Update README.md

README.md

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----
-license: cc-by-4.0
----
+---
+license: cc-by-4.0
+tags:
+- multilingual
+- character-level
+language:
+ - eng
+ - aai
+ - aak
+ - aau
+ - aaz
+ - aba
+ - abi
+ - abk
+ - abn
+ - abq
+ - abs
+ - abt
+ - abx
+ - aby
+ - abz
+ - aca
+ - acd
+ - ace
+ - acf
+ - ach
+ - acm
+ - acn
+ - acr
+ - acu
+ - ada
+ - ade
+ - adh
+ - adi
+ - adj
+ - adl
+ - ady
+ - adz
+ - aeb
+ - aer
+ - aeu
+ - aey
+ - afr
+ - agd
+ - agg
+ - agm
+ - agn
+ - agr
+ - agt
+ - agu
+ - agw
+ - agx
+ - aha
+ - ahk
+ - aia
+ - aii
+ - aim
+ - ain
+ - ajg
+ - aji
+ - ajz
+ - akb
+ - ake
+ - akh
+ - akp
+ - alj
+ - aln
+ - alp
+ - alq
+ - als
+ - alt
+ - aly
+ - alz
+ - ame
+ - amf
+ - amh
+ - ami
+ - amk
+ - amm
+ - amn
+ - amp
+ - amr
+ - amu
+ - amx
+ - ang
+ - anm
+ - ann
+ - anp
+ - anv
+ - any
+ - aoi
+ - aoj
+ - aom
+ - aoz
+ - apb
+ - apc
+ - ape
+ - apn
+ - apr
+ - apt
+ - apu
+ - apw
+ - apy
+ - apz
+ - arb
+ - are
+ - arg
+ - arl
+ - arn
+ - arp
+ - arq
+ - ars
+ - ary
+ - arz
+ - asg
+ - asm
+ - aso
+ - ast
+ - ata
+ - atb
+ - atd
+ - atg
+ - ati
+ - atj
+ - atq
+ - att
+ - auc
+ - aui
+ - auy
+ - ava
+ - avk
+ - avn
+ - avt
+ - avu
+ - awa
+ - awb
+ - awx
+ - ayo
+ - ayp
+ - ayr
+ - azb
+ - azg
+ - azj
+ - azz
+ - bak
+ - bam
+ - ban
+ - bao
+ - bar
+ - bas
+ - bav
+ - bba
+ - bbb
+ - bbc
+ - bbj
+ - bbk
+ - bbo
+ - bbr
+ - bch
+ - bci
+ - bcl
+ - bco
+ - bcw
+ - bdd
+ - bdh
+ - bdq
+ - bea
+ - bef
+ - bel
+ - bem
+ - ben
+ - beq
+ - bew
+ - bex
+ - bfd
+ - bfo
+ - bgr
+ - bgs
+ - bgt
+ - bgz
+ - bhg
+ - bhl
+ - bho
+ - bhp
+ - bhw
+ - bhz
+ - bib
+ - big
+ - bim
+ - bin
+ - bis
+ - biu
+ - biv
+ - bjn
+ - bjp
+ - bjr
+ - bjv
+ - bkd
+ - bkl
+ - bkq
+ - bku
+ - bkv
+ - bla
+ - blh
+ - blk
+ - blw
+ - blz
+ - bmh
+ - bmk
+ - bmq
+ - bmr
+ - bmu
+ - bmv
+ - bno
+ - bnp
+ - boa
+ - bod
+ - boj
+ - bom
+ - bon
+ - bos
+ - bov
+ - box
+ - bpr
+ - bps
+ - bpy
+ - bqc
+ - bqj
+ - bqp
+ - bre
+ - brh
+ - bru
+ - brx
+ - bsc
+ - bsn
+ - bsp
+ - bsq
+ - bss
+ - btd
+ - bth
+ - bts
+ - btt
+ - btx
+ - bud
+ - bug
+ - buk
+ - bul
+ - bum
+ - bus
+ - bvc
+ - bvd
