Merge branch 'main' of https://huggingface.co./facebook/mms-lid-1024

README.md

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+---
+tags:
+- mms
+language:
+- ab
+- af
+- ak
+- am
+- ar
+- as
+- av
+- ay
+- az
+- ba
+- bm
+- be
+- bn
+- bi
+- bo
+- sh
+- br
+- bg
+- ca
+- cs
+- ce
+- cv
+- ku
+- cy
+- da
+- de
+- dv
+- dz
+- el
+- en
+- eo
+- et
+- eu
+- ee
+- fo
+- fa
+- fj
+- fi
+- fr
+- fy
+- ff
+- ga
+- gl
+- gn
+- gu
+- zh
+- ht
+- ha
+- he
+- hi
+- sh
+- hu
+- hy
+- ig
+- ia
+- ms
+- is
+- it
+- jv
+- ja
+- kn
+- ka
+- kk
+- kr
+- km
+- ki
+- rw
+- ky
+- ko
+- kv
+- lo
+- la
+- lv
+- ln
+- lt
+- lb
+- lg
+- mh
+- ml
+- mr
+- ms
+- mk
+- mg
+- mt
+- mn
+- mi
+- my
+- zh
+- nl
+- 'no'
+- 'no'
+- ne
+- ny
+- oc
+- om
+- or
+- os
+- pa
+- pl
+- pt
+- ms
+- ps
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- qu
+- ro
+- rn
+- ru
+- sg
+- sk
+- sl
+- sm
+- sn
+- sd
+- so
+- es
+- sq
+- su
+- sv
+- sw
+- ta
+- tt
+- te
+- tg
+- tl
+- th
+- ti
+- ts
+- tr
+- uk
+- ms
+- vi
+- wo
+- xh
+- ms
+- yo
+- ms
+- zu
+- za
+license: cc-by-nc-4.0
+datasets:
+- google/fleurs
+metrics:
+- acc
+---
+
+# Massively Multilingual Speech (MMS) - Finetuned LID
+
+This checkpoint is a model fine-tuned for speech language identification (LID) and part of Facebook's [Massive Multilingual Speech project](https://research.facebook.com/publications/scaling-speech-technology-to-1000-languages/).
+This checkpoint is based on the [Wav2Vec2 architecture](https://huggingface.co/docs/transformers/model_doc/wav2vec2) and classifies raw audio input to a probability distribution over 1024 output classes (each class representing a language).
+The checkpoint consists of **1 billion parameters** and has been fine-tuned from [facebook/mms-1b](https://huggingface.co/facebook/mms-1b) on 1024 languages.
+
+## Table Of Content
+
+- [Example](#example)
+- [Supported Languages](#supported-languages)
+- [Model details](#model-details)
+- [Additional links](#additional-links)
+
+## Example
+
+This MMS checkpoint can be used with [Transformers](https://github.com/huggingface/transformers) to identify
+the spoken language of an audio. It can recognize the [following 1024 languages](#supported-languages).
+
+Let's look at a simple example.
+
+First, we install transformers and some other libraries
+```
+pip install torch accelerate torchaudio datasets
+pip install --upgrade transformers
+````
+
+**Note**: In order to use MMS you need to have at least `transformers >= 4.30` installed. If the `4.30` version
+is not yet available [on PyPI](https://pypi.org/project/transformers/) make sure to install `transformers` from 
+source:
+```
+pip install git+https://github.com/huggingface/transformers.git
+```
+
+Next, we load a couple of audio samples via `datasets`. Make sure that the audio data is sampled to 16000 kHz.
