aba<< >>abb<< >>abc<< >>abd<< >>abe<< >>abf<< >>abg<< >>abi<< >>abk<< >>abl<< >>abm<< >>abn<< >>abo<< >>abp<< >>abq<< >>abr<< >>abs<< >>abu<< >>abw<< >>abx<< >>aca<< >>acd<< >>ace<< >>acf<< >>ach<< >>acm<< >>acn<< >>acp<< >>acr<< >>act<< >>acv<< >>acz<< >>ada<< >>add<< >>ade<< >>adi<< >>adj<< >>adl<< >>adq<< >>adr<< >>adx<< >>ady<< >>adz<< >>aee<< >>aek<< >>ael<< >>aem<< >>aeq<< >>aeu<< >>aey<< >>aez<< >>afb<< >>afe<< >>afh<< >>afh_Latn<< >>afo<< >>afr<< >>afs<< >>afu<< >>agb<< >>agc<< >>agd<< >>age<< >>agf<< >>agh<< >>agj<< >>agk<< >>agn<< >>agq<< >>ags<< >>agt<< >>agu<< >>agv<< >>agw<< >>agx<< >>agy<< >>agz<< >>aha<< >>ahb<< >>ahg<< >>ahh<< >>ahi<< >>ahk<< >>ahl<< >>ahm<< >>ahn<< >>aho<< >>ahp<< >>ahs<< >>aht<< >>aia<< >>aib<< >>aie<< >>aig<< >>aii_Syrc<< >>aij<< >>aik<< >>aim<< >>aio<< >>aip<< >>aiq<< >>ais<< >>aiw<< >>aix<< >>aiy<< >>ajg<< >>aji<< >>ajp<< >>ajw<< >>ajz<< >>aka<< >>akb<< >>akd<< >>akf<< >>akg<< >>akh<< >>akk<< >>akl<< >>akl_Latn<< >>akp<< >>akr<< >>aks<< >>akt<< >>aku<< >>akv<< >>akw<< >>ala<< >>alc<< >>ald<< >>ale<< >>alf<< >>ali<< >>alj<< >>alk<< >>all<< >>alm<< >>aln<< >>alo<< >>alp<< >>alq<< >>alt<< >>alu<< >>alw<< >>alz<< >>amb<< >>ame<< >>amh<< >>ami<< >>ami_Latn<< >>amk<< >>aml<< >>amo<< >>amq<< >>amu<< >>amu_Latn<< >>amv<< >>amw<< >>anc<< >>and<< >>ane<< >>anf<< >>ang<< >>ang_Latn<< >>anh<< >>ani<< >>ank<< >>anl<< >>anm<< >>ann<< >>anp<< >>anr<< >>anu<< >>anv<< >>anw<< >>anx<< >>any<< >>anz<< >>aoa<< >>aoe<< >>aok<< >>aol<< >>aor<< >>aot<< >>aox<< >>aoz<< >>apb<< >>apc<< >>apf<< >>apg<< >>aph<< >>apj<< >>apk<< >>apl<< >>apm<< >>apo<< >>app<< >>apr<< >>aps<< >>apt<< >>apu<< >>apw<< >>apx<< >>aqc<< >>aqg<< >>aqn<< >>aqr<< >>ara<< >>arc<< >>arg<< >>arh<< >>ari<< >>arp<< >>arq<< >>aru<< >>arv<< >>arw<< >>arz<< >>asa<< >>asb<< >>asc<< >>asg<< >>asi<< >>asj<< >>ask<< >>asl<< >>asm<< >>aso<< >>asr<< >>ass<< >>ast<< >>asv<< >>asx<< >>asy<< >>asz<< >>atb<< >>atd<< >>ate<< >>atg<< >>ati<< >>atj<< >>atk<< >>atl<< >>atm<< >>atn<< >>ato<< >>atp<< >>atq<< >>ats<< >>att<< >>atv<< >>atw<< >>aty<< >>atz<< >>aua<< >>aub<< >>aud<< >>aug<< >>auh<< >>aui<< >>auj<< >>aul<< >>aum<< >>auo<< >>auq<< >>aut<< >>auu<< >>auy<< >>ava<< >>avb<< >>avd<< >>ave<< >>avi<< >>avk<< >>avk_Latn<< >>avn<< >>avu<< >>awa<< >>awb<< >>awc<< >>awm<< >>awn<< >>awo<< >>aws<< >>awu<< >>awv<< >>awx<< >>awy<< >>axk<< >>axm<< >>axx<< >>ayb<< >>aye<< >>ayg<< >>ayi<< >>ayk<< >>ayl<< >>ayt<< >>ayu<< >>aza<< >>azd<< >>aze<< >>aze_Cyrl<< >>aze_Latn<< >>azg<< >>azm<< >>azn<< >>azo<< >>azt<< >>azz<< >>azz_Latn<< >>baa<< >>bab<< >>bac<< >>bae<< >>baf<< >>bag<< >>bah<< >>baj<< >>bak<< >>bal<< >>bal_Latn<< >>bam<< >>bam_Latn<< >>ban<< >>bap<< >>bar<< >>bas<< >>bau<< >>bav<< >>baw<< >>bax<< >>bay<< >>bba<< >>bbc<< >>bbd<< >>bbe<< >>bbg<< >>bbh<< >>bbi<< >>bbj<< >>bbk<< >>bbl<< >>bbm<< >>bbn<< >>bbo<< >>bbp<< >>bbq<< >>bbr<< >>bbs<< >>bbt<< 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>>jah<< >>jaj<< >>jak_Latn<< >>jal<< >>jam<< >>jar<< >>jas<< >>jau<< >>jav<< >>jav_Java<< >>jaz<< >>jbe<< >>jbn<< >>jbo<< >>jbo_Cyrl<< >>jbo_Latn<< >>jbu<< >>jct<< >>jda<< >>jdg<< >>jdt<< >>jdt_Cyrl<< >>jee<< >>jeh<< >>jek<< >>jen<< >>jer<< >>jeu<< >>jgb<< >>jge<< >>jgo<< >>jhi<< >>jia<< >>jib<< >>jid<< >>jie<< >>jih<< >>jii<< >>jil<< >>jim<< >>jiq<< >>jit<< >>jiu<< >>jiy<< >>jkm<< >>jkr<< >>jku<< >>jle<< >>jmb<< >>jmc<< >>jmd<< >>jmi<< >>jml<< >>jmn<< >>jmr<< >>jms<< >>jmx<< >>jna<< >>jnd<< >>jni<< >>jnj<< >>jnl<< >>jns<< >>job<< >>jod<< >>jow<< >>jpa<< >>jpa_Hebr<< >>jpn<< >>jpr<< >>jra<< >>jrb<< >>jrr<< >>jub<< >>juc<< >>jud<< >>juh<< >>juk<< >>jul<< >>jun<< >>juo<< >>jut<< >>juu<< >>juw<< >>juy<< >>jvd<< >>jvn<< >>jwi<< >>jya<< >>jyy<< >>kaa<< >>kab<< >>kac<< >>kad<< >>kae<< >>kaf<< >>kag<< >>kah<< >>kai<< >>kaj<< >>kak<< >>kal<< >>kam<< >>kan<< >>kao<< >>kap<< >>kas<< >>kas_Arab<< >>kas_Deva<< >>kat<< >>kau<< >>kaw<< >>kax<< >>kay<< >>kaz<< >>kaz_Cyrl<< >>kbd<< >>kbg<< >>kbi<< >>kbj<< >>kbl<< >>kbm<< >>kbn<< >>kbo<< >>kbp<< >>kbp_Cans<< >>kbp_Ethi<< >>kbp_Geor<< >>kbp_Grek<< >>kbp_Hang<< >>kbp_Latn<< >>kbp_Mlym<< >>kbp_Yiii<< >>kbq<< >>kbs<< >>kbt<< >>kbu<< >>kbw<< >>kbz<< >>kca<< >>kcc<< >>kcf<< >>kcg<< >>kci<< >>kcj<< >>kck<< >>kcl<< >>kcm<< >>kcn<< >>kco<< >>kcp<< >>kcq<< >>kcr<< >>kcs<< >>kcu<< >>kcv<< >>kcw<< >>kcy<< >>kcz<< >>kdc<< >>kdd<< >>kde<< >>kdf<< >>kdg<< >>kdh<< >>kdj<< >>kdk<< >>kdl<< >>kdm<< >>kdn<< >>kdp<< >>kdq<< >>kdr<< >>kdt<< >>kdu<< >>kdv<< >>kdx<< >>kdz<< >>kea<< >>keb<< >>kec<< >>ked<< >>kef<< >>kei<< >>kej<< >>kek<< >>kek_Latn<< >>kem<< >>ken<< >>keo<< >>kep<< >>keq<< >>ker<< >>kes<< >>keu<< >>kev<< >>kew<< >>key<< >>kez<< >>kfa<< >>kfb<< >>kfc<< >>kfd<< >>kfe<< >>kff<< >>kfg<< >>kfh<< >>kfk<< >>kfl<< >>kfm<< >>kfn<< >>kfo<< >>kfp<< >>kfq<< >>kfr<< >>kfs<< >>kft<< >>kfu<< >>kfv<< >>kfw<< >>kfx<< >>kfy<< >>kfz<< >>kga<< >>kgb<< >>kge<< >>kgf<< >>kgj<< >>kgk<< >>kgn<< >>kgo<< >>kgq<< >>kgt<< >>kgu<< >>kgx<< >>kgy<< >>kha<< >>khb<< >>khc<< >>khe<< >>khf<< >>khg<< >>khj<< >>khl<< >>khm<< >>khn<< >>kho<< >>khq<< >>khr<< >>kht<< >>khu<< >>khv<< >>khw<< >>khx<< >>khy<< >>khz<< >>kia<< >>kib<< >>kic<< >>kid<< >>kie<< >>kif<< >>kii<< >>kij<< >>kik<< >>kil<< >>kim<< >>kin<< >>kip<< >>kir<< >>kir_Cyrl<< >>kis<< >>kiu<< >>kiv<< >>kix<< >>kiz<< >>kjb<< >>kjc<< >>kje<< >>kjg<< >>kjh<< >>kji<< >>kjj<< >>kjk<< >>kjl<< >>kjm<< >>kjn<< >>kjo<< >>kjp<< >>kjr<< >>kjs<< >>kjt<< >>kju<< >>kjv<< >>kjy<< >>kjz<< >>kka<< >>kkd<< >>kke<< >>kkf<< >>kkg<< >>kkh<< >>kki<< >>kkj<< >>kkk<< >>kkl<< >>kkm<< >>kko<< >>kkq<< >>kkr<< >>kks<< >>kkt<< >>kkv<< >>kkw<< >>kkx<< >>kkz<< >>klb<< >>klc<< >>kld<< >>kle<< >>klg<< >>klh<< >>kli<< >>klj<