+ - bvr
+ - bvz
+ - bwd
+ - bwi
+ - bwq
+ - bwu
+ - bxh
+ - bxr
+ - byr
+ - byv
+ - byx
+ - bzd
+ - bzh
+ - bzi
+ - bzj
+ - caa
+ - cab
+ - cac
+ - caf
+ - cag
+ - cak
+ - cao
+ - cap
+ - caq
+ - car
+ - cas
+ - cat
+ - cav
+ - cax
+ - cbc
+ - cbi
+ - cbk
+ - cbr
+ - cbs
+ - cbt
+ - cbu
+ - cbv
+ - cce
+ - cco
+ - ccp
+ - ceb
+ - ceg
+ - cek
+ - ces
+ - cfm
+ - cgc
+ - cgg
+ - cha
+ - chd
+ - che
+ - chf
+ - chj
+ - chk
+ - cho
+ - chq
+ - chr
+ - chu
+ - chv
+ - chw
+ - chz
+ - cjk
+ - cjo
+ - cjp
+ - cjs
+ - cjv
+ - ckb
+ - cko
+ - ckt
+ - cle
+ - clu
+ - cly
+ - cme
+ - cmn
+ - cmo
+ - cmr
+ - cnh
+ - cni
+ - cnk
+ - cnl
+ - cnt
+ - cnw
+ - coe
+ - cof
+ - cok
+ - con
+ - cop
+ - cor
+ - cos
+ - cot
+ - cou
+ - cpa
+ - cpb
+ - cpc
+ - cpu
+ - cpy
+ - crh
+ - crj
+ - crk
+ - crl
+ - crm
+ - crn
+ - crs
+ - crt
+ - crx
+ - csb
+ - csk
+ - cso
+ - csw
+ - csy
+ - cta
+ - ctd
+ - cto
+ - ctp
+ - ctu
+ - cub
+ - cuc
+ - cui
+ - cuk
+ - cul
+ - cut
+ - cux
+ - cwe
+ - cwt
+ - cya
+ - cym
+ - czt
+ - daa
+ - dad
+ - daf
+ - dag
+ - dah
+ - dak
+ - dan
+ - dar
+ - ddg
+ - ddn
+ - ded
+ - des
+ - deu
+ - dga
+ - dgc
+ - dgi
+ - dgr
+ - dgz
+ - dhg
+ - dhm
+ - dhv
+ - did
+ - dig
+ - dik
+ - diq
+ - dis
+ - diu
+ - div
+ - dje
+ - djk
+ - djr
+ - dks
+ - dln
+ - dng
+ - dnj
+ - dnw
+ - dob
+ - doi
+ - dop
+ - dos
+ - dow
+ - drg
+ - dru
+ - dsb
+ - dtb
+ - dtp
+ - dts
+ - dty
+ - dua
+ - due
+ - dug
+ - duo
+ - dur
+ - dwr
+ - dww
+ - dyi
+ - dyo
+ - dyu
+ - dzo
+ - ebk
+ - efi
+ - eka
+ - ekk
+ - eko
+ - ell
+ - emi
+ - eml
+ - emp
+ - enb
+ - enl
+ - enm
+ - enq
+ - enx
+ - epo
+ - eri
+ - ese
+ - esi
+ - esk
+ - ess
+ - esu
+ - eto
+ - etr
+ - etu
+ - eus
+ - eve
+ - ewe
+ - ewo
+ - ext
+ - eza
+ - faa
+ - fad
+ - fai
+ - fal
+ - fan
+ - fao
+ - far
+ - fas
+ - fat
+ - ffm
+ - fij
+ - fil
+ - fin
+ - fit
+ - fkv
+ - fmu
+ - fon
+ - for
+ - fra
+ - frd
+ - fro
+ - frp
+ - frr
+ - fry
+ - fub
+ - fud
+ - fue
+ - fuf
+ - fuh
+ - fuq
+ - fur
+ - fuv
+ - gaa
+ - gag
+ - gah
+ - gai
+ - gam
+ - gaw
+ - gaz
+ - gbi
+ - gbo
+ - gbr
+ - gcf
+ - gcr
+ - gde
+ - gdg
+ - gdn
+ - gdr
+ - geb
+ - gej
+ - gfk
+ - ghs
+ - gid