+
+```py
+from datasets import load_dataset, Audio
+
+# English
+stream_data = load_dataset("mozilla-foundation/common_voice_13_0", "en", split="test", streaming=True)
+stream_data = stream_data.cast_column("audio", Audio(sampling_rate=16000))
+en_sample = next(iter(stream_data))["audio"]["array"]
+
+# Arabic
+stream_data = load_dataset("mozilla-foundation/common_voice_13_0", "ar", split="test", streaming=True)
+stream_data = stream_data.cast_column("audio", Audio(sampling_rate=16000))
+ar_sample = next(iter(stream_data))["audio"]["array"]
+```
+
+Next, we load the model and processor
+
+```py
+from transformers import Wav2Vec2ForSequenceClassification, AutoFeatureExtractor
+import torch
+
+model_id = "facebook/mms-lid-1024"
+
+processor = AutoFeatureExtractor.from_pretrained(model_id)
+model = Wav2Vec2ForSequenceClassification.from_pretrained(model_id)
+```
+
+Now we process the audio data, pass the processed audio data to the model to classify it into a language, just like we usually do for Wav2Vec2 audio classification models such as [ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition](https://huggingface.co/harshit345/xlsr-wav2vec-speech-emotion-recognition)
+
+```py
+# English
+inputs = processor(en_sample, sampling_rate=16_000, return_tensors="pt")
+
+with torch.no_grad():
+    outputs = model(**inputs).logits
+
+lang_id = torch.argmax(outputs, dim=-1)[0].item()
+detected_lang = model.config.id2label[lang_id]
+# 'eng'
+
+# Arabic
+inputs = processor(ar_sample, sampling_rate=16_000, return_tensors="pt")
+
+with torch.no_grad():
+    outputs = model(**inputs).logits
+
+lang_id = torch.argmax(outputs, dim=-1)[0].item()
+detected_lang = model.config.id2label[lang_id]
+# 'ara'
+```
+
+To see all the supported languages of a checkpoint, you can print out the language ids as follows:
+```py
+processor.id2label.values()
+```
+
+For more details, about the architecture please have a look at [the official docs](https://huggingface.co/docs/transformers/main/en/model_doc/mms).
+
+## Supported Languages
+
+This model supports 1024 languages. Unclick the following to toogle all supported languages of this checkpoint in [ISO 639-3 code](https://en.wikipedia.org/wiki/ISO_639-3).
+You can find more details about the languages and their ISO 649-3 codes in the [MMS Language Coverage Overview](https://dl.fbaipublicfiles.com/mms/misc/language_coverage_mms.html).
+<details>
+  <summary>Click to toggle</summary>
+
+- ara
+- cmn
+- eng
+- spa
+- fra
+- mlg
+- swe
+- por
+- vie
+- ful
+- sun
+- asm
+- ben
+- zlm
+- kor
+- ind
+- hin
+- tuk
+- urd
+- aze
+- slv
+- mon
+- hau
+- tel
+- swh
+- bod
+- rus
+- tur
+- heb