< >>klk<< >>kll<< >>klm<< >>kln<< >>klo<< >>klr<< >>kls<< >>klt<< >>klu<< >>klv<< >>klw<< >>klx<< >>kly<< >>kma<< >>kmb<< >>kmd<< >>kme<< >>kmf<< >>kmg<< >>kmh<< >>kmi<< >>kmj<< >>kmk<< >>kml<< >>kmm<< >>kmo<< >>kmp<< >>kmq<< >>kmr<< >>kmu<< >>kmv<< >>kmw<< >>kmy<< >>kmz<< >>kna<< >>knb<< >>knc<< >>kne<< >>knf<< >>kni<< >>knj<< >>knk<< >>knl<< >>kno<< >>knp<< >>knq<< >>kns<< >>knu<< >>knx<< >>kny<< >>knz<< >>koa<< >>koc<< >>kod<< >>kof<< >>kog<< >>koh<< >>koi<< >>kok<< >>kom<< >>kon<< >>koo<< >>kop<< >>koq<< >>kos<< >>kot<< >>kou<< >>kov<< >>kow<< >>koy<< >>koz<< >>kpa<< >>kpb<< >>kpc<< >>kpd<< >>kpe<< >>kpf<< >>kpg<< >>kph<< >>kpk<< >>kpl<< >>kpm<< >>kpn<< >>kpo<< >>kpp<< >>kpq<< >>kpr<< >>kpt<< >>kpv<< >>kpw<< >>kpz<< >>kqa<< >>kqb<< >>kqd<< >>kqe<< >>kqf<< >>kqg<< >>kqk<< >>kqm<< >>kqn<< >>kqo<< >>kqp<< >>kqr<< >>kqs<< >>kqt<< >>kqv<< >>kqw<< >>kqx<< >>kra<< >>krc<< >>krd<< >>krf<< >>krh<< >>kri<< >>krj<< >>krl<< >>krn<< >>krp<< >>krr<< >>kru<< >>krv<< >>krw<< >>krx<< >>kry<< >>ksb<< >>ksc<< >>ksd<< >>kse<< >>ksf<< >>ksg<< >>ksh<< >>ksk<< >>ksl<< >>ksm<< >>ksn<< >>ksp<< >>ksq<< >>ksr<< >>kss<< >>kst<< >>ksu<< >>ksv<< >>ksw<< >>ksx<< >>ksy<< >>ksz<< >>kta<< >>ktb<< >>ktc<< >>kte<< >>ktf<< >>kti<< >>ktj<< >>ktk<< >>ktl<< >>ktm<< >>ktn<< >>ktp<< >>ktq<< >>kts<< >>ktt<< >>ktu<< >>ktv<< >>ktw<< >>kty<< >>ktz<< >>kua<< >>kub<< >>kud<< >>kue<< >>kuf<< >>kug<< >>kuh<< >>kuj<< >>kuk<< >>kul<< >>kum<< >>kuo<< >>kur<< >>kur_Arab<< >>kur_Cyrl<< >>kur_Latn<< >>kus<< >>kuu<< >>kuv<< >>kuw<< >>kva<< >>kvc<< >>kve<< >>kvf<< >>kvh<< >>kvi<< >>kvj<< >>kvl<< >>kvm<< >>kvn<< >>kvo<< >>kvp<< >>kvq<< >>kvu<< >>kvv<< >>kvx<< >>kvy<< >>kvz<< >>kwb<< >>kwc<< >>kwd<< >>kwf<< >>kwg<< >>kwh<< >>kwk<< >>kwl<< >>kwm<< >>kwn<< >>kwp<< >>kwr<< >>kws<< >>kwu<< >>kwv<< >>kww<< >>kwx<< >>kwz<< >>kxa<< >>kxb<< >>kxc<< >>kxf<< >>kxi<< >>kxi_Latn<< >>kxj<< >>kxk<< >>kxm<< >>kxn<< >>kxp<< >>kxr<< >>kxs<< >>kxu<< >>kxv<< >>kxx<< >>kxy<< >>kya<< >>kyb<< >>kyc<< >>kyd<< >>kye<< >>kyf<< >>kyg<< >>kyh<< >>kyi<< >>kyj<< >>kyk<< >>kyn<< >>kyq<< >>kyr<< >>kys<< >>kyu<< >>kyw<< >>kyy<< >>kza<< >>kzb<< >>kzc<< >>kzd<< >>kzf<< >>kzh<< >>kzi<< >>kzk<< >>kzl<< >>kzn<< >>kzo<< >>kzp<< >>kzq<< >>kzr<< >>kzs<< >>kzu<< >>kzv<< >>kzx<< >>kzy<< >>laa<< >>laa_Latn<< >>lac<< >>lad<< >>lad_Latn<< >>lae<< >>laf<< >>lag<< >>lah<< >>lai<< >>lak<< >>lam<< >>lan<< >>lao<< >>lap<< >>lar<< >>las<< >>lat<< >>lat_Latn<< >>lav<< >>law<< >>lax<< >>laz<< >>lbb<< >>lbe<< >>lbf<< >>lbj<< >>lbm<< >>lbn<< >>lbo<< >>lbq<< >>lbr<< >>lbu<< >>lbv<< >>lbw<< >>lbx<< >>lcc<< >>lcd<< >>lch<< >>lcl<< >>lcm<< >>lcp<< >>lcs<< >>ldb<< >>ldd<< >>ldg<< >>ldh<< >>ldj<< >>ldk<< >>ldl<< >>ldm<< >>ldn<< >>ldn_Latn<< >>ldo<< >>ldp<< >>ldq<< >>lea<< >>leb<< >>led<< >>lee<< >>lef<< >>leh<< >>lei<< >>lej<< >>lek<< >>lel<< >>lem<< >>leo<< >>lep<< >>leq<< >>ler<< >>les<< >>let<< >>leu<< >>lew<< >>lex<< >>ley<< >>lez<< >>lfa<< >>lfn<< >>lfn_Cyrl<< >>lfn_Latn<< >>lga<< >>lgb<< >>lgg<< >>lgh<< >>lgi<< >>lgk<< >>lgl<< >>lgm<< >>lgn<< >>lgq<< >>lgr<< >>lgu<< >>lgz<< >>lhh<< >>lhi<< >>lhl<< >>lhm<< >>lhn<< >>lhp<< >>lhs<< >>lht<< >>lhu<< >>lia<< >>lib<< >>lid<< >>lie<< >>lif<< >>lig<< >>lih<< >>lij<< >>lik<< >>lil<< >>lim<< >>lin<< >>lio<< >>lip<< >>liq<< >>lis<< >>lit<< >>liv<< >>liv_Latn<< >>lix<< >>liy<< >>liz<< >>lje<< >>lji<< >>ljl<< >>ljp<< >>lka<< >>lkc<< >>lke<< >>lkh<< >>lki<< >>lkj<< >>lkn<< >>lkt<< >>lky<< >>lla<< >>llb<< >>llc<< >>lld<< >>lld_Latn<< >>lle<< >>llf<< >>llg<< >>llh<< >>lli<< >>llk<< >>llm<< >>lln<< >>llp<< >>llq<< >>llu<< >>llx<< >>lma<< >>lmb<< >>lmd<< >>lme<< >>lmf<< >>lmg<< >>lmi<< >>lmj<< >>lmk<< >>lml<< >>lmn<< >>lmo<< >>lmp<< >>lmq<< >>lmr<< >>lmu<< >>lmv<< >>lmx<< >>lmy<< >>lna<< >>lnb<< >>lnd<< >>lng<< >>lnh<< >>lnl<< >>lnn<< >>lns<< >>lnu<< >>lob<< >>loc<< >>loe<< >>log<< >>loi<< >>loj<< >>lok<< >>lol<< >>lom<< >>lon<< >>loo<< >>lop<< >>loq<< >>lor<< >>los<< >>lot<< >>lou<< >>lou_Latn<< >>low<< >>lox<< >>loy<< >>loz<< >>lpa<< >>lpn<< >>lpo<< >>lpx<< >>lra<< >>lrc<< >>lre<< >>lrl<< >>lrn<< >>lrr<< >>lrt<< >>lrv<< >>lrz<< >>lsa<< >>lsd<< >>lse<< >>lsh<< >>lsi<< >>lss<< >>ltc<< >>lti<< >>ltu<< >>ltz<< >>lua<< >>lub<< >>luc<< >>lud<< >>lue<< >>lug<< >>lui<< >>luj<< >>luk<< >>lul<< >>lum<< >>lun<< >>luo<< >>lup<< >>luq<< >>lus<< >>lut<< >>lut_Latn<< >>luv<< >>luw<< >>luy<< >>luz<< >>lva<< >>lvk<< >>lvu<< >>lwa<< >>lwe<< >>lwl<< >>lwm<< >>lwt<< >>lwu<< >>lww<< >>lya<< >>lyg<< >>lyn<< >>lzl<< >>lzn<< >>lzz<< >>lzz_Geor<< >>lzz_Latn<< >>maa<< >>mab<< >>mad<< >>mae<< >>maf<< >>mag<< >>mah<< >>mai<< >>maj<< >>mak<< >>mal<< >>mam<< >>mam_Latn<< >>man<< >>maq<< >>mar<< >>mas<< >>mat<< >>mau<< >>maw<< >>max_Latn<< >>maz<< >>mba<< >>mbb<< >>mbd<< >>mbf<< >>mbh<< >>mbi<< >>mbk<< >>mbm<< >>mbn<< >>mbo<< >>mbp<< >>mbq<< >>mbs<< >>mbt<< >>mbu<< >>mbv<< >>mbw<< >>mby<< >>mbz<< >>mcb<< >>mce<< >>mci<< >>mcj<< >>mck<< >>mcm<< >>mcn<< >>mcp<< >>mcs<< >>mcu<< >>mcw<< >>mcx<< >>mcy<< >>mcz<< >>mda<< >>mdc<< >>mdd<< >>mde<< >>mdf<< >>mdh<< >>mdi<< >>mdj<< >>mdk<< >>mdm<< >>mdn<< >>mdp<< >>mdq<< >>mdr<< >>mdt<< >>mdu<< >>mdv<< >>mdw<< >>mdx<< >>mea<< >>med<< >>mee<< >>mef<< >>meh<< >>meh_Latn<< >>mei<< >>mek<< >>mel<< >>men<< >>mep<< >>meq<< >>mer<< >>mes<< >>met<< >>meu<< >>mev<< >>mew<< >>mey<< >>mez<< >>mfa<< >>mfc<< >>mfd<< >>mfe<< >>mff<< >>mfg<< >>mfh<< >>mfi<< >>mfj<< >>mfk<< >>mfl<< >>mfm<< >>mfn<< >>mfo<< >>mfp<< >>mfq<< >>mft<< >>mfu<< >>mfv<< >>mfy<< >>mga<< >>mgc<< >>mgd<< >>mge<< >>mgg<< >>mgh<< >>mgi<< >>mgj<< >>mgl<< >>mgm<< >>mgm_Latn<< >>mgn<< >>mgo<< >>mgp<< >>mgq<< >>mgr<< >>mgs<< >>mgv<< >>mgw<< >>mgy<< >>mgz<< >>mha<< >>mhb<< >>mhc<< >>mhe<< >>mhf<< >>mhi<< >>mhj<