+ - gil
+ - giz
+ - gjn
+ - gkn
+ - gla
+ - gle
+ - glg
+ - glk
+ - glv
+ - gmh
+ - gmv
+ - gna
+ - gnb
+ - gnd
+ - gng
+ - gnn
+ - gnw
+ - goa
+ - gof
+ - gog
+ - goh
+ - gom
+ - gor
+ - gos
+ - got
+ - gqr
+ - grc
+ - grt
+ - gso
+ - gsw
+ - gub
+ - guc
+ - gud
+ - gug
+ - guh
+ - gui
+ - guj
+ - guk
+ - gul
+ - gum
+ - gun
+ - guo
+ - guq
+ - gur
+ - guu
+ - guw
+ - gux
+ - guz
+ - gvc
+ - gvf
+ - gvl
+ - gvn
+ - gwi
+ - gwr
+ - gya
+ - gym
+ - gyr
+ - hac
+ - hae
+ - hag
+ - hak
+ - hat
+ - hau
+ - hav
+ - haw
+ - hay
+ - hbo
+ - hch
+ - heb
+ - heg
+ - heh
+ - her
+ - hif
+ - hig
+ - hil
+ - hin
+ - hix
+ - hla
+ - hmo
+ - hmr
+ - hne
+ - hnj
+ - hnn
+ - hns
+ - hop
+ - hot
+ - hra
+ - hrv
+ - hrx
+ - hsb
+ - hto
+ - hub
+ - hui
+ - hun
+ - hus
+ - huu
+ - huv
+ - hvn
+ - hwc
+ - hye
+ - hyw
+ - ian
+ - iba
+ - ibg
+ - ibo
+ - icr
+ - ido
+ - idu
+ - ifa
+ - ifb
+ - ife
+ - ifk
+ - ifu
+ - ify
+ - ige
+ - ign
+ - ike
+ - ikk
+ - ikt
+ - ikw
+ - ilb
+ - ile
+ - ilo
+ - imo
+ - ina
+ - inb
+ - ind
+ - inh
+ - ino
+ - iou
+ - ipi
+ - iqw
+ - iri
+ - irk
+ - iry
+ - isd
+ - ish
+ - isl
+ - iso
+ - ita
+ - itv
+ - ium
+ - ivb
+ - ivv
+ - iws
+ - ixl
+ - izr
+ - izz
+ - jaa
+ - jac
+ - jae
+ - jam
+ - jav
+ - jbo
+ - jbu
+ - jic
+ - jiv
+ - jmc
+ - jpn
+ - jra
+ - jun
+ - jvn
+ - kaa
+ - kab
+ - kac
+ - kak
+ - kal
+ - kam
+ - kan
+ - kao
+ - kaq
+ - kas
+ - kat
+ - kaz
+ - kbc
+ - kbd
+ - kbh
+ - kbm
+ - kbo
+ - kbp
+ - kbq
+ - kbr
+ - kby
+ - kca
+ - kcg
+ - kck
+ - kdc
+ - kde
+ - kdh
+ - kdi
+ - kdj
+ - kdl
+ - kdr
+ - kea
+ - kei
+ - kek
+ - ken
+ - keo
+ - ker
+ - kew
+ - kez
+ - kff
+ - kgf
+ - kgk
+ - kgp
+ - kgr
+ - kha
+ - khk
+ - khm
+ - khs
+ - khz
+ - kia
+ - kij
+ - kik
+ - kin
+ - kir
+ - kiu
+ - kix
+ - kjb
+ - kje
+ - kjh
+ - kjs
+ - kkc
+ - kki
+ - kkj
+ - kkl
+ - kle
+ - klt
+ - klv
+ - kmb
+ - kmg
+ - kmh
+ - kmk
+ - kmm
+ - kmo
+ - kmr
+ - kms
+ - kmu
+ - kmy
+ - knc
+ - kne
+ - knf
+ - kng
+ - knj
+ - knk
+ - kno
+ - knv
+ - knx
+ - kny
+ - kog
+ - koi
+ - koo
+ - kor
+ - kos
+ - kpe
+ - kpf
+ - kpg
+ - kpj
+ - kpq
+ - kpr
+ - kpv
+ - kpw
+ - kpx
+ - kpz
+ - kqc
+ - kqe
+ - kqf
+ - kql
