---
license: cc-by-nc-4.0
library_name: onnx-asr
pipeline_tag: automatic-speech-recognition
tags:
  - onnx
  - onnxruntime
  - asr
  - automatic-speech-recognition
  - speech-recognition
  - onnx-asr
  - wav2vec2
  - mms
  - multilingual
base_model: facebook/mms-1b-all
language:
  - multilingual
---

# MMS-1B-all ONNX — one shared base, one small pack for each of 1198 languages

ONNX export of Meta's [`facebook/mms-1b-all`](https://huggingface.co/facebook/mms-1b-all)
for [onnx-asr](https://github.com/istupakov/onnx-asr). A single 1B-parameter base graph
serves every language. Each language adds only a small adapter pack.

This release holds **every adapter in the checkpoint: 1198 languages**.

## How it works

MMS is one wav2vec2 base with a small attention adapter and a CTC head per language.
A merged export costs 3.6 GB for every language. Here the adapter layers and the CTC
head are **graph inputs**, not baked-in weights:

| Item | Size |
| --- | --- |
| `model.onnx` + `model.onnx_data` (shared base, fp32) | 3.85 GB, once |
| `model.int8.onnx` + `model.int8.onnx_data` (shared base, int8) | 1.00 GB, once |
| `adapters/<iso>.npz` + `vocabs/<iso>.txt` | about 8.4 MB per language |

One session holds 3.75 GB and each extra pack adds about 7 MB. Feeding the adapter
tensors costs about 0.02 ms per call, so switching language is free.

```text
model.onnx            shared base graph
model.onnx_data       base weights (fp32)
model.int8.onnx       shared base graph, dynamic int8 weights
model.int8.onnx_data  base weights (int8)
config.json           model_type, language list, aliases
manifest.json         per-language verification record
adapters/<iso>.npz    adapter layers + CTC head + true vocab size
vocabs/<iso>.txt      character vocabulary for that language
```

## Usage

The whole repository is about 15 GB, so **onnx-asr downloads one language at a time**.
That needs the `feat/adapter-lazy-download` branch of the TigreGotico fork:

```sh
pip install "onnx-asr[cpu] @ git+https://github.com/TigreGotico/onnx-asr@feat/adapter-lazy-download"
```

```py
import onnx_asr

model = onnx_asr.load_model("OpenVoiceOS/mms-1b-all-onnx")
print(len(model.asr.languages))

print(model.recognize("clip.wav", language="swh"))
print(model.recognize("clip.wav", language="sw-KE"))
```

The first load fetches the base graph, `config.json` and the pack of
`default_language` (`swh`). Every other pack is fetched the
first time its language is used and then cached. To pay that cost up front:

```py
model.asr.preload("yor", "ces", "khm")
```

Add `quantization="int8"` to `load_model` for the int8 base.

`language` takes the pack name (`swh`), a BCP-47 tag whose primary subtag maps to a
pack (`sw-KE`, `cs`), or one of the 133 aliases in
`config.json`. Pack names with a script or dialect suffix (`azj-script_latin`,
`cak-dialect_central`) must be given in full.

## Verification

`manifest.json` records what was checked for each language.

| Tier | Languages | What was done |
| --- | --- | --- |
| `A-real-clip` | 29 | Transcription of a real recording, compared with the native `transformers` model (log-probability difference and token sequence). |
| `A-plausible` | 68 | Transcription of a real FLEURS recording through the ONNX graph, with the character error rate against the FLEURS reference. |
| `A-native-parity` | 4 | Native-model parity checked, but no reference recording exists for the language. |
| `B-graph` | 1097 | The pack runs through the shared base graph, the log-probabilities are finite and every emitted index decodes through the language vocabulary. No recording was available. |

97 languages were checked on a real recording; 29 of
those were also compared against the native `transformers` model. The remaining
1101 languages have no public
recording, so they have the graph and vocabulary check only. Every pack was also checked structurally at export time:
tensor names, tensor shapes and vocabulary size against the vocabulary file.

A character error rate in the table is against one FLEURS sentence. It says the model
produces the right script and roughly the right words; it is not a benchmark.

