AfriSpeech Selector

AfriSpeech Selector gives you access to 1,938,892 utterances · ~7,854 hours · 308 African languages from 4 public corpora for training TTS and ASR models.

Select languages by recorded hours (strength) — a country-balanced top-N or a hand-picked set, sized the way you want — and get the audio + metadata in the format your training pipeline expects. You take it from there; the tool doesn't do any text normalisation or cleaning (that's your framework's job).

It's clean read speech with aligned transcripts, so the natural fit is TTS — export WAVs + a manifest for LJSpeech, Piper, VITS, or MeloTTS. It works for ASR too (load_from_disk / Parquet, or stream with stream_dataset(...)), which is handy for supplementing low-resource languages.

The strength table is merged from four source corpora (see Data sources): AfriSpeech, Google WaxalNLP, Meta OmniLingual ASR, and Open Bible Speech (African). Use --dataset to select into any one of them.

Redistribution: building a local working set for your own training is fine. Redistributing copies of the audio (e.g. --push to a public repo) is not recommended, given the permissions of the underlying public data sources.

Available languages

369 language configs · 1,938,892 clips · ~7,854 hours · 45 countries, drawn from 4 corpora. Hours is the strength signal used for ranking. The --languages value is the name you pass to pick a language (e.g. --languages twi_twi, ajima_ajm…). List them anytime with afrispeech-select --list-langs, or see the full language catalog at the bottom. To restrict the pool to one source corpus pass --dataset, e.g. afrispeech-select --list-langs --dataset open-bible.

Install

git clone https://github.com/AfriSpeech/afrispeech-selector.git
cd afrispeech-selector
python3 -m venv .venv && source .venv/bin/activate
pip install -e .            # gives you the `afrispeech-select` command

(Use python3 — the code uses non-ASCII text and won't run under Python 2.)

Quickstart — one language, ready to train

Most people just want one language for TTS. Pick its name (afrispeech-select --list-langs, or the catalog at the bottom) and run one command. Clips are filtered to a 3–15 s window by default, so the result is training-ready.

# ~5 hours of Twi as an LJSpeech TTS dataset (wavs/ + metadata.csv), 22.05 kHz
afrispeech-select --languages twi_twi --total-hours 5 --out data/twi --format ljspeech

# …for Piper / VITS / MeloTTS instead, just change --format:
afrispeech-select --languages twi_twi --total-hours 5 --out data/twi --format piper

(Using it for ASR? See Using it for ASR below.)

That's it — data/twi now holds the audio + metadata in the right layout (omit --out and it defaults to data/<language>). Want more or less? Change --total-hours (or use --per-language N for a clip count). Want longer/shorter clips? Set --min-clip-sec / --max-clip-sec (defaults 3 / 15).

Asking for more than a language has? You get everything available — the hour/clip target is an upper bound; the tool never pads or repeats. When your request can't be met, the CLI tells you how much actually exists and asks you to confirm before downloading, e.g.:

Only ~2.37 h is available vs ~20 h requested. Proceed with all available? [y/N]

Pass -y/--yes to skip the prompt (for scripts/notebooks), or --dry-run to see the achievable amount up front. (The 3–15 s filter trims a language's usable hours below its catalog total, so e.g. a 50 h language yields somewhat less.)

Export one language for a TTS framework (WAVs + manifest)

TTS data-prep reads WAVs + a manifest from disk. Pick your framework with --format: ljspeech (generic / Coqui), piper, vits, or melo. Audio is 16-bit mono WAV at --target-sr (default 22050); transcripts are written verbatim — no normalisation.

# LJSpeech layout (wavs/ + metadata.csv: id|text|text)
afrispeech-select --languages twi_twi --total-hours 5 --out data/twi --format ljspeech

# Piper (metadata.csv: id|speaker|text)
afrispeech-select --languages twi_twi --total-hours 5 --out data/twi --format piper

# VITS (filelist.txt + speakers.txt) and/or MeloTTS (metadata.list)
afrispeech-select --languages twi_twi --total-hours 5 --out data/twi --format vits,melo

Each writes <out>/wavs/*.wav plus the manifest. Phonemisation / text cleaning is left to the framework's own preprocessor.

No install? python3 -m afrispeech_selector … works the same from the repo.

Using it for ASR

Being clean read speech with transcripts, it's well suited to supplementing low-resource ASR (less so as a stand-alone set for spontaneous/noisy audio). Export an on-disk 🤗 dataset, or stream it straight into a Trainer with no copy:

afrispeech-select --languages twi_twi --total-hours 5 --out data/twi \
    --format disk,parquet --target-sr 16000

from datasets import load_from_disk
ds = load_from_disk("data/twi").train_test_split(test_size=0.1)

# …or stream (no local copy) — `afrispeech-select … --recipe` prints this:
from afrispeech_selector import stream_dataset
ds = stream_dataset(["twi_twi"], split="train", max_seconds=5 * 3600, target_sampling_rate=16000)

Use it in a Colab / Kaggle training notebook

The example notebook is meant to be dropped into your own training notebook: its cells install the tool and pull your selected language(s) straight into the running session — write wavs/ + a manifest for a TTS framework, or stream into ASR training — so your training script has direct access to the speech data needed for training.

Selecting multiple languages

Everything above works for several languages too — the format/output flags are identical, you just choose which languages. --total-hours is split evenly across them (so each gets its fair share).

1. Name the languages you want:

# Ghanaian languages, 15 h total (5 h each), LJSpeech
afrispeech-select --languages twi_twi,ewe_ewe,ga_gaa --total-hours 15 \
    --out data/gh --format ljspeech

2. Or pick across the dataset by strength / balance — top-N by hours, with optional country balancing and pool filters:

# Top 10 languages, at most 2 per country, 24 h total
afrispeech-select --top 10 --max-per-country 2 --total-hours 24 \
    --out data/multi --format ljspeech

# Narrow the pool first: only languages >= 20 h, only Ghana & Nigeria
afrispeech-select --top 8 --min-hours 20 --countries GH,NG --total-hours 16 \
    --out data/wa --format ljspeech

Preview before pulling — list what matches, or dry-run a selection:

afrispeech-select --list-langs --min-hours 20 --countries GH,NG   # what matches
afrispeech-select --top 10 --max-per-country 2 --dry-run          # what it would pick