+ - kqn
+ - kqo
+ - kqp
+ - kqs
+ - kqw
+ - kqy
+ - krc
+ - kri
+ - krj
+ - krl
+ - kru
+ - krx
+ - ksb
+ - ksc
+ - ksd
+ - ksf
+ - ksh
+ - ksj
+ - ksp
+ - ksr
+ - kss
+ - ksw
+ - ktb
+ - ktj
+ - ktm
+ - kto
+ - ktu
+ - ktz
+ - kua
+ - kub
+ - kud
+ - kue
+ - kuj
+ - kum
+ - kup
+ - kus
+ - kvg
+ - kvj
+ - kvn
+ - kwd
+ - kwf
+ - kwi
+ - kwj
+ - kwn
+ - kwy
+ - kxc
+ - kxm
+ - kxw
+ - kyc
+ - kyf
+ - kyg
+ - kyq
+ - kyu
+ - kyz
+ - kze
+ - kzf
+ - kzj
+ - lac
+ - lad
+ - lai
+ - laj
+ - lam
+ - lao
+ - lap
+ - lat
+ - lbb
+ - lbe
+ - lbj
+ - lbk
+ - lcm
+ - lcp
+ - ldi
+ - ldn
+ - lee
+ - lef
+ - leh
+ - lem
+ - leu
+ - lew
+ - lex
+ - lez
+ - lfn
+ - lgg
+ - lgl
+ - lgm
+ - lhi
+ - lhu
+ - lia
+ - lid
+ - lif
+ - lij
+ - lim
+ - lin
+ - lip
+ - lis
+ - lit
+ - liv
+ - ljp
+ - lki
+ - llb
+ - lld
+ - llg
+ - lln
+ - lmk
+ - lmo
+ - lmp
+ - lnd
+ - lob
+ - loe
+ - log
+ - lok
+ - lol
+ - lom
+ - loq
+ - loz
+ - lrc
+ - lsi
+ - lsm
+ - ltg
+ - ltz
+ - lua
+ - lub
+ - luc
+ - lud
+ - lue
+ - lug
+ - lun
+ - luo
+ - lus
+ - lvs
+ - lwg
+ - lwo
+ - lww
+ - lzh
+ - maa
+ - mad
+ - maf
+ - mag
+ - mah
+ - mai
+ - maj
+ - mak
+ - mal
+ - mam
+ - maq
+ - mar
+ - mas
+ - mau
+ - mav
+ - maw
+ - maz
+ - mbb
+ - mbc
+ - mbd
+ - mbf
+ - mbh
+ - mbi
+ - mbj
+ - mbl
+ - mbs
+ - mbt
+ - mca
+ - mcb
+ - mcd
+ - mcf
+ - mck
+ - mcn
+ - mco
+ - mcp
+ - mcq
+ - mcu
+ - mda
+ - mdf
+ - mdy
+ - med
+ - mee
+ - mej
+ - mek
+ - men
+ - meq
+ - mer
+ - met
+ - meu
+ - mev
+ - mfe
+ - mfg
+ - mfh
+ - mfi
+ - mfk
+ - mfq
+ - mfy
+ - mfz
+ - mgc
+ - mgh
+ - mgo
+ - mgr
+ - mhi
+ - mhl
+ - mhr
+ - mhw
+ - mhx
+ - mhy
+ - mib
+ - mic
+ - mie
+ - mif
+ - mig
+ - mih
+ - mil
+ - mim
+ - min
+ - mio
+ - mip
+ - miq
+ - mir
+ - mit
+ - miy
+ - miz
+ - mjc
+ - mjw
+ - mkd
+ - mkl
+ - mkn
+ - mks
+ - mkz
+ - mlh
+ - mlp
+ - mlt
+ - mlu
+ - mmn
+ - mmo
+ - mmx
+ - mna
+ - mnb
+ - mnf
+ - mni
+ - mnk
+ - mns
+ - mnw
+ - mnx
+ - mny
+ - moa
+ - moc
+ - mog
+ - moh
+ - mop
+ - mor
+ - mos
+ - mox
+ - mpg
+ - mph
+ - mpm
+ - mpp
+ - mps
+ - mpt
+ - mpx
+ - mqb
+ - mqj
+ - mqy
+ - mrg
+ - mri
+ - mrj
+ - mrq
+ - mrv
+ - mrw
+ - msb
+ - msc
+ - mse
+ - msk