## Languages

<details>
<summary>All 1198 languages</summary>

| Pack | Language | Vocabulary | Verification | CER |
| --- | --- | --- | --- | --- |
| `abi` | Abidji | 56 | B-graph |  |
| `abk` | Abkhazian | 46 | B-graph |  |
| `abp` | Abellen Ayta | 36 | B-graph |  |
| `aca` | Achagua | 38 | B-graph |  |
| `acd` | Gikyode | 31 | B-graph |  |
| `ace` | Acehnese | 45 | B-graph |  |
| `acf` | Saint Lucian Creole French | 36 | B-graph |  |
| `ach` | Acoli | 31 | B-graph |  |
| `acn` | Achang | 40 | B-graph |  |
| `acr` | Achi | 40 | A-native-parity |  |
| `acu` | Achuar-Shiwiar | 38 | B-graph |  |
| `ade` | Adele | 43 | B-graph |  |
| `adh` | Adhola | 32 | B-graph |  |
| `adj` | Adioukrou | 49 | B-graph |  |
| `adx` | Amdo Tibetan | 61 | B-graph |  |
| `aeu` | Akeu | 28 | B-graph |  |
| `afr` | Afrikaans | 77 | A-real-clip | 0.04 |
| `agd` | Agarabi | 33 | B-graph |  |
| `agg` | Angor | 36 | B-graph |  |
| `agn` | Agutaynen | 43 | B-graph |  |
| `agr` | Aguaruna | 41 | B-graph |  |
| `agu` | Aguacateco | 43 | B-graph |  |
| `agx` | Aghul | 37 | B-graph |  |
| `aha` | Ahanta | 50 | B-graph |  |
| `ahk` | Akha | 33 | B-graph |  |
| `aia` | Arosi | 32 | B-graph |  |
| `aka` | Akan | 35 | B-graph |  |
| `akb` | Batak Angkola | 35 | B-graph |  |
| `ake` | Akawaio | 35 | B-graph |  |
| `akp` | Siwu | 38 | B-graph |  |
| `alj` | Alangan | 28 | B-graph |  |
| `alp` | Alune | 33 | B-graph |  |
| `alt` | Southern Altai | 49 | B-graph |  |
| `alz` | Alur | 30 | B-graph |  |
| `ame` | Yanesha' | 42 | B-graph |  |
| `amf` | Hamer-Banna | 31 | B-graph |  |
| `amh` | Amharic | 339 | A-real-clip | 0.03 |
| `ami` | Amis | 29 | B-graph |  |
| `amk` | Ambai | 38 | B-graph |  |
| `ann` | Obolo | 43 | B-graph |  |
| `any` | Anyin | 42 | B-graph |  |
| `aoz` | Uab Meto | 28 | B-graph |  |
| `apb` | Sa'a | 41 | B-graph |  |
| `apr` | Arop-Lokep | 34 | B-graph |  |
| `ara` | Arabic | 121 | A-plausible | 0.11 |
| `arl` | Arabela | 37 | B-graph |  |
| `asa` | Asu | 31 | B-graph |  |
| `asg` | Cishingini | 35 | B-graph |  |
| `asm` | Assamese | 138 | A-plausible | 0.01 |
| `ast` | Asturian | 80 | A-real-clip | 0.06 |
| `ata` | Pele-Ata | 36 | B-graph |  |
| `atb` | Zaiwa | 53 | B-graph |  |
| `atg` | Ivbie North-Okpela-Arhe | 53 | B-graph |  |
| `ati` | Attié | 34 | B-graph |  |
| `atq` | Aralle-Tabulahan | 31 | B-graph |  |
| `ava` | Avaric | 40 | B-graph |  |
| `avn` | Avatime | 52 | B-graph |  |
| `avu` | Avokaya | 60 | B-graph |  |
| `awa` | Awadhi | 81 | B-graph |  |
| `awb` | Awa (Papua New Guinea) | 38 | B-graph |  |
| `ayo` | Ayoreo | 60 | B-graph |  |
| `ayr` | Central Aymara | 44 | B-graph |  |
| `ayz` | Mai Brat | 43 | B-graph |  |
| `azb` | South Azerbaijani | 42 | B-graph |  |
| `azg` | San Pedro Amuzgos Amuzgo | 42 | B-graph |  |
| `azj-script_cyrillic` | North Azerbaijani — cyrillic | 40 | B-graph |  |
| `azj-script_latin` | North Azerbaijani — latin | 70 | B-graph |  |
| `azz` | Highland Puebla Nahuatl | 36 | B-graph |  |
| `bak` | Bashkir | 55 | B-graph |  |
| `bam` | Bambara | 39 | B-graph |  |
| `ban` | Balinese | 28 | B-graph |  |
| `bao` | Waimaha | 48 | B-graph |  |
| `bas` | Basaa | 29 | B-graph |  |
| `bav` | Vengo | 43 | B-graph |  |
| `bba` | Baatonum | 38 | B-graph |  |
| `bbb` | Barai | 25 | B-graph |  |
| `bbc` | Batak Toba | 32 | B-graph |  |
| `bbo` | Northern Bobo Madaré | 38 | B-graph |  |
| `bcc-script_arabic` | Southern Balochi — arabic | 34 | B-graph |  |
| `bcc-script_latin` | Southern Balochi — latin | 32 | B-graph |  |
| `bcl` | Central Bikol | 34 | B-graph |  |
| `bcw` | Bana | 32 | B-graph |  |
| `bdg` | Bonggi | 27 | B-graph |  |
| `bdh` | Baka (South Sudan) | 42 | B-graph |  |
| `bdq` | Bahnar | 40 | B-graph |  |
| `bdu` | Oroko | 48 | B-graph |  |
| `bdv` | Bodo Parja | 42 | B-graph |  |
| `beh` | Biali | 34 | B-graph |  |
| `bel` | Belarusian | 95 | A-plausible | 0.07 |
| `bem` | Bemba | 36 | A-real-clip |  |
| `ben` | Bangla | 136 | A-plausible | 0.05 |
| `bep` | Besoa | 30 | B-graph |  |
| `bex` | Jur Modo | 36 | B-graph |  |
| `bfa` | Bari | 31 | B-graph |  |
| `bfo` | Malba Birifor | 52 | B-graph |  |
| `bfy` | Bagheli | 57 | B-graph |  |
| `bfz` | Mahasu Pahari | 66 | B-graph |  |
| `bgc` | Haryanvi | 66 | B-graph |  |
| `bgq` | Bagri | 64 | B-graph |  |
| `bgr` | Bawm Chin | 39 | B-graph |  |
| `bgt` | Bughotu | 28 | B-graph |  |
| `bgw` | Bhatri | 44 | B-graph |  |
| `bha` | Bharia | 50 | B-graph |  |
| `bht` | Bhattiyali | 70 | B-graph |  |
| `bhz` | Bada (Indonesia) | 29 | B-graph |  |
| `bib` | Bissa | 37 | B-graph |  |
| `bim` | Bimoba | 34 | B-graph |  |
| `bis` | Bislama | 30 | B-graph |  |
| `biv` | Southern Birifor | 41 | B-graph |  |
| `bjr` | Binumarien | 42 | B-graph |  |
| `bjv` | Bedjond | 34 | B-graph |  |
| `bjw` | Bakwé | 38 | B-graph |  |
| `bjz` | Baruga | 50 | B-graph |  |
| `bkd` | Binukid | 45 | B-graph |  |
| `bkv` | Bekwarra | 57 | B-graph |  |
| `blh` | Kuwaa | 48 | B-graph |  |
| `blt` | Tai Dam | 73 | B-graph |  |
| `blx` | Mag-Indi Ayta | 34 | B-graph |  |
| `blz` | Balantak | 31 | B-graph |  |
| `bmq` | Bomu | 51 | B-graph |  |
| `bmr` | Muinane | 33 | B-graph |  |
| `bmu` | Somba-Siawari | 42 | B-graph |  |
| `bmv` | Bum | 43 | B-graph |  |
| `bng` | Benga | 66 | B-graph |  |
| `bno` | Bantoanon | 36 | B-graph |  |
| `bnp` | Bola | 37 | B-graph |  |
| `boa` | Bora | 48 | B-graph |  |
| `bod` | Tibetan | 65 | B-graph |  |
| `boj` | Anjam | 41 | B-graph |  |
| `bom` | Berom | 64 | B-graph |  |
| `bor` | Borôro | 52 | B-graph |  |
| `bos` | Bosnian | 77 | A-plausible | 0.02 |
| `bov` | Tuwuli | 40 | B-graph |  |
| `box` | Buamu | 52 | B-graph |  |
| `bpr` | Koronadal Blaan | 43 | B-graph |  |
| `bps` | Sarangani Blaan | 33 | B-graph |  |
| `bqc` | Boko (Benin) | 50 | B-graph |  |
| `bqi` | Bakhtiari | 46 | B-graph |  |
| `bqj` | Bandial | 40 | B-graph |  |
| `bqp` | Busa | 61 | B-graph |  |
| `bre` | Breton | 43 | B-graph |  |
| `bru` | Eastern Bru | 51 | B-graph |  |
| `bsc` | Bassari | 38 | B-graph |  |
| `bsq` | Bassa | 63 | B-graph |  |
| `bss` | Akoose | 62 | B-graph |  |
| `btd` | Batak Dairi | 41 | B-graph |  |
| `bts` | Batak Simalungun | 31 | B-graph |  |
| `btt` | Bete-Bendi | 55 | B-graph |  |
| `btx` | Batak Karo | 38 | B-graph |  |
| `bud` | Ntcham | 54 | B-graph |  |
| `bul` | Bulgarian | 96 | A-real-clip | 0.02 |
| `bus` | Bokobaru | 51 | B-graph |  |
| `bvc` | Baelelea | 32 | B-graph |  |
| `bvz` | Bauzi | 30 | B-graph |  |
| `bwq` | Southern Bobo Madaré | 34 | B-graph |  |
| `bwu` | Buli (Ghana) | 30 | B-graph |  |
| `byr` | Baruya | 40 | B-graph |  |
| `bzh` | Mapos Buang | 44 | B-graph |  |
| `bzi` | Bisu | 75 | B-graph |  |
| `bzj` | Belize Kriol English | 32 | B-graph |  |
| `caa` | Chortí | 48 | B-graph |  |
| `cab` | Garifuna | 36 | B-graph |  |
| `cac-dialect_sanmateoixtatan` | Chuj — dialect sanmateoixtatan | 48 | B-graph |  |
| `cac-dialect_sansebastiancoatan` | Chuj — dialect sansebastiancoatan | 50 | B-graph |  |
| `cak-dialect_central` | Kaqchikel — dialect central | 48 | B-graph |  |
| `cak-dialect_santamariadejesus` | Kaqchikel — dialect santamariadejesus | 38 | B-graph |  |
| `cak-dialect_santodomingoxenacoj` | Kaqchikel — dialect santodomingoxenacoj | 49 | B-graph |  |
| `cak-dialect_southcentral` | Kaqchikel — dialect southcentral | 38 | B-graph |  |
| `cak-dialect_western` | Kaqchikel — dialect western | 39 | B-graph |  |
| `cak-dialect_yepocapa` | Kaqchikel — dialect yepocapa | 32 | B-graph |  |
| `cap` | Chipaya | 47 | B-graph |  |
| `car` | Carib | 30 | B-graph |  |