All options

flag	meaning
--top N	select the top-N languages by hours
--languages a,b,c	hand-pick specific subsets instead
--max-per-country N	cap languages per country (balance)
--no-proportional	pure hours ranking, ignore country balance
--min-hours / --max-hours / --min-clips	filter the language pool by strength
--countries GH,NG	restrict to these countries
--dataset afrispeech,waxal,omnilingual,open-bible	restrict to these source corpora (default: all). afrispeech-select --list-langs --dataset waxal shows them
--total-hours H	total audio across the selection, split evenly per language
--per-language N	max clips per language
--max-hours-per-lang H	duration budget per language (decimals OK, e.g. 0.5)
--min-clip-sec / --max-clip-sec	per-sample length window, default 3 / 15 s (out-of-range clips skipped; --min-clip-sec 0 --max-clip-sec 9999 to disable)
--split train|val|test|all	which split to draw from
--target-sr HZ	resample audio (e.g. 16000 for ASR, 22050 for TTS)
--schema asr|whisper|common_voice	reshape columns for a training framework
--recipe	print a stream_dataset(...) snippet for this selection (no copy)
--out PATH	output directory / base name
--format …	HF: disk,zip,parquet,csv · TTS: ljspeech,piper,vits,melo
--push REPO_ID [--public] [--token …]	push to an HF dataset repo (creates a copy)
--dry-run / --list-langs	preview the plan / list matching languages
-y / --yes	skip the confirmation prompt when the request exceeds what's available

Capped pulls stream from the Hub and only transfer the samples you ask for. An uncapped "full build" downloads whole shards and must be enabled with --allow-full.

Downloads work anonymously but the Hub rate-limits them; for faster, higher-rate downloads set a free read token — export HF_TOKEN=hf_… (picked up automatically) or pass --token.

Output schema

column	meaning
audio	decoded waveform (HF Audio: array + sampling_rate)
text	transcription
language	language label
country	ISO 3166-1 alpha-2 code
length	clip duration in seconds
iso, subset	ISO 639-3 code and source config (traceability)

Load a result later:

from datasets import load_from_disk
ds = load_from_disk("data/twi")                  # from --format disk
# or: Dataset.from_parquet("data.parquet")
ds = ds.train_test_split(test_size=0.1)        # feed your trainer

Optional: the selection UI

A local browser helper for exploring languages and building the command (it does not download — it hands you the afrispeech-select line to run):

pip install -e ".[ui]"     # adds gradio
python app.py              # opens http://127.0.0.1:7860

Use as a library

One language:

from afrispeech_selector import build_dataset, export_tts, stream_dataset

# Stream into training — no copy
ds = stream_dataset(["twi_twi"], split="train", max_seconds=5 * 3600, target_sampling_rate=16000)

# …or materialise and export for a TTS framework
copy = build_dataset(["twi_twi"], split="train", max_seconds=5 * 3600, streaming=True)
export_tts(copy, out_dir="./twi", fmt="ljspeech", sampling_rate=22050)

Several languages — name them, or select across the dataset:

from afrispeech_selector import filter_catalog, select_top, stream_dataset

langs = select_top(filter_catalog(min_hours=20), 10, proportional=True, max_per_country=2)
ds = stream_dataset(langs, split="train", per_language=200, target_sampling_rate=16000)

Tests

pip install -e ".[dev]"
pytest tests/        # selection, builder, and CLI tests (mostly offline)

Keeping the catalog current

afrispeech_selector/data/catalog.tsv is the static strength table (fast, offline; bundled in the package). Regenerate it when the source datasets change:

python3 scripts/refresh_catalog.py              # rebuild all four sources
python3 scripts/refresh_catalog.py --sources waxal,open-bible   # a subset

The script reads per-split row counts from the datasets-server API and estimates hours from sampled durations (WaxalNLP has no duration column, so its hours are apportioned from the published corpus totals). No audio is downloaded. Language ISO codes / names / countries come from the curated afriso list of African languages; responses are cached in ~/.cache/afrispeech-selector/ so re-runs stay offline.

Project layout

afrispeech_selector/
  cli.py        the `afrispeech-select` command (workhorse)
  catalog.py    load the language table; country names
  selector.py   ranking, filtering, country-proportional top-N, plan
  builder.py    pull subsets → standard schema; stream_dataset (no copy) + apply_schema
  export.py     HF (zip/parquet/manifest/push) + TTS (ljspeech/piper/vits/melo)
app.py          optional selection UI (emits the CLI command)
  data/catalog.tsv  strength table (4 source corpora, ~369 configs) — bundled in the package
scripts/        refresh_catalog.py
tests/          selection, builder, CLI tests

Data sources

The catalog merges four public corpora of African speech. A dataset column in data/catalog.tsv (surfaced as the src column in --list-langs and the --dataset CLI filter) keeps each row traceable to its source.

Corpus	House in catalog	Configs	Clips	Hours	Notes
AfriSpeech	afrispeech	142	778,520	2267.9	Short, clean read speech; the original corpus (hours exact)
Google WaxalNLP	waxal	34	467,430	1430.0	ASR (19) + TTS (15) configs; hours apportioned from published totals
Meta OmniLingual ASR	omnilingual	174	140,035	2417.9	African configs only (matched via afriso to the curated African-language list); hours estimated from sampled clip durations
Open Bible Speech (African)	open-bible	19	552,907	1738.0	African Bible readings; hours estimated from sampled clip durations

Hours for WaxalNLP, OmniLingual and Open Bible are estimates derived from row counts and sampled clip durations (WaxalNLP publishes no per-clip durations, so it is split proportionally to its 1,250 h / 180 h card totals). The exact download volume also depends on your --min-clip-sec / --max-clip-sec window.

Check each dataset's card on the Hub for license and reuse terms.

Language catalog

All 369 language configs, sorted by hours (strength), with the source corpus in the last column. The --languages value is what you pass on the CLI; combine with --dataset to restrict a selection to one source (e.g. afrispeech-select --top 10 --dataset omnilingual).

Expand the full 369-config catalog — 308 languages, ~7,854 hours, 1,938,892 clips