+ - msy
+ - mta
+ - mtg
+ - mti
+ - mto
+ - mtp
+ - mua
+ - mug
+ - muh
+ - mui
+ - mup
+ - mur
+ - mus
+ - mux
+ - muy
+ - mva
+ - mvn
+ - mvp
+ - mwc
+ - mwf
+ - mwl
+ - mwm
+ - mwn
+ - mwp
+ - mwq
+ - mwv
+ - mww
+ - mxb
+ - mxp
+ - mxq
+ - mxt
+ - mxv
+ - mya
+ - myb
+ - myk
+ - myu
+ - myv
+ - myw
+ - myx
+ - myy
+ - mza
+ - mzh
+ - mzk
+ - mzl
+ - mzm
+ - mzn
+ - mzw
+ - mzz
+ - nab
+ - naf
+ - nah
+ - nak
+ - nan
+ - nap
+ - naq
+ - nas
+ - nav
+ - naw
+ - nba
+ - nbc
+ - nbe
+ - nbl
+ - nbq
+ - nbu
+ - nca
+ - nch
+ - ncj
+ - ncl
+ - ncq
+ - nct
+ - ncu
+ - ncx
+ - ndc
+ - nde
+ - ndh
+ - ndi
+ - ndj
+ - ndo
+ - nds
+ - ndz
+ - neb
+ - new
+ - nfa
+ - nfr
+ - ngb
+ - ngc
+ - ngl
+ - ngp
+ - ngu
+ - nhd
+ - nhe
+ - nhg
+ - nhi
+ - nhk
+ - nho
+ - nhr
+ - nhu
+ - nhw
+ - nhx
+ - nhy
+ - nia
+ - nif
+ - nii
+ - nij
+ - nim
+ - nin
+ - nio
+ - niu
+ - niy
+ - njb
+ - njm
+ - njn
+ - njo
+ - njz
+ - nkf
+ - nko
+ - nld
+ - nlg
+ - nma
+ - nmf
+ - nmh
+ - nmo
+ - nmw
+ - nmz
+ - nnb
+ - nng
+ - nnh
+ - nnl
+ - nno
+ - nnp
+ - nnq
+ - nnw
+ - noa
+ - nob
+ - nod
+ - nog
+ - non
+ - nop
+ - not
+ - nou
+ - nov
+ - nph
+ - npi
+ - npl
+ - npo
+ - npy
+ - nqo
+ - nre
+ - nrf
+ - nri
+ - nrm
+ - nsa
+ - nse
+ - nsm
+ - nsn
+ - nso
+ - nss
+ - nst
+ - nsu
+ - ntp
+ - ntr
+ - ntu
+ - nuj
+ - nus
+ - nuy
+ - nvm
+ - nwb
+ - nwi
+ - nwx
+ - nxd
+ - nya
+ - nyf
+ - nyk
+ - nyn
+ - nyo
+ - nyu
+ - nyy
+ - nza
+ - nzi
+ - nzm
+ - obo
+ - oci
+ - ogo
+ - ojb
+ - oke
+ - oku
+ - okv
+ - old
+ - olo
+ - omb
+ - omw
+ - ong
+ - ons
+ - ood
+ - opm
+ - orv
+ - ory
+ - oss
+ - ota
+ - otd
+ - ote
+ - otm
+ - otn
+ - oto
+ - otq
+ - ots
+ - otw
+ - oym
+ - ozm
+ - pab
+ - pad
+ - pag
+ - pah
+ - pam
+ - pan
+ - pao
+ - pap
+ - pau
+ - pbb
+ - pbc
+ - pbi
+ - pbt
+ - pcd
+ - pck
+ - pcm
+ - pdc
+ - pdt
+ - pem
+ - pfe
+ - pfl
+ - phm
+ - pib
+ - pio
+ - pir
+ - pis
+ - pjt
+ - pkb
+ - plg
+ - pls
+ - plt
+ - plu
+ - plw
+ - pma
+ - pmf
+ - pmq
+ - pms
+ - pmx
+ - pnb
+ - pne
+ - pnt
+ - pny
+ - poe
+ - poh
+ - poi
+ - pol
+ - pon
+ - por
+ - pos
+ - pot
+ - pov
+ - poy
+ - ppk
+ - ppo
+ - pps
+ - prf
+ - prg
+ - pri
+ - prq