| `cas` | Tsimané | 62 | B-graph |  |
| `cat` | Catalan | 106 | A-plausible | 0.04 |
| `cax` | Chiquitano | 39 | B-graph |  |
| `cbc` | Carapana | 46 | B-graph |  |
| `cbi` | Chachi | 50 | B-graph |  |
| `cbr` | Cashibo-Cacataibo | 41 | B-graph |  |
| `cbs` | Cashinahua | 49 | B-graph |  |
| `cbt` | Chayahuita | 32 | B-graph |  |
| `cbu` | Candoshi-Shapra | 47 | B-graph |  |
| `cbv` | Cacua | 50 | B-graph |  |
| `cce` | Chopi | 34 | B-graph |  |
| `cco` | Comaltepec Chinantec | 50 | B-graph |  |
| `cdj` | Churahi | 69 | B-graph |  |
| `ceb` | Cebuano | 74 | A-plausible | 0.04 |
| `ceg` | Chamacoco | 48 | B-graph |  |
| `cek` | Eastern Khumi Chin | 40 | B-graph |  |
| `ces` | Czech | 86 | A-real-clip | 0.00 |
| `cfm` | Falam Chin | 37 | B-graph |  |
| `cgc` | Kagayanen | 34 | B-graph |  |
| `che` | Chechen | 39 | B-graph |  |
| `chf` | Tabasco Chontal | 39 | B-graph |  |
| `chv` | Chuvash | 47 | B-graph |  |
| `chz` | Ozumacín Chinantec | 54 | B-graph |  |
| `cjo` | Ashéninka Pajonal | 39 | B-graph |  |
| `cjp` | Cabécar | 46 | B-graph |  |
| `cjs` | Shor | 42 | B-graph |  |
| `ckb` | Central Kurdish | 111 | A-real-clip | 0.15 |
| `cko` | Anufo | 39 | B-graph |  |
| `ckt` | Chukot | 42 | B-graph |  |
| `cla` | Ron | 35 | B-graph |  |
| `cle` | Lealao Chinantec | 47 | B-graph |  |
| `cly` | Eastern Highland Chatino | 41 | B-graph |  |
| `cme` | Cerma | 39 | B-graph |  |
| `cmn-script_simplified` | Mandarin Chinese — simplified | 4495 | B-graph |  |
| `cmo-script_khmer` | Central Mnong — khmer | 59 | B-graph |  |
| `cmo-script_latin` | Central Mnong — latin | 51 | B-graph |  |
| `cmr` | Mro-Khimi Chin | 38 | B-graph |  |
| `cnh` | Hakha Chin | 33 | B-graph |  |
| `cni` | Asháninka | 34 | B-graph |  |
| `cnl` | Lalana Chinantec | 48 | B-graph |  |
| `cnt` | Tepetotutla Chinantec | 48 | B-graph |  |
| `coe` | Koreguaje | 45 | B-graph |  |
| `cof` | Colorado | 37 | B-graph |  |
| `cok` | Santa Teresa Cora | 40 | B-graph |  |
| `con` | Cofán | 40 | B-graph |  |
| `cot` | Caquinte | 45 | B-graph |  |
| `cou` | Wamey | 40 | B-graph |  |
| `cpa` | Palantla Chinantec | 45 | B-graph |  |
| `cpb` | Ucayali-Yurúa Ashéninka | 49 | B-graph |  |
| `cpu` | Pichis Ashéninka | 47 | B-graph |  |
| `crh` | Crimean Tatar | 47 | B-graph |  |
| `crk-script_latin` | Plains Cree — latin | 39 | B-graph |  |
| `crk-script_syllabics` | Plains Cree — syllabics | 82 | B-graph |  |
| `crn` | El Nayar Cora | 40 | B-graph |  |
| `crq` | Iyo'wujwa Chorote | 50 | B-graph |  |
| `crs` | Seselwa Creole French | 39 | B-graph |  |
| `crt` | Iyojwa'ja Chorote | 43 | B-graph |  |
| `csk` | Jola-Kasa | 37 | B-graph |  |
| `cso` | Sochiapam Chinantec | 42 | B-graph |  |
| `ctd` | Tedim Chin | 44 | B-graph |  |
| `ctg` | Chittagonian | 62 | B-graph |  |
| `cto` | Emberá-Catío | 45 | B-graph |  |
| `ctu` | Chol | 40 | B-graph |  |
| `cuc` | Usila Chinantec | 43 | B-graph |  |
| `cui` | Cuiba | 41 | B-graph |  |
| `cuk` | San Blas Kuna | 39 | B-graph |  |
| `cul` | Culina | 44 | B-graph |  |
| `cwa` | Kabwa | 31 | B-graph |  |
| `cwe` | Kwere | 34 | B-graph |  |
| `cwt` | Kuwaataay | 36 | B-graph |  |
| `cya` | Nopala Chatino | 40 | B-graph |  |
| `cym` | Welsh | 83 | A-plausible | 0.11 |
| `daa` | Dangaléat | 34 | B-graph |  |
| `dah` | Gwahatike | 39 | B-graph |  |
| `dan` | Danish | 75 | A-plausible | 0.04 |
| `dar` | Dargwa | 39 | B-graph |  |
| `dbj` | Ida'an | 30 | B-graph |  |
| `dbq` | Daba | 36 | B-graph |  |
| `ddn` | Dendi (Benin) | 39 | B-graph |  |
| `ded` | Dedua | 39 | B-graph |  |
| `des` | Desano | 49 | B-graph |  |
| `deu` | German | 194 | A-plausible | 0.04 |
| `dga` | Southern Dagaare | 38 | B-graph |  |
| `dgi` | Northern Dagara | 56 | B-graph |  |
| `dgk` | Dagba | 49 | B-graph |  |
| `dgo` | Dogri (individual language) | 67 | B-graph |  |
| `dgr` | Dogrib | 47 | B-graph |  |
| `dhi` | Dhimal | 59 | B-graph |  |
| `did` | Didinga | 38 | B-graph |  |
| `dig` | Digo | 35 | B-graph |  |
| `dik` | Southwestern Dinka | 36 | B-graph |  |
| `dip` | Northeastern Dinka | 32 | B-graph |  |
| `div` | Divehi | 65 | B-graph |  |
| `djk` | Eastern Maroon Creole | 33 | B-graph |  |
| `dnj-dialect_blowowest` | Dan — dialect blowowest | 35 | B-graph |  |
| `dnj-dialect_gweetaawueast` | Dan — dialect gweetaawueast | 39 | B-graph |  |
| `dnt` | Mid Grand Valley Dani | 41 | B-graph |  |
| `dnw` | Western Dani | 38 | B-graph |  |
| `dop` | Lukpa | 38 | B-graph |  |
| `dos` | Dogosé | 47 | B-graph |  |
| `dsh` | Daasanach | 43 | B-graph |  |
| `dso` | Desiya | 36 | B-graph |  |
| `dtp` | Central Dusun | 35 | B-graph |  |
| `dts` | Toro So Dogon | 31 | B-graph |  |
| `dug` | Duruma | 33 | B-graph |  |
| `dwr` | Dawro | 33 | B-graph |  |
| `dyi` | Djimini Senoufo | 39 | B-graph |  |
| `dyo` | Jola-Fonyi | 37 | B-graph |  |
| `dyu` | Dyula | 35 | B-graph |  |
| `dzo` | Dzongkha | 61 | B-graph |  |
| `eip` | Eipomek | 41 | B-graph |  |
| `eka` | Ekajuk | 32 | B-graph |  |
| `ell` | Greek | 102 | A-real-clip | 0.00 |
| `emp` | Northern Emberá | 60 | B-graph |  |
| `enb` | Markweeta | 34 | B-graph |  |
| `eng` | English | 154 | A-plausible | 0.01 |
| `enx` | Enxet | 42 | B-graph |  |
| `epo` | Esperanto | 51 | B-graph |  |
| `ese` | Ese Ejja | 49 | B-graph |  |
| `ess` | Central Siberian Yupik | 46 | B-graph |  |
| `est` | Estonian | 74 | A-plausible | 0.04 |
| `eus` | Basque | 34 | B-graph |  |
| `evn` | Evenki | 41 | B-graph |  |
| `ewe` | Ewe | 55 | B-graph |  |
| `eza` | Ezaa | 48 | B-graph |  |
| `fal` | South Fali | 41 | B-graph |  |
| `fao` | Faroese | 40 | B-graph |  |
| `far` | Fataleka | 29 | B-graph |  |
| `fas` | Persian | 118 | A-plausible | 0.07 |
| `fij` | Fijian | 39 | B-graph |  |
| `fin` | Finnish | 71 | A-real-clip | 0.01 |
| `flr` | Fuliiru | 35 | B-graph |  |
| `fmu` | Far Western Muria | 53 | B-graph |  |
| `fon` | Fon | 49 | B-graph |  |
| `fra` | French | 314 | A-plausible | 0.00 |
| `frd` | Fordata | 32 | B-graph |  |
| `fry` | Western Frisian | 46 | B-graph |  |
| `ful` | Fula | 85 | A-plausible | 0.23 |
| `gag-script_cyrillic` | Gagauz — cyrillic | 39 | B-graph |  |
| `gag-script_latin` | Gagauz — latin | 41 | B-graph |  |
| `gai` | Borei | 36 | B-graph |  |
| `gam` | Kandawo | 35 | B-graph |  |
| `gau` | Mudhili Gadaba | 64 | B-graph |  |
| `gbi` | Galela | 37 | B-graph |  |
| `gbk` | Gaddi | 69 | B-graph |  |
| `gbm` | Garhwali | 68 | B-graph |  |
| `gbo` | Northern Grebo | 48 | B-graph |  |
| `gde` | Gude | 41 | B-graph |  |
| `geb` | Kire | 37 | B-graph |  |
| `gej` | Gen | 48 | B-graph |  |
| `gil` | Gilbertese | 28 | B-graph |  |
| `gjn` | Gonja | 34 | B-graph |  |
| `gkn` | Gokana | 58 | B-graph |  |
| `gld` | Nanai | 37 | B-graph |  |
| `gle` | Irish | 78 | A-plausible | 0.36 |
| `glg` | Galician | 76 | A-real-clip | 0.10 |
| `glk` | Gilaki | 42 | B-graph |  |
| `gmv` | Gamo | 34 | B-graph |  |
| `gna` | Kaansa | 62 | B-graph |  |
| `gnd` | Zulgo-Gemzek | 38 | B-graph |  |
| `gng` | Ngangam | 47 | B-graph |  |
| `gof-script_latin` | Gofa — latin | 32 | B-graph |  |
| `gog` | Gogo | 30 | B-graph |  |
| `gor` | Gorontalo | 30 | B-graph |  |
| `gqr` | Gor | 32 | B-graph |  |
| `grc` | Ancient Greek | 122 | B-graph |  |
| `gri` | Ghari | 33 | B-graph |  |
| `grn` | Guarani | 58 | B-graph |  |
| `grt` | Garo | 66 | B-graph |  |
| `gso` | Southwest Gbaya | 39 | B-graph |  |
| `gub` | Guajajára | 35 | B-graph |  |
| `guc` | Wayuu | 48 | A-native-parity |  |
| `gud` | Yocoboué Dida | 36 | B-graph |  |
| `guh` | Guahibo | 48 | B-graph |  |
| `guj` | Gujarati | 124 | A-plausible | 0.05 |