< >>mhk<< >>mhl<< >>mhm<< >>mhn<< >>mho<< >>mhp<< >>mhq<< >>mhs<< >>mht<< >>mhu<< >>mhw<< >>mhx<< >>mhy<< >>mhz<< >>mia<< >>mib<< >>mic<< >>mid<< >>mie<< >>mif<< >>mig<< >>mih<< >>mii<< >>mij<< >>mil<< >>mim<< >>mio<< >>mip<< >>mit<< >>miu<< >>mix<< >>mix_Latn<< >>miy<< >>miz<< >>mjc<< >>mje<< >>mjg<< >>mjh<< >>mji<< >>mjj<< >>mjk<< >>mjl<< >>mjm<< >>mjn<< >>mjo<< >>mjp<< >>mjq<< >>mjr<< >>mjs<< >>mjt<< >>mju<< >>mjv<< >>mjw<< >>mjx<< >>mjy<< >>mjz<< >>mka<< >>mkb<< >>mkd<< >>mke<< >>mkf<< >>mki<< >>mkj<< >>mkk<< >>mkl<< >>mkm<< >>mkn<< >>mko<< >>mkr<< >>mks<< >>mkt<< >>mkv<< >>mkw<< >>mkx<< >>mky<< >>mla<< >>mlb<< >>mlc<< >>mlf<< >>mlg<< >>mlh<< >>mli<< >>mlj<< >>mlk<< >>mll<< >>mln<< >>mlo<< >>mlp<< >>mlr<< >>mls<< >>mlt<< >>mlu<< >>mlv<< >>mlw<< >>mlx<< >>mlz<< >>mma<< >>mmc<< >>mme<< >>mmf<< >>mmg<< >>mmh<< >>mmi<< >>mmj<< >>mmk<< >>mml<< >>mmm<< >>mmn<< >>mmo<< >>mmq<< >>mmt<< >>mmu<< >>mmw<< >>mmx<< >>mmy<< >>mmz<< >>mna<< >>mnb<< >>mnc<< >>mnc_Mong<< >>mne<< >>mnf<< >>mng<< >>mnh<< >>mni<< >>mnj<< >>mnl<< >>mnn<< >>mnq<< >>mnr<< >>mnr_Latn<< >>mns<< >>mnv<< >>mnw<< >>mny<< >>mnz<< >>moa<< >>moe<< >>mof<< >>mog<< >>moh<< >>moi<< >>moj<< >>mok<< >>mol<< >>mom<< >>mon<< >>moo<< >>mop<< >>mor<< >>mos<< >>mot<< >>mou<< >>mov<< >>mow<< >>mox<< >>moz<< >>mpa<< >>mpd<< >>mpg<< >>mpi<< >>mpk<< >>mpl<< >>mpm<< >>mpn<< >>mpo<< >>mpp<< >>mpr<< >>mpt<< >>mpu<< >>mpv<< >>mpw<< >>mpx<< >>mpy<< >>mpz<< >>mqa<< >>mqb<< >>mqc<< >>mqe<< >>mqh<< >>mqi<< >>mqj<< >>mqk<< >>mql<< >>mqm<< >>mqn<< >>mqp<< >>mqq<< >>mqt<< >>mqu<< >>mqv<< >>mqw<< >>mqx<< >>mqy<< >>mqz<< >>mra<< >>mrb<< >>mrc<< >>mrd<< >>mrg<< >>mrh<< >>mri<< >>mrj<< >>mrk<< >>mrl<< >>mrm<< >>mrn<< >>mro<< >>mrp<< >>mrq<< >>mrr<< >>mrs<< >>mrt<< >>mru<< >>mrv<< >>mrw<< >>mry<< >>msa<< >>msa_Arab<< >>msa_Latn<< >>msb<< >>mse<< >>msj<< >>msk<< >>msm<< >>msn<< >>msq<< >>mss<< >>msu<< >>msv<< >>msw<< >>msx<< >>msz<< >>mta<< >>mtb<< >>mtc<< >>mtd<< >>mte<< >>mtg<< >>mth<< >>mtk<< >>mtl<< >>mtm<< >>mtq<< >>mtt<< >>mtu<< >>mtv<< >>mtw<< >>mtx<< >>mua<< >>mub<< >>muc<< >>mug<< >>muh<< >>muj<< >>muk<< >>mum<< >>muo<< >>mut<< >>muu<< >>muv<< >>mux<< >>muy<< >>muz<< >>mva<< >>mvb<< >>mvd<< >>mvg<< >>mvh<< >>mvm<< >>mvn<< >>mvo<< >>mvp<< >>mvq<< >>mvr<< >>mvt<< >>mvv<< >>mvv_Latn<< >>mvw<< >>mvx<< >>mvy<< >>mvz<< >>mwa<< >>mwc<< >>mwe<< >>mwg<< >>mwh<< >>mwi<< >>mwl<< >>mwm<< >>mwn<< >>mwo<< >>mwq<< >>mwr<< >>mws<< >>mwt<< >>mwu<< >>mwv<< >>mww<< >>mwz<< >>mxa<< >>mxb<< >>mxc<< >>mxd<< >>mxe<< >>mxf<< >>mxg<< >>mxh<< >>mxi<< >>mxj<< >>mxl<< >>mxm<< >>mxo<< >>mxr<< >>mxs<< >>mxt<< >>mxu<< >>mxv<< >>mxx<< >>mxy<< >>mxz<< >>mya<< >>myb<< >>myc<< >>mye<< >>myg<< >>myh<< >>myj<< >>myk<< >>myl<< >>mys<< >>myu<< >>myv<< >>myw<< >>myx<< >>myz<< >>mza<< >>mzb<< >>mzd<< >>mzi<< >>mzj<< >>mzk<< >>mzm<< >>mzn<< >>mzq<< >>mzs<< >>mzt<< >>mzv<< >>mzw<< >>mzz<< >>nac<< >>nae<< >>naf<< >>nag<< >>naj<< >>nak<< >>nal<< >>nao<< >>nap<< >>naq<< >>nar<< >>nas<< >>nat<< >>nau<< >>nav<< >>naw<< >>naz<< >>nba<< >>nbb<< >>nbc<< >>nbd<< >>nbe<< >>nbh<< >>nbi<< >>nbk<< >>nbl<< >>nbm<< >>nbn<< >>nbo<< >>nbp<< >>nbq<< >>nbr<< >>nbt<< >>nbu<< >>nbv<< >>nbw<< >>nca<< >>ncb<< >>ncc<< >>ncd<< >>ncf<< >>nch<< >>nci<< >>ncj<< >>ncl<< >>ncn<< >>ncq<< >>ncr<< >>nct<< >>ncu<< >>ncx<< >>nda<< >>ndb<< >>ndc<< >>ndd<< >>nde<< >>ndf<< >>ndg<< >>ndh<< >>ndi<< >>ndj<< >>ndk<< >>ndl<< >>ndm<< >>ndn<< >>ndo<< >>ndp<< >>ndq<< >>ndr<< >>nds<< >>ndt<< >>ndu<< >>ndv<< >>ndw<< >>ndx<< >>ndy<< >>ndz<< >>neb<< >>ned<< >>nee<< >>neg<< >>neh<< >>nej<< >>nek<< >>nem<< >>nen<< >>nep<< >>nes<< >>net<< >>neu<< >>nev<< >>new<< >>ney<< >>nfa<< >>nfd<< >>nfl<< >>nfr<< >>nfu<< >>nga<< >>ngc<< >>ngd<< >>nge<< >>ngg<< >>ngi<< >>ngj<< >>ngl<< >>ngn<< >>ngo<< >>ngp<< >>ngq<< >>ngr<< >>ngs<< >>ngt<< >>ngt_Latn<< >>ngu<< >>ngu_Latn<< >>ngv<< >>ngw<< >>ngx<< >>ngy<< >>ngz<< >>nha<< >>nhb<< >>nhc<< >>nhe<< >>nhg<< >>nhg_Latn<< >>nhh<< >>nhi<< >>nhk<< >>nhm<< >>nhn<< >>nhn_Latn<< >>nho<< >>nhp<< >>nhq<< >>nht<< >>nhu<< >>nhv<< >>nhw<< >>nhx<< >>nhy<< >>nhz<< >>nia<< >>nib<< >>nie<< >>nif<< >>nih<< >>nii<< >>nij<< >>nik<< >>nil<< >>nim<< >>nin<< >>nio<< >>nis<< >>nit<< >>niu<< >>nix<< >>niy<< >>nja<< >>njb<< >>njh<< >>njj<< >>njm<< >>njn<< >>njo<< >>njr<< >>njx<< >>njy<< >>njz<< >>nka<< >>nkb<< >>nkc<< >>nkd<< >>nke<< >>nkg<< >>nkh<< >>nki<< >>nkj<< >>nkk<< >>nkn<< >>nkp<< >>nkr<< >>nks<< >>nkt<< >>nku<< >>nkv<< >>nkw<< >>nkx<< >>nkz<< >>nla<< >>nlc<< >>nld<< >>nlg<< >>nli<< >>nlj<< >>nlk<< >>nlo<< >>nlu<< >>nlv<< >>nlv_Latn<< >>nlx<< >>nlz<< >>nma<< >>nmb<< >>nmc<< >>nmd<< >>nme<< >>nmf<< >>nmg<< >>nmh<< >>nmi<< >>nmk<< >>nml<< >>nmm<< >>nmn<< >>nmo<< >>nmq<< >>nmr<< >>nms<< >>nmt<< >>nmw<< >>nmy<< >>nmz<< >>nnb<< >>nnb_Latn<< >>nnc<< >>nnd<< >>nne<< >>nnf<< >>nng<< >>nnh<< >>nni<< >>nnk<< >>nnl<< >>nnn<< >>nno<< >>nnp<< >>nnq<< >>nnt<< >>nnu<< >>nnw<< >>nnz<< >>nob<< >>noc<< >>nod<< >>noe<< >>nof<< >>nog<< >>noh<< >>noi<< >>nok<< >>non<< >>nop<< >>noq<< >>nor<< >>nos<< >>not<< >>nou<< >>nov<< >>nov_Latn<< >>now<< >>noy<< >>noz<< >>npa<< >>nph<< >>npi<< >>npl<< >>npn<< >>npo<< >>nps<< >>npy<< >>nqg<< >>nqk<< >>nql<< >>nqo<< >>nra<< >>nrc<< >>nre<< >>nrf<< >>nrg<< >>nri<< >>nrm<< >>nrn<< >>nru<< >>nrz<< >>nsa<< >>nsd<< >>nse<< >>nsf<< >>nsg<< >>nsh<< >>nsk<< >>nsm<< >>nsn<< >>nso<< >>nss<< >>nst<< >>nst_Latn<< >>nsu<< >>nsw<< >>nsx<< >>nsy<< >>ntd<< >>nte<< >>nti<< >>ntk<< >>ntm<< >>nto<< >>ntp<< >>ntr<< >>ntu<< >>ntw<< >>nty<< >>ntz<< >>nua<< >>nue<< >>nuf<< >>nuh<< >>nui<< >>nuj<< >>nuk<< >>nul<< >>num<< >>nun<< >>nuo<< >>nup<< >>nuq<< >>nur<< >>nus<< >>nut<< >>nuu<< >>nuv<< >>nuw<< >>nuy<< >>nuz<< >>nvh<< >>nvo<< >>nwa<< >>nwb<< >>nwc<< >>nwe<< >>nwi<< >>nwm<< >>nxa<< >>nxd<< >>nxe<< >>nxg<< >>nxi<< >>nxl<< >>nxm<< >>nxo<< >>nxq<< >>nxr<< >>nya<< >>nyb<< >>nyc<< >>nye<< >>nyf<< >>nyg<< >>nyj<< >>nyk<< >>nyl<< >>nym<< >>nyn<< >>nyo<< >>nyq<< >>nyr<< >>nyu<< >>nyy<< >>nza<< >>nzb<< >>nzd<< >>nzi<< >>nzk<< >>nzm<< >>nzy<< >>oaa<< >>oac<< >>oar<< >>oar_Hebr<< >>oar_Syrc<< >>obi<< >>obl<< >>obo<< >>obr<< >>obt<< >>obu<< >>och<< >>oci<< >>ocu<< >>odk<< >>odt<< >>odu<< >>ofo<< >>ofs<< >>ofs_Latn<< >>ofu<< >>ogb<< >>ogc<< >>oge<< >>ogg<< >>ogo<< >>ogu<< >>oji<< >>oji_Latn<< >>ojv<< >>oka<< >>okb<< >>okd<< >>oke<< >>okh<< >>okr<< >>oks<< >>oku<< >>okv<< >>okx<< >>ola<< >>old<< >>ole<< >>olm<< >>olo<< >>olr<< >>olt<< >>olu<< >>oma<< >>omb<< >>omg<< >>omi<< >>oml<< >>omo<< >>omr<< >>omw<< >>omx<< >>one<< >>oni<< >>ono<< >>onp<< >>ons<< >>onu<< >>onw<< >>ood<< >>ood_Latn<< >>oog<< >>oor<< >>oos<< >>opa<< >>opk<< >>opm<< >>opt<< >>ora<< >>org<< >>orh<< >>ori<< >>orm<< >>orr<< >>ort<< >>oru<< >>orv<< >>orv_Cyrl<< >>orx<< >>orz<< >>osa<< >>osc<< >>osi<< >>oso<< >>osp<< >>osp_Latn<< >>oss<< >>ost<< >>osx<< >>ota<< >>ota_Arab<< >>ota_Latn<< >>ota_Rohg<< >>ota_Syrc<< >>ota_Thaa<< >>ota_Yezi<< >>otd<< >>ote<< >>otk<< >>otk_Orkh<< >>otl<< >>otm<< >>otn<< >>otq<< >>otr<< >>ots<< >>ott<< >>otx<< >>oty<< >>otz<< >>oua<< >>oub<< >>oui<< >>oum<< >>ovd<< >>owl<< >>oyb<< >>oyy<< >>ozm<< >>pab<< >>pac<< >>pad<< >>pae<< >>pag<< >>pai<< >>pai_Latn<< >>pal<< >>pam<< >>pan<< >>pan_Guru<< >>pao<< >>pap<< >>paq<< >>par<< >>pat<< >>pau<< >>paw<< >>pay<< >>pbe<< >>pbf<< >>pbg<< >>pbi<< >>pbl<< >>pbn<< >>pbo<< >>pbp<< >>pbr<< >>pbs<< >>pbv<< >>pca<< >>pcb<< >>pcc<< >>pcd<< >>pce<< >>pcf<< >>pcg<< >>pci<< >>pcj<< >>pck<< >>pck_Latn<< >>pcl<< >>pcm<< >>pcn<< >>pcw<< >>pda<< >>pdc<< >>pdi<< >>pdn<< >>pdo<< >>pdt<< >>pdu<< >>pea<< >>peb<< >>ped<< >>pee<< >>pef<< >>peg<< >>peh<< >>pei<< >>pej<< >>pek<< >>pem<< >>peo<< >>peq<< >>pes<< >>pex<< >>pey<< >>pez<< >>pfa<< >>pfe<< >>pfl<< >>pgg<< >>pgk<< >>pgs<< >>pgu<< >>pha<< >>phd<< >>phg<< >>phh<< >>phk<< >>phl<< >>phm<< >>phn<< >>phn_Phnx<< >>pho<< >>phq<< >>pht<< >>phu<< >>phv<< >>pia<< >>pib<< >>pic<< >>pif<< >>pih<< >>pih_Latn<< >>pil<< >>pim<< >>pio<< >>pip<< >>pis<< >>piu<< >>piv<< >>piw<< >>pix<< >>piy<< >>piz<< >>pkb<< >>pkg<< >>pkh<< >>pkn<< >>pkp<< >>pkr<< >>pkt<< >>pku<< >>pla<< >>plb<< >>plc<< >>ple<< >>plh<< >>pli<< >>plj<< >>plk<< >>pll<< >>pln<< >>plp<< >>plq<< >>plr<< >>pls<< >>plt<< >>plu<< >>plv<< >>plw<< >>ply<< >>plz<< >>pma<< >>pmb<< >>pme<< >>pmf<< >>pmh<< >>pmi<< >>pmj<< >>pmm<< >>pmn<< >>pmo<< >>pmq<< >>pmr<< >>pms<< >>pmt<< >>pmx<< >>pmy<< >>pmy_Latn<< >>pmz<< >>pna<< >>pnc<< >>pne<< >>png<< >>pnh<< >>pni<< >>pnk<< >>pnl<< >>pnm<< >>pnp<< >>pnq<< >>pnr<< >>pns<< >>pnt<< >>pnt_Grek<< >>pnu<< >>pnx<< >>pny<< >>pnz<< >>poc<< >>poe<< >>pof<< >>poh<< >>pol<< >>pom<< >>pon<< >>poo<< >>pop<< >>por<< >>pot<< >>pot_Latn<< >>pov<< >>pow<< >>pox<< >>poy<< >>ppi<< >>ppk<< >>ppk_Latn<< >>ppl<< >>ppl_Latn<< >>ppm<< >>ppn<< >>ppr<< >>pps<< >>ppu<< >>pqa<< >>pqm<< >>prc<< >>pre<< >>prf<< >>prg<< >>prg_Latn<< >>prh<< >>pri<< >>prk<< >>prn<< >>pro<< >>prq<< >>prs<< >>prt<< >>prw<< >>prx<< >>psa<< >>psh<< >>psi<< >>psm<< >>psn<< >>pss<< >>psu<< >>psw<< >>psy<< >>ptn<< >>ptp<< >>ptr<< >>ptt<< >>ptu<< >>ptv<< >>ptw<< >>pty<< >>pub<< >>pud<< >>puf<< >>pug<< >>puj<< >>pum<< >>puo<< >>pup<< >>pus<< >>puu<< >>puw<< >>puy<< >>pwb<< >>pwg<< >>pwm<< >>pwn<< >>pwo<< >>pwr<< >>pww<< >>pye<< >>pym<< >>pyu<< >>pyx<< >>pyy<< >>pzn<< >>qua<< >>quc<< >>qum<< >>qun<< >>quv<< >>qvy<< >>qwm<< >>qxq<< >>qxq_Arab<< >>qxq_Latn<< >>qxs<< >>qya<< >>qya_Latn<< >>qyp<< >>raa<< >>rab<< >>rad<< >>raf<< >>rah<< >>rai<< >>raj<< >>rak<< >>ral<< >>rap<< >>raq<< >>rar<< >>ras<< >>rat<< >>rau<< >>rav<< >>raw<< >>rax<< >>ray<< >>raz<< >>rbb<< >>rcf<< >>rdb<< >>rea<< >>reb<< >>ree<< >>reg<< >>rei<< >>rej<< >>rel<< >>ren<< >>res<< >>rga<< >>rgk<< >>rgn<< >>rgr<< >>rgs<< >>rgu<< >>rhg<< >>rhg_Latn<< >>ria<< >>rif<< >>rif_Latn<< >>ril<< >>rim<< >>rin<< >>rir<< >>riu<< >>rjg<< >>rji<< >>rjs<< >>rka<< >>rkh<< >>rki<< >>rkm<< >>rkt<< >>rma<< >>rmg<< >>rmi<< >>rmm<< >>rmp<< >>rmq<< >>rmt<< >>rmv<< >>rmx<< >>rmy<< >>rmz<< >>rnd<< >>rng<< >>rnl<< >>rnn<< >>rnp<< >>rnw<< >>rob<< >>roc<< >>rod<< >>roe<< >>rof<< >>rog<< >>roh<< >>rol<< >>rom<< >>rom_Cyrl<< >>ron<< >>rop<< >>ror<< >>rou<< >>row<< >>rpt<< >>rri<< >>rro<< >>rsl<< >>rth<< >>rtm<< >>rtw<< >>rub<< >>ruc<< >>rue<< >>ruf<< >>rug<< >>ruh<< >>ruk<< >>run<< >>ruo<< >>rup<< >>ruq<< >>rus<< >>rut<< >>ruu<< >>rwk<< >>rwm<< >>rwo<< >>rzh<< >>saa<< >>sab<< >>sac<< >>sad<< >>saf<< >>sag<< >>sah<< >>saj<< >>sak<< >>sam<< >>san<< >>san_Deva<< >>saq<< >>sar<< >>sas<< >>sat<< >>sat_Latn<< >>sau<< >>sav<< >>saw<< >>sax<< >>say<< >>saz<< >>sba<< >>sbb<< >>sbc<< >>sbd<< >>sbe<< >>sbh<< >>sbk<< >>sbl<< >>sbm<< >>sbn<< >>sbo<< >>sbp<< >>sbq<< >>sbr<< >>sbs<< >>sbu<< >>sbw<< >>sbx<< >>sby<< >>sbz<< >>scb<< >>sce<< >>scf<< >>scg<< >>sch<< >>sci<< >>sck<< >>scl<< >>scn<< >>sco<< >>scp<< >>scq<< >>sct<< >>scu<< >>scv<< >>scw<< >>scx<< >>sda<< >>sdb<< >>sde<< >>sdf<< >>sdg<< >>sdh<< >>sdj<< >>sdm<< >>sdo<< >>sdp<< >>sdr<< >>sds<< >>sdt<< >>sdu<< >>sdx<< >>sdz<< >>sea<< >>sec<< >>sed<< >>see<< >>sef<< >>seg<< >>seh<< >>sei<< >>sej<< >>sek<< >>sel<< >>sen<< >>sep<< >>seq<< >>ser<< >>ses<< >>seu<< >>sev<< >>sew<< >>sez<< >>sfe<< >>sfw<< >>sga<< >>sgb<< >>sgd<< >>sge<< >>sgh<< >>sgi<< >>sgk<< >>sgl<< >>sgm<< >>sgp<< >>sgr<< >>sgs<< >>sgt<< >>sgu<< >>sgw<< >>sgy<< >>sgz<< >>sha<< >>shc<< >>shd<< >>she<< >>shh<< >>shi<< >>shi_Latn<< >>shk<< >>shl<< >>shm<< >>shn<< >>sho<< >>shq<< >>shr<< >>shs<< >>shs_Latn<< >>sht<< >