+ - pse
+ - pss
+ - ptp
+ - ptu
+ - pui
+ - pwg
+ - pwn
+ - pww
+ - pxm
+ - qub
+ - quc
+ - quf
+ - qug
+ - quh
+ - qul
+ - qup
+ - qus
+ - quw
+ - quy
+ - quz
+ - qva
+ - qvc
+ - qve
+ - qvh
+ - qvi
+ - qvm
+ - qvn
+ - qvo
+ - qvs
+ - qvw
+ - qvz
+ - qwh
+ - qxh
+ - qxl
+ - qxn
+ - qxo
+ - qxr
+ - rad
+ - rai
+ - rap
+ - rar
+ - rav
+ - raw
+ - rcf
+ - rej
+ - rel
+ - rgu
+ - rhg
+ - ria
+ - rim
+ - rjs
+ - rkb
+ - rmc
+ - rme
+ - rml
+ - rmn
+ - rmo
+ - rmq
+ - rmy
+ - rnd
+ - rng
+ - rnl
+ - roh
+ - ron
+ - roo
+ - rop
+ - row
+ - rro
+ - rtm
+ - rub
+ - rue
+ - ruf
+ - rug
+ - run
+ - rup
+ - rus
+ - rwo
+ - sab
+ - sag
+ - sah
+ - san
+ - sas
+ - sat
+ - sba
+ - sbd
+ - sbe
+ - sbl
+ - sbs
+ - sby
+ - sck
+ - scn
+ - sco
+ - sda
+ - sdc
+ - sdh
+ - sdo
+ - sdq
+ - seh
+ - ses
+ - sey
+ - sfw
+ - sgb
+ - sgc
+ - sgh
+ - sgs
+ - sgw
+ - sgz
+ - shi
+ - shk
+ - shn
+ - shp
+ - shu
+ - sid
+ - sig
+ - sil
+ - sim
+ - sin
+ - sja
+ - sjo
+ - sju
+ - skg
+ - skr
+ - sld
+ - slk
+ - sll
+ - slv
+ - sma
+ - sme
+ - smj
+ - smk
+ - sml
+ - smn
+ - smo
+ - sms
+ - smt
+ - sna
+ - snc
+ - snd
+ - snf
+ - snn
+ - snp
+ - snw
+ - sny
+ - soe
+ - som
+ - sop
+ - soq
+ - sot
+ - soy
+ - spa
+ - spl
+ - spm
+ - spp
+ - sps
+ - spy
+ - srd
+ - sri
+ - srm
+ - srn
+ - srp
+ - srq
+ - srr
+ - ssd
+ - ssg
+ - ssw
+ - ssx
+ - stn
+ - stp
+ - stq
+ - sua
+ - suc
+ - sue
+ - suk
+ - sun
+ - sur
+ - sus
+ - suz
+ - swb
+ - swc
+ - swe
+ - swg
+ - swh
+ - swk
+ - swp
+ - sxb
+ - sxn
+ - syb
+ - syc
+ - syl
+ - szl
+ - szy
+ - tab
+ - tac
+ - tah
+ - taj
+ - tam
+ - tap
+ - taq
+ - tar
+ - tat
+ - tav
+ - taw
+ - tay
+ - tbc
+ - tbg
+ - tbk
+ - tbl
+ - tbo
+ - tbw
+ - tby
+ - tbz
+ - tca
+ - tcc
+ - tcf
+ - tcs
+ - tcy
+ - tcz
+ - ted
+ - tee
+ - tel
+ - tem
+ - teo
+ - ter
+ - tet
+ - tew
+ - tfr
+ - tgk
+ - tgo
+ - tgp
+ - tha
+ - thk
+ - thl
+ - tif
+ - tig
+ - tih
+ - tik
+ - tim
+ - tir
+ - tiv
+ - tiy
+ - tke
+ - tkl
+ - tkr
+ - tku
+ - tlb
+ - tlf
+ - tlh
+ - tlj
+ - tll
+ - tly
+ - tmc
+ - tmd
+ - tna
+ - tnc
+ - tnk
+ - tnn
+ - tnp
+ - tnr
+ - tob
+ - toc
+ - tod
+ - tog
+ - toh
+ - toi
+ - toj
+ - tok
+ - ton
+ - too