| `guk` | Gumuz | 221 | B-graph |  |
| `gum` | Guambiano | 46 | B-graph |  |
| `guo` | Guayabero | 41 | B-graph |  |
| `guq` | Aché | 49 | B-graph |  |
| `guu` | Yanomamö | 49 | B-graph |  |
| `gux` | Gourmanchéma | 30 | B-graph |  |
| `gvc` | Guanano | 46 | B-graph |  |
| `gvl` | Gulay | 56 | B-graph |  |
| `gwi` | Gwichʼin | 49 | B-graph |  |
| `gwr` | Gwere | 42 | B-graph |  |
| `gym` | Ngäbere | 51 | B-graph |  |
| `gyr` | Guarayu | 47 | B-graph |  |
| `had` | Hatam | 30 | B-graph |  |
| `hag` | Hanga | 33 | B-graph |  |
| `hak` | Hakka Chinese | 46 | B-graph |  |
| `hap` | Hupla | 40 | B-graph |  |
| `hat` | Haitian Creole | 35 | B-graph |  |
| `hau` | Hausa | 84 | A-plausible | 0.06 |
| `hay` | Haya | 39 | B-graph |  |
| `heb` | Hebrew | 90 | A-plausible | 0.27 |
| `heh` | Hehe | 30 | B-graph |  |
| `hif` | Fiji Hindi | 43 | B-graph |  |
| `hig` | Kamwe | 39 | B-graph |  |
| `hil` | Hiligaynon | 45 | B-graph |  |
| `hin` | Hindi | 127 | A-real-clip | 0.07 |
| `hlb` | Halbi | 54 | B-graph |  |
| `hlt` | Matu Chin | 31 | B-graph |  |
| `hne` | Chhattisgarhi | 71 | B-graph |  |
| `hnn` | Hanunoo | 24 | B-graph |  |
| `hns` | Caribbean Hindustani | 33 | B-graph |  |
| `hoc` | Ho | 58 | B-graph |  |
| `hoy` | Holiya | 64 | B-graph |  |
| `hrv` | Croatian | 76 | A-plausible | 0.00 |
| `hsb` | Upper Sorbian | 44 | B-graph |  |
| `hto` | Minica Huitoto | 42 | B-graph |  |
| `hub` | Huambisa | 38 | B-graph |  |
| `hui` | Huli | 30 | B-graph |  |
| `hun` | Hungarian | 76 | A-plausible | 0.13 |
| `hus-dialect_centralveracruz` | Huastec — dialect centralveracruz | 33 | B-graph |  |
| `hus-dialect_westernpotosino` | Huastec — dialect westernpotosino | 48 | B-graph |  |
| `huu` | Murui Huitoto | 40 | B-graph |  |
| `huv` | San Mateo Del Mar Huave | 40 | B-graph |  |
| `hvn` | Sabu | 30 | B-graph |  |
| `hwc` | Hawai'i Creole English | 41 | B-graph |  |
| `hye` | Armenian | 103 | A-plausible | 0.03 |
| `hyw` | Western Armenian | 44 | B-graph |  |
| `iba` | Iban | 32 | B-graph |  |
| `ibo` | Igbo | 89 | A-real-clip | 0.06 |
| `icr` | Islander Creole English | 38 | B-graph |  |
| `idd` | Ede Idaca | 43 | B-graph |  |
| `ifa` | Amganad Ifugao | 32 | B-graph |  |
| `ifb` | Batad Ifugao | 33 | B-graph |  |
| `ife` | Ifè | 52 | B-graph |  |
| `ifk` | Tuwali Ifugao | 37 | B-graph |  |
| `ifu` | Mayoyao Ifugao | 33 | B-graph |  |
| `ify` | Keley-I Kallahan | 33 | B-graph |  |
| `ign` | Ignaciano | 46 | B-graph |  |
| `ikk` | Ika | 39 | B-graph |  |
| `ilb` | Ila | 31 | B-graph |  |
| `ilo` | Iloko | 44 | B-graph |  |
| `imo` | Imbongu | 33 | B-graph |  |
| `ina` | Interlingua | 35 | B-graph |  |
| `inb` | Inga | 39 | B-graph |  |
| `ind` | Indonesian | 80 | A-real-clip | 0.00 |
| `iou` | Tuma-Irumu | 41 | B-graph |  |
| `ipi` | Ipili | 27 | B-graph |  |
| `iqw` | Ikwo | 48 | B-graph |  |
| `iri` | Rigwe | 46 | B-graph |  |
| `irk` | Iraqw | 36 | B-graph |  |
| `isl` | Icelandic | 64 | A-plausible | 0.05 |
| `ita` | Italian | 183 | A-plausible | 0.04 |
| `itl` | Itelmen | 51 | B-graph |  |
| `itv` | Itawit | 33 | B-graph |  |
| `ixl-dialect_sangasparchajul` | Ixil — dialect sangasparchajul | 36 | B-graph |  |
| `ixl-dialect_sanjuancotzal` | Ixil — dialect sanjuancotzal | 45 | B-graph |  |
| `ixl-dialect_santamarianebaj` | Ixil — dialect santamarianebaj | 45 | B-graph |  |
| `izr` | Izere | 39 | B-graph |  |
| `izz` | Izii | 51 | B-graph |  |
| `jac` | Popti' | 36 | B-graph |  |
| `jam` | Jamaican Creole English | 32 | B-graph |  |
| `jav` | Javanese | 73 | A-real-clip | 0.04 |
| `jbu` | Jukun Takum | 51 | B-graph |  |
| `jen` | Dza | 39 | B-graph |  |
| `jic` | Tol | 46 | B-graph |  |
| `jiv` | Shuar | 29 | B-graph |  |
| `jmc` | Machame | 36 | B-graph |  |
| `jmd` | Yamdena | 30 | B-graph |  |
| `jpn` | Japanese | 2268 | A-plausible | 0.15 |
| `jun` | Juang | 57 | B-graph |  |
| `juy` | Juray | 42 | B-graph |  |
| `jvn` | Caribbean Javanese | 38 | B-graph |  |
| `kaa` | Kara-Kalpak | 50 | B-graph |  |
| `kab` | Kabyle | 65 | B-graph |  |
| `kac` | Kachin | 29 | B-graph |  |
| `kak` | Kalanguya | 40 | B-graph |  |
| `kam` | Kamba | 68 | A-plausible | 0.01 |
| `kan` | Kannada | 125 | A-plausible | 0.06 |
| `kao` | Xaasongaxango | 35 | B-graph |  |
| `kaq` | Capanahua | 37 | B-graph |  |
| `kat` | Georgian | 93 | A-real-clip | 0.02 |
| `kay` | Kamayurá | 48 | B-graph |  |
| `kaz` | Kazakh | 108 | A-plausible | 0.06 |
| `kbo` | Keliko | 53 | B-graph |  |
| `kbp` | Kabiyè | 46 | B-graph |  |
| `kbq` | Kamano | 42 | B-graph |  |
| `kbr` | Kafa | 35 | B-graph |  |
| `kby` | Manga Kanuri | 33 | B-graph |  |
| `kca` | Khanty | 49 | B-graph |  |
| `kcg` | Tyap | 37 | B-graph |  |
| `kdc` | Kutu | 29 | B-graph |  |
| `kde` | Makonde | 36 | B-graph |  |
| `kdh` | Tem | 46 | B-graph |  |
| `kdi` | Kumam | 30 | B-graph |  |
| `kdj` | Karamojong | 29 | B-graph |  |
| `kdl` | Tsikimba | 36 | B-graph |  |
| `kdn` | Kunda | 32 | B-graph |  |
| `kdt` | Kuy | 64 | B-graph |  |
| `kea` | Kabuverdianu | 75 | A-plausible | 0.04 |
| `kek` | Kekchí | 40 | A-native-parity |  |
| `ken` | Kenyang | 54 | B-graph |  |
| `keo` | Kakwa | 31 | B-graph |  |
| `ker` | Kera | 55 | B-graph |  |
| `key` | Kupia | 55 | B-graph |  |
| `kez` | Kukele | 53 | B-graph |  |
| `kfb` | Northwestern Kolami | 53 | B-graph |  |
| `kff-script_telugu` | Koya — telugu | 44 | B-graph |  |
| `kfw` | Kharam Naga | 45 | B-graph |  |
| `kfx` | Kullu Pahari | 68 | B-graph |  |
| `khg` | Khams Tibetan | 61 | B-graph |  |
| `khm` | Khmer | 152 | A-real-clip | 0.15 |
| `khq` | Koyra Chiini | 39 | B-graph |  |
| `kia` | Kim | 49 | B-graph |  |
| `kij` | Kilivila | 38 | B-graph |  |
| `kik` | Kikuyu | 39 | B-graph |  |
| `kin` | Kinyarwanda | 141 | B-graph |  |
| `kir` | Kyrgyz | 101 | A-real-clip | 0.06 |
| `kjb` | Q'anjob'al | 51 | B-graph |  |
| `kje` | Kisar | 30 | B-graph |  |
| `kjg` | Khmu | 37 | B-graph |  |
| `kjh` | Khakas | 49 | B-graph |  |
| `kki` | Kagulu | 32 | B-graph |  |
| `kkj` | Kako | 44 | B-graph |  |
| `kle` | Kulung (Nepal) | 65 | B-graph |  |
| `klu` | Klao | 53 | B-graph |  |
| `klv` | Maskelynes | 44 | B-graph |  |
| `klw` | Tado | 30 | B-graph |  |
| `kma` | Konni | 35 | B-graph |  |
| `kmd` | Majukayang Kalinga | 40 | B-graph |  |
| `kml` | Tanudan Kalinga | 35 | B-graph |  |
| `kmr-script_arabic` | Northern Kurdish — arabic | 41 | B-graph |  |
| `kmr-script_cyrillic` | Northern Kurdish — cyrillic | 38 | B-graph |  |
| `kmr-script_latin` | Northern Kurdish — latin | 40 | B-graph |  |
| `kmu` | Kanite | 24 | B-graph |  |
| `knb` | Lubuagan Kalinga | 45 | B-graph |  |
| `kne` | Kankanaey | 37 | B-graph |  |
| `knf` | Mankanya | 35 | B-graph |  |
| `knj` | Western Kanjobal | 40 | B-graph |  |
| `knk` | Kuranko | 30 | B-graph |  |
| `kno` | Kono (Sierra Leone) | 28 | B-graph |  |
| `kog` | Cogui | 48 | B-graph |  |
| `kor` | Korean | 1330 | A-plausible | 0.20 |
| `kpq` | Korupun-Sela | 37 | B-graph |  |
| `kps` | Tehit | 31 | B-graph |  |
| `kpv` | Komi-Zyrian | 43 | B-graph |  |
| `kpy` | Koryak | 42 | B-graph |  |
| `kpz` | Kupsabiny | 29 | B-graph |  |
| `kqe` | Kalagan | 38 | B-graph |  |
| `kqp` | Kimré | 36 | B-graph |  |
| `kqr` | Kimaragang | 46 | B-graph |  |
| `kqy` | Koorete | 178 | B-graph |  |
| `krc` | Karachay-Balkar | 40 | B-graph |  |
| `kri` | Krio | 33 | B-graph |  |
| `krj` | Kinaray-a | 42 | B-graph |  |
| `krl` | Karelian | 34 | B-graph |  |
| `krr` | Krung | 61 | B-graph |  |
| `krs` | Gbaya (Sudan) | 54 | B-graph |  |
| `kru` | Kurukh | 64 | B-graph |  |