>shv<< >>shw<< >>shx<< >>shy<< >>shy_Latn<< >>shz<< >>sia<< >>sib<< >>sid<< >>sie<< >>sig<< >>sih<< >>sii<< >>sij<< >>sil<< >>sin<< >>sip<< >>sir<< >>six<< >>siy<< >>siz<< >>sjb<< >>sjd<< >>sje<< >>sjk<< >>sjl<< >>sjm<< >>sjn<< >>sjn_Latn<< >>sjo<< >>sjp<< >>sjr<< >>sjs<< >>sjt<< >>sju<< >>sjw<< >>skb<< >>skc<< >>ske<< >>skf<< >>skh<< >>ski<< >>skj<< >>skm<< >>skn<< >>sko<< >>skp<< >>skq<< >>skr<< >>sks<< >>skt<< >>sku<< >>skw<< >>skx<< >>sky<< >>skz<< >>sld<< >>sle<< >>slg<< >>slh<< >>sli<< >>slk<< >>sll<< >>slm<< >>sln<< >>slp<< >>slq<< >>slr<< >>slt<< >>slu<< >>slv<< >>slw<< >>slx<< >>sly<< >>slz<< >>sma<< >>smc<< >>smd<< >>sme<< >>smh<< >>smj<< >>smk<< >>sml<< >>sml_Latn<< >>smm<< >>smn<< >>smo<< >>smp<< >>smr<< >>sms<< >>smt<< >>smu<< >>smv<< >>smw<< >>smx<< >>smy<< >>sna<< >>snb<< >>snc<< >>snd<< >>snd_Arab<< >>sne<< >>snf<< >>sng<< >>snj<< >>snk<< >>snl<< >>snm<< >>snp<< >>snq<< >>snr<< >>sns<< >>snv<< >>snw<< >>snx<< >>snz<< >>soa<< >>sob<< >>soc<< >>sod<< >>soe<< >>sog<< >>soi<< >>soj<< >>sok<< >>sol<< >>som<< >>soo<< >>sop<< >>sor<< >>sos<< >>sot<< >>sou<< >>sov<< >>sox<< >>soy<< >>soz<< >>spa<< >>spb<< >>spd<< >>spe<< >>spg<< >>spl<< >>spo<< >>spp<< >>spq<< >>spr<< >>sps<< >>spt<< >>spu<< >>spx<< >>sqa<< >>sqh<< >>sqi<< >>sqm<< >>sqn<< >>sqo<< >>sqq<< >>sqr<< >>sqt<< >>squ<< >>sra<< >>srb<< >>srd<< >>sre<< >>srf<< >>srg<< >>srh<< >>srk<< >>srm<< >>srn<< >>srp_Cyrl<< >>srq<< >>srr<< >>srs<< >>srv<< >>srw<< >>srx<< >>sry<< >>srz<< >>ssb<< >>ssc<< >>ssd<< >>sse<< >>ssf<< >>ssg<< >>ssi<< >>ssj<< >>ssk<< >>ssl<< >>ssm<< >>ssn<< >>sso<< >>sss<< >>sst<< >>ssv<< >>ssw<< >>ssx<< >>ssy<< >>ssz<< >>stb<< >>ste<< >>stg<< >>sti<< >>stj<< >>stl<< >>stm<< >>stn<< >>sto<< >>stp<< >>stq<< >>str<< >>sts<< >>stt<< >>stu<< >>stv<< >>stw<< >>sty<< >>sub<< >>suc<< >>sue<< >>sug<< >>suj<< >>suk<< >>sun<< >>sur<< >>sus<< >>sut<< >>suv<< >>suw<< >>suz<< >>sva<< >>svb<< >>svc<< >>sve<< >>svm<< >>svx<< >>swa<< >>swb<< >>swc<< >>swe<< >>swf<< >>swg<< >>swh<< >>swj<< >>swk<< >>swm<< >>swn<< >>swp<< >>swq<< >>sws<< >>swu<< >>sww<< >>swx<< >>swy<< >>sxb<< >>sxe<< >>sxg<< >>sxl<< >>sxn<< >>sxr<< >>sxs<< >>sxu<< >>sxw<< >>sya<< >>syb<< >>syc<< >>syc_Syrc<< >>syi<< >>syk<< >>syl<< >>syl_Sylo<< >>sym<< >>syn<< >>syo<< >>syr<< >>sys<< >>syw<< >>syx<< >>sza<< >>szb<< >>szc<< >>szg<< >>szl<< >>szn<< >>szv<< >>szw<< >>taa<< >>tab<< >>tac<< >>tae<< >>tag<< >>tah<< >>taj<< >>tak<< >>tal<< >>tam<< >>tan<< >>tao<< >>tap<< >>taq<< >>tar<< >>tat<< >>tau<< >>taw<< >>tax<< >>tay<< >>taz<< >>tbc<< >>tbe<< >>tbf<< >>tbg<< >>tbj<< >>tbk<< >>tbl<< >>tbm<< >>tbn<< >>tbo<< >>tbr<< >>tbt<< >>tbu<< >>tbw<< >>tbx<< >>tbz<< >>tcb<< >>tcd<< >>tce<< >>tcf<< >>tch<< >>tck<< >>tcl<< >>tcm<< >>tcn<< >>tco<< >>tcp<< >>tcs<< >>tcu<< >>tcx<< >>tcy<< >>tcz<< >>tda<< >>tdb<< >>tdd<< >>tdf<< >>tdg<< >>tdh<< >>tdi<< >>tdj<< >>tdk<< >>tdl<< >>tdn<< >>tdo<< >>tdq<< >>tdr<< >>tdt<< >>tdv<< >>tdy<< >>tea<< >>ted<< >>tef<< >>teg<< >>tek<< >>tel<< >>tem<< >>teo<< >>tep<< >>ter<< >>tes<< >>tet<< >>teu<< >>tev<< >>tey<< >>tez<< >>tfi<< >>tfn<< >>tfr<< >>tft<< >>tga<< >>tgb<< >>tgc<< >>tgd<< >>tge<< >>tgf<< >>tgg<< >>tgh<< >>tgi<< >>tgj<< >>tgk<< >>tgk_Cyrl<< >>tgk_Latn<< >>tgl<< >>tgl_Latn<< >>tgl_Tglg<< >>tgn<< >>tgo<< >>tgp<< >>tgq<< >>tgs<< >>tgt<< >>tgw<< >>tgx<< >>tgy<< >>tha<< >>the<< >>thf<< >>thh<< >>thi<< >>thk<< >>thl<< >>thm<< >>thn<< >>thp<< >>thq<< >>thr<< >>ths<< >>tht<< >>thv<< >>thy<< >>tia<< >>tic<< >>tif<< >>tig<< >>tih<< >>tii<< >>tij<< >>tik<< >>til<< >>tim<< >>tin<< >>tio<< >>tiq<< >>tir<< >>tis<< >>tiu<< >>tiv<< >>tiy<< >>tiz<< >>tja<< >>tjg<< >>tji<< >>tjl<< >>tjn<< >>tjo<< >>tjs<< >>tkb<< >>tkd<< >>tke<< >>tkl<< >>tkp<< >>tkq<< >>tkr<< >>tks<< >>tkt<< >>tkv<< >>tkw<< >>tkx<< >>tkz<< >>tla<< >>tlb<< >>tld<< >>tlf<< >>tlh<< >>tlh_Latn<< >>tli<< >>tlj<< >>tlk<< >>tll<< >>tlm<< >>tln<< >>tlo<< >>tlq<< >>tlr<< >>tls<< >>tlt<< >>tlu<< >>tlv<< >>tlx<< >>tly<< >>tly_Latn<< >>tmb<< >>tmc<< >>tmg<< >>tmh<< >>tmi<< >>tml<< >>tmm<< >>tmn<< >>tmo<< >>tmq<< >>tmr<< >>tmr_Hebr<< >>tms<< >>tmt<< >>tmv<< >>tmw_Latn<< >>tmy<< >>tnb<< >>tnd<< >>tng<< >>tnh<< >>tni<< >>tnk<< >>tnl<< >>tnn<< >>tnp<< >>tnq<< >>tnr<< >>tns<< >>tnt<< >>tnu<< >>tnv<< >>tnw<< >>tnx<< >>tny<< >>tnz<< >>tod<< >>tog<< >>toh<< >>toi<< >>toi_Latn<< >>toj<< >>tol<< >>tom<< >>ton<< >>toq<< >>tor<< >>tou<< >>tov<< >>tox<< >>toy<< >>toz<< >>tpa<< >>tpc<< >>tpe<< >>tpf<< >>tpi<< >>tpj<< >>tpl<< >>tpm<< >>tpn<< >>tpo<< >>tpq<< >>tpr<< >>tpu<< >>tpv<< >>tpw<< >>tpw_Latn<< >>tpx<< >>tpz<< >>tql<< >>tqp<< >>tqq<< >>tqr<< >>tqu<< >>tra<< >>trb<< >>trc<< >>trd<< >>tre<< >>trf<< >>trg<< >>trj<< >>trm<< >>trn<< >>tro<< >>trp<< >>trq<< >>trs<< >>trs_Latn<< >>tru<< >>trv<< >>trw<< >>trx<< >>try<< >>tsa<< >>tsb<< >>tsc<< >>tsd<< >>tsg<< >>tsh<< >>tsj<< >>tsk<< >>tsl<< >>tsn<< >>tso<< >>tsp<< >>tsr<< >>tst<< >>tsu<< >>tsv<< >>tsw<< >>tta<< >>ttb<< >>ttc<< >>tte<< >>ttf<< >>ttg<< >>tth<< >>tti<< >>ttj<< >>ttl<< >>ttm<< >>tto<< >>ttp<< >>ttr<< >>tts<< >>ttt<< >>ttu<< >>ttv<< >>ttw<< >>ttz<< >>tub<< >>tuc<< >>tuf<< >>tug<< >>tui<< >>tuk<< >>tuk_Cyrl<< >>tuk_Latn<< >>tul<< >>tum<< >>tuq<< >>tur<< >>tus<< >>tuu<< >>tuv<< >>tuz<< >>tva<< >>tvd<< >>tve<< >>tvk<< >>tvl<< >>tvm<< >>tvn<< >>tvs<< >>tvt<< >>tvu<< >>tvw<< >>tvy<< >>twa<< >>twb<< >>twc<< >>twd<< >>twh<< >>twi<< >>twl<< >>twm<< >>twn<< >>two<< >>twp<< >>twq<< >>twr<< >>twt<< >>twu<< >>twx<< >>twy<< >>txa<< >>txb<< >>txc<< >>txe<< >>txg<< >>txh<< >>txm<< >>txn<< >>txo<< >>txq<< >>txs<< >>txt<< >>txx<< >>tya<< >>tye<< >>tyh<< >>tyi<< >>tyj<< >>tyj_Latn<< >>tyn<< >>tyr<< >>tys<< >>tyt<< >>tyv<< >>tyx<< >>tyz<< >>tzh<< >>tzj<< >>tzl<< >>tzl_Latn<< >>tzm<< >>tzm_Latn<< >>tzm_Tfng<< >>tzn<< >>tzo<< >>uan<< >>uba<< >>ubi<< >>ubr<< >>ubu<< >>uby<< >>uda<< >>ude<< >>udg<< >>udi<< >>udj<< >>udl<< >>udm<< >>udu<< >>ues<< >>ufi<< >>uga<< >>uge<< >>ugo<< >>uha<< >>uhn<< >>uig<< >>uig_Arab<< >>uig_Cyrl<< >>uig_Latn<< >>uiv<< >>uji<< >>ukg<< >>ukh<< >>ukp<< >>ukq<< >>ukr<< >>uku<< >>ukw<< >>ula<< >>ulb<< >>ulc<< >>uli<< >>ull<< >>ulm<< >>uln<< >>ulu<< >>umb<< >>umi<< >>umm<< >>umn<< >>ums<< >>una<< >>une<< >>unk<< >>unr<< >>unu<< >>unz<< >>upv<< >>urd<< >>urg<< >>urh<< >>url<< >>urm<< >>urn<< >>urr<< >>urv<< >>urw<< >>usa<< >>ush<< >>usi<< >>usk<< >>usp<< >>usp_Latn<< >>usu<< >>uta<< >>ute<< >>utp<< >>utr<< >>utu<< >>uum<< >>uun<< >>uur<< >>uuu<< >>uve<< >>uvh<< >>uvl<< >>uya<< >>uzb<< >>uzb_Cyrl<< >>uzb_Latn<< >>vaa<< >>vae<< >>vaf<< >>vag<< >>vah<< >>vai<< >>val<< >>vao<< >>vap<< >>var<< >>vas<< >>vau<< >>vav<< >>vay<< >>vbb<< >>vec<< >>ved<< >>vel<< >>vem<< >>ven<< >>veo<< >>vep<< >>ver<< >>vgr<< >>vic<< >>vid<< >>vie<< >>vif<< >>vig<< >>vin<< >>vis<< >>vit<< >>viv<< >>vki<< >>vkl<< >>vko<< >>vkp<< >>vlp<< >>vls<< >>vma<< >>vmb<< >>vmc<< >>vmd<< >>vme<< >>vmf<< >>vmg<< >>vmh<< >>vmj<< >>vmk<< >>vmm<< >>vmp<< >>vmq<< >>vmr<< >>vmw<< >>vmx<< >>vmy<< >>vmz<< >>vnk<< >>vnm<< >>vnp<< >>vol<< >>vol_Latn<< >>vor<< >>vot<< >>vot_Latn<< >>vra<< >>vro<< >>vrs<< >>vrt<< >>vum<< >>vun<< >>vut<< >>vwa<< >>wab<< >>wad<< >>wae<< >>wag<< >>wah<< >>waj<< >>wal<< >>wam<< >>wan<< >>wap<< >>war<< >>was<< >>wat<< >>wau<< >>wav<< >>waz<< >>wbb<< >>wbf<< >>wbh<< >>wbi<< >>wbj<< >>wbk<< >>wbl<< >>wbm<< >>wbp<< >>wbq<< >>wbw<< >>wci<< >>wdd<< >>wdg<< >>wea<< >>wec<< >>wed<< >>weh<< >>wem<< >>weo<< >>wep<< >>wes<< >>wet<< >>wew<< >>wgb<< >>wgi<< >>wgo<< >>wha<< >>whg<< >>whk<< >>wib<< >>wic<< >>win<< >>wiv<< >>wiy<< >>wja<< >>wji<< >>wka<< >>wkd<< >>wkl<< >>wku<< >>wlc<< >>wle<< >>wli<< >>wlk<< >>wll<< >>wlm<< >>wln<< >>wlo<< >>wlr<< >>wls<< >>wlw<< >>wlx<< >>wly<< >>wmc<< >>wme<< >>wmh<< >>wmm<< >>wmn<< >>wms<< >>wmt<< >>wmw<< >>wnb<< >>wnc<< >>wne<< >>wng<< >>wni<< >>wnk<< >>wno<< >>wnu<< >>wob<< >>woc<< >>wod<< >>woe<< >>wof<< >>wok<< >>wol<< >>wom<< >>won<< >>woo<< >>wow<< >>wrn<< >>wrp<< >>wru<< >>wrx<< >>wsa<< >>wsi<< >>wsk<< >>wsr<< >>wss<< >>wsv<< >>wtf<< >>wti<< >>wtm<< >>wtw<< >>wud<< >>wuh<< >>wul<< >>wum<< >>wun<< >>wuu<< >>wuv<< >>wuy<< >>wwa<< >>wwo<< >>www<< >>wxa<< >>wya<< >>wym<< >>wyr<< >>wyy<< >>xaa<< >>xab<< >>xac<< >>xal<< >>xan<< >>xao<< >>xas<< >>xaw<< >>xay<< >>xbc<< >>xbm<< >>xbo<< >>xbp<< >>xbr<< >>xcb<< >>xce<< >>xcg<< >>xcl<< >>xcl_Armn<< >>xcl_Latn<< >>xco<< >>xcr<< >>xct<< >>xcu<< >>xdc<< >>xdo<< >>xdy<< >>xeb<< >>xed<< >>xem<< >>xes<< >>xfa<< >>xga<< >>xgb<< >>xgf<< >>xgl<< >>xhd<< >>xho<< >>xir<< >>xka<< >>xkb<< >>xkc<< >>xkd<< >>xke<< >>xkf<< >>xkg<< >>xkj<< >>xkk<< >>xkl<< >>xkn<< >>xkp<< >>xkq<< >>xks<< >>xkt<< >>xku<< >>xkv<< >>xkx<< >>xky<< >>xkz<< >>xlb<< >>xlc<< >>xld<< >>xlg<< >>xlo<< >>xlp<< >>xls<< >>xlu<< >>xma<< >>xmb<< >>xmc<< >>xmd<< >>xmf<< >>xmg<< >>xmj<< >>xmk<< >>xmr<< >>xmt<< >>xmx<< >>xmz<< >>xna<< >>xnb<< >>xng<< >>xnh<< >>xnn<< >>xns<< >>xnt<< >>xoc<< >>xog<< >>xom<< >>xon<< >>xow<< >>xpc<< >>xpg<< >>xpi<< >>xpo<< >>xpq<< >>xpr<< >>xps<< >>xpu<< >>xqt<< >>xrb<< >>xrg<< >>xsa<< >>xsb<< >>xsc<< >>xsd<< >>xse<< >>xsh<< >>xsi<< >>xsm<< >>xsn<< >>xsp<< >>xsq<< >>xsr<< >>xsv<< >>xsy<< >>xta<< >>xtb<< >>xtc<< >>xtd<< >>xte<< >>xtg<< >>xti<< >>xtj<< >>xtl<< >>xtm<< >>xtn<< >>xto<< >>xtp<< >>xtq<< >>xts<< >>xtt<< >>xtu<< >>xty<< >>xua<< >>xub<< >>xuj<< >>xum<< >>xuo<< >>xup<< >>xve<< >>xvi<< >>xvn<< >>xwc<< >>xwe<< >>xwl<< >>xwo<< >>xxb<< >>xxk<< >>xxx<< >>xzh<< >>xzm<< >>yac<< >>yaf<< >>yah<< >>yai<< >>yaj<< >>yal<< >>yam<< >>yao<< >>yap<< >>yaq<< >>yas<< >>yat<< >>yav<< >>yaw<< >>yay<< >>yaz<< >>yba<< >>ybb<< >>ybe<< >>ybh<< >>ybi<< >>ybj<< >>ybk<< >>ybl<< >>ybm<< >>ybn<< >>ybo<< >>yby<< >>ych<< >>ycl<< >>ycn<< >>ycp<< >>ydg<< >>ydk<< >>yea<< >>yec<< >>yee<< >>yei<< >>yej<< >>yel<< >>yer<< >>yes<< >>yeu<< >>yey<< >>ygm<< >>ygp<< >>ygr<< >>yhl<< >>yid<< >>yif<< >>yig<< >>yii<< >>yij<< >>yik<< >>yim<< >>yin<< >>yip<< >>yiq<< >>yir<< >>yit<< >>yiu<< >>yiv<< >>yix<< >>yiz<< >>yka<< >>yki<< >>ykk<< >>ykl<< >>ykm<< >>ykn<< >>yko<< >>ykr<< >>ykt<< >>yku<< >>yky<< >>yli<< >>ylm<< >>ylo<< >>ylu<< >>yly<< >>ymc<< >>ymd<< >>ymh<< >>ymi<< >>ymk<< >>yml<< >>ymm<< >>ymn<< >>ymp<< >>ymq<< >>ymr<< >>ymx<< >>ymz<< >>yna<< >>yng<< >>ynk<< >>ynl<< >>ynn<< >>yno<< >>ynq<< >>yns<< >>yob<< >>yog<< >>yom<< >>yon<< >>yor<< >>yot<< >>yoy<< >>ypa<< >>ypb<< >>ypg<< >>yph<< >>ypm<< >>ypn<< >>ypo<< >>ypp<< >>ypz<< >>yre<< >>yrk<< >>yrl<< >>yrw<< >>ysd<< >>ysg<< >>ysn<< >>yso<< >>ysr<< >>ysy<< >>yta<< >>ytl<< >>ytp<< >>ytw<< >>yua<< >>yue_Hans<< >>yue_Hant<< >>yuf<< >>yul<< >>yum<< >>yun<< >>yur<< >>yut<< >>yuw<< >>yuy<< >>yvt<< >>ywl<< >>ywq<< >>ywt<< >>ywu<< >>yyz<< >>yzk<< >>zah<< >>zaj<< >>zak<< >>zal<< >>zam<< >>zap<< >>zau<< >>zay<< >>zaz<< >>zbc<< >>zbe<< >>zbl<< >>zbt<< >>zbw<< >>zdj<< >>zea<< >>zeg<< >>zen<< >>zga<< >>zgh<< >>zgr<< >>zha<< >>zhb<< >>zhi<< >>zho<< >>zhw<< >>zia<< >>zil<< >>zim<< >>zin<< >>ziz<< >>zka<< >>zkr<< >>zkt<< >>zlm_Arab<< >>zlm_Latn<< >>zmb<< >>zmf<< >>zmn<< >>zmp<< >>zmq<< >>zms<< >>zmw<< >>zmx<< >>zmz<< >>zna<< >>zne<< >>zng<< >>zns<< >>zom<< >>zrn<< >>zsa<< >>zsm_Arab<< >>zsm_Latn<< >>zsu<< >>zua<< >>zuh<< >>zul<< >>zum<< >>zuy<< >>zwa<< >>zyp<< >>zza<< |
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- **Original Model**: [opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-mul/opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.zip) |
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- **Resources for more information:** |