#	Language	ISO	Country	Hours	Clips	Train/Val/Test	--languages value	Source
1	Tigrinya	tir	Eritrea	143.52	50,315	40,856/4,425/5,034	tir_asr	waxal
2	Chichewa	nya	Malawi	139.02	30,322	28,805/0/1,517	Chichewa	open-bible
3	Wolaytta	wal	Ethiopia	134.89	47,291	41,833/2,444/3,014	wal_asr	waxal
4	Sidamo	sid	Ethiopia	129.51	45,404	38,752/3,091/3,561	sid_asr	waxal
5	Oromo	orm	Ethiopia	128.49	45,045	38,185/3,078/3,782	orm_asr	waxal
6	Amharic	amh	Ethiopia	126.51	44,354	38,022/2,912/3,420	amh_asr	waxal
7	Igbo	ibo	Nigeria	119.02	30,011	28,510/0/1,501	Igbo	open-bible
8	Gamo	gmv	Ethiopia	118.78	30,200	28,690/0/1,510	Gamo	open-bible
9	North Ndebele	nde	Botswana	111.17	30,161	28,652/0/1,509	Ndebele	open-bible
10	Lingala	lin	DR Congo	108.68	28,790	27,350/0/1,440	Lingala	open-bible
11	Kikuyu	kik	Kenya	107.76	30,722	29,185/0/1,537	Kikuyu	open-bible
12	Dawro	dwr	Ethiopia	99.94	29,579	28,100/0/1,479	Dawro	open-bible
13	Yoruba	yor	Benin	95.84	30,625	29,093/0/1,532	Yoruba	open-bible
14	Oromo	orm	Ethiopia	93.68	30,413	28,892/0/1,521	Oromo	open-bible
15	Swahili (macrolanguage)	swa	Burundi	93.06	30,634	29,102/0/1,532	Swahili	open-bible
16	Ganda	lug	Uganda	91.11	30,440	28,918/0/1,522	Luganda	open-bible
17	Ewe	ewe	Ghana	86.24	30,164	28,655/0/1,509	Ewe	open-bible
18	Hausa	hau	Burkina Faso	83.64	30,717	29,181/0/1,536	Hausa	open-bible
19	Shona	sna	Botswana	82.42	30,685	29,150/0/1,535	Shona	open-bible
20	Twi	twi	Ghana	78.92	30,565	29,036/0/1,529	Twi (Asante)	open-bible
21	Gofa	gof	Ethiopia	78.76	30,388	28,868/0/1,520	Gofa	open-bible
22	Fulah	ful	Nigeria	68.12	23,881	19,132/2,358/2,391	ful_asr	waxal
23	Luo (Kenya and Tanzania)	luo	Kenya	67.36	30,429	28,907/0/1,522	Dholuo	open-bible
24	Malagasy	mlg	Madagascar	65.85	23,086	18,526/2,270/2,290	mlg_asr	waxal
25	Malagasy	mlg	Madagascar	61.32	20,287	18,900/746/641	malagasy_mlg	afrispeech
26	Kabuverdianu	kea	Cabo Verde	58.07	19,728	18,156/699/873	kabuverdianu_kea	afrispeech
27	Twi	twi	Ghana	55.28	30,270	28,756/0/1,514	Twi (Akuapem)	open-bible
28	Southern Dagaare	dga	Ghana	53.84	18,874	15,071/1,893/1,910	dga_asr	waxal
29	Ewe	ewe	Ghana	53.80	18,861	15,054/1,916/1,891	ewe_asr	waxal
30	Shona	sna	Zimbabwe	53.30	17,996	15,954/1,161/881	shona_sna	afrispeech
31	Kabiye	kbp	Togo	53.19	18,211	16,328/825/1,058	kabiye_kbp	afrispeech
32	Eastern Yiddish (Hebr script)	ydd	South Africa	51.80	3,000	1,950/300/750	ydd_Hebr	omnilingual
33	Northern Betsimisaraka Malagasy	bmm	Madagascar	51.76	2,998	2,998/0/0	bmm_Latn	omnilingual
34	Orma	orc	Kenya	51.76	2,998	1,500/900/598	orc_Latn	omnilingual
35	Southern Betsimisaraka Malagasy	bzc	Madagascar	51.75	2,997	2,997/0/0	bzc_Latn	omnilingual
36	Tesaka Malagasy	tkg	Madagascar	51.75	2,997	2,099/598/300	tkg_Latn	omnilingual
37	Plateau Malagasy	plt	Madagascar	51.71	2,995	2,995/0/0	plt_Latn	omnilingual
38	Lingala	lin	DR Congo	51.66	18,110	14,400/1,844/1,866	lin_asr	waxal
39	Pular	fuf	Guinea	51.51	2,983	2,983/0/0	fuf_Latn	omnilingual
40	Egyptian Arabic (Arab script)	arz	Egypt	51.45	2,980	2,384/298/298	arz_Arab	omnilingual
41	Libyan Arabic (Arab script)	ayl	Egypt	51.45	2,980	2,384/298/298	ayl_Arab	omnilingual
42	Ikposo	kpo	Ghana	51.40	18,020	14,415/1,760/1,845	kpo_asr	waxal
43	Bagirmi Fulfulde	fui	Central African Republic	51.18	2,964	2,964/0/0	fui_Latn	omnilingual
44	Dagbani	dag	Ghana	50.83	17,819	14,231/1,750/1,838	dag_asr	waxal
45	Tunisian Arabic (Arab script)	aeb	Algeria	50.50	2,925	2,925/0/0	aeb_Arab	omnilingual
46	Twi	twi	Ghana	50.32	17,140	15,794/828/518	twi_twi	afrispeech
47	Shona	sna	Zimbabwe	50.16	17,585	14,109/1,727/1,749	sna_asr	waxal
48	Bassa (Cameroon)	bas	Cameroon	48.58	16,269	14,981/620/668	bassa_cameroon_bas	afrispeech
49	Masikoro Malagasy	msh	Madagascar	46.57	2,697	2,697/0/0	msh_Latn	omnilingual
50	Antankarana Malagasy	xmv	Madagascar	43.96	2,546	1,803/450/293	xmv_Latn	omnilingual
51	Mauritian Creole	mfe	Mauritius	43.57	15,088	13,115/822/1,151	mauritian_creole_mfe	afrispeech
52	Nyaneka	nyk	Angola	42.94	14,731	13,430/858/443	nyaneka_nyk	afrispeech
53	Pulaar	fuc	Gambia	42.65	2,470	2,470/0/0	fuc_Latn	omnilingual
54	Gun	guw	Benin	39.98	13,340	12,157/494/689	gun_guw	afrispeech
55	Swahili	swa	Tanzania	38.73	13,101	11,781/703/617	swahili_swa	afrispeech
56	Kiluba	lub	DR Congo	38.31	12,949	11,553/679/717	kiluba_lub	afrispeech
57	Igbo	ibo	Nigeria	38.07	12,639	11,379/556/704	igbo_ibo	afrispeech