| `ksb` | Shambala | 34 | B-graph |  |
| `ksr` | Borong | 43 | B-graph |  |
| `kss` | Southern Kisi | 41 | B-graph |  |
| `ktb` | Kambaata | 188 | B-graph |  |
| `ktj` | Plapo Krumen | 38 | B-graph |  |
| `kub` | Kutep | 48 | B-graph |  |
| `kue` | Kuman (Papua New Guinea) | 39 | B-graph |  |
| `kum` | Kumyk | 42 | B-graph |  |
| `kus` | Kusaal | 31 | B-graph |  |
| `kvn` | Border Kuna | 49 | B-graph |  |
| `kvw` | Wersing | 29 | B-graph |  |
| `kwd` | Kwaio | 33 | B-graph |  |
| `kwf` | Kwara'ae | 36 | B-graph |  |
| `kwi` | Awa-Cuaiquer | 46 | B-graph |  |
| `kxc` | Konso | 147 | B-graph |  |
| `kxf` | Manumanaw Karen | 41 | B-graph |  |
| `kxm` | Northern Khmer | 50 | B-graph |  |
| `kxv` | Kuvi | 45 | B-graph |  |
| `kyb` | Butbut Kalinga | 40 | B-graph |  |
| `kyc` | Kyaka | 40 | B-graph |  |
| `kyf` | Kouya | 35 | B-graph |  |
| `kyg` | Keyagana | 23 | B-graph |  |
| `kyo` | Kelon | 32 | B-graph |  |
| `kyq` | Kenga | 35 | B-graph |  |
| `kyu` | Western Kayah | 42 | B-graph |  |
| `kyz` | Kayabí | 41 | B-graph |  |
| `kzf` | Da'a Kaili | 30 | B-graph |  |
| `lac` | Lacandon | 40 | B-graph |  |
| `laj` | Lango (Uganda) | 31 | B-graph |  |
| `lam` | Lamba | 32 | B-graph |  |
| `lao` | Lao | 123 | A-plausible | 0.06 |
| `las` | Lama (Togo) | 35 | B-graph |  |
| `lat` | Latin | 32 | B-graph |  |
| `lav` | Latvian | 75 | A-plausible | 0.02 |
| `law` | Lauje | 33 | B-graph |  |
| `lbj` | Ladakhi | 60 | B-graph |  |
| `lbw` | Tolaki | 28 | B-graph |  |
| `lcp` | Western Lawa | 45 | B-graph |  |
| `lee` | Lyélé | 67 | B-graph |  |
| `lef` | Lelemi | 40 | B-graph |  |
| `lem` | Nomaande | 37 | B-graph |  |
| `lew` | Ledo Kaili | 37 | B-graph |  |
| `lex` | Luang | 30 | B-graph |  |
| `lgg` | Lugbara | 37 | B-graph |  |
| `lgl` | Wala | 33 | B-graph |  |
| `lhu` | Lahu | 35 | B-graph |  |
| `lia` | West-Central Limba | 31 | B-graph |  |
| `lid` | Nyindrou | 38 | B-graph |  |
| `lif` | Limbu | 53 | B-graph |  |
| `lin` | Lingala | 81 | A-real-clip | 0.01 |
| `lip` | Sekpele | 47 | B-graph |  |
| `lis` | Lisu | 58 | B-graph |  |
| `lit` | Lithuanian | 71 | A-plausible | 0.07 |
| `lje` | Rampi | 38 | B-graph |  |
| `ljp` | Lampung Api | 38 | B-graph |  |
| `llg` | Lole | 29 | B-graph |  |
| `lln` | Lele (Chad) | 39 | B-graph |  |
| `lme` | Pévé | 40 | B-graph |  |
| `lnd` | Lundayeh | 39 | B-graph |  |
| `lns` | Lamnso' | 51 | B-graph |  |
| `lob` | Lobi | 45 | B-graph |  |
| `lok` | Loko | 32 | B-graph |  |
| `lom` | Loma (Liberia) | 60 | B-graph |  |
| `lon` | Malawi Lomwe | 40 | B-graph |  |
| `loq` | Lobala | 38 | B-graph |  |
| `lsi` | Lashi | 42 | B-graph |  |
| `lsm` | Saamia | 36 | B-graph |  |
| `ltz` | Luxembourgish | 78 | A-plausible | 0.11 |
| `luc` | Aringa | 62 | B-graph |  |
| `lug` | Ganda | 79 | A-plausible | 0.04 |
| `luo` | Luo (Kenya and Tanzania) | 68 | A-real-clip | 0.15 |
| `lwo` | Luwo | 31 | B-graph |  |
| `lww` | Lewo | 36 | B-graph |  |
| `lzz` | Laz | 37 | B-graph |  |
| `maa-dialect_sanantonio` | San Jerónimo Tecóatl Mazatec — dialect sanantonio | 45 | B-graph |  |
| `maa-dialect_sanjeronimo` | San Jerónimo Tecóatl Mazatec — dialect sanjeronimo | 44 | B-graph |  |
| `mad` | Madurese | 37 | B-graph |  |
| `mag` | Magahi | 72 | B-graph |  |
| `mah` | Marshallese | 41 | B-graph |  |
| `mai` | Maithili | 69 | B-graph |  |
| `maj` | Jalapa De Díaz Mazatec | 39 | B-graph |  |
| `mak` | Makasar | 34 | B-graph |  |
| `mal` | Malayalam | 136 | A-plausible | 0.04 |
| `mam-dialect_central` | Mam — dialect central | 47 | B-graph |  |
| `mam-dialect_northern` | Mam — dialect northern | 51 | B-graph |  |
| `mam-dialect_southern` | Mam — dialect southern | 35 | B-graph |  |
| `mam-dialect_western` | Mam — dialect western | 42 | B-graph |  |
| `maq` | Chiquihuitlán Mazatec | 38 | B-graph |  |
| `mar` | Marathi | 146 | A-plausible | 0.04 |
| `maw` | Mampruli | 33 | B-graph |  |
| `maz` | Central Mazahua | 48 | B-graph |  |
| `mbb` | Western Bukidnon Manobo | 38 | B-graph |  |
| `mbc` | Macushi | 57 | B-graph |  |
| `mbh` | Mangseng | 39 | B-graph |  |
| `mbj` | Nadëb | 50 | B-graph |  |
| `mbt` | Matigsalug Manobo | 33 | B-graph |  |
| `mbu` | Mbula-Bwazza | 64 | B-graph |  |
| `mbz` | Amoltepec Mixtec | 37 | B-graph |  |
| `mca` | Maca | 46 | B-graph |  |
| `mcb` | Machiguenga | 36 | B-graph |  |
| `mcd` | Sharanahua | 44 | B-graph |  |
| `mco` | Coatlán Mixe | 46 | B-graph |  |
| `mcp` | Makaa | 54 | B-graph |  |
| `mcq` | Ese | 37 | B-graph |  |
| `mcu` | Cameroon Mambila | 61 | B-graph |  |
| `mda` | Mada (Nigeria) | 59 | B-graph |  |
| `mdf` | Moksha | 39 | B-graph |  |
| `mdv` | Santa Lucía Monteverde Mixtec | 41 | B-graph |  |
| `mdy` | Male (Ethiopia) | 156 | B-graph |  |
| `med` | Melpa | 39 | B-graph |  |
| `mee` | Mengen | 28 | B-graph |  |
| `mej` | Meyah | 35 | B-graph |  |
| `men` | Mende | 34 | B-graph |  |
| `meq` | Merey | 40 | B-graph |  |
| `met` | Mato | 39 | B-graph |  |
| `mev` | Mano | 53 | B-graph |  |
| `mfe` | Morisyen | 34 | B-graph |  |
| `mfh` | Matal | 42 | B-graph |  |
| `mfi` | Wandala | 37 | B-graph |  |
| `mfk` | North Mofu | 35 | B-graph |  |
| `mfq` | Moba | 31 | B-graph |  |
| `mfy` | Mayo | 45 | B-graph |  |
| `mfz` | Mabaan | 34 | B-graph |  |
| `mgd` | Moru | 43 | B-graph |  |
| `mge` | Mango | 47 | B-graph |  |
| `mgh` | Makhuwa-Meetto | 36 | B-graph |  |
| `mgo` | Metaʼ | 54 | B-graph |  |
| `mhi` | Ma'di | 32 | B-graph |  |
| `mhr` | Eastern Mari | 45 | B-graph |  |
| `mhu` | Digaro-Mishmi | 37 | B-graph |  |
| `mhx` | Maru | 38 | B-graph |  |
| `mhy` | Ma'anyan | 36 | B-graph |  |
| `mib` | Atatláhuca Mixtec | 46 | B-graph |  |
| `mie` | Ocotepec Mixtec | 42 | B-graph |  |
| `mif` | Mofu-Gudur | 34 | B-graph |  |
| `mih` | Chayuco Mixtec | 41 | B-graph |  |
| `mil` | Peñoles Mixtec | 53 | B-graph |  |
| `mim` | Alacatlatzala Mixtec | 40 | B-graph |  |
| `min` | Minangkabau | 38 | B-graph |  |
| `mio` | Pinotepa Nacional Mixtec | 38 | B-graph |  |
| `mip` | Apasco-Apoala Mixtec | 43 | B-graph |  |
| `miq` | Mískito | 44 | B-graph |  |
| `mit` | Southern Puebla Mixtec | 54 | B-graph |  |
| `miy` | Ayutla Mixtec | 44 | B-graph |  |
| `miz` | Coatzospan Mixtec | 53 | B-graph |  |
| `mjl` | Mandeali | 66 | B-graph |  |
| `mjv` | Mannan | 57 | B-graph |  |
| `mkd` | Macedonian | 97 | A-plausible | 0.02 |
| `mkl` | Mokole | 51 | B-graph |  |
| `mkn` | Kupang Malay | 34 | B-graph |  |
| `mlg` | Malagasy | 48 | B-graph |  |
| `mlt` | Maltese | 83 | A-real-clip | 0.11 |
| `mmg` | North Ambrym | 35 | B-graph |  |
| `mnb` | Muna | 28 | B-graph |  |
| `mnf` | Mundani | 55 | B-graph |  |
| `mnk` | Mandinka | 34 | B-graph |  |
| `mnw` | Mon | 63 | B-graph |  |
| `mnx` | Manikion | 27 | B-graph |  |
| `moa` | Mwan | 35 | B-graph |  |
| `mog` | Mongondow | 40 | B-graph |  |
| `mon` | Mongolian | 100 | A-plausible | 0.10 |
| `mop` | Mopán Maya | 47 | B-graph |  |
| `mor` | Moro | 37 | B-graph |  |
| `mos` | Mossi | 39 | B-graph |  |
| `mox` | Molima | 39 | B-graph |  |
| `moz` | Mukulu | 43 | B-graph |  |
| `mpg` | Marba | 45 | B-graph |  |
| `mpm` | Yosondúa Mixtec | 43 | B-graph |  |
| `mpp` | Migabac | 40 | B-graph |  |
| `mpx` | Misima-Panaeati | 34 | B-graph |  |
| `mqb` | Mbuko | 47 | B-graph |  |
| `mqf` | Momuna | 48 | B-graph |  |
| `mqj` | Mamasa | 40 | B-graph |  |
| `mqn` | Moronene | 34 | B-graph |  |
| `mri` | Māori | 61 | A-plausible | 0.05 |
| `mrw` | Maranao | 25 | B-graph |  |
| `msy` | Aruamu | 41 | B-graph |  |
| `mtd` | Mualang | 28 | B-graph |  |
| `mtj` | Moskona | 35 | B-graph |  |