+- mar
+- som
+- tgl
+- tat
+- tha
+- cat
+- ron
+- mal
+- bel
+- pol
+- yor
+- nld
+- bul
+- hat
+- afr
+- isl
+- amh
+- tam
+- hun
+- hrv
+- lit
+- cym
+- fas
+- mkd
+- ell
+- bos
+- deu
+- sqi
+- jav
+- kmr
+- nob
+- uzb
+- snd
+- lat
+- nya
+- grn
+- mya
+- orm
+- lin
+- hye
+- yue
+- pan
+- jpn
+- kaz
+- npi
+- kik
+- kat
+- guj
+- kan
+- tgk
+- ukr
+- ces
+- lav
+- bak
+- khm
+- cak
+- fao
+- glg
+- ltz
+- xog
+- lao
+- mlt
+- sin
+- aka
+- sna
+- che
+- mam
+- ita
+- quc
+- aiw
+- srp
+- mri
+- tuv
+- nno
+- pus
+- eus
+- kbp
+- gur
+- ory
+- lug
+- crh
+- bre
+- luo
+- nhx
+- slk
+- ewe
+- xsm
+- fin
+- rif
+- dan
+- saq
+- yid
+- yao
+- mos
+- quh
+- hne
+- xon
+- new
+- dtp
+- quy
+- est
+- ddn
+- dyu
+- ttq
+- bam
+- pse
+- uig
+- sck
+- ngl
+- tso
+- mup
+- dga
+- seh
+- lis
+- wal
+- ctg
+- mip
+- bfz
+- bxk
+- ceb
+- kru
+- war
+- khg
+- bbc
+- thl
+- nzi
+- vmw
+- mzi
+- ycl
+- zne
+- sid
+- asa
+- tpi
+- bmq
+- box
+- zpu
+- gof
+- nym
+- cla
+- bgq
+- bfy
+- hlb
+- qxl
+- teo
+- fon
+- sda
+- kfx
+- bfa
+- mag
+- tzh
+- pil
+- maj
+- maa
+- kdt
+- ksb
+- lns
+- btd
+- rej
+- pap
+- ayr
+- any
+- mnk
+- adx
+- gud
+- krc
+- onb
+- xal
+- ctd
+- nxq
+- ava
+- blt
+- lbw
+- hyw
+- udm
+- zar
+- tzo
+- kpv
+- san
+- xnj
+- kek
+- chv
+- kcg
+- kri
+- ati
+- bgw
+- mxt
+- ybb
+- btx
+- dgi
+- nhy
+- dnj
+- zpz
+- yba
+- lon
+- smo
+- men
+- ium
+- mgd
+- taq
+- nga
+- nsu
+- zaj
+- tly
+- prk
+- zpt
+- akb
+- mhr
+- mxb
+- nuj
+- obo
+- kir
+- bom
+- run
+- zpg
+- hwc
+- mnw
+- ubl
+- kin
+- xtm
+- hnj
+- mpm
+- rkt
+- miy
+- luc
+- mih
+- kne
+- mib
+- flr
+- myv
+- xmm
+- knk
+- iba
+- gux
+- pis
+- zmz
+- ses
+- dav
+- lif
+- qxr
+- dig
+- kdj
+- wsg
+- tir
+- gbm
+- mai
+- zpc
+- kus
+- nyy
+- mim
+- nan
+- nyn
+- gog
+- ngu
+- tbz
+- hoc
+- nyf
+- sus
+- guk
+- gwr
+- yaz
+- bcc
+- sbd
+- spp
+- hak
+- grt
+- kno
+- oss
+- suk
+- spy
+- nij
+- lsm
+- kaa
+- bem
+- rmy
+- kqn
+- nim
+- ztq
+- nus
+- bib
+- xtd
+- ach
+- mil
+- keo
+- mpg
+- gjn
+- zaq
+- kdh
+- dug
+- sah
+- awa
+- kff
+- dip
+- rim
+- nhe
+- pcm
+- kde
+- tem
+- quz
+- mfq
+- las
+- bba
+- kbr
+- taj
+- dyo
+- zao
+- lom
+- shk
+- dik
+- dgo
+- zpo
+- fij
+- bgc
+- xnr
+- bud
+- kac
+- laj
+- mev
+- maw
+- quw
+- kao
+- dag
+- ktb
+- lhu
+- zab
+- mgh
+- shn
+- otq
+- lob
+- pbb
+- oci
+- zyb
+- bsq
+- mhi
+- dzo
+- zas
+- guc
+- alz
+- ctu
+- wol
+- guw
+- mnb
+- nia
+- zaw
+- mxv
+- bci
+- sba
+- kab
+- dwr
+- nnb
+- ilo
+- mfe
+- srx
+- ruf
+- srn
+- zad
+- xpe
+- pce
+- ahk
+- bcl
+- myk
+- haw
+- mad
+- ljp
+- bky
+- gmv
+- nag
+- nav
+- nyo
+- kxm
+- nod
+- sag
+- zpl
+- sas
+- myx
+- sgw
+- old
+- irk
+- acf
+- mak
+- kfy