|
- [OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/mul-mul/opusTCv20230926%2Bbt%2Bjhubc_transformer-big_2024-08-17) |
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- [OPUS-MT-train GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
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- [More information about MarianNMT models in the transformers library](https://huggingface.co/docs/transformers/model_doc/marian) |
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- [Tatoeba Translation Challenge](https://github.com/Helsinki-NLP/Tatoeba-Challenge/) |
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- [HPLT bilingual data v1 (as part of the Tatoeba Translation Challenge dataset)](https://hplt-project.org/datasets/v1) |
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- [A massively parallel Bible corpus](https://aclanthology.org/L14-1215/) |
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This is a multilingual translation model with multiple target languages. A sentence initial language token is required in the form of `>>id<<` (id = valid target language ID), e.g. `>>aar<<` |
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## Uses |
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This model can be used for translation and text-to-text generation. |
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## Risks, Limitations and Biases |
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**CONTENT WARNING: Readers should be aware that the model is trained on various public data sets that may contain content that is disturbing, offensive, and can propagate historical and current stereotypes.** |
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Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). |
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## How to Get Started With the Model |
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A short example code: |
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```python |
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from transformers import MarianMTModel, MarianTokenizer |
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src_text = [ |
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">>rus<< You'd better not speak to Tom about that.", |
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">>ceb<< How are you?" |
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] |
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model_name = "pytorch-models/opus-mt-tc-bible-big-mul-mul" |
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tokenizer = MarianTokenizer.from_pretrained(model_name) |
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model = MarianMTModel.from_pretrained(model_name) |
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translated = model.generate(**tokenizer(src_text, return_tensors="pt", padding=True)) |
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for t in translated: |
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print( tokenizer.decode(t, skip_special_tokens=True) ) |
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# expected output: |
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# Лучше бы не поговорить с Томом об этом. |
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# Sa unsang paagi ikaw? |
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``` |
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You can also use OPUS-MT models with the transformers pipelines, for example: |
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```python |
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from transformers import pipeline |
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pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-bible-big-mul-mul") |
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print(pipe(">>rus<< You'd better not speak to Tom about that.")) |
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# expected output: Лучше бы не поговорить с Томом об этом. |
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``` |
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## Training |
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- **Data**: opusTCv20230926+bt+jhubc ([source](https://github.com/Helsinki-NLP/Tatoeba-Challenge)) |
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- **Pre-processing**: SentencePiece (spm64k,spm64k) |
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- **Model Type:** transformer-big |
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- **Original MarianNMT Model**: [opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-mul/opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.zip) |
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- **Training Scripts**: [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) |
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## Evaluation |
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* [Model scores at the OPUS-MT dashboard](https://opus.nlpl.eu/dashboard/index.php?pkg=opusmt&test=all&scoreslang=all&chart=standard&model=Tatoeba-MT-models/mul-mul/opusTCv20230926%2Bbt%2Bjhubc_transformer-big_2024-08-17) |
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* test set translations: [opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-mul/opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.test.txt) |
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* test set scores: [opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/mul-mul/opusTCv20230926+bt+jhubc_transformer-big_2024-08-17.eval.txt) |