| `mto` | Totontepec Mixe | 43 | B-graph |  |
| `muh` | Mündü | 35 | B-graph |  |
| `mup` | Malvi | 60 | B-graph |  |
| `mur` | Murle | 39 | B-graph |  |
| `muv` | Muthuvan | 50 | B-graph |  |
| `muy` | Muyang | 51 | B-graph |  |
| `mvp` | Duri | 31 | B-graph |  |
| `mwq` | Mün Chin | 47 | B-graph |  |
| `mwv` | Mentawai | 34 | B-graph |  |
| `mxb` | Tezoatlán Mixtec | 50 | B-graph |  |
| `mxq` | Juquila Mixe | 39 | B-graph |  |
| `mxt` | Jamiltepec Mixtec | 40 | B-graph |  |
| `mxv` | Metlatónoc Mixtec | 50 | B-graph |  |
| `mya` | Burmese | 140 | A-plausible | 0.17 |
| `myb` | Mbay | 43 | B-graph |  |
| `myk` | Mamara Senoufo | 49 | B-graph |  |
| `myl` | Moma | 31 | B-graph |  |
| `myv` | Erzya | 40 | B-graph |  |
| `myx` | Masaaba | 35 | B-graph |  |
| `myy` | Macuna | 49 | B-graph |  |
| `mza` | Santa María Zacatepec Mixtec | 53 | B-graph |  |
| `mzi` | Ixcatlán Mazatec | 38 | B-graph |  |
| `mzj` | Manya | 36 | B-graph |  |
| `mzk` | Nigeria Mambila | 44 | B-graph |  |
| `mzm` | Mumuye | 60 | B-graph |  |
| `mzw` | Deg | 43 | B-graph |  |
| `nab` | Southern Nambikuára | 44 | B-graph |  |
| `nag` | Naga Pidgin | 40 | B-graph |  |
| `nan` | Min Nan Chinese | 51 | B-graph |  |
| `nas` | Naasioi | 36 | B-graph |  |
| `naw` | Nawuri | 34 | B-graph |  |
| `nca` | Iyo | 47 | B-graph |  |
| `nch` | Central Huasteca Nahuatl | 41 | B-graph |  |
| `ncj` | Northern Puebla Nahuatl | 36 | B-graph |  |
| `ncl` | Michoacán Nahuatl | 38 | B-graph |  |
| `ncu` | Chumburung | 34 | B-graph |  |
| `ndj` | Ndamba | 30 | B-graph |  |
| `ndp` | Ndo | 29 | B-graph |  |
| `ndv` | Ndut | 38 | B-graph |  |
| `ndy` | Lutos | 34 | B-graph |  |
| `ndz` | Ndogo | 55 | B-graph |  |
| `neb` | Toura (Côte d'Ivoire) | 50 | B-graph |  |
| `new` | Newari | 67 | B-graph |  |
| `nfa` | Dhao | 30 | B-graph |  |
| `nfr` | Nafaanra | 35 | B-graph |  |
| `nga` | Ngbaka | 47 | B-graph |  |
| `ngl` | Lomwe | 26 | B-graph |  |
| `ngp` | Ngulu | 30 | B-graph |  |
| `ngu` | Guerrero Nahuatl | 39 | B-graph |  |
| `nhe` | Eastern Huasteca Nahuatl | 37 | B-graph |  |
| `nhi` | Zacatlán-Ahuacatlán-Tepetzintla Nahuatl | 40 | B-graph |  |
| `nhu` | Noone | 48 | B-graph |  |
| `nhw` | Western Huasteca Nahuatl | 40 | B-graph |  |
| `nhx` | Isthmus-Mecayapan Nahuatl | 42 | B-graph |  |
| `nhy` | Northern Oaxaca Nahuatl | 37 | B-graph |  |
| `nia` | Nias | 37 | B-graph |  |
| `nij` | Ngaju | 37 | B-graph |  |
| `nim` | Nilamba | 34 | B-graph |  |
| `nin` | Ninzo | 51 | B-graph |  |
| `nko` | Nkonya | 39 | B-graph |  |
| `nlc` | Nalca | 35 | B-graph |  |
| `nld` | Dutch | 86 | A-real-clip | 0.04 |
| `nlg` | Gela | 33 | B-graph |  |
| `nlk` | Ninia Yali | 39 | B-graph |  |
| `nmz` | Nawdm | 47 | B-graph |  |
| `nnb` | Nande | 38 | B-graph |  |
| `nno` | Norwegian Nynorsk | 32 | B-graph |  |
| `nnq` | Ngindo | 29 | B-graph |  |
| `nnw` | Southern Nuni | 57 | B-graph |  |
| `noa` | Woun Meu | 51 | B-graph |  |
| `nob` | Norwegian Bokmål | 75 | A-plausible | 0.10 |
| `nod` | Northern Thai | 69 | B-graph |  |
| `nog` | Nogai | 43 | B-graph |  |
| `not` | Nomatsiguenga | 44 | B-graph |  |
| `npi` | Nepali (individual language) | 124 | A-real-clip | 0.01 |
| `npl` | Southeastern Puebla Nahuatl | 40 | B-graph |  |
| `npy` | Napu | 29 | B-graph |  |
| `nso` | Northern Sotho | 75 | A-plausible | 0.03 |
| `nst` | Tase Naga | 30 | B-graph |  |
| `nsu` | Sierra Negra Nahuatl | 44 | B-graph |  |
| `ntm` | Nateni | 45 | B-graph |  |
| `ntr` | Delo | 31 | B-graph |  |
| `nuj` | Nyole | 33 | B-graph |  |
| `nus` | Nuer | 37 | B-graph |  |
| `nuz` | Tlamacazapa Nahuatl | 37 | B-graph |  |
| `nwb` | Nyabwa | 36 | B-graph |  |
| `nxq` | Naxi | 32 | B-graph |  |
| `nya` | Nyanja | 74 | A-real-clip | 0.07 |
| `nyf` | Giryama | 32 | B-graph |  |
| `nyn` | Nyankole | 31 | B-graph |  |
| `nyo` | Nyoro | 31 | B-graph |  |
| `nyy` | Nyakyusa-Ngonde | 48 | B-graph |  |
| `nzi` | Nzima | 34 | B-graph |  |
| `obo` | Obo Manobo | 33 | B-graph |  |
| `oci` | Occitan | 81 | A-plausible | 0.10 |
| `ojb-script_latin` | Northwestern Ojibwa — latin | 29 | B-graph |  |
| `ojb-script_syllabics` | Northwestern Ojibwa — syllabics | 159 | B-graph |  |
| `oku` | Oku | 52 | B-graph |  |
| `old` | Mochi | 35 | B-graph |  |
| `omw` | South Tairora | 34 | B-graph |  |
| `onb` | Lingao | 30 | B-graph |  |
| `ood` | Tohono O'odham | 33 | B-graph |  |
| `orm` | Oromo | 65 | A-plausible | 0.17 |
| `ory` | Odia (individual language) | 134 | A-plausible | 0.08 |
| `oss` | Ossetic | 37 | B-graph |  |
| `ote` | Mezquital Otomi | 43 | B-graph |  |
| `otq` | Querétaro Otomi | 40 | B-graph |  |
| `ozm` | Koonzime | 64 | B-graph |  |
| `pab` | Parecís | 53 | B-graph |  |
| `pad` | Paumarí | 54 | B-graph |  |
| `pag` | Pangasinan | 35 | B-graph |  |
| `pam` | Pampanga | 36 | B-graph |  |
| `pan` | Punjabi | 95 | A-real-clip | 0.02 |
| `pao` | Northern Paiute | 39 | B-graph |  |
| `pap` | Papiamento | 54 | B-graph |  |
| `pau` | Palauan | 43 | B-graph |  |
| `pbb` | Páez | 44 | B-graph |  |
| `pbc` | Patamona | 45 | B-graph |  |
| `pbi` | Parkwa | 39 | B-graph |  |
| `pce` | Ruching Palaung | 42 | B-graph |  |
| `pcm` | Nigerian Pidgin | 39 | B-graph |  |
| `peg` | Pengo | 41 | B-graph |  |
| `pez` | Eastern Penan | 36 | B-graph |  |
| `pib` | Yine | 27 | B-graph |  |
| `pil` | Yom | 43 | B-graph |  |
| `pir` | Piratapuyo | 47 | B-graph |  |
| `pis` | Pijin | 39 | B-graph |  |
| `pjt` | Pitjantjatjara | 48 | B-graph |  |
| `pkb` | Pokomo | 38 | B-graph |  |
| `pls` | San Marcos Tlacoyalco Popoloca | 48 | B-graph |  |
| `plw` | Brooke's Point Palawano | 34 | B-graph |  |
| `pmf` | Pamona | 30 | B-graph |  |
| `pny` | Pinyin | 58 | B-graph |  |
| `poh-dialect_eastern` | Poqomchi' — dialect eastern | 40 | B-graph |  |
| `poh-dialect_western` | Poqomchi' — dialect western | 32 | B-graph |  |
| `poi` | Highland Popoluca | 42 | B-graph |  |
| `pol` | Polish | 74 | A-plausible | 0.01 |
| `por` | Portuguese | 82 | A-plausible | 0.04 |
| `poy` | Pogolo | 30 | B-graph |  |
| `ppk` | Uma | 31 | B-graph |  |
| `pps` | San Luís Temalacayuca Popoloca | 49 | B-graph |  |
| `prf` | Paranan | 39 | B-graph |  |
| `prk` | Parauk | 35 | B-graph |  |
| `prt` | Phai | 58 | B-graph |  |
| `pse` | Central Malay | 27 | B-graph |  |
| `pss` | Kaulong | 27 | B-graph |  |
| `ptu` | Bambam | 31 | B-graph |  |
| `pui` | Puinave | 43 | B-graph |  |
| `pus` | Pashto | 139 | A-plausible | 0.43 |
| `pwg` | Gapapaiwa | 41 | B-graph |  |
| `pww` | Pwo Northern Karen | 49 | B-graph |  |
| `pxm` | Quetzaltepec Mixe | 40 | B-graph |  |
| `qub` | Huallaga Huánuco Quechua | 44 | B-graph |  |
| `quc-dialect_central` | Kʼicheʼ — dialect central | 40 | B-graph |  |
| `quc-dialect_east` | Kʼicheʼ — dialect east | 46 | B-graph |  |
| `quc-dialect_north` | Kʼicheʼ — dialect north | 38 | B-graph |  |
| `quf` | Lambayeque Quechua | 38 | B-graph |  |
| `quh` | South Bolivian Quechua | 46 | B-graph |  |
| `qul` | North Bolivian Quechua | 41 | B-graph |  |
| `quw` | Tena Lowland Quichua | 47 | B-graph |  |
| `quy` | Ayacucho Quechua | 39 | A-native-parity |  |
| `quz` | Cusco Quechua | 40 | B-graph |  |
| `qvc` | Cajamarca Quechua | 45 | B-graph |  |
| `qve` | Eastern Apurímac Quechua | 43 | B-graph |  |
| `qvh` | Huamalíes-Dos de Mayo Huánuco Quechua | 44 | B-graph |  |
| `qvm` | Margos-Yarowilca-Lauricocha Quechua | 44 | B-graph |  |
| `qvn` | North Junín Quechua | 45 | B-graph |  |
| `qvo` | Napo Lowland Quechua | 39 | B-graph |  |
| `qvs` | San Martín Quechua | 34 | B-graph |  |
| `qvw` | Huaylla Wanca Quechua | 49 | B-graph |  |