+- zai
+- mie
+- zpm
+- zpi
+- ote
+- jam
+- kpz
+- lgg
+- lia
+- nhi
+- mzm
+- bdq
+- xtn
+- mey
+- mjl
+- sgj
+- kdi
+- kxc
+- miz
+- adh
+- tap
+- hay
+- kss
+- pam
+- gor
+- heh
+- nhw
+- ziw
+- gej
+- yua
+- itv
+- shi
+- qvw
+- mrw
+- hil
+- mbt
+- pag
+- vmy
+- lwo
+- cce
+- kum
+- klu
+- ann
+- mbb
+- npl
+- zca
+- pww
+- toc
+- ace
+- mio
+- izz
+- kam
+- zaa
+- krj
+- bts
+- eza
+- zty
+- hns
+- kki
+- min
+- led
+- alw
+- tll
+- rng
+- pko
+- toi
+- iqw
+- ncj
+- toh
+- umb
+- mog
+- hno
+- wob
+- gxx
+- hig
+- nyu
+- kby
+- ban
+- syl
+- bxg
+- nse
+- xho
+- zae
+- mkw
+- nch
+- ibg
+- mas
+- qvz
+- bum
+- bgd
+- mww
+- epo
+- tzm
+- zul
+- bcq
+- lrc
+- xdy
+- tyv
+- ibo
+- loz
+- mza
+- abk
+- azz
+- guz
+- arn
+- ksw
+- lus
+- tos
+- gvr
+- top
+- ckb
+- mer
+- pov
+- lun
+- rhg
+- knc
+- sfw
+- bev
+- tum
+- lag
+- nso
+- bho
+- ndc
+- maf
+- gkp
+- bax
+- awn
+- ijc
+- qug
+- lub
+- srr
+- mni
+- zza
+- ige
+- dje
+- mkn
+- bft
+- tiv
+- otn
+- kck
+- kqs
+- gle
+- lua
+- pdt
+- swk
+- mgw
+- ebu
+- ada
+- lic
+- skr
+- gaa
+- mfa
+- vmk
+- mcn
+- bto
+- lol
+- bwr
+- unr
+- dzg
+- hdy
+- kea
+- bhi
+- glk
+- mua
+- ast
+- nup
+- sat
+- ktu
+- bhb
+- zpq
+- coh
+- bkm
+- gya
+- sgc
+- dks
+- ncl
+- tui
+- emk
+- urh
+- ego
+- ogo
+- tsc
+- idu
+- igb
+- ijn
+- njz
+- ngb
+- tod
+- jra
+- mrt
+- zav
+- tke
+- its
+- ady
+- bzw
+- kng
+- kmb
+- lue
+- jmx
+- tsn
+- bin
+- ble
+- gom
+- ven
+- sef
+- sco
+- her
+- iso
+- trp
+- glv
+- haq
+- toq
+- okr
+- kha
+- wof
+- rmn
+- sot
+- kaj
+- bbj
+- sou
+- mjt
+- trd
+- gno
+- mwn
+- igl
+- rag
+- eyo
+- div
+- efi
+- nde
+- mfv
+- mix
+- rki
+- kjg
+- fan
+- khw
+- wci
+- bjn
+- pmy
+- bqi
+- ina
+- hni
+- mjx
+- kuj
+- aoz
+- the
+- tog
+- tet
+- nuz
+- ajg
+- ccp
+- mau
+- ymm
+- fmu
+- tcz
+- xmc
+- nyk
+- ztg
+- knx
+- snk
+- zac
+- esg
+- srb
+- thq
+- pht
+- wes
+- rah
+- pnb
+- ssy
+- zpv
+- kpo
+- phr
+- atd
+- eto
+- xta
+- mxx
+- mui
+- uki
+- tkt
+- mgp
+- xsq
+- enq
+- nnh
+- qxp
+- zam
+- bug
+- bxr
+- maq
+- tdt
+- khb
+- mrr
+- kas
+- zgb
+- kmw
+- lir
+- vah
+- dar
+- ssw
+- hmd
+- jab
+- iii
+- peg
+- shr
+- brx
+- rwr
+- bmb
+- kmc
+- mji
+- dib
+- pcc
+- nbe
+- mrd
+- ish
+- kai
+- yom
+- zyn
+- hea
+- ewo
+- bas
+- hms
+- twh
+- kfq
+- thr
+- xtl
+- wbr
+- bfb
+- wtm
+- mjc
+- blk
+- lot
+- dhd
+- swv
+- wbm
+- zzj
+- kge
+- mgm
+- niq
+- zpj
+- bwx
+- bde
+- mtr
+- gju
+- kjp
+- mbz
+- haz
+- lpo
+- yig
+- qud
+- shy
+- gjk
+- ztp
+- nbl
+- aii
+- kun
+- say
+- mde
+- sjp
+- bns
+- brh
+- ywq
+- msi
+- anr
+- mrg
+- mjg
+- tan
+- tsg
+- tcy
+- kbl
+- mdr
+- mks
+- noe
+- tyz
+- zpa
+- ahr
+- aar
+- wuu
+- khr
+- kbd
+- kex