58	Zulu	zul	South Africa	36.98	12,434	11,540/571/323	zulu_zul	afrispeech
59	Akan	aka	Ghana	36.37	12,752	10,107/1,123/1,522	aka_asr	waxal
60	Changana (Mozambique)	tso	Mozambique	35.77	12,394	11,369/478/547	changana_mozambique_tso	afrispeech
61	Kirundi	run	Burundi	35.62	12,399	11,116/550/733	kirundi_run	afrispeech
62	Kinyarwanda	kin	Rwanda	35.57	12,012	10,517/606/889	kinyarwanda_kin	afrispeech
63	Tsonga	tso	South Africa	35.25	11,838	10,710/682/446	tsonga_tso	afrispeech
64	Ga	gaa	Ghana	35.12	11,939	10,703/632/604	ga_gaa	afrispeech
65	Bara Malagasy	bhr	Madagascar	33.70	1,952	1,952/0/0	bhr_Latn	omnilingual
66	Amharic	amh	Ethiopia	33.59	11,415	10,340/603/472	amharic_amh	afrispeech
67	Fon	fon	Benin	33.19	10,912	10,039/459/414	fon_fon	afrispeech
68	Moroccan Arabic (Arab script)	ary	Algeria	33.19	1,922	1,488/0/434	ary_Arab	omnilingual
69	Xhosa	xho	South Africa	33.15	11,485	10,073/658/754	xhosa_xho	afrispeech
70	Otetela	tll	DR Congo	31.53	11,301	10,316/463/522	otetela_tll	afrispeech
71	Tsimihety Malagasy	xmw	Madagascar	31.08	1,800	1,800/0/0	xmw_Latn	omnilingual
72	Tanosy Malagasy	txy	Madagascar	30.99	1,795	898/448/449	txy_Latn	omnilingual
73	Lingala	lin	DR Congo	30.71	10,080	9,076/414/590	lingala_lin	afrispeech
74	Ewe	ewe	Ghana	29.41	9,760	8,633/611/516	ewe_ewe	afrispeech
75	Chitumbuka	tum	Malawi	29.31	10,365	9,303/623/439	chitumbuka_tum	afrispeech
76	Ronga	rng	Mozambique	29.11	10,285	9,138/642/505	ronga_rng	afrispeech
77	Kamba	kam	Kenya	28.86	9,567	8,603/348/616	kamba_kam	afrispeech
78	Kikuyu	kik	Kenya	28.82	9,640	8,808/413/419	kikuyu_kik	afrispeech
79	Hausa	hau	Nigeria	28.37	9,367	8,364/509/494	hausa_hau	afrispeech
80	Macua	vmw	Mozambique	28.02	10,144	8,966/682/496	macua_vmw	afrispeech
81	Kongo	kon	DR Congo	27.82	9,980	8,828/474/678	kongo_kon	afrispeech
82	Matengo	mgv	Tanzania	27.32	7,792	7,402/0/390	Matengo	open-bible
83	Isoko	iso	Nigeria	26.84	9,474	8,544/447/483	isoko_iso	afrispeech
84	Krio	kri	Sierra Leone	26.16	9,230	8,293/553/384	krio_kri	afrispeech
85	Edo	bin	Nigeria	26.04	9,028	8,323/346/359	edo_bin	afrispeech
86	Bomu	bmq	Burkina Faso	25.90	1,500	1,500/0/0	bmq_Latn	omnilingual
87	Maasina Fulfulde	ffm	Burkina Faso	25.90	1,500	1,500/0/0	ffm_Latn	omnilingual
88	Sakalava Malagasy	skg	Madagascar	25.88	1,499	1,499/0/0	skg_Latn	omnilingual
89	Algerian Arabic (Arab script)	arq	Algeria	25.71	1,489	1,489/0/0	arq_Arab	omnilingual
90	Urhobo	urh	Nigeria	25.67	8,944	7,946/447/551	urhobo_urh	afrispeech
91	Oromo	orm	Ethiopia	25.66	8,933	7,778/557/598	oromo_orm	afrispeech
92	Central-Eastern Niger Fulfulde	fuq	Mali	25.48	1,476	600/431/445	fuq_Latn	omnilingual
93	Saidi Arabic (Arab script)	aec	Egypt	25.35	1,468	1,168/150/150	aec_Arab	omnilingual
94	Masaaba	myx	Uganda	24.46	8,574	6,867/849/858	mas_asr	waxal
95	Esan	ish	Nigeria	24.19	8,499	7,356/708/435	esan_ish	afrispeech
96	Nyankole	nyn	Uganda	24.17	8,472	6,783/831/858	nyn_asr	waxal
97	Fulah	ful	Nigeria	23.91	3,878	3,100/380/398	ful_tts	waxal
98	Frafra	gur	Ghana	23.82	7,960	7,140/398/422	frafra_gur	afrispeech
99	Sesotho (South Africa)	sot	South Africa	23.32	8,149	7,583/332/234	sesotho_south_africa_sot	afrispeech
100	Sena	seh	Mozambique	22.84	7,849	7,019/341/489	sena_seh	afrispeech
101	Sesotho (Lesotho)	sot	South Africa	22.76	7,944	7,052/390/502	sesotho_lesotho_sot	afrispeech
102	Lenje	leh	Zambia	22.52	8,099	7,198/412/489	lenje_leh	afrispeech
103	Soga	xog	Uganda	22.47	7,877	6,219/841/817	sog_asr	waxal
104	Liberian English	lir	Liberia	22.06	7,733	7,112/335/286	liberian_english_lir	afrispeech
105	Fante	fat	Ghana	22.04	7,631	6,942/277/412	fante_fat	afrispeech
106	Dagaare	dga	Ghana	21.53	7,477	6,575/375/527	dagaare_dga	afrispeech
107	Nzema	nzi	Ghana	21.14	7,319	6,413/532/374	nzema_nzi	afrispeech
108	Pidgin (West Africa)	wes	Cameroon	21.09	7,405	6,785/227/393	pidgin_west_africa_wes	afrispeech
109	Kisi	kss	Liberia	20.99	7,739	6,967/377/395	kisi_kss	afrispeech
110	Borgu Fulfulde	fue	Benin	20.67	1,197	1,197/0/0	fue_Latn	omnilingual
111	Fanti	fat	Ghana	20.67	1,197	1,197/0/0	fat_Latn	omnilingual
112	Moore	mos	Burkina Faso	20.51	6,785	6,293/196/296	moore_mos	afrispeech
113	Ahanta	aha	Ghana	20.30	6,908	6,038/441/429	ahanta_aha	afrispeech
114	Gusilay	gsl	Senegal	20.25	1,173	775/238/160	gsl_Latn	omnilingual
115	Rombo	rof	Kenya	20.20	1,170	653/241/276	rof_Latn	omnilingual
116	Douala	dua	Cameroon	20.12	6,521	5,832/145/544	douala_dua	afrispeech