| `qvz` | Northern Pastaza Quichua | 38 | B-graph |  |
| `qwh` | Huaylas Ancash Quechua | 40 | B-graph |  |
| `qxh` | Panao Huánuco Quechua | 45 | B-graph |  |
| `qxl` | Salasaca Highland Quichua | 41 | B-graph |  |
| `qxn` | Northern Conchucos Ancash Quechua | 44 | B-graph |  |
| `qxo` | Southern Conchucos Ancash Quechua | 42 | B-graph |  |
| `qxr` | Cañar Highland Quichua | 39 | B-graph |  |
| `rah` | Rabha | 43 | B-graph |  |
| `rai` | Ramoaaina | 35 | B-graph |  |
| `rap` | Rapanui | 40 | B-graph |  |
| `rav` | Sampang | 59 | B-graph |  |
| `raw` | Rawang | 55 | B-graph |  |
| `rej` | Rejang | 36 | B-graph |  |
| `rel` | Rendille | 32 | B-graph |  |
| `rgu` | Ringgou | 27 | B-graph |  |
| `rhg` | Rohingya | 38 | B-graph |  |
| `rif-script_arabic` | Riffian — arabic | 45 | B-graph |  |
| `rif-script_latin` | Riffian — latin | 44 | B-graph |  |
| `ril` | Riang Lang | 30 | B-graph |  |
| `rim` | Nyaturu | 33 | B-graph |  |
| `rjs` | Rajbanshi | 65 | B-graph |  |
| `rkt` | Rangpuri | 66 | B-graph |  |
| `rmc-script_cyrillic` | Carpathian Romani — cyrillic | 40 | B-graph |  |
| `rmc-script_latin` | Carpathian Romani — latin | 44 | B-graph |  |
| `rmo` | Sinte Romani | 31 | B-graph |  |
| `rmy-script_cyrillic` | Vlax Romani — cyrillic | 40 | B-graph |  |
| `rmy-script_latin` | Vlax Romani — latin | 31 | B-graph |  |
| `rng` | Ronga | 47 | B-graph |  |
| `rnl` | Ranglong | 39 | B-graph |  |
| `roh-dialect_sursilv` | Romansh — dialect sursilv | 40 | B-graph |  |
| `roh-dialect_vallader` | Romansh — dialect vallader | 43 | B-graph |  |
| `rol` | Romblomanon | 49 | B-graph |  |
| `ron` | Romanian | 83 | A-real-clip | 0.15 |
| `rop` | Kriol | 26 | B-graph |  |
| `rro` | Waima | 35 | B-graph |  |
| `rub` | Gungu | 39 | B-graph |  |
| `ruf` | Luguru | 35 | B-graph |  |
| `rug` | Roviana | 28 | B-graph |  |
| `run` | Rundi | 32 | B-graph |  |
| `rus` | Russian | 95 | A-plausible | 0.03 |
| `sab` | Buglere | 40 | B-graph |  |
| `sag` | Sango | 43 | B-graph |  |
| `sah` | Yakut | 50 | B-graph |  |
| `saj` | Sahu | 33 | B-graph |  |
| `saq` | Samburu | 39 | B-graph |  |
| `sas` | Sasak | 33 | B-graph |  |
| `sat` | Santali | 39 | B-graph |  |
| `sba` | Ngambay | 53 | B-graph |  |
| `sbd` | Southern Samo | 54 | B-graph |  |
| `sbl` | Botolan Sambal | 32 | B-graph |  |
| `sbp` | Sangu | 30 | B-graph |  |
| `sch` | Sakachep | 42 | B-graph |  |
| `sck` | Sadri | 63 | B-graph |  |
| `sda` | Toraja-Sa'dan | 32 | B-graph |  |
| `sea` | Semai | 42 | B-graph |  |
| `seh` | Sena | 32 | B-graph |  |
| `ses` | Koyraboro Senni | 39 | B-graph |  |
| `sey` | Secoya | 40 | B-graph |  |
| `sgb` | Mag-antsi Ayta | 45 | B-graph |  |
| `sgj` | Surgujia | 53 | B-graph |  |
| `sgw` | Sebat Bet Gurage | 248 | B-graph |  |
| `shi` | Tachelhit | 39 | B-graph |  |
| `shk` | Shilluk | 50 | B-graph |  |
| `shn` | Shan | 47 | B-graph |  |
| `sho` | Shanga | 51 | B-graph |  |
| `shp` | Shipibo-Conibo | 40 | B-graph |  |
| `sid` | Sidamo | 41 | B-graph |  |
| `sig` | Paasaal | 36 | B-graph |  |
| `sil` | Tumulung Sisaala | 39 | B-graph |  |
| `sja` | Epena | 49 | B-graph |  |
| `sjm` | Mapun | 34 | B-graph |  |
| `sld` | Sissala | 49 | B-graph |  |
| `slk` | Slovak | 77 | A-plausible | 0.01 |
| `slu` | Selaru | 30 | B-graph |  |
| `slv` | Slovenian | 72 | A-plausible | 0.05 |
| `sml` | Central Sama | 33 | B-graph |  |
| `smo` | Samoan | 29 | B-graph |  |
| `sna` | Shona | 65 | A-real-clip | 0.05 |
| `snd` | Sindhi | 128 | A-plausible | 0.04 |
| `sne` | Bau Bidayuh | 43 | B-graph |  |
| `snn` | Siona | 44 | B-graph |  |
| `snp` | Siane | 27 | B-graph |  |
| `snw` | Selee | 40 | B-graph |  |
| `som` | Somali | 73 | A-plausible | 0.25 |
| `soy` | Miyobe | 49 | B-graph |  |
| `spa` | Spanish | 243 | A-plausible | 0.00 |
| `spp` | Supyire Senoufo | 54 | B-graph |  |
| `spy` | Sabaot | 33 | B-graph |  |
| `sqi` | Albanian | 37 | B-graph |  |
| `sri` | Siriano | 50 | B-graph |  |
| `srm` | Saramaccan | 40 | B-graph |  |
| `srn` | Sranan Tongo | 38 | B-graph |  |
| `srp-script_cyrillic` | Serbian — cyrillic | 35 | B-graph |  |
| `srp-script_latin` | Serbian — latin | 96 | B-graph |  |
| `srx` | Sirmauri | 67 | B-graph |  |
| `stn` | Owa | 31 | B-graph |  |
| `stp` | Southeastern Tepehuan | 31 | B-graph |  |
| `suc` | Western Subanon | 29 | B-graph |  |
| `suk` | Sukuma | 40 | B-graph |  |
| `sun` | Sundanese | 41 | B-graph |  |
| `sur` | Mwaghavul | 42 | B-graph |  |
| `sus` | Susu | 30 | B-graph |  |
| `suv` | Puroik | 36 | B-graph |  |
| `suz` | Sunwar | 70 | B-graph |  |
| `swe` | Swedish | 74 | A-plausible | 0.02 |
| `swh` | Swahili (individual language) | 79 | A-real-clip | 0.12 |
| `sxb` | Suba | 35 | B-graph |  |
| `sxn` | Sangir | 44 | B-graph |  |
| `sya` | Siang | 29 | B-graph |  |
| `syl` | Sylheti | 35 | B-graph |  |
| `sza` | Semelai | 29 | B-graph |  |
| `tac` | Lowland Tarahumara | 37 | B-graph |  |
| `taj` | Eastern Tamang | 66 | B-graph |  |
| `tam` | Tamil | 120 | A-plausible | 0.04 |
| `tao` | Yami | 29 | B-graph |  |
| `tap` | Taabwa | 39 | B-graph |  |
| `taq` | Tamasheq | 41 | B-graph |  |
| `tat` | Tatar | 57 | B-graph |  |
| `tav` | Tatuyo | 46 | B-graph |  |
| `tbc` | Takia | 40 | B-graph |  |
| `tbg` | North Tairora | 43 | B-graph |  |
| `tbk` | Calamian Tagbanwa | 47 | B-graph |  |
| `tbl` | Tboli | 39 | B-graph |  |
| `tby` | Tabaru | 41 | B-graph |  |
| `tbz` | Ditammari | 48 | B-graph |  |
| `tca` | Ticuna | 65 | B-graph |  |
| `tcc` | Datooga | 29 | B-graph |  |
| `tcs` | Torres Strait Creole | 25 | B-graph |  |
| `tcz` | Thado Chin | 46 | B-graph |  |
| `tdj` | Tajio | 30 | B-graph |  |
| `ted` | Tepo Krumen | 36 | B-graph |  |
| `tee` | Huehuetla Tepehua | 37 | B-graph |  |
| `tel` | Telugu | 125 | A-real-clip | 0.07 |
| `tem` | Timne | 33 | B-graph |  |
| `teo` | Teso | 30 | B-graph |  |
| `ter` | Tereno | 42 | B-graph |  |
| `tes` | Tengger | 29 | B-graph |  |
| `tew` | Tewa (USA) | 51 | B-graph |  |
| `tex` | Tennet | 35 | B-graph |  |
| `tfr` | Teribe | 55 | B-graph |  |
| `tgj` | Tagin | 37 | B-graph |  |
| `tgk` | Tajik | 106 | A-plausible | 0.01 |
| `tgl` | Filipino | 82 | A-plausible | 0.03 |
| `tgo` | Sudest | 36 | B-graph |  |
| `tgp` | Tangoa | 46 | B-graph |  |
| `tha` | Thai | 133 | A-plausible | 0.10 |
| `thk` | Tharaka | 31 | B-graph |  |
| `thl` | Dangaura Tharu | 67 | B-graph |  |
| `tih` | Timugon Murut | 35 | B-graph |  |
| `tik` | Tikar | 56 | B-graph |  |
| `tir` | Tigrinya | 231 | B-graph |  |
| `tkr` | Tsakhur | 40 | B-graph |  |
| `tlb` | Tobelo | 42 | B-graph |  |
| `tlj` | Talinga-Bwisi | 33 | B-graph |  |
| `tly` | Talysh | 43 | B-graph |  |
| `tmc` | Tumak | 37 | B-graph |  |
| `tmf` | Toba-Maskoy | 43 | B-graph |  |
| `tna` | Tacana | 40 | B-graph |  |
| `tng` | Tobanga | 39 | B-graph |  |
| `tnk` | Kwamera | 36 | B-graph |  |
| `tnn` | North Tanna | 30 | B-graph |  |
| `tnp` | Whitesands | 31 | B-graph |  |
| `tnr` | Ménik | 40 | B-graph |  |
| `tnt` | Tontemboan | 32 | B-graph |  |
| `tob` | Toba | 40 | B-graph |  |
| `toc` | Coyutla Totonac | 40 | B-graph |  |
| `toh` | Gitonga | 35 | B-graph |  |
| `tom` | Tombulu | 31 | B-graph |  |
| `tos` | Highland Totonac | 43 | B-graph |  |
| `tpi` | Tok Pisin | 40 | B-graph |  |
| `tpm` | Tampulma | 33 | B-graph |  |
| `tpp` | Pisaflores Tepehua | 48 | B-graph |  |
| `tpt` | Tlachichilco Tepehua | 44 | B-graph |  |
| `trc` | Copala Triqui | 44 | B-graph |  |
| `tri` | Trió | 41 | B-graph |  |
| `trn` | Trinitario | 40 | B-graph |  |
| `trs` | Chicahuaxtla Triqui | 56 | B-graph |  |