+- bca
+- nku
+- pwr
+- hsn
+- ort
+- ott
+- swi
+- kua
+- tdd
+- msm
+- bgp
+- nbm
+- mxy
+- abs
+- zlj
+- ebo
+- lea
+- dub
+- sce
+- xkb
+- vav
+- bra
+- ssb
+- sss
+- nhp
+- kad
+- kvx
+- lch
+- tts
+- zyj
+- kxp
+- lmn
+- qvi
+- lez
+- scl
+- cqd
+- ayb
+- xbr
+- nqg
+- dcc
+- cjk
+- bfr
+- zyg
+- mse
+- gru
+- mdv
+- bew
+- wti
+- arg
+- dso
+- zdj
+- pll
+- mig
+- qxs
+- bol
+- drs
+- anp
+- chw
+- bej
+- vmc
+- otx
+- xty
+- bjj
+- vmz
+- ibb
+- gby
+- twx
+- tig
+- thz
+- tku
+- hmz
+- pbm
+- mfn
+- nut
+- cyo
+- mjw
+- cjm
+- tlp
+- naq
+- rnd
+- stj
+- sym
+- jax
+- btg
+- tdg
+- sng
+- nlv
+- kvr
+- pch
+- fvr
+- mxs
+- wni
+- mlq
+- kfr
+- mdj
+- osi
+- nhn
+- ukw
+- tji
+- qvj
+- nih
+- bcy
+- hbb
+- zpx
+- hoj
+- cpx
+- ogc
+- cdo
+- bgn
+- bfs
+- vmx
+- tvn
+- ior
+- mxa
+- btm
+- anc
+- jit
+- mfb
+- mls
+- ets
+- goa
+- bet
+- ikw
+- pem
+- trf
+- daq
+- max
+- rad
+- njo
+- bnx
+- mxl
+- mbi
+- nba
+- zpn
+- zts
+- mut
+- hnd
+- mta
+- hav
+- hac
+- ryu
+- abr
+- yer
+- cld
+- zag
+- ndo
+- sop
+- vmm
+- gcf
+- chr
+- cbk
+- sbk
+- bhp
+- odk
+- mbd
+- nap
+- gbr
+- mii
+- czh
+- xti
+- vls
+- gdx
+- sxw
+- zaf
+- wem
+- mqh
+- ank
+- yaf
+- vmp
+- otm
+- sdh
+- anw
+- src
+- mne
+- wss
+- meh
+- kzc
+- tma
+- ttj
+- ots
+- ilp
+- zpr
+- saz
+- ogb
+- akl
+- nhg
+- pbv
+- rcf
+- cgg
+- mku
+- bez
+- mwe
+- mtb
+- gul
+- ifm
+- mdh
+- scn
+- lki
+- xmf
+- sgd
+- aba
+- cos
+- luz
+- zpy
+- stv
+- kjt
+- mbf
+- kmz
+- nds
+- mtq
+- tkq
+- aee
+- knn
+- mbs
+- mnp
+- ema
+- bar
+- unx
+- plk
+- psi
+- mzn
+- cja
+- sro
+- mdw
+- ndh
+- vmj
+- zpw
+- kfu
+- bgx
+- gsw
+- fry
+- zpe
+- zpd
+- bta
+- psh
+- zat
+
+</details>
+
+## Model details
+
+- **Developed by:** Vineel Pratap et al.
+- **Model type:** Multi-Lingual Automatic Speech Recognition model
+- **Language(s):** 1024 languages, see [supported languages](#supported-languages)
+- **License:** CC-BY-NC 4.0 license
+- **Num parameters**: 1 billion
+- **Audio sampling rate**: 16,000 kHz
+- **Cite as:**
+
+      @article{pratap2023mms,
+        title={Scaling Speech Technology to 1,000+ Languages},
+        author={Vineel Pratap and Andros Tjandra and Bowen Shi and Paden Tomasello and Arun Babu and Sayani Kundu and Ali Elkahky and Zhaoheng Ni and Apoorv Vyas and Maryam Fazel-Zarandi and Alexei Baevski and Yossi Adi and Xiaohui Zhang and Wei-Ning Hsu and Alexis Conneau and Michael Auli},
+      journal={arXiv},
+      year={2023}
+      }
+
+## Additional Links
+
+- [Blog post](https://ai.facebook.com/blog/multilingual-model-speech-recognition/)
+- [Transformers documentation](https://huggingface.co/docs/transformers/main/en/model_doc/mms).