117	Luo	luo	Kenya	19.66	6,829	5,959/367/503	luo_luo	afrispeech
118	Sepedi	nso	South Africa	19.59	7,016	6,435/396/185	sepedi_nso	afrispeech
119	Bissau Guinean Creole	pov	Guinea-Bissau	19.35	6,573	5,899/375/299	bissau_guinean_creole_pov	afrispeech
120	Ganda	lug	Uganda	19.27	6,757	5,455/664/638	lug_asr	waxal
121	Sudanese Arabic (Arab script)	apd	Central African Republic	18.94	1,097	816/156/125	apd_Arab	omnilingual
122	Nobiin	fia	Egypt	18.87	1,093	668/262/163	fia_Latn	omnilingual
123	Swahili (Congo)	swc	DR Congo	18.67	6,493	5,670/503/320	swahili_congo_swc	afrispeech
124	Western Maninkakan	mlq	Gambia	18.56	1,075	621/200/254	mlq_Latn	omnilingual
125	Judeo-Moroccan Arabic (Hebr script)	aju	Morocco	17.53	1,015	1,015/0/0	aju_Hebr	omnilingual
126	Sehwi	sfw	Ghana	17.48	6,024	5,488/199/337	sehwi_sfw	afrispeech
127	Runyankore	nyn	Uganda	17.10	5,605	4,736/432/437	runyankore_nyn	afrispeech
128	Boulou	bum	Cameroon	16.93	5,692	5,153/231/308	boulou_bum	afrispeech
129	Kwanyama	kua	Namibia	16.66	6,107	5,467/239/401	kwanyama_kua	afrispeech
130	Tooro	ttj	DR Congo	16.54	958	674/110/174	ttj_Latn	omnilingual
131	Yoruba	yor	Nigeria	16.10	2,611	2,233/201/177	yor_tts	waxal
132	Konzo	koo	DR Congo	15.94	923	654/146/123	koo_Latn	omnilingual
133	Jula	dyu	Burkina Faso	15.85	5,486	5,019/258/209	jula_dyu	afrispeech
134	Western Niger Fulfulde	fuh	Burkina Faso	15.64	906	906/0/0	fuh_Latn	omnilingual
135	Tandroy-Mahafaly Malagasy	tdx	Madagascar	15.54	900	450/150/300	tdx_Latn	omnilingual
136	Tshwa	tsc	Mozambique	14.99	5,221	4,651/209/361	tshwa_tsc	afrispeech
137	Acoli	ach	Uganda	14.70	5,155	4,108/519/528	ach_asr	waxal
138	Mandjak	mfv	Gambia	14.28	827	488/179/160	mfv_Latn	omnilingual
139	Yoruba	yor	Nigeria	14.19	4,960	4,504/216/240	yoruba_yor	afrispeech
140	Rangi	lag	Tanzania	14.16	820	477/180/163	lag_Latn	omnilingual
141	Balanta-Ganja	bjt	Guinea-Bissau	13.95	808	576/109/123	bjt_Latn	omnilingual
142	Chiga	cgg	DR Congo	13.90	805	559/126/120	cgg_Latn	omnilingual
143	Setswana	tsn	South Africa	13.84	4,828	4,232/344/252	setswana_tsn	afrispeech
144	Kikongo ya Leta	ktu	DR Congo	13.81	4,754	4,232/262/260	kikongo_ya_leta_ktu	afrispeech
145	Liberian English	lir	Liberia	13.76	797	650/71/76	lir_Latn	omnilingual
146	Gambian Wolof	wof	Gambia	13.21	765	548/116/101	wof_Latn	omnilingual
147	Chichewa	nya	Malawi	12.81	3,884	3,407/231/246	chichewa_nya	afrispeech
148	Akebu	keu	Togo	12.67	734	494/91/149	keu_Latn	omnilingual
149	Sango	sag	Central African Republic	12.60	4,193	3,645/261/287	sango_sag	afrispeech
150	Acoli	ach	Uganda	12.52	2,031	1,621/218/192	ach_tts	waxal
151	Kikuyu	kik	Kenya	12.49	2,026	1,602/210/214	kik_tts	waxal
152	Ganda	lug	Uganda	12.48	2,024	1,608/211/205	lug_tts	waxal
153	Mashi	shr	DR Congo	12.41	4,263	3,855/273/135	mashi_shr	afrispeech
154	Nigerian Pidgin	pcm	Nigeria	12.29	1,993	1,590/199/204	pcm_tts	waxal
155	Luo (Kenya and Tanzania)	luo	Kenya	12.26	1,989	1,552/228/209	luo_tts	waxal
156	Nyankole	nyn	Uganda	12.25	1,987	1,597/199/191	nyn_tts	waxal
157	Seychelles Creole	crs	Seychelles	12.16	4,269	3,983/72/214	seychelles_creole_crs	afrispeech
158	Hausa	hau	Nigeria	12.15	1,971	1,572/202/197	hau_tts	waxal
159	Bayot	bda	Gambia	11.83	685	450/158/77	bda_Latn	omnilingual
160	Igbo	ibo	Nigeria	11.78	1,911	1,552/159/200	ibo_tts	waxal
161	Fang	fan	Equatorial Guinea	11.68	3,969	3,630/184/155	fang_fan	afrispeech
162	Tugen	tuy	Kenya	11.52	667	407/104/156	tuy_Latn	omnilingual
163	Fipa	fip	Malawi	11.46	664	410/106/148	fip_Latn	omnilingual
164	Gweno	gwe	Kenya	11.34	657	401/123/133	gwe_Latn	omnilingual
165	Luganda	lug	Uganda	11.25	3,617	3,237/75/305	luganda_lug	afrispeech
166	Kituba	ktu	DR Congo	11.24	3,935	3,639/195/101	kituba_ktu	afrispeech
167	Tshiluba	lua	DR Congo	11.24	3,532	3,234/158/140	tshiluba_lua	afrispeech
168	Keiyo	eyo	Kenya	11.17	647	398/109/140	eyo_Latn	omnilingual
169	Farefare	gur	Burkina Faso	11.08	642	476/66/100	gur_Latn	omnilingual
170	Swahili (macrolanguage)	swa	Kenya	10.96	1,778	1,387/192/199	swa_tts	waxal
171	Chopi	cce	Mozambique	10.80	3,789	3,414/144/231	chopi_cce	afrispeech
172	Warji	wji	Nigeria	10.62	615	443/98/74	wji_Latn	omnilingual
173	Cibemba	bem	Zambia	10.56	3,823	3,333/170/320	cibemba_bem	afrispeech
174	Bago-Kusuntu	bqg	Togo	10.52	609	352/99/158	bqg_Latn	omnilingual
175	Anaang	anw	Nigeria	10.41	603	369/115/119	anw_Latn	omnilingual
176	Tahaggart Tamahaq (Tfng script)	thv	Algeria	10.29	596	298/149/149	thv_Tfng	omnilingual