| `tso` | Tsonga | 33 | B-graph |  |
| `tsz` | Purepecha | 39 | B-graph |  |
| `ttc` | Tektiteko | 40 | B-graph |  |
| `tte` | Bwanabwana | 31 | B-graph |  |
| `ttq-script_tifinagh` | Tawallammat Tamajaq — tifinagh | 29 | B-graph |  |
| `tue` | Tuyuca | 49 | B-graph |  |
| `tuf` | Central Tunebo | 40 | B-graph |  |
| `tuk-script_arabic` | Turkmen — arabic | 44 | B-graph |  |
| `tuk-script_latin` | Turkmen — latin | 39 | B-graph |  |
| `tuo` | Tucano | 50 | B-graph |  |
| `tur` | Turkish | 76 | A-plausible | 0.03 |
| `tvw` | Sedoa | 32 | B-graph |  |
| `twb` | Western Tawbuid | 34 | B-graph |  |
| `twe` | Tewa (Indonesia) | 32 | B-graph |  |
| `twu` | Termanu | 31 | B-graph |  |
| `txa` | Tombonuo | 26 | B-graph |  |
| `txq` | Tii | 42 | B-graph |  |
| `txu` | Kayapó | 46 | B-graph |  |
| `tye` | Kyanga | 51 | B-graph |  |
| `tzh-dialect_bachajon` | Tzeltal — dialect bachajon | 39 | B-graph |  |
| `tzh-dialect_tenejapa` | Tzeltal — dialect tenejapa | 40 | B-graph |  |
| `tzj-dialect_eastern` | Tz'utujil — dialect eastern | 40 | B-graph |  |
| `tzj-dialect_western` | Tz'utujil — dialect western | 40 | B-graph |  |
| `tzo-dialect_chamula` | Tzotzil — dialect chamula | 39 | B-graph |  |
| `tzo-dialect_chenalho` | Tzotzil — dialect chenalho | 39 | B-graph |  |
| `ubl` | Buhi'non Bikol | 40 | B-graph |  |
| `ubu` | Umbu-Ungu | 31 | B-graph |  |
| `udm` | Udmurt | 45 | B-graph |  |
| `udu` | Uduk | 37 | B-graph |  |
| `uig-script_arabic` | Uyghur — arabic | 46 | B-graph |  |
| `uig-script_cyrillic` | Uyghur — cyrillic | 51 | B-graph |  |
| `ukr` | Ukrainian | 98 | A-plausible | 0.04 |
| `umb` | Umbundu | 75 | A-plausible | 0.03 |
| `unr` | Mundari | 57 | B-graph |  |
| `upv` | Uripiv-Wala-Rano-Atchin | 34 | B-graph |  |
| `ura` | Urarina | 29 | B-graph |  |
| `urb` | Urubú-Kaapor | 48 | B-graph |  |
| `urd-script_arabic` | Urdu — arabic | 127 | B-graph |  |
| `urd-script_devanagari` | Urdu — devanagari | 74 | B-graph |  |
| `urd-script_latin` | Urdu — latin | 50 | B-graph |  |
| `urk` | Urak Lawoi' | 53 | B-graph |  |
| `urt` | Urat | 42 | B-graph |  |
| `ury` | Orya | 45 | B-graph |  |
| `usp` | Uspanteco | 38 | B-graph |  |
| `uzb-script_cyrillic` | Uzbek — cyrillic | 50 | B-graph |  |
| `uzb-script_latin` | Uzbek — latin | 113 | B-graph |  |
| `vag` | Vagla | 45 | B-graph |  |
| `vid` | Vidunda | 29 | B-graph |  |
| `vie` | Vietnamese | 137 | A-plausible | 0.12 |
| `vif` | Vili | 33 | B-graph |  |
| `vmw` | Makhuwa | 32 | B-graph |  |
| `vmy` | Ayautla Mazatec | 38 | B-graph |  |
| `vot` | Votic | 35 | B-graph |  |
| `vun` | Vunjo | 33 | B-graph |  |
| `vut` | Vute | 54 | B-graph |  |
| `wal-script_ethiopic` | Wolaytta — ethiopic | 181 | B-graph |  |
| `wal-script_latin` | Wolaytta — latin | 33 | B-graph |  |
| `wap` | Wapishana | 46 | B-graph |  |
| `war` | Waray | 45 | B-graph |  |
| `waw` | Waiwai | 37 | B-graph |  |
| `way` | Wayana | 32 | B-graph |  |
| `wba` | Warao | 40 | B-graph |  |
| `wlo` | Wolio | 31 | B-graph |  |
| `wlx` | Wali (Ghana) | 37 | B-graph |  |
| `wmw` | Mwani | 44 | B-graph |  |
| `wob` | Wè Northern | 34 | B-graph |  |
| `wol` | Wolof | 87 | A-plausible | 0.13 |
| `wsg` | Adilabad Gondi | 45 | B-graph |  |
| `wwa` | Waama | 39 | B-graph |  |
| `xal` | Kalmyk | 52 | B-graph |  |
| `xdy` | Malayic Dayak | 30 | B-graph |  |
| `xed` | Hdi | 33 | B-graph |  |
| `xer` | Xerénte | 57 | B-graph |  |
| `xho` | Xhosa | 76 | A-plausible | 0.03 |
| `xmm` | Manado Malay | 36 | B-graph |  |
| `xnj` | Ngoni (Tanzania) | 29 | B-graph |  |
| `xnr` | Kangri | 64 | B-graph |  |
| `xog` | Soga | 29 | B-graph |  |
| `xon` | Konkomba | 32 | B-graph |  |
| `xrb` | Eastern Karaboro | 37 | B-graph |  |
| `xsb` | Sambal | 45 | B-graph |  |
| `xsm` | Kasem | 38 | B-graph |  |
| `xsr` | Sherpa | 60 | B-graph |  |
| `xsu` | Sanumá | 54 | B-graph |  |
| `xta` | Alcozauca Mixtec | 45 | B-graph |  |
| `xtd` | Diuxi-Tilantongo Mixtec | 42 | B-graph |  |
| `xte` | Ketengban | 39 | B-graph |  |
| `xtm` | Magdalena Peñasco Mixtec | 44 | B-graph |  |
| `xtn` | Northern Tlaxiaco Mixtec | 38 | B-graph |  |
| `xua` | Alu Kurumba | 49 | B-graph |  |
| `xuo` | Kuo | 54 | B-graph |  |
| `yaa` | Yaminahua | 40 | B-graph |  |
| `yad` | Yagua | 33 | B-graph |  |
| `yal` | Yalunka | 32 | B-graph |  |
| `yam` | Yamba | 44 | B-graph |  |
| `yao` | Yao | 31 | B-graph |  |
| `yas` | Nugunu (Cameroon) | 34 | B-graph |  |
| `yat` | Yambeta | 38 | B-graph |  |
| `yaz` | Lokaa | 38 | B-graph |  |
| `yba` | Yala | 39 | B-graph |  |
| `ybb` | Yemba | 49 | B-graph |  |
| `ycl` | Lolopo | 41 | B-graph |  |
| `ycn` | Yucuna | 44 | B-graph |  |
| `yea` | Ravula | 50 | B-graph |  |
| `yka` | Yakan | 35 | B-graph |  |
| `yli` | Angguruk Yali | 30 | B-graph |  |
| `yor` | Yoruba | 94 | A-real-clip | 0.18 |
| `yre` | Yaouré | 35 | B-graph |  |
| `yua` | Yucateco | 38 | B-graph |  |
| `yue-script_traditional` | Cantonese — traditional | 2299 | B-graph |  |
| `yuz` | Yuracare | 52 | B-graph |  |
| `yva` | Yawa | 31 | B-graph |  |
| `zaa` | Sierra de Juárez Zapotec | 51 | B-graph |  |
| `zab` | Western Tlacolula Valley Zapotec | 40 | B-graph |  |
| `zac` | Ocotlán Zapotec | 38 | B-graph |  |
| `zad` | Cajonos Zapotec | 43 | B-graph |  |
| `zae` | Yareni Zapotec | 40 | B-graph |  |
| `zai` | Isthmus Zapotec | 40 | B-graph |  |
| `zam` | Miahuatlán Zapotec | 44 | B-graph |  |
| `zao` | Ozolotepec Zapotec | 38 | B-graph |  |
| `zaq` | Aloápam Zapotec | 51 | B-graph |  |
| `zar` | Rincón Zapotec | 43 | B-graph |  |
| `zas` | Santo Domingo Albarradas Zapotec | 41 | B-graph |  |
| `zav` | Yatzachi Zapotec | 42 | B-graph |  |
| `zaw` | Mitla Zapotec | 47 | B-graph |  |
| `zca` | Coatecas Altas Zapotec | 43 | B-graph |  |
| `zga` | Kinga | 32 | B-graph |  |
| `zim` | Mesme | 45 | B-graph |  |
| `ziw` | Zigula | 29 | B-graph |  |
| `zlm` | Malay (individual language) | 74 | A-plausible | 0.00 |
| `zmz` | Mbandja | 61 | B-graph |  |
| `zne` | Zande (individual language) | 41 | B-graph |  |
| `zos` | Francisco León Zoque | 41 | B-graph |  |
| `zpc` | Choapan Zapotec | 42 | B-graph |  |
| `zpg` | Guevea De Humboldt Zapotec | 49 | B-graph |  |
| `zpi` | Santa María Quiegolani Zapotec | 40 | B-graph |  |
| `zpl` | Lachixío Zapotec | 38 | B-graph |  |
| `zpm` | Mixtepec Zapotec | 44 | B-graph |  |
| `zpo` | Amatlán Zapotec | 50 | B-graph |  |
| `zpt` | San Vicente Coatlán Zapotec | 41 | B-graph |  |
| `zpu` | Yalálag Zapotec | 40 | B-graph |  |
| `zpz` | Texmelucan Zapotec | 40 | B-graph |  |
| `ztq` | Quioquitani-Quierí Zapotec | 39 | B-graph |  |
| `zty` | Yatee Zapotec | 42 | B-graph |  |
| `zul` | Zulu | 75 | A-plausible | 0.05 |
| `zyb` | Yongbei Zhuang | 34 | B-graph |  |
| `zyp` | Zyphe Chin | 44 | B-graph |  |
| `zza` | Zaza | 38 | B-graph |  |

</details>

## Caveats — read before you use this

* This is a **community fallback**. A dedicated ASR fine-tune for your language always
  beats MMS. Use this only when nothing else exists.
* MMS quality varies a lot by language, and its training data skews to narrow domains,
  largely religious-text recordings.
* Output is character-level: no punctuation, no casing.
* A `B-graph` language is untested on speech. It runs; nobody checked what it says.
* If a dedicated model appears for your language, prefer it.

## License and attribution

**cc-by-nc-4.0**, inherited from `facebook/mms-1b-all`. Non-commercial use only.

Meta AI, MMS project — *Scaling Speech Technology to 1000+ Languages*,
[arXiv:2305.13516](https://arxiv.org/abs/2305.13516).