+ - top
+ - tos
+ - tpa
+ - tpi
+ - tpm
+ - tpp
+ - tpt
+ - tpw
+ - tpz
+ - tqo
+ - trc
+ - trn
+ - tro
+ - trp
+ - trq
+ - trs
+ - trv
+ - tsc
+ - tsg
+ - tsn
+ - tso
+ - tsw
+ - tsz
+ - ttc
+ - tte
+ - ttj
+ - ttq
+ - tuc
+ - tue
+ - tuf
+ - tui
+ - tuk
+ - tul
+ - tum
+ - tuo
+ - tur
+ - tuv
+ - tvk
+ - tvl
+ - twi
+ - twu
+ - twx
+ - txq
+ - txu
+ - tyv
+ - tzh
+ - tzj
+ - tzl
+ - tzm
+ - tzo
+ - ubr
+ - ubu
+ - udm
+ - udu
+ - uig
+ - ukr
+ - umb
+ - upv
+ - ura
+ - urb
+ - urd
+ - urh
+ - uri
+ - urk
+ - urt
+ - urw
+ - ury
+ - usa
+ - usp
+ - uth
+ - uvh
+ - uvl
+ - uzn
+ - uzs
+ - vag
+ - vap
+ - var
+ - vec
+ - ven
+ - vep
+ - vid
+ - vie
+ - viv
+ - vls
+ - vmk
+ - vmw
+ - vmy
+ - vol
+ - vot
+ - vro
+ - vun
+ - vut
+ - waj
+ - wal
+ - wap
+ - war
+ - wat
+ - way
+ - wba
+ - wbm
+ - wbp
+ - wed
+ - wer
+ - wes
+ - wew
+ - whg
+ - whk
+ - wib
+ - wim
+ - wiu
+ - wln
+ - wls
+ - wlv
+ - wlx
+ - wmt
+ - wmw
+ - wnc
+ - wnu
+ - wob
+ - wol
+ - wos
+ - wrk
+ - wrs
+ - wsg
+ - wsk
+ - wuu
+ - wuv
+ - wwa
+ - xal
+ - xav
+ - xbi
+ - xbr
+ - xed
+ - xho
+ - xla
+ - xmf
+ - xmm
+ - xmv
+ - xnn
+ - xog
+ - xon
+ - xrb
+ - xsb
+ - xsi
+ - xsm
+ - xsr
+ - xsu
+ - xtd
+ - xtm
+ - xtn
+ - xuo
+ - yaa
+ - yad
+ - yal
+ - yam
+ - yan
+ - yao
+ - yap
+ - yaq
+ - yat
+ - yaz
+ - ybb
+ - yby
+ - ycn
+ - ydd
+ - yim
+ - yka
+ - yle
+ - yli
+ - yml
+ - yom
+ - yon
+ - yor
+ - yrb
+ - yre
+ - yrk
+ - yrl
+ - yss
+ - yua
+ - yue
+ - yuj
+ - yup
+ - yut
+ - yuw
+ - yuz
+ - yva
+ - zaa
+ - zab
+ - zac
+ - zad
+ - zae
+ - zai
+ - zam
+ - zao
+ - zar
+ - zas
+ - zat
+ - zav
+ - zaw
+ - zca
+ - zdj
+ - zea
+ - zgh
+ - zia
+ - ziw
+ - zne
+ - zom
+ - zos
+ - zpa
+ - zpc
+ - zpg
+ - zpi
+ - zpj
+ - zpl
+ - zpm
+ - zpo
+ - zpq
+ - zpt
+ - zpu
+ - zpv
+ - zpz
+ - zsm
+ - zsr
+ - ztq
+ - zty
+ - zul
+ - zyb
+ - zyp
+pretty_name: FineFreq
+---
+**FineFreq** is a large-scale multilingual character frequency dataset derived from **96.6 trillion characters** across 1900+ languages, built from the[FineWeb and FineWeb2 corpora. It provides per-language frequency tables with **year-level temporal resolution**, covering the period 2013–2025.