+- [Paper](https://arxiv.org/abs/2305.13516)
+- [GitHub Repository](https://github.com/facebookresearch/fairseq/tree/main/examples/mms#asr)
+- [Other **MMS** checkpoints](https://huggingface.co/models?other=mms)
+- MMS base checkpoints:
+  - [facebook/mms-1b](https://huggingface.co/facebook/mms-1b)
+  - [facebook/mms-300m](https://huggingface.co/facebook/mms-300m)
+- [Official Space](https://huggingface.co/spaces/facebook/MMS)

langs.txt

@@ -0,0 +1,1024 @@
+- ara
+- cmn
+- eng
+- spa
+- fra
+- mlg
+- swe
+- por
+- vie
+- ful
+- sun
+- asm
+- ben
+- zlm
+- kor
+- ind
+- hin
+- tuk
+- urd
+- aze
+- slv
+- mon
+- hau
+- tel
+- swh
+- bod
+- rus
+- tur
+- heb
+- mar
+- som
+- tgl
+- tat
+- tha
+- cat
+- ron
+- mal
+- bel
+- pol
+- yor
+- nld
+- bul
+- hat
+- afr
+- isl
+- amh
+- tam
+- hun
+- hrv
+- lit
+- cym
+- fas
+- mkd
+- ell
+- bos
+- deu
+- sqi
+- jav
+- kmr
+- nob
+- uzb
+- snd
+- lat
+- nya
+- grn
+- mya
+- orm
+- lin
+- hye
+- yue
+- pan
+- jpn
+- kaz
+- npi
+- kik
+- kat
+- guj
+- kan
+- tgk
+- ukr
+- ces
+- lav
+- bak
+- khm
+- cak
+- fao
+- glg
+- ltz
+- xog
+- lao
+- mlt
+- sin
+- aka
+- sna
+- che
+- mam
+- ita
+- quc
+- aiw
+- srp
+- mri
+- tuv
+- nno
+- pus
+- eus
+- kbp
+- gur
+- ory
+- lug
+- crh
+- bre
+- luo
+- nhx
+- slk
+- ewe
+- xsm
+- fin
+- rif
+- dan
+- saq
+- yid
+- yao
+- mos
+- quh
+- hne
+- xon
+- new
+- dtp
+- quy
+- est
+- ddn
+- dyu
+- ttq
+- bam
+- pse
+- uig
+- sck
+- ngl
+- tso
+- mup
+- dga
+- seh
+- lis
+- wal
+- ctg
+- mip
+- bfz
+- bxk
+- ceb
+- kru
+- war
+- khg
+- bbc
+- thl
+- nzi
+- vmw
+- mzi
+- ycl
+- zne
+- sid
+- asa
+- tpi
+- bmq
+- box
+- zpu
+- gof
+- nym
+- cla
+- bgq
+- bfy
+- hlb
+- qxl
+- teo
+- fon
+- sda
+- kfx
+- bfa
+- mag
+- tzh
+- pil
+- maj
+- maa
+- kdt
+- ksb
+- lns
+- btd
+- rej
+- pap
+- ayr
+- any
+- mnk
+- adx
+- gud
+- krc
+- onb
+- xal
+- ctd
+- nxq
+- ava
+- blt
+- lbw
+- hyw
+- udm
+- zar
+- tzo
+- kpv
+- san
+- xnj
+- kek
+- chv
+- kcg
+- kri
+- ati
+- bgw
+- mxt
+- ybb
+- btx
+- dgi
+- nhy
+- dnj
+- zpz
+- yba
+- lon
+- smo
+- men
+- ium
+- mgd
+- taq
+- nga
+- nsu
+- zaj
+- tly
+- prk
+- zpt
+- akb
+- mhr
+- mxb
+- nuj
+- obo
+- kir
+- bom
+- run
+- zpg
+- hwc
+- mnw
+- ubl
+- kin
+- xtm
+- hnj
+- mpm
+- rkt
+- miy
+- luc
+- mih
+- kne
+- mib
+- flr
+- myv
+- xmm
+- knk
+- iba
+- gux
+- pis
+- zmz
+- ses
+- dav
+- lif
+- qxr
+- dig
+- kdj
+- wsg
+- tir
+- gbm
+- mai
+- zpc
+- kus
+- nyy
+- mim
+- nan
+- nyn
+- gog
+- ngu
+- tbz
+- hoc
+- nyf
+- sus
+- guk
+- gwr
+- yaz
+- bcc
+- sbd
+- spp
+- hak
+- grt
+- kno
+- oss
+- suk