177	Ngangela	nba	Angola	10.28	3,638	3,348/166/124	ngangela_nba	afrispeech
178	Gola	gol	Liberia	10.24	593	347/120/126	gol_Latn	omnilingual
179	Ndau (Western)	ndc	Mozambique	10.22	3,621	3,235/239/147	ndau_western_ndc	afrispeech
180	Gbari	gby	Nigeria	10.01	580	409/97/74	gby_Latn	omnilingual
181	Phimbi	phm	Mozambique	10.00	3,561	3,172/121/268	phimbi_phm	afrispeech
182	Gbagyi	gbr	Nigeria	9.82	569	396/94/79	gbr_Latn	omnilingual
183	Dũya	ldb	Nigeria	9.76	565	401/74/90	ldb_Latn	omnilingual
184	Dera (Nigeria)	kna	Nigeria	9.69	561	376/77/108	kna_Latn	omnilingual
185	Igo	ahl	Ghana	9.58	555	376/87/92	ahl_Latn	omnilingual
186	Mansoanka	msw	Gambia	9.58	555	379/88/88	msw_Latn	omnilingual
187	Samba Leko	ndi	Cameroon	9.58	555	349/134/72	ndi_Latn	omnilingual
188	Soninke	snk	Gambia	9.57	554	385/91/78	snk_Latn	omnilingual
189	Pero	pip	Nigeria	9.50	550	322/124/104	pip_Latn	omnilingual
190	Bondei	bou	Tanzania	9.43	546	373/103/70	bou_Latn	omnilingual
191	Guduf-Gava	gdf	Cameroon	9.43	546	376/102/68	gdf_Latn	omnilingual
192	Swati	ssw	South Africa	9.42	3,236	2,767/170/299	swati_ssw	afrispeech
193	Cakfem-Mushere	cky	Nigeria	9.41	545	307/123/115	cky_Latn	omnilingual
194	Ewe	ewe	Ghana	9.36	1,519	1,215/152/152	ewe_tts	waxal
195	Burak	bys	Nigeria	9.31	539	360/103/76	bys_Latn	omnilingual
196	Idoma	idu	Nigeria	9.24	535	348/115/72	idu_Latn	omnilingual
197	Kalabari	ijn	Nigeria	9.24	535	341/94/100	ijn_Latn	omnilingual
198	Vai	vai	Liberia	9.20	533	299/87/147	vai_Latn	omnilingual
199	Isekiri	its	Nigeria	9.19	532	369/80/83	its_Latn	omnilingual
200	Ngizim	ngi	Nigeria	9.13	529	352/104/73	ngi_Latn	omnilingual
201	Eastern Krahn	kqo	Côte d'Ivoire	9.12	528	280/106/142	kqo_Latn	omnilingual
202	Eloyi	afo	Nigeria	9.10	527	357/70/100	afo_Latn	omnilingual
203	Naba	mne	Chad	9.08	526	251/176/99	mne_Latn	omnilingual
204	Alago	ala	Nigeria	9.05	524	341/86/97	ala_Latn	omnilingual
205	Lijili	mgi	Nigeria	9.00	521	353/70/98	mgi_Latn	omnilingual
206	Ubaghara	byc	Nigeria	9.00	521	349/86/86	byc_Latn	omnilingual
207	Kinga	zga	Malawi	8.98	520	520/0/0	zga_Latn	omnilingual
208	Toupouri	tui	Cameroon	8.96	3,070	2,588/292/190	toupouri_tui	afrispeech
209	Abron	abr	Côte d'Ivoire	8.94	518	302/87/129	abr_Latn	omnilingual
210	Eleme	elm	Nigeria	8.91	516	350/90/76	elm_Latn	omnilingual
211	Mbe	mfo	Nigeria	8.87	514	341/80/93	mfo_Latn	omnilingual
212	Khana	ogo	Nigeria	8.79	509	332/77/100	ogo_Latn	omnilingual
213	Degema	deg	Nigeria	8.77	508	339/90/79	deg_Latn	omnilingual
214	Ejagham	etu	Cameroon	8.77	508	325/95/88	etu_Latn	omnilingual
215	Ikwere	ikw	Nigeria	8.70	504	318/91/95	ikw_Latn	omnilingual
216	Goemai	ank	Nigeria	8.68	503	325/107/71	ank_Latn	omnilingual
217	Isoko	iso	Nigeria	8.68	503	325/79/99	iso_Latn	omnilingual
218	Bura-Pabir	bwr	Nigeria	8.67	502	352/82/68	bwr_Latn	omnilingual
219	Venda	ven	South Africa	8.65	2,990	2,721/135/134	venda_ven	afrispeech
220	Basa (Nigeria)	bzw	Nigeria	8.63	500	336/72/92	bzw_Latn	omnilingual
221	Yace	ekr	Nigeria	8.63	500	351/74/75	ekr_Latn	omnilingual
222	Ito	itw	Nigeria	8.58	497	341/79/77	itw_Latn	omnilingual
223	Miya	mkf	Nigeria	8.58	497	342/67/88	mkf_Latn	omnilingual
224	Nigerian Fulfulde	fuv	Cameroon	8.56	496	347/74/75	fuv_Latn	omnilingual
225	Abua	abn	Nigeria	8.55	495	317/86/92	abn_Latn	omnilingual
226	Ngamo	nbh	Nigeria	8.53	494	311/73/110	nbh_Latn	omnilingual
227	Kuanyama	kua	Angola	8.48	491	312/95/84	kua_Latn	omnilingual
228	Kwambi	kwm	Namibia	8.48	491	328/75/88	kwm_Latn	omnilingual
229	Waja	wja	Nigeria	8.48	491	345/73/73	wja_Latn	omnilingual
230	Geji	gyz	Nigeria	8.46	490	315/92/83	gyz_Latn	omnilingual
231	Bade	bde	Nigeria	8.44	489	314/101/74	bde_Latn	omnilingual
232	Tsotso	lto	Kenya	8.44	489	316/98/75	lto_Latn	omnilingual
233	Logooli	rag	Kenya	8.43	488	306/72/110	rag_Latn	omnilingual
234	Dijim-Bwilim	cfa	Nigeria	8.41	487	334/69/84	cfa_Latn	omnilingual
235	Wapan	juk	Nigeria	8.41	487	307/75/105	juk_Latn	omnilingual
236	Boghom	bux	Nigeria	8.39	486	273/118/95	bux_Latn	omnilingual
237	Cibak	ckl	Nigeria	8.39	486	299/78/109	ckl_Latn	omnilingual
238	Kohumono	bcs	Nigeria	8.39	486	347/70/69	bcs_Latn	omnilingual
239	Mom Jango	ver	Cameroon	8.39	486	323/68/95	ver_Latn	omnilingual
240	Ashe	ahs	Nigeria	8.36	484	329/84/71	ahs_Latn	omnilingual
241	Nyungwe	nyu	Mozambique	8.35	2,976	2,744/63/169	nyungwe_nyu	afrispeech
242	Wanga	lwg	Kenya	8.34	483	297/76/110	lwg_Latn	omnilingual