+
+---
+### Dataset Structure
+
+Each file (per language-script pair) contains fields as follows:
+
+| Column                         | Description                                               |
+| ------------------------------ | --------------------------------------------------------- |
+| `iso_639_3`                    | ISO 639‑3 language code                                   |
+| `script`                       | Unicode script (e.g. Latn, Cyrl, Hani)                    |
+| `language_code`                | Combined language-script tag (e.g. `eng_Latn`)            |
+| `language_name`                | Human-readable language name                              |
+| `character`                    | Unicode character                                         |
+| `unicode_category`             | Unicode general category (e.g. `Ll`, `Lo`, `Pd`)          |
+| `unicode_name`                 | Official Unicode character name                           |
+| `total_frequency_all_time`     | Total count of the character across all available years   |
+| `time_periods_with_data_count` | Number of years with observed data                        |
+| `time_periods_list`            | List of years in which the character appeared             |
+| `year_20XX_frequency`          | Character frequency per year (e.g. `year_2017_frequency`) |
+
+Not all languages have full year coverage. Frequencies are raw counts (not percentages), normalized later as needed.
+
+Two manifest files are included for quick indexing:
+
+- `manifest/languages.csv`
+- `manifest/languages.parquet`
+
+Each row contains metadata per language-script pair:
+
+| Field                  | Description                          |
+| ---------------------- | ------------------------------------ |
+| `iso_639_3`            | ISO 639‑3 code                       |
+| `language_code`        | Language-script ID                   |
+| `script`               | Script used                          |
+| `language_name`        | Full language name                   |
+| `total_frequency`      | Sum of all character frequencies     |
+| `data_source`          | FineWeb or FineWeb2                  |
+| `years_count`          | Number of years with data            |
+| `min_year`, `max_year` | First and last year of data coverage |
+
+## Usage
+
+### Load a single language dataset (e.g. English)
+
+Use the standard Hugging Face `load_dataset` function to load data for any language.
+
+```python
+from datasets import load_dataset
+
+# Load character frequency data for English (eng_Latn)
+ds = load_dataset(
+    "lgi2p/finefreq",
+    data_files="DATA/eng_Latn/eng_Latn.parquet",  # Use .csv for CSV format
+    split="train"
+)
+
+# Convert to pandas DataFrame for analysis
+df = ds.to_pandas()
+
+# Display the top 20 characters by total frequency
+df_sorted = df.sort_values("total_frequency_all_time", ascending=False)
+print(df_sorted[["character", "unicode_name", "total_frequency_all_time"]].head(20))
+```
+---
+### Browse available languages
+
+Before loading data, you can check which languages are available in the dataset.
+```python
+import pandas as pd
+from huggingface_hub import hf_hub_download
+
+# Download and read the manifest file
+manifest_path = hf_hub_download(
+    repo_id="lgi2p/finefreq",
+    filename="manifest/languages.csv",
+    repo_type="dataset"
+)
+manifest_df = pd.read_csv(manifest_path)
+
+# Show a summary of available languages
+print(f"Total languages available: {len(manifest_df)}")
+print("\nLanguages with the most character occurrences:")
+print(manifest_df.nlargest(10, 'total_frequency')[['language_code', 'script', 'total_frequency']])
+```
+---
+### Optional: Helper function to load any language by code
+
+```python
+def load_finefreq(language_code: str, format="parquet"):
+    """
+    Load a FineFreq language dataset.
+    
+    Args:
+        language_code: Language identifier (e.g., 'eng_Latn', 'fra_Latn')
+        format: File format ('parquet' or 'csv')
+    
+    Returns:
+        pandas.DataFrame with character frequency data
+    """
+    from datasets import load_dataset
+    ext = "csv" if format == "csv" else "parquet"
+    ds = load_dataset(
+        "lgi2p/finefreq",
+        data_files=f"DATA/{language_code}/{language_code}.{ext}",
+        split="train"
+    )
+    return ds.to_pandas()
+
+# Example usage
+df_english = load_finefreq("eng_Latn")
+df_french = load_finefreq("fra_Latn")
+```
+
+---
+### Notes
+
+- Replace `"eng_Latn"` with any language code listed in `manifest/languages.csv`.
+- Both `.parquet` and `.csv` files are available for each language.
+- Parquet is recommended for faster loading; CSV is human-readable and previewable on the Hugging Face Hub.
+- Each language folder also contains a `metadata.json` file with summary statistics and source information.
+
+---
+## Citation
+
+```bibtex
+@article{Xu2025finefreq,
+  title={FineFreq: A Multilingual Character Frequency Dataset from Web-Scale Text},
+  author={Binbin Xu},
+  journal={arXiv preprint arXiv:2512.09701},
+  year={2025}, 
+  url = {https://arxiv.org/abs/2512.09701}
+}
+```