+- spy
+- nij
+- lsm
+- kaa
+- bem
+- rmy
+- kqn
+- nim
+- ztq
+- nus
+- bib
+- xtd
+- ach
+- mil
+- keo
+- mpg
+- gjn
+- zaq
+- kdh
+- dug
+- sah
+- awa
+- kff
+- dip
+- rim
+- nhe
+- pcm
+- kde
+- tem
+- quz
+- mfq
+- las
+- bba
+- kbr
+- taj
+- dyo
+- zao
+- lom
+- shk
+- dik
+- dgo
+- zpo
+- fij
+- bgc
+- xnr
+- bud
+- kac
+- laj
+- mev
+- maw
+- quw
+- kao
+- dag
+- ktb
+- lhu
+- zab
+- mgh
+- shn
+- otq
+- lob
+- pbb
+- oci
+- zyb
+- bsq
+- mhi
+- dzo
+- zas
+- guc
+- alz
+- ctu
+- wol
+- guw
+- mnb
+- nia
+- zaw
+- mxv
+- bci
+- sba
+- kab
+- dwr
+- nnb
+- ilo
+- mfe
+- srx
+- ruf
+- srn
+- zad
+- xpe
+- pce
+- ahk
+- bcl
+- myk
+- haw
+- mad
+- ljp
+- bky
+- gmv
+- nag
+- nav
+- nyo
+- kxm
+- nod
+- sag
+- zpl
+- sas
+- myx
+- sgw
+- old
+- irk
+- acf
+- mak
+- kfy
+- zai
+- mie
+- zpm
+- zpi
+- ote
+- jam
+- kpz
+- lgg
+- lia
+- nhi
+- mzm
+- bdq
+- xtn
+- mey
+- mjl
+- sgj
+- kdi
+- kxc
+- miz
+- adh
+- tap
+- hay
+- kss
+- pam
+- gor
+- heh
+- nhw
+- ziw
+- gej
+- yua
+- itv
+- shi
+- qvw
+- mrw
+- hil
+- mbt
+- pag
+- vmy
+- lwo
+- cce
+- kum
+- klu
+- ann
+- mbb
+- npl
+- zca
+- pww
+- toc
+- ace
+- mio
+- izz
+- kam
+- zaa
+- krj
+- bts
+- eza
+- zty
+- hns
+- kki
+- min
+- led
+- alw
+- tll
+- rng
+- pko
+- toi
+- iqw
+- ncj
+- toh
+- umb
+- mog
+- hno
+- wob
+- gxx
+- hig
+- nyu
+- kby
+- ban
+- syl
+- bxg
+- nse
+- xho
+- zae
+- mkw
+- nch
+- ibg
+- mas
+- qvz
+- bum
+- bgd
+- mww
+- epo
+- tzm
+- zul
+- bcq
+- lrc
+- xdy
+- tyv
+- ibo
+- loz
+- mza
+- abk
+- azz
+- guz
+- arn
+- ksw
+- lus
+- tos
+- gvr
+- top
+- ckb
+- mer
+- pov
+- lun
+- rhg
+- knc
+- sfw
+- bev
+- tum
+- lag
+- nso
+- bho
+- ndc
+- maf
+- gkp
+- bax
+- awn
+- ijc
+- qug
+- lub
+- srr
+- mni
+- zza
+- ige
+- dje
+- mkn
+- bft
+- tiv
+- otn
+- kck
+- kqs
+- gle
+- lua
+- pdt
+- swk
+- mgw
+- ebu
+- ada
+- lic
+- skr
+- gaa
+- mfa
+- vmk
+- mcn
+- bto
+- lol
+- bwr
+- unr
+- dzg
+- hdy
+- kea
+- bhi
+- glk
+- mua
+- ast
+- nup
+- sat
+- ktu
+- bhb
+- zpq
+- coh
+- bkm
+- gya
+- sgc
+- dks
+- ncl
+- tui
+- emk
+- urh
+- ego
+- ogo
+- tsc
+- idu
+- igb
+- ijn
+- njz
+- ngb
+- tod
+- jra
+- mrt
+- zav
+- tke
+- its
+- ady
+- bzw
+- kng
+- kmb
+- lue
+- jmx
+- tsn
+- bin
+- ble
+- gom
+- ven
+- sef
+- sco
+- her
+- iso
+- trp
+- glv
+- haq
+- toq
+- okr
+- kha
+- wof
+- rmn
+- sot
+- kaj
+- bbj
+- sou
+- mjt
+- trd
+- gno
+- mwn
+- igl
+- rag
+- eyo
+- div
+- efi
+- nde
+- mfv
+- mix
+- rki
+- kjg
+- fan
+- khw
+- wci
+- bjn
+- pmy
+- bqi
+- ina
+- hni
+- mjx
+- kuj
+- aoz
+- the
+- tog
+- tet
+- nuz
+- ajg
+- ccp
+- mau