243	Kimbundu	kmb	Angola	8.32	2,894	2,468/249/177	kimbundu_kmb	afrispeech
244	Mafa	maf	Cameroon	8.32	482	325/88/69	maf_Latn	omnilingual
245	Odual	odu	Nigeria	8.32	482	307/90/85	odu_Latn	omnilingual
246	Esan	ish	Nigeria	8.31	481	308/98/75	ish_Latn	omnilingual
247	Gusii	guz	Kenya	8.29	480	287/117/76	guz_Latn	omnilingual
248	Turkana	tuv	Ethiopia	8.27	479	285/106/88	tuv_Latn	omnilingual
249	Yekhee	ets	Nigeria	8.25	478	320/79/79	ets_Latn	omnilingual
250	Cen	cen	Nigeria	8.24	477	313/90/74	cen_Latn	omnilingual
251	Hwana	hwo	Nigeria	8.24	477	327/68/82	hwo_Latn	omnilingual
252	Koma	kmy	Cameroon	8.24	477	326/65/86	kmy_Latn	omnilingual
253	Ikposo	kpo	Ghana	8.22	476	293/90/93	kpo_Latn	omnilingual
254	Tangale	tan	Nigeria	8.22	476	323/69/84	tan_Latn	omnilingual
255	Karekare	kai	Nigeria	8.18	474	331/69/74	kai_Latn	omnilingual
256	Lamang	hia	Nigeria	8.18	474	324/85/65	hia_Latn	omnilingual
257	Cross River Mbembe	mfn	Nigeria	8.17	473	284/89/100	mfn_Latn	omnilingual
258	Idakho-Isukha-Tiriki	ida	Kenya	8.17	473	305/100/68	ida_Latn	omnilingual
259	Kinande	nnb	DR Congo	8.15	2,871	2,637/44/190	kinande_nnb	afrispeech
260	Huba	hbb	Nigeria	8.12	470	288/63/119	hbb_Latn	omnilingual
261	Marghi Central	mrt	Nigeria	8.12	470	297/80/93	mrt_Latn	omnilingual
262	Waci Gbe	wci	Benin	8.12	470	308/95/67	wci_Latn	omnilingual
263	Kamo	kcq	Nigeria	8.10	469	321/66/82	kcq_Latn	omnilingual
264	Nyankpa	yes	Nigeria	8.10	469	310/68/91	yes_Latn	omnilingual
265	Nsenga (Mozambique)	nse	Mozambique	8.09	2,865	2,385/313/167	nsenga_mozambique_nse	afrispeech
266	Baoule	bci	Côte d'Ivoire	8.08	2,657	2,307/125/225	baoule_bci	afrispeech
267	Bokyi	bky	Cameroon	8.08	468	297/93/78	bky_Latn	omnilingual
268	Jiba	juo	Nigeria	8.06	467	321/68/78	juo_Latn	omnilingual
269	Piya-Kwonci	piy	Nigeria	8.06	467	324/76/67	piy_Latn	omnilingual
270	Dadiya	dbd	Nigeria	8.05	466	289/70/107	dbd_Latn	omnilingual
271	Izon	ijc	Nigeria	8.05	466	290/80/96	ijc_Latn	omnilingual
272	Pökoot	pko	Kenya	8.03	465	298/70/97	pko_Latn	omnilingual
273	Lala-Roba	lla	Nigeria	7.99	463	301/91/71	lla_Latn	omnilingual
274	Gokana	gkn	Nigeria	7.98	2,808	2,567/179/62	gokana_gkn	afrispeech
275	Jju	kaj	Nigeria	7.96	461	272/91/98	kaj_Latn	omnilingual
276	Kabras	lkb	Kenya	7.96	461	284/72/105	lkb_Latn	omnilingual
277	Longuda	lnu	Nigeria	7.96	461	299/63/99	lnu_Latn	omnilingual
278	Nzanyi	nja	Cameroon	7.94	460	302/87/71	nja_Latn	omnilingual
279	Tarok	yer	Nigeria	7.94	460	298/70/92	yer_Latn	omnilingual
280	Buduma	bdm	Cameroon	7.93	459	301/90/68	bdm_Latn	omnilingual
281	Ngas	anc	Nigeria	7.91	458	314/65/79	anc_Latn	omnilingual
282	Kushi	kuh	Nigeria	7.89	457	308/77/72	kuh_Latn	omnilingual
283	Marghi South	mfm	Nigeria	7.89	457	315/78/64	mfm_Latn	omnilingual
284	Ndonga	ndo	Angola	7.89	457	285/68/104	ndo_Latn	omnilingual
285	Samba Daka	ccg	Cameroon	7.89	457	292/95/70	ccg_Latn	omnilingual
286	Saya	say	Nigeria	7.89	457	260/103/94	say_Latn	omnilingual
287	Eggon	ego	Nigeria	7.87	456	305/68/83	ego_Latn	omnilingual
288	Embu	ebu	Kenya	7.87	456	272/71/113	ebu_Latn	omnilingual
289	Glavda	glw	Cameroon	7.87	456	322/65/69	glw_Latn	omnilingual
290	Kanembu	kbl	Niger	7.87	456	306/79/71	kbl_Latn	omnilingual
291	Kirya-Konzəl	fkk	Nigeria	7.87	456	290/88/78	fkk_Latn	omnilingual
292	Kulung (Nigeria)	bbu	Nigeria	7.84	454	281/67/106	bbu_Latn	omnilingual
293	Meru	mer	Kenya	7.80	452	279/105/68	mer_Latn	omnilingual
294	Maba (Chad)	mde	Chad	7.68	445	445/0/0	mde_Latn	omnilingual
295	Tula	tul	Nigeria	7.68	445	263/112/70	tul_Latn	omnilingual
296	Afade	aal	Cameroon	7.67	444	310/64/70	aal_Latn	omnilingual
297	Bacama	bcy	Nigeria	7.65	443	278/99/66	bcy_Latn	omnilingual
298	Herero	her	Angola	7.65	443	281/95/67	her_Latn	omnilingual
299	Ndebele (Zimbabwe)	nde	Zimbabwe	7.62	2,552	2,308/81/163	ndebele_zimbabwe_nde	afrispeech
300	Zarma	dje	Burkina Faso	7.61	441	316/61/64	dje_Latn	omnilingual
301	Havu	hav	DR Congo	7.59	2,619	2,447/172/0	havu_hav	afrispeech
302	Bangwinji	bsj	Nigeria	7.58	439	286/84/69	bsj_Latn	omnilingual
303	Dghwede	dgh	Cameroon	7.58	439	263/109/67	dgh_Latn	omnilingual
304	Tedaga	tuq	Libya	7.56	438	287/87/64	tuq_Latn	omnilingual
305	Tera	ttr	Nigeria	7.53	436	294/75/67	ttr_Latn	omnilingual
306	Baoulé	bci	Côte d'Ivoire	7.50	1,216	972/122/122	bau_tts	waxal
307	Ibinda	yom	DR Congo	7.46	2,672	2,508/59/105	ibinda_yom	afrispeech
308	Dazaga	dzg	Libya	7.39	428	261/65/102	dzg_Latn	omnilingual