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* benchmark results: [benchmark_results.txt](benchmark_results.txt) |
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* benchmark output: [benchmark_translations.zip](benchmark_translations.zip) |
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| langpair | testset | chr-F | BLEU | #sent | #words | |
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|----------|---------|-------|-------|-------|--------| |
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| multi-multi | tatoeba-test-v2020-07-28-v2023-09-26 | 0.51760 | 28.1 | 10000 | 73531 | |
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## Citation Information |
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* Publications: [Democratizing neural machine translation with OPUS-MT](https://doi.org/10.1007/s10579-023-09704-w) and [OPUS-MT – Building open translation services for the World](https://aclanthology.org/2020.eamt-1.61/) and [The Tatoeba Translation Challenge – Realistic Data Sets for Low Resource and Multilingual MT](https://aclanthology.org/2020.wmt-1.139/) (Please, cite if you use this model.) |
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```bibtex |
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@article{tiedemann2023democratizing, |
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title={Democratizing neural machine translation with {OPUS-MT}}, |
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author={Tiedemann, J{\"o}rg and Aulamo, Mikko and Bakshandaeva, Daria and Boggia, Michele and Gr{\"o}nroos, Stig-Arne and Nieminen, Tommi and Raganato, Alessandro and Scherrer, Yves and Vazquez, Raul and Virpioja, Sami}, |
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journal={Language Resources and Evaluation}, |
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number={58}, |
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pages={713--755}, |
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year={2023}, |
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publisher={Springer Nature}, |
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issn={1574-0218}, |
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doi={10.1007/s10579-023-09704-w} |
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} |
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@inproceedings{tiedemann-thottingal-2020-opus, |
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title = "{OPUS}-{MT} {--} Building open translation services for the World", |
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author = {Tiedemann, J{\"o}rg and Thottingal, Santhosh}, |
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booktitle = "Proceedings of the 22nd Annual Conference of the European Association for Machine Translation", |
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month = nov, |
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year = "2020", |
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address = "Lisboa, Portugal", |
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publisher = "European Association for Machine Translation", |
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url = "https://aclanthology.org/2020.eamt-1.61", |
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pages = "479--480", |
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} |
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@inproceedings{tiedemann-2020-tatoeba, |
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title = "The Tatoeba Translation Challenge {--} Realistic Data Sets for Low Resource and Multilingual {MT}", |
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author = {Tiedemann, J{\"o}rg}, |
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booktitle = "Proceedings of the Fifth Conference on Machine Translation", |
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month = nov, |
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year = "2020", |
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address = "Online", |
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publisher = "Association for Computational Linguistics", |
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url = "https://aclanthology.org/2020.wmt-1.139", |
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pages = "1174--1182", |
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} |
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``` |
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## Acknowledgements |
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The work is supported by the [HPLT project](https://hplt-project.org/), funded by the European Union’s Horizon Europe research and innovation programme under grant agreement No 101070350. We are also grateful for the generous computational resources and IT infrastructure provided by [CSC -- IT Center for Science](https://www.csc.fi/), Finland, and the [EuroHPC supercomputer LUMI](https://www.lumi-supercomputer.eu/). |
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## Model conversion info |
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* transformers version: 4.45.1 |
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* OPUS-MT git hash: 0882077 |
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* port time: Wed Oct 9 19:20:34 EEST 2024 |
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* port machine: LM0-400-22516.local |
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