+- ymm
+- fmu
+- tcz
+- xmc
+- nyk
+- ztg
+- knx
+- snk
+- zac
+- esg
+- srb
+- thq
+- pht
+- wes
+- rah
+- pnb
+- ssy
+- zpv
+- kpo
+- phr
+- atd
+- eto
+- xta
+- mxx
+- mui
+- uki
+- tkt
+- mgp
+- xsq
+- enq
+- nnh
+- qxp
+- zam
+- bug
+- bxr
+- maq
+- tdt
+- khb
+- mrr
+- kas
+- zgb
+- kmw
+- lir
+- vah
+- dar
+- ssw
+- hmd
+- jab
+- iii
+- peg
+- shr
+- brx
+- rwr
+- bmb
+- kmc
+- mji
+- dib
+- pcc
+- nbe
+- mrd
+- ish
+- kai
+- yom
+- zyn
+- hea
+- ewo
+- bas
+- hms
+- twh
+- kfq
+- thr
+- xtl
+- wbr
+- bfb
+- wtm
+- mjc
+- blk
+- lot
+- dhd
+- swv
+- wbm
+- zzj
+- kge
+- mgm
+- niq
+- zpj
+- bwx
+- bde
+- mtr
+- gju
+- kjp
+- mbz
+- haz
+- lpo
+- yig
+- qud
+- shy
+- gjk
+- ztp
+- nbl
+- aii
+- kun
+- say
+- mde
+- sjp
+- bns
+- brh
+- ywq
+- msi
+- anr
+- mrg
+- mjg
+- tan
+- tsg
+- tcy
+- kbl
+- mdr
+- mks
+- noe
+- tyz
+- zpa
+- ahr
+- aar
+- wuu
+- khr
+- kbd
+- kex
+- bca
+- nku
+- pwr
+- hsn
+- ort
+- ott
+- swi
+- kua
+- tdd
+- msm
+- bgp
+- nbm
+- mxy
+- abs
+- zlj
+- ebo
+- lea
+- dub
+- sce
+- xkb
+- vav
+- bra
+- ssb
+- sss
+- nhp
+- kad
+- kvx
+- lch
+- tts
+- zyj
+- kxp
+- lmn
+- qvi
+- lez
+- scl
+- cqd
+- ayb
+- xbr
+- nqg
+- dcc
+- cjk
+- bfr
+- zyg
+- mse
+- gru
+- mdv
+- bew
+- wti
+- arg
+- dso
+- zdj
+- pll
+- mig
+- qxs
+- bol
+- drs
+- anp
+- chw
+- bej
+- vmc
+- otx
+- xty
+- bjj
+- vmz
+- ibb
+- gby
+- twx
+- tig
+- thz
+- tku
+- hmz
+- pbm
+- mfn
+- nut
+- cyo
+- mjw
+- cjm
+- tlp
+- naq
+- rnd
+- stj
+- sym
+- jax
+- btg
+- tdg
+- sng
+- nlv
+- kvr
+- pch
+- fvr
+- mxs
+- wni
+- mlq
+- kfr
+- mdj
+- osi
+- nhn
+- ukw
+- tji
+- qvj
+- nih
+- bcy
+- hbb
+- zpx
+- hoj
+- cpx
+- ogc
+- cdo
+- bgn
+- bfs
+- vmx
+- tvn
+- ior
+- mxa
+- btm
+- anc
+- jit
+- mfb
+- mls
+- ets
+- goa
+- bet
+- ikw
+- pem
+- trf
+- daq
+- max
+- rad
+- njo
+- bnx
+- mxl
+- mbi
+- nba
+- zpn
+- zts
+- mut
+- hnd
+- mta
+- hav
+- hac
+- ryu
+- abr
+- yer
+- cld
+- zag
+- ndo
+- sop
+- vmm
+- gcf
+- chr
+- cbk
+- sbk
+- bhp
+- odk
+- mbd
+- nap
+- gbr
+- mii
+- czh
+- xti
+- vls
+- gdx
+- sxw
+- zaf
+- wem
+- mqh
+- ank
+- yaf
+- vmp
+- otm
+- sdh
+- anw
+- src
+- mne
+- wss
+- meh
+- kzc
+- tma
+- ttj
+- ots
+- ilp
+- zpr
+- saz
+- ogb
+- akl
+- nhg
+- pbv
+- rcf
+- cgg
+- mku
+- bez
+- mwe
+- mtb
+- gul
+- ifm
+- mdh
+- scn
+- lki
+- xmf
+- sgd
+- aba
+- cos
+- luz
+- zpy
+- stv
+- kjt
+- mbf
+- kmz
+- nds
+- mtq
+- tkq
+- aee
+- knn
+- mbs
+- mnp
+- ema
+- bar
+- unx
+- plk
+- psi
+- mzn
+- cja
+- sro
+- mdw
+- ndh
+- vmj
+- zpw
+- kfu
+- bgx
+- gsw
+- fry
+- zpe
+- zpd
+- bta
+- psh
+- zat