309	Awak	awo	Nigeria	7.37	427	265/71/91	awo_Latn	omnilingual
310	Fanti	fat	Ghana	7.22	1,171	953/117/101	fat_tts	waxal
311	Liberia Kpelle	xpe	Guinea	7.22	418	266/84/68	xpe_Latn	omnilingual
312	Agwagwune	yay	Nigeria	6.84	396	227/87/82	yay_Latn	omnilingual
313	Dinka	din	South Sudan	6.84	2,496	2,178/99/219	dinka_din	afrispeech
314	Itsekiri	its	Nigeria	6.78	2,387	2,387/0/0	itsekiri_its	afrispeech
315	Kwangali	kwn	Namibia	6.75	2,258	2,139/81/38	kwangali_kwn	afrispeech
316	Twi	twi	Ghana	6.74	1,093	872/117/104	twi_tts	waxal
317	Chitonga	toi	Zambia	6.61	2,487	2,220/195/72	chitonga_toi	afrispeech
318	Bassa (Liberia)	bsq	Liberia	6.07	2,284	2,135/12/137	bassa_liberia_bsq	afrispeech
319	Cinyanja	nya	Malawi	5.79	1,883	1,765/42/76	cinyanja_nya	afrispeech
320	Ndonga	ndo	Namibia	5.77	1,920	1,745/63/112	ndonga_ndo	afrispeech
321	Aja	ajg	Benin	5.71	1,942	1,765/105/72	aja_ajg	afrispeech
322	Kpelle	xpe	Liberia	5.70	1,933	1,743/112/78	kpelle_xpe	afrispeech
323	Réunion Creole	rcf	Réunion	5.25	1,803	1,718/23/62	r_union_creole_rcf	afrispeech
324	Eastern Egyptian Bedawi Arabic (Arab script)	avl	Egypt	5.18	300	300/0/0	avl_Arab	omnilingual
325	Algerian Saharan Arabic (Arab script)	aao	Algeria	5.15	298	298/0/0	aao_Arab	omnilingual
326	Ndebele	nbl	South Africa	5.15	1,985	1,819/134/32	ndebele_nbl	afrispeech
327	Chadian Arabic	shu	Cameroon	5.13	297	297/0/0	shu_Latn	omnilingual
328	Abbey	aba	Côte d'Ivoire	5.03	1,776	1,574/166/36	abbey_aba	afrispeech
329	Yombe	yom	DR Congo	4.88	1,634	1,390/149/95	yombe_yom	afrispeech
330	Kikongo	kwy	Angola	4.87	1,769	1,623/103/43	kikongo_kwy	afrispeech
331	Umbundu	umb	Angola	4.70	1,630	1,340/227/63	umbundu_umb	afrispeech
332	Chiyao	yao	Mozambique	4.61	1,647	1,423/103/121	chiyao_yao	afrispeech
333	Loma	lom	Liberia	4.52	1,540	1,350/41/149	loma_lom	afrispeech
334	Wolaita	wal	Ethiopia	4.28	1,476	1,250/133/93	wolaita_wal	afrispeech
335	Chitonga (Malawi)	tog	Malawi	4.16	1,480	1,363/65/52	chitonga_malawi_tog	afrispeech
336	Tiv	tiv	Nigeria	4.03	1,374	1,220/119/35	tiv_tiv	afrispeech
337	Lari	ldi	Congo	3.85	1,359	1,284/42/33	lari_ldi	afrispeech
338	Meru	mer	Kenya	3.83	1,277	1,139/138/0	meru_mer	afrispeech
339	Ewondo	ewo	Cameroon	3.71	1,305	1,134/32/139	ewondo_ewo	afrispeech
340	Kabyle	kab	Algeria	3.65	1,188	1,068/64/56	kabyle_kab	afrispeech
341	Khana	ogo	Nigeria	3.62	1,256	921/139/196	khana_ogo	afrispeech
342	Gitonga	toh	Mozambique	3.60	1,319	1,228/4/87	gitonga_toh	afrispeech
343	Tewe	twx	Mozambique	3.39	1,251	1,076/148/27	tewe_twx	afrispeech
344	Dangme	ada	Ghana	3.37	1,177	941/154/82	dangme_ada	afrispeech
345	Ndau	ndc	Mozambique	3.34	1,231	1,147/68/16	ndau_ndc	afrispeech
346	Guéré	gxx	Côte d'Ivoire	3.01	1,057	953/67/37	gu_r_gxx	afrispeech
347	Wolof	wol	Senegal	2.50	846	803/10/33	wolof_wol	afrispeech
348	Damara	naq	Namibia	2.46	789	698/62/29	damara_naq	afrispeech
349	Swahili (Katanga)	swc	DR Congo	2.40	866	798/32/36	swahili_katanga_swc	afrispeech
350	Yacouba	daf	Côte d'Ivoire	2.26	787	656/0/131	yacouba_daf	afrispeech
351	Manyawa	mny	Mozambique	1.94	697	697/0/0	manyawa_mny	afrispeech
352	Makhuwa-Marrevone	xmc	Mozambique	1.87	704	635/41/28	makhuwa_marrevone_xmc	afrispeech
353	Makhuwa-Meetto	mgh	Mozambique	1.83	671	552/85/34	makhuwa_meetto_mgh	afrispeech
354	Cinamwanga	mwn	Zambia	1.66	553	500/53/0	cinamwanga_mwn	afrispeech
355	Chitonga (Zimbabwe)	toi	Zimbabwe	1.41	486	452/0/34	chitonga_zimbabwe_toi	afrispeech
356	Attié	ati	Côte d'Ivoire	1.40	482	477/5/0	atti_ati	afrispeech
357	Lunda	lun	Zambia	1.11	423	322/101/0	lunda_lun	afrispeech
358	Lomwe	ngl	Mozambique	1.07	378	373/5/0	lomwe_ngl	afrispeech
359	Chuabo	chw	Mozambique	1.03	390	373/0/17	chuabo_chw	afrispeech
360	Mambwe-Lungu	mgr	Zambia	0.93	331	264/34/33	mambwe_lungu_mgr	afrispeech
361	Ijaw	ijc	Nigeria	0.88	312	292/0/20	ijaw_ijc	afrispeech
362	Ngbandi (Northern)	ngb	DR Congo	0.78	255	222/33/0	ngbandi_northern_ngb	afrispeech
363	Makhuwa-Shirima	vmk	Mozambique	0.77	277	277/0/0	makhuwa_shirima_vmk	afrispeech
364	Herero	her	Namibia	0.61	192	192/0/0	herero_her	afrispeech
365	Chokwe	cjk	Angola	0.56	177	169/0/8	chokwe_cjk	afrispeech
366	Taabwa	tap	DR Congo	0.56	195	163/0/32	taabwa_tap	afrispeech
367	Kisonge	sop	DR Congo	0.40	141	141/0/0	kisonge_sop	afrispeech
368	Kanyok	kny	DR Congo	0.28	109	109/0/0	kanyok_kny	afrispeech
369	Luvale	lue	Zambia	0.07	20	20/0/0	luvale_lue	